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https://openalex.org/W2076012260
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https://kclpure.kcl.ac.uk/portal/files/12225247/Anacker_Front_Behav_Neuro_2012.pdf
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English
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New models to investigate complex glucocorticoid receptor functions
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Frontiers in behavioral neuroscience
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cc-by
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Citation for published version (APA):
Anacker, C., & Pariante, C. M. (2012). New models to investigate complex glucocorticoid receptor functions. Frontiers in Behavioral Neuroscience, 6, Article 90. https://doi.org/10.3389/fnbeh.2012.00090 Citing this paper
Pl
h C t
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s pape
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again advised to check the publisher's website for any subsequent corrections. Citation for published version (APA):
Anacker, C., & Pariante, C. M. (2012). New models to investigate complex glucocorticoid receptor functions.
Frontiers in Behavioral Neuroscience, 6, Article 90. https://doi.org/10.3389/fnbeh.2012.00090 A commentary on mechanism of action of antidepressants
remains elusive and may possibly account
for some of the behavioral changes upon
antidepressant treatment in grs357 mutant
fish, in which only GR transactivation is
abolished. As the authors suggest, the role
of serotonergic signaling on the neuroen-
docrine system, behavior, and the regu-
lation of GR function is likely to be of
great importance for the effects of SSRI
antidepressants (Laplante et al., 2002). At the same time, potential serotonin-
independent molecular mechanisms of
antidepressant action, such as liberation
of G-proteins from membrane associated
lipid rafts, have been suggested (Donati
and Rasenick, 2005), and may represent
possible alternative pathways involved in
stress response regulation and GR activa-
tion, which warrant further investigation. A
zebrafish
model
of
glucocorticoid
resistance shows serotonergic modulation
of the stress response
by Griffiths, B. B., Schoonheim, P. J., Ziv,
L., Voelker, L., Baier, H., and Gahtan, E. (2012). Front. Behav. Neurosci. 6:68. doi:
10.3389/fnbeh.2012.00068 The significance of the glucocorticoid
receptor (GR) in stress response regula-
tion and mood disorders has been demon-
strated by many studies in animal and
human models (Anacker et al., 2011a). The
paper by Griffiths’ and colleagues adds to
this evidence, by investigating GR function
and its role in stress response regulation
and antidepressant action in an exciting
new zebrafish model. The data suggest that some of the
behavioral effects of fluoxetine on revers-
ing startle response abnormalities may
be independent of GR transactivation
in fish. However, it is important to
note that many GR-mediated effects are
indeed independent of direct GR binding to
the DNA, particularly the glucocorticoid-
mediated regulation of pomc expression
(Tuckermann et al., 1999; Bilodeau et al.,
2006). It thus remains to be elucidated
whether GR protein-protein interactions,
such as transrepression of the transcrip-
tion factors NFkB, AP-1, or cyclic AMP
response element binding protein (CREB),
may indeed account for some of the SSRI
effects on anxiety-like behavior in this
study. Moreover, an increasing body of
work suggests that a membrane-bound
GR may mediate some of the rapid, non-
genomic effects of glucocorticoids, partic-
ularly glucocorticoid-induced changes in
neuronal excitability and memory consol-
idation (for comprehensive reviews, please
see: Haller et al., 2008 and Groeneweg
et al., 2012). Reviewed by: Phillip R. Zoladz, Ohio Northern University, USA
Charlier D. Thierry, University of Liege, Belgium effectively counteracts anxiety-like behav-
ior. These findings confirm the crucial
role of the GR in neuroendocrine reg-
ulation and behavioral stress responses,
and are in line with the authors’ previous
work, in which they have identified stress
axis abnormalities and increased freezing
behavior upon exposure to a novel envi-
ronment in the same mutant fish (Ziv
et al., 2012). Their new findings thus con-
solidate the use of the zebrafish model
to investigate GR-dependent regulation of
the stress response. Christoph Anacker* and Carmine M. Pariante Department of Psychological Medicine, Section of Perinatal Psychiatry and Stress, Psychiatry and Immunology (SPI-Lab), Institute of Psychiatry,
King’s College London, London, UK
*Correspondence: christoph.anacker@kcl.ac.uk *Correspondence: christoph.anacker@kcl.ac.uk Edited by:
Jozsef Haller, Institute of Experimental Medicine, Hungary Jozsef Haller, Institute of Experimental Medicine, Hungary General rights General rights
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the work immediately and investigate your claim. Download date: 24. Oct. 2024 A commentary on doi:
10.1016/j.yfrne.2007.10.004 Anacker, C., Zunszain, P. A., Carvalho, L. A., and
Pariante, C. M. (2011a). The glucocorticoid recep-
tor: pivot of depression and of antidepressant
treatment? Psychoneuroendocrinology 36, 415–425. Kizil, C., Kaslin, J., Kroehne, V., and Brand, M. (2012). Adult neurogenesis and brain regeneration
in zebrafish. Dev. Neurobiol. 72, 429–461. Anacker, C., Zunszain, P. A., Cattaneo, A., Carvalho,
L. A., Garabedian, M. J., Thuret, S., et al. (2011b). Antidepressants increase human hip-
pocampal neurogenesis by activating the glucocor-
ticoid receptor. Mol. Psychiatry 16, 738–750. Laplante, P., Diorio, J., and Meaney, M. J. (2002). Serotonin regulates hippocampal glucocorticoid
receptor expression via a 5-HT7 receptor. Brain
Res. Dev. Brain Res. 139, 199–203. Tuckermann, J. P., Reichardt, H. M., Arribas, R.,
Richter, K. H., Schutz, G., and Angel, P. (1999). The DNA binding-independent function of the
glucocorticoid receptor mediates repression of
AP-1-dependent genes in skin. J. Cell Biol. 147,
1365–1370. Bilodeau,
S.,
Vallette-Kasic,
S.,
Gauthier,
Y.,
Figarella-Branger,
D., Brue, T., Berthelet,
F.,
et al. (2006). Role of Brg1 and HDAC2 in GR
trans-repression of the pituitary POMC gene and
misexpression in Cushing disease. Genes Dev. 20,
2871–2886. Ziv, L., Muto, A., Schoonheim, P. J., Meijsing, S. H.,
Strasser, D., Ingraham, H. A., et al. (2012). An
affective disorder in zebrafish with mutation of
the glucocorticoid receptor. Mol. Psychiatry. doi:
10.1038/mp.2012.64. [Epub ahead of print]. In order to identify new treatment tar-
gets and to elucidate the sophisticated
heterogeneous
mechanisms
underlying
depression pathogenesis, a cross-species
investigation into the several layers of the
complex nature of stress-induced biolog-
ical abnormalities will be essential to our
success. The paper by Griffiths’ and col-
leagues, together with previous work on
GR function in zebrafish (Ziv et al., 2012),
is a great example for such an approach,
and offers a novel high-throughput plat-
form in live fish to investigate drug
responses and GR function in an in vivo
system. Bury, N. R., and Sturm, A. (2007). Evolution of the
corticosteroid receptor signalling pathway in fish. Gen. Comp. Endocrinol. 153, 47–56. Donati, R. J., and Rasenick, M. M. (2005). Chronic
antidepressant treatment prevents accumulation
of
gsalpha
in
cholesterol-rich,
cytoskeletal-
associated,
plasma
membrane
domains
(lipid
rafts). Neuropsychopharmacology
30,
1238–1245. Received: 29 November 2012; accepted: 12 December
2012; published online: 31 December 2012. Citation: Anacker C and Pariante CM (2012) New
models to investigate complex glucocorticoid receptor
functions. Front. Behav. Neurosci. 6:90. doi: 10.3389/
fnbeh.2012.00090 Groeneweg, F. A commentary on While previous studies have
shown a crucial role for genomic GR
effects in antidepressant action (Anacker
et al., 2011b), the involvement of the
membrane-bound form of the GR in the Of course, when modeling psychiatric
disorders in fish, it needs to be carefully
considered that the behavioral repertoire,
the neural networks and the psycholog-
ical responses to stress in teleosts are
largely different from respective responses
in the mammalian brain. Behavioral stud-
ies in higher animals, such as rodents
and primates, as well as cellular and
molecular studies in human tissues, will
therefore indeed remain indispensable
for our understanding of stress-induced
brain abnormalities, depression patho-
physiology, and antidepressant treatment
response. To this end, it will be interest-
ing for future investigations to examine
if other well established neurobiological
correlates of depression, such as alter-
ations in neuronal gene expression or
adult neurogenesis, can also be mod-
eled in comparable regions of the fish
brain (Kizil et al., 2012). In addition,
evolutionary differences in corticosteroid The main finding of this study is that
mutant zebrafish larvae with impaired GR
transactivation, due to a single nucleotide
substitution in a region essential for DNA
binding (grs357 mutants), exhibit behav-
ioral abnormalities and neuroendocrine
dysfunction. Specifically, grs357 mutants
show elevated startle responses, a sur-
rogate measure of anxiety-like behav-
ior in fish, as well as increased cortisol
levels and impaired HPA axis feedback
control, demonstrated by reduced sup-
pression of pituitary pomc upon treat-
ment with the synthetic glucocorticoid,
betamethasone. The authors also test
whether the selective serotonin reuptake
inhibitor (SSRI) antidepressant, fluoxe-
tine, is able to reverse the neuroen-
docrine and behavioral phenotype of
grs357 mutants. Their findings suggest
that fluoxetine does not reverse neu-
roendocrine abnormalities resulting from
impaired GR transactivation, while it still December 2012 | Volume 6 | Article 90 | 1 Frontiers in Behavioral Neuroscience Frontiers in Behavioral Neuroscience www.frontiersin.org www.frontiersin.org Anacker and Pariante Modelling GR functions receptor function have been demonstrated
and need to be considered when investi-
gating GR function across different phy-
logenetic taxa (Bury and Sturm, 2007). Nevertheless, the zebrafish is a useful
model to investigate principle mecha-
nisms underlying stress response regula-
tion, and it offers a unique possibility for
high-throughput drug screening in vivo,
facilitating the discovery of new targets
that alter neuroendocrine responses and
proxy measures of stress-induced behav-
ioral abnormalities. findings. Front. Neuroendocrinol. 29:273–291. doi:
10.1016/j.yfrne.2007.10.004 findings. Front. Neuroendocrinol. 29:273–291. December 2012 | Volume 6 | Article 90 | 2 Frontiers in Behavioral Neuroscience A commentary on L., Karst, H., de Kloet, E. R., and Joels,
M. (2012). Mineralocorticoid and glucocorticoid
receptors at the neuronal membrane, regulators
of nongenomic corticosteroid signalling. Mol. Cell. Endocrinol. 350, 299–309. Copyright © 2012 Anacker and Pariante. This is an
open-access article distributed under the terms of the
Creative Commons Attribution License, which permits
use, distribution and reproduction in other forums, pro-
vided the original authors and source are credited and
subject to any copyright notices concerning any third-
party graphics etc. Haller, J., Mikics, E., and Makara, G. B. (2008). The
effects
of
non-genomic
glucocorticoid
mechanisms on bodily functions and the cen-
tral
neural
system. A critical
evaluation
of December 2012 | Volume 6 | Article 90 | 2 Frontiers in Behavioral Neuroscience www.frontiersin.org www.frontiersin.org
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https://openalex.org/W2992831949
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https://europepmc.org/articles/pmc6944146?pdf=render
|
English
| null |
Prospective Early Clinical, Radiological, and Kinematic Pedobarographic Analysis Following Subtalar Arthroereises for Paediatric Pes Planovalgus
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Curēus
| 2,019
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cc-by
| 5,182
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DOI: 10.7759/cureus.6309 Abstract Arthroereises implants mechanically block eversion and limit subtalar motion. They are used in
children with pes planovalgus in order to correct the valgus deformity. In this study, we aimed
to objectively assess children with flatfoot before and after the insertion of the Kalix II implant,
clinically, radiologically and by kinematic pedobarographic analysis. Open Access Original
Article Open Access Original
Article Open Access Original
Article Materials and methods Six children (12 feet) were treated by the insertion of the Kalix II implant (Integra LifeSciences,
Plainsboro, NJ). Patients completed the Manchester Oxford Foot Questionnaire (MOXFQ)
preoperatively and at six months post operatively. Radiological outcome was assessed by lateral
(L) and anterior posterior (AP) foot weight-bearing radiographs taken pre operatively and post
operatively. Pedobarographic data was obtained pre operatively and at six months post
operatively using a 1 meter RS Scan Footscan (RSscan International, Olen, Belgium)
pedobarograph. In addition, patients underwent gait analysis pre and post operatively. Prospective Early Clinical, Radiological, and
Kinematic Pedobarographic Analysis
Following Subtalar Arthroereises for
Paediatric Pes Planovalgus Yvonne-Mary Papamerkouriou Dr , Rohan Rajan , Samena Chaudhry , Preetham Kodumuri
, Helen Evans , Martin Kerr
1
2
2
2
3
3 1. Orthopaedics, Panagiotis and Aglaia Kyriakou Children's Hospital, Athens, GRC 2. Orthopaedics, Royal
Derby Hospital, Derby, GBR 3. Physiotherapy, Royal Derby Hospital, Derby, GBR Corresponding author: Yvonne-Mary Papamerkouriou Dr, ympapamerkouriou@yahoo.gr Results Mean age was 11.05 +/-3.24 years (range 6.2 to 15.5 years). In all cases, screw removal was
carried out at between 15 to 18 months post insertion. The mean pre op MOXFQ score was 55.3
+/-9.68 which reduced to 34.3 +/-15.66 post operatively with a p value < 0.00001 which was
statistically significant. Mean Meary's angle preop was -15.21+/-5.51 degrees which corrected
to -7.57+/-4.62 post op with a p value=0.00001. The mean calcaneal pitch before surgery was
11.96+/-3.8 which increased to 14.98+/-3.85 with a p value =0.00067. The first MTH: fifth MTH
peak pressure ratio pre operatively was 4.53+/-2.78 which was found to reduce significantly
post operatively to 1.35+/-0.97 (p=0.04), indicating a lateral shift of the foot pressures. Received 11/13/2019
Review began 11/28/2019
Review ended 12/05/2019
Published 12/06/2019 Received 11/13/2019
Review began 11/28/2019
Review ended 12/05/2019
Published 12/06/2019
© Copyright 2019
Papamerkouriou et al. This is an open
access article distributed under the
terms of the Creative Commons
Attribution License CC-BY 3.0., which
permits unrestricted use, distribution,
and reproduction in any medium,
provided the original author and
source are credited. Introduction Flatfoot is a common paediatric problem. In the vast majority of cases, these are physiological
in nature and improve spontaneously as the child grows. A differentiation between pes planus -
flatfoot and pes planovalgus - flat foot with valgus of the calcaneus on weight bearing needs to
be made. Clinical evaluation is made to differentiate between a rigid and a flexible flat foot. In stance, the heel is found to be in valgus, which corrects into neutral or varus on forefoot
weight bearing with restoration of the medial longitudinal arch, in flexible pes planovalgus. Children with this deformity usually present with medial midfoot weight bearing, mild genu
valgum and parental concern. Tarsal coalition is the usual cause for a rigid pes plano valgus,
where this correction does not occur. These patients usually present with a stiff painful flat
foot. Consideration should also be given towards Achilles and gastrocnemius contractures
(differentiated by the Silfverskiold test) associated with this condition. As the calcaneus is in
valgus, the Achilles tendon is found to be contracted [1]. The subtalar joint comprises the talus, calcaneus and navicular and the intervening
interosseous talocalcaneal and calcaneonavicular ligaments (spring ligament) and multiple
joint capsules. These function as a unit. Flatfoot should be thought of as a three-dimensional
deformity where the hindfoot is pronated, the subtalar joint is dorsiflexed and externally
rotated, the midfoot abducted and forefoot supinated [2]. Initially, conservative treatment is advocated such as physiotherapy, reassurance, medial arch
supports or UCBL orthotics. However, there is no evidence supporting the use of orthotics to
correct this deformity [3]. It has been suggested that orthotics could, in fact, lead to
dependency and long term negative psychological effects [3-5]. When these have failed, in patients with continued pain and dysfunction, surgical intervention
is offered. Arthroereisis procedures were introduced between 1946 and 1977 to restrict
excessive subtalar joint eversion by placing a bony block in the sinus tarsi [6-9]. Bone grafts
were found to resorb over time leading to recurrence. Arthroereisis with synthetic implants was
introduced in the late 1970s as these do not resorb, allowing for a greater time for bone
remodeling [2]. Subotnick first described using a block of silicone elastomer in the sinus tarsi
[10]. Although considered extra articular, if inserted appropriately, it mechanically blocks
eversion and blocks subtalar joint motion with an intra articular effect [11-12]. Conclusion Papamerkouriou et al. This is an open
access article distributed under the
terms of the Creative Commons
Attribution License CC-BY 3.0., which
permits unrestricted use, distribution,
and reproduction in any medium,
provided the original author and
source are credited. There were statistically significant improvements in the patient-reported MOXFQ, radiological
improvements, and pedobarographic changes, indicating a lateral shift of the foot pressures. There were no complications. Categories: Orthopedics, Pediatric Surgery Categories: Orthopedics, Pediatric Surgery Keywords: pes planovalgus, arthroereisis, pedobarograph 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 Materials And Methods Six children (12 feet) with symptomatic painful correctible flexible pes planovalgus were
included in our prospective study where the Kalix II subtalar arthroereisis implant consisting of
a tapared tintanium alloy body and ultra-high molecular weight polyethelene shell was
employed. All patients had a failed trial of conservative treatment including orthoses and
physiotherapy. None of our patients had tarsal coalition. All our patients were assessed
especially not to require any adjunctive soft tissue procedures in addition to the insertion of the
subtalar arthroereisis implant. This was important in order to allow us to assess specifically the
changes afforded by the implant alone, post operatively. All patients were given a general anaesthetic and were positioned supine. Image intensifier was
used in theatres. A 1-cm incision was performed just anterior and plantar to the tip of the
lateral malleolus, allowing for blunt dissection down to the sinus tarsi. The Kalix II Viladot lever
was inserted from the anterior to posterior direction into the sinus tarsi to elevate the talus
whilst the forefoot was pronated to restore the medial longitudinal arch. Trial implants of
increasing size were inserted after the removal of the Viladot lever until a stable trial was found. The appropriate implant was then inserted with the lateral border of the implant being flush
with the lateral border of the talus as confirmed by image intensifier. Surgical incision was
closed in layers with subcuticular closure to the skin. A below-knee weight-bearing plaster cast
was applied for the first four weeks post operatively. This was mainly to rest the soft tissues and
avoid early extrusion, as well as to assist in pain relief. All patients were asked to complete the validated patient-reported Manchester Oxford Foot
Questionnaire (MOXFQ) preoperatively and at six months post operatively. MOXFQ is a 16-
item patient-reported outcome (PRO) measure developed and validated for use in studies
assessing outcome following foot and/or ankle corrective surgery. Scores for each domain are
calculated by summing the responses to each item within a given domain. Raw scores can be
converted to a 0-100 metric where 100=most severe. Radiological outcome was assessed by lateral (L) and anterior posterior (AP) foot weight bearing
radiographs taken pre operatively and post operatively. Introduction During pronation, the sinus tarsi closes as the lateral process of the talus glides anteriorly
towards the prethalamic surface of the calcaneus. During foot supination, the sinus tarsi opens. An arthroereisis implant limits this motion, limiting hindfoot pronation. This prevents the
lateral process of the talus from advancing towards the floor of the sinus tarsi, causing the
subtalar joint to be inverted. It is postulated that extra articular arthroereises implants
temporarily correct the valgus deformity in children allowing for bone remodeling to lead to a
permanent correction following its removal [13]. Sixty percent of the talar surface is covered by articular cartilage which moves simultaneously
with the peritalar structures [13]. The subtalar joint is a single axis joint acting as a hinge
connecting the talus and calcaneus. When the subtalar joint axis is inclined 45 degrees from the
transverse plane, rotation of the vertical part of the joint is coupled to equal rotation of the
horizontal part of the joint [14]. A more horizontally aligned axis such as in planovalgus causes
a greater rotation of the horizontal part for a given rotation of the vertical part. This 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 2 of 18 allows greater supination/pronation at the longitudinal axis of the horizontal segment for a
given external/internal rotation of the vertical segment. allows greater supination/pronation at the longitudinal axis of the horizontal segment for a
given external/internal rotation of the vertical segment. Vogler classified the biomechanical mode of action of subtalar arthroereisis implants into three
distinct modes: “axis altering”, “impact blocking” and “self locking” [15]. This last mechanism
of action is that which is employed by the implant in our study as it is inserted into the main
axis of the sinus tarsi, supporting the talar neck, thus avoiding contact between the lateral
process of the talus and the sinus tarsi floor, limiting talar adduction and plantar flexion. In this study, we aimed to objectively assess children with flatfoot before and after treatment
by insertion of the Kalix II (Integra LifeSciences, Plainsboro, NJ) arthroereisis implant,
clinically, radiologically and by kinematic pedobarographic analysis. 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 MOXFQ scores The mean pre-op MOXFQ score was 55.3 +/-9.68 which reduced to 34.3 +/-15.66 post op with a
p value < 0.00001 which was found to be a statistically significant result. In the MOXFQ the
maximum score is 100 which corresponds to the most severe result. Results All six children in our prospective study underwent bilateral procedures. Mean age 11.05 +/-
3.24 years (range 6.2 to 15.5 years). In all cases, screw removal was carried out between 15 to 18
months post insertion. There were no complications in our cohort of patients. Materials And Methods In each case, the Meary's angle (talus -
first metatarsal angle) and calcaneal pitch (angle formed by line passing from plantar most
surface of calcaneus to inferior border of calcaneocuboid joint and line from plantar surface of
calcaneus to plantar surface of fifth metatarsal head) of the lateral weight-bearing radiographs
were calculated. Children underwent gait analysis pre and post operatively. Pedobarographic data was obtained
pre operatively and at 6 months post implant insertion at our gait laboratory using a 1 meter RS
Scan Footscan (RSscan International, Olen, Belgium) pedobarograph, capturing data at 200 Hz. 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 3 of 18 Radiographic correction Mean Meary's angle preop was -15.21°+/-5.51° degrees which corrected to -7.57°+/-4.62° post-
op with a p value=0.00001. In a normal foot, Meary’s angle is 0°. The negative value indicates
the convex of the angle is downward, as is expected in flatfoot. In our study, whereas Meary’s
angle did not correct to normal, it reduced, indicating improvement. The mean calcaneal pitch
before surgery was 11.96°+/-3.8° which increased to 14.98°+/-3.85° post op with a p value
=0.00067. Angles between 10° and 20° are indicative of pes planus. In our study, the angle
increased, indicating improvement even though, it remained below the normal range. A minimum of four passes were made to capture at least six clear footprints on each side (right
and left). Parametric data was expressed as mean+/- standard deviation (SD). The SPSS 17.0 software
(SPSS, Chicago, IL, USA) was employed for statistical analysis. Paired Student’s t-test was used
for comparisons for pre operative and post-operative results. A p value of <0.05 was considered
statistically significant. 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 Pedobarographic data We analysed the peak pressures under the first and fifth metatarsal heads (MTH) pre
operatively and post operatively in kilopascals (kPa). Before surgery, the mean first MTH peak
pressure was 218.42+/-109.56 which reduced postoperatively to 113.82+/-79.71 (p=0.0016). The
mean preoperative fifth MTH peak pressure was 65.08+/-32.83 increasing to 88.58+/-
59.17 (p=0.281). The first MTH: fifth MTH peak pressure ratio pre operatively was 4.53+/-2.78
which was found to reduce significantly post operatively to 1.35+/-0.97 (p=0.04), indicating a
lateral shift of the foot pressures (Table 1). 4 of 18 Pre op (+/-SD)
Post op (+/-SD)
P value
MOXFQ
55.3 (9.68)
34.3 (15.66)
0.00001
Meary angle
-15.21 (5.51)
-7.57 (4.62)
0.00001
Calcaneal pitch
11.96 (3.8)
14.98 (3.85)
0.00067
1st MTH peak pressure (kPa)
218.42 (109.56)
113.82 (79.71)
0.0016
5th MTH peak pressure (kPa)
65.08 (32.83)
88.58 (59.17)
0.281
1st:5th MTH PP ratio
4.53 (2.78)
1.35 (0.97)
0.04 TABLE 1: Results
Pre- and post-operative MOXFQ, radiological, and kinematic data. MOXFQ: Manchester Oxford Foot Questionnaire; MTH: metatarsal heads. 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 TABLE 1: Results Pre- and post-operative MOXFQ, radiological, and kinematic data. Pre- and post-operative MOXFQ, radiological, and kinematic data. MOXFQ: Manchester Oxford Foot Questionnaire; MTH: metatarsal heads. MOXFQ: Manchester Oxford Foot Questionnaire; MTH: metatarsal heads. We allowed for post operative swelling to settle before performing the above measurement at
around the six-month post operative period. We postulated that before corrective surgery, there
is an increase in pedobarographic pressures on the medial side of the foot as it is pronated in
pes planovalgus. These should be reduced as the foot is corrected into some supination,
allowing for a reduction in medial pressures and an increase in lateral pressures of the foot. This is apparent in the pedobarographic images of one of the patients in our cohort, before and
after the procedure (Figures 1-2). Our study has demonstrated a statistically significant
reduction in the peak first metatarsal head pressure post operatively while the increase in the
peak fifth metatarsal head pressure post operatively was not statistically significant. However,
when we analysed the ratio of the first to fifth metatarsal peak pressures, which we feel is a
more meaningful measure of the redistribution of the foot pressures than the raw individual
metatarsal head pressures, we found a statistically significant redistribution of foot pressures
towards the lateral side of the foot and away from the medial side of the foot. FIGURE 1: Pre-operative pedobarograph pressure images
Pre-operative pedobarograph pressure images of one of the patients in our cohort. There is an
increase in pedobarographic pressures under the first metatarsal head (MTT) and a decrease under
the fifth MTT. FIGURE 1: Pre-operative pedobarograph pressure images Pre-operative pedobarograph pressure images of one of the patients in our cohort. There is an
increase in pedobarographic pressures under the first metatarsal head (MTT) and a decrease under
the fifth MTT. 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 5 of 18 FIGURE 2: Post-operative pedobarograph pressure images
Post-operative pedobarograph pressure images of the same patient. There is a decrease in
pressures under the first metatarsal head (MTT) and an increase under the fifth MTT head
indicating a lateral shift of pressures. FIGURE 2: Post-operative pedobarograph pressure images Post-operative pedobarograph pressure images of the same patient. There is a decrease in
pressures under the first metatarsal head (MTT) and an increase under the fifth MTT head
indicating a lateral shift of pressures. In addition, we observed the limiting of hindfoot pronation, as demonstrated by the pre- and
post-surgery gait analysis graphs of the aforementioned patient (Figures 3-4). Gait analysis
photographs indicate a reduction in heel valgus (as seen in Figures 5-6) as well as an
improvement in the medial arch post operatively (Figures 7-10) in the same patient. 6 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 FIGURE 3: Pre-operative gait analysis graphs
Pre-operative gait analysis graphs of the aforementioned patient indicating increased hindfoot
pronation. FIGURE 3: Pre-operative gait analysis graphs Pre-operative gait analysis graphs of the aforementioned patient indicating increased hindfoot
pronation. 7 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 FIGURE 4: Post-operative gait analysis graphs
Post-operative gait analysis graphs of the aforementioned patient indicating a decrease in hindfoot
pronation. FIGURE 4: Post-operative gait analysis graphs FIGURE 4: Post-operative gait analysis graphs
Post-operative gait analysis graphs of the aforementioned patient indicating a decrease in hindfoot
pronation. Post-operative gait analysis graphs of the aforementioned patient indicating a decrease in hindfoot
pronation. 8 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 FIGURE 5: Pre-operative gait analysis photo of heel valgus
Pre-operative gait analysis photo of the same patient indicating prominent heel valgus. FIGURE 5: Pre-operative gait analysis photo of heel valgus Pre-operative gait analysis photo of the same patient indicating prominent heel valgus. 9 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 FIGURE 6: Post-operative gait analysis photo of heel valgus
Post-operative gait analysis photo of the same patient indicating a decrease in heel valgus. FIGURE 6: Post-operative gait analysis photo of heel valgus Post-operative gait analysis photo of the same patient indicating a decrease in heel valgus. 10 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 FIGURE 7: Right foot pre-operative gait analysis photo of the
medial arch
Right foot gait analysis photo of the medial arch of the same patient where there is evident flatening
of the arch. FIGURE 7: Right foot pre-operative gait analysis photo of the
medial arch Right foot gait analysis photo of the medial arch of the same patient where there is evident flatening
of the arch. 11 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 FIGURE 8: Right foot post-operative gait analysis photo of the
medial arch
Right foot post-operative gait analysis photo of the medial arch indicating elevation of the arch. FIGURE 8: Right foot post-operative gait analysis photo of the
medial arch
Right foot post-operative gait analysis photo of the medial arch indicating elevation of the arch. FIGURE 8: Right foot post-operative gait analysis photo of the
medial arch Right foot post-operative gait analysis photo of the medial arch indicating elevation of the arch. 12 of 18 FIGURE 9: Left foot pre-operative gait analysis photo of the
medial arch
Left foot pre-operative gait analysis photo of the same patient indicating flattening of the medial
arch. FIGURE 9: Left foot pre-operative gait analysis photo of the
medial arch Left foot pre-operative gait analysis photo of the same patient indicating flattening of the medial
arch. 13 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 decrease in Meary's angle indicating improvement; however, there is a slight worsening in the
calcaneal pitch, as indicated by its decrease. FIGURE 12: X-rays of the left foot Meary's angle and calcaneal
pitch
A) Left foot pre-operative radiological angles, namely Meary's angle and calcaneal pitch, in a lateral
standing X-rays of the foot. B) Left foot post-operative radiological angles. There is an improvement
in both angles, indicated by the decrease in Meary's angle and increase of calcaneal pitch. FIGURE 12: X-rays of the left foot Meary's angle and calcaneal
pitch
A) Left foot pre-operative radiological angles, namely Meary's angle and calcaneal pitch, in a lateral
standing X-rays of the foot. B) Left foot post-operative radiological angles. There is an improvement
in both angles, indicated by the decrease in Meary's angle and increase of calcaneal pitch. FIGURE 12 X
f th
l ft f
t M
'
l
d
l
l FIGURE 12: X-rays of the left foot Meary's angle and calcaneal
pitch A) Left foot pre-operative radiological angles, namely Meary's angle and calcaneal pitch, in a lateral
standing X-rays of the foot. B) Left foot post-operative radiological angles. There is an improvement
in both angles, indicated by the decrease in Meary's angle and increase of calcaneal pitch. FIGURE 10: Left foot post-operative gait analysis photo of the
medial arch
Left foot post-operative gait analysis photo of the medial arch indicating elevation of the arch. FIGURE 10: Left foot post-operative gait analysis photo of the
medial arch
Left foot post-operative gait analysis photo of the medial arch indicating elevation of the arch. FIGURE 10: Left foot post-operative gait analysis photo of the
medial arch Left foot post-operative gait analysis photo of the medial arch indicating elevation of the arch. Furthermore, our prospective study has demonstrated an improvement in the radiological
calcaneal pitch and Meary’s angle measured at six months post surgery. With respect to
radiological angles, although in specific cases the post operative angles revealed some under
correction, the improvement post operatively was statistically significant overall. We have
included X-rays of the already stated patient where there was an improvement in Meary’s angle
post operatively in both feet. Calcaneal pitch improved slightly in the left foot but worsened in
the right (Figures 11-12). FIGURE 11: X-rays of the right foot Meary's angle and calcaneal
pitch
A) Right foot pre-operative radiological angles, specifically Meary's angle and calcaneal pitch in a
lateral standing X-ray of the foot. B) Right foot post-operative radiological angles. There is a FIGURE 11: X-rays of the right foot Meary's angle and calcaneal
pitch A) Right foot pre-operative radiological angles, specifically Meary's angle and calcaneal pitch in a
lateral standing X-ray of the foot. B) Right foot post-operative radiological angles. There is a 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 14 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 removal of the implants or even not removing them [28]. Older studies recommended leaving
the implant in situ for up to two years before removal allowing for bone and soft tissue
remodelling [10,8]. More recent literature recommends removal between 6-18 months [29-30]. A recent literature review reported concerns about a high complication rate in 4%-18% of cases
[24]. Reported complications include malposition of the implant, improper correction of the
deformity, extrusion of the implant from the sinus tarsi, foreign body reaction to the implant,
peroneal spasm and persistent foot pain. These complications are usually treated by implant
removal. We removed the implants at around the 18 month period, following literature
recommendations, as we were concerned about any polyethelene debris. To date, we found no other study in the existing literature evaluating the outcomes of
arthroereisis by pedobarographic evaluation. Our study was primarily concerned with the
objective changes or improvement in the pedobarographic pressures following the insertion of
the subtalar arthroereisis implant. Limitations of this study include the small numbers treated, although they provided adequate
statistical analysis, as well as the lack of a control group of normal-arched children. We
continue to follow up with these patients until skeletal maturity and post removal of the
implant. We hope to be able to report on their pedobarographic changes at one and two years
post removal of the implant with a larger series of patients. However, we felt it important to
highlight the improvements in pedobarographic, radiological and MOXFQ outcome in the early
stages pre removal of the implant. Discussion Arthroereisis for the treatment of severe pes planovalgus has been used for over 50 years. The
use of implant materials and shapes vary but no study has demonstrated an advantage of one
over another [16]. Vedantam et al. reported satisfactory results in 96% of feet in a study of 78
children with neuromuscular flexible flatfeet where 140 arthroereisis procedures were
performed utilizing STA-peg implants. Assessment was based on radiological angle
improvement as well as reduction of hindfoot valgus and pain [17]. Giannini et al. reported 4-
year results of subtalar arthroereisis for 21 children with bilateral flexible flatfeet using a
bioresorbable implant, finding improvement in clinical results, radiological angles and
footprint grades [18]. Fernandez de Retana et al. found that the Viladot foot prints and
radiographic angles improved post operatively, in a study of 97 feet where the Kalix implant
was employed [19]. The Viladot 4 category footprint classification used is a simple visual model
which does not allow quantifying of pre and post operative differences. Many other
publications for subtalar arthroereisis include Achilles tendon lengthening [12,20-23]. Overall,
these studies have demonstrated an increase in dorsiflexion, decreased foot pain, improvement
of radiographic angles and improvement in foot print following this procedure [18,21,24-25]. De Pellegrin et al. found that following removal of the implant there was the maintenance of
the correction in an evaluation of 76 patients (121 feet) who were followed up after screw
removal, which occurred on average 2.9 years after SESA (subtalar extra-articular screw
arthroereisis). The evaluation was based on radiological angles [26]. Cao et al. compared radiographic results as well as pain and function pre and post application of
the Kalix II arthroereisis system in 27 feet. The study concluded that the application of the
Kalix II system combined with dissection of accessory navicular and reconstruction of the
tibialis posterior tendon is an effective therapy for juvenile flexible flatfoot [27]. Bernasconi et al., in their review of the role of arthroereisis of the subtalar joint for flatfoot,
have concluded that only level IV and V evidence is available. There is only one level II
comparative non-randomised study, which does not provide strong recommendation. It was
suggested that a validated patient outcome measure needed to be used as many of the studies
still used non-validated scores. No firm recommendations were made about the timing for the 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 15 of 18 Disclosures Human subjects: Consent was obtained by all participants in this study. Animal subjects: All
authors have confirmed that this study did not involve animal subjects or tissue. Conflicts of
interest: In compliance with the ICMJE uniform disclosure form, all authors declare the
following: Payment/services info: All authors have declared that no financial support was
received from any organization for the submitted work. Financial relationships: All authors
have declared that they have no financial relationships at present or within the previous three
years with any organizations that might have an interest in the submitted work. Other
relationships: All authors have declared that there are no other relationships or activities that
could appear to have influenced the submitted work. Conclusions In our small prospective series, there were no complications. We have been impressed
particularly by the objective statistically significant improvements in the patient-reported
MOXFQ, radiological improvements, and pedobarographic changes. We feel that the
arthroereisis procedure is safe and simple if performed correctly, with attention to the correct
placement of the implant in carefully selected, appropriate patients. We intend to follow up on
this study over a longer period. 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 1.
Vulcano E, Maccario C, Myerson MS: How to approach the pediatric flatfoot. World J Orthop.
2016, 7:1-7. doi: 10.5312/wjo.v7.i1.1
2.
Mosca VS: Flexible flatfoot in children and adolescents . J Child Orthop. 2010, 4:107-121.
10.1007/s11832-010-0239-9
3.
Helfet AJ: A new way of treating flat feet in children . Lancet. 1956, 270:262-264.
https://doi.org/10.1016/s0140-6736(56)91187-4 4. Rao UB, Joseph B: The influence of footwear on the prevalence of flat foot. A survey of 2300
children. J Bone Joint Surg Br. 1992, 74:525-527. https://doi.org/10.1302/0301-
620X.74B4.1624509 5. Driano AN, Staheli L, Staheli LT: Psychosocial development and corrective shoewear use in
childhood. J Pediatr Orthop. 1998, 18:346-349. http://dx.doi.org/10.1097/01241398-
199805000-00014 6. Haraldsson S: Pes plano-valgus staticus juvenilis and its operative treatment . Acta Orthop
Scand. 1965, 35:234-256. 10.3109/17453676508989356 7. Chambers EF: An operation for the correction of flexible flat feet of adolescents . West J Surg
Obstet Gynecol. 1946, 54:77-86. 8. LeLievre J: Current concepts and correction in the valgus foot. Clin Orthop Relat Res. 1970,
70:43-55. 9. Miller GR: The operative treatment of hypermobile flatfeet in the young child . Clin Orthop
Relat Res. 1977, 122:95-101. 10. Subotnick S: The subtalar joint lateral extra-articular arthroereisis: a follow-up report . J Am
Podiatry Assoc. 1977, 67:157-171. https://doi.org/10.7547/87507315-67-3-157 11. Husain ZS, Fallat LM: Biomechanical analysis of Maxwell-Brancheau arthroereisis implants . J
Foot Ankle Surg. 2002,41, 352-358. 10.1016/S1067-2516(02)80080-1 12. Zaret DI, Myerson MS: Arthroerisis of the subtalar joint. Foot Ankle Clin. 2003, 8:605-617. 10.1016/S1083-7515(03)00041-X 13. Maceira E, Monteagudo M: Subtalar anatomy and mechanics. Foot Ankle Clin N Am. 2015,
20:195-221. 10.1016/j.fcl.2015.02.001 14. Seibel M: Foot Function: A Programmed Text . Williams & Wilkins, Baltimore (MD); 1998. 15. Vogler H: Subtalar joint blocking operations for pathological pronation syndromes . Comprehensive Textbook of Foot Surgery. McGlamery (ed): Williams & Wilkins, Baltimore
(MD); 1987. 466-482. 16. Needleman RL: Current topic review: subtalar arthroereisis for the correction of flexible
flatfoot. Foot Ankle Int. 2005, 26:336-46. 10.1177/107110070502600411 17. Vedantam R, Capelli AM, Schoenecker PL: Subtalar arthroereisis for the correction of
planovalgus foot in children with neuromuscular disorders. J Pediatr Orthop. 1998, 18:294-
298. 10.1097/01241398-199805000-00004 18. Giannini S, Ceccarelli F, Benedetti MG, Catani F, Faldini C: Surgical treatment of flexible
flatfoot in children:a four-year follow-up study. J Bone Joint Surg Am. 2001, 83:73-9. 10.2106/00004623-200100022-00003 19. Fernandez de Retana P, Alvarez F, Viladot R: Subtalar arthroereisis in pediatric flatfoot
reconstruction. Foot Ankle Clin N Am. 2010, 15:323-335. 10.1016/j.fcl.2010.01.001 21. Gutierrez PR, Lara MH: Giannini: prosthesis for flatfoot. Foot Ankle Int. 2005, 26:918-26. https://doi.org/10.1177/107110070502601104 22. Cicchinelli LD, Huerta JP, Garcıa-Carmona FJ, Morato DF: Analysis of gastrocnemius recession
and medial column procedures as adjuncts in arthroereisis for the correction of pediatric pes
planovalgus: a radiographic retrospective study. J Foot Ankle Surg. 2008, 47:385-91. 10.1053/j.jfas.2008.06.002 23. References 3. Helfet AJ: A new way of treating flat feet in children . Lancet. 1956, 270:262-264. https://doi org/10 1016/s0140 6736(56)91187 4 3. Helfet AJ: A new way of treating flat feet in childre
https://doi.org/10.1016/s0140-6736(56)91187-4 https://doi.org/10.1016/s0140-6736(56)91187-4 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 16 of 18 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 Nelson SC, Haycock DM, Little ER: Flexible flatfoot treatment with arthroereisis: radiographic
improvement and child health survey analysis. J Foot Ankle Surg. 2004, 43:144-55. 10.1053/j.jfas.2004.03.012 24. Metcalfe SA, Bowling FL, Reeves ND: Subtalar joint arthroereisis in the management of
pediatric flexible flatfoot: a critical review of the literature. Foot Ankle Int. 2011, 32:1139. 10.3113/FAI.2011.1127 25. Scharer BM, Black BE, Sockrider N: Treatment of painful pediatric flatfoot with Maxwell-
Brancheau subtalar arthroereisis implant a retrospective radiographic review. Foot Ankle
Spec. 2010, 3:67-72. 10.1177/1938640010362262 26. De Pellegrin M, Moharamzadeh D, Strobl WM, Biedermann R, Tschauner C, Wirth T: Subtalar
extra-articular screw arthroereisis (SESA) for the treatment of flexible flatfoot in children. J
Child Orthop. 2014, 8:479-487. 10.1007/s11832-014-0619-7 27. Cao L, Miao XD, Wu YP, Zhang XF, Zhang Q: Therapeutic outcomes of Kalix II in treating
juvenile flexible flatfoot. Orthop Surg. 2017, 9:20-27. https://doi.org/10.1111/os.12309 28. Bernasconi A, Lintz F, Sadile F: The role of arthroreisis of the subtalar joint for flatfoot in 28. Bernasconi A, Lintz F, Sadile F: The role of arthroreisis of the subtalar joint for flatfoot in 2019 Papamerkouriou et al. Cureus 11(12): e6309. DOI 10.7759/cureus.6309 17 of 18 29.
Zhu Y, Xu XY: Treatment of stage II adult acquired flatfoot deformity with subtalar
arthroreisis. Foot Ankle Spec. 2015, 8:194-202. 10.1177/1938640014548320 30.
Schon LC: Subtalar arthroreisis: a new exploration of an old concept . Foot Ankle Clin. 2007,
12:329-339. 10.1016/j.fcl.2007.03.011 18 of 18
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An Instrument to Measure Maturity of Integrated Care: A First Validation Study
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International journal of integrated care
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* Department of Family Medicine and Chronic Care, Faculty of
Medicine and Pharmacy, Vrije Universiteit Brussel, B-1090
Brussels, BE
† Department Patient and Care, Maastricht University Medical
Center, Maastricht, NL
‡ Panaxea B.V., Amsterdam, NL
Corresponding author: Liset Grooten, MSc (fgrooten@vub.ac.be) Grooten, L, et al. An Instrument to Measure Maturity of Integrated Care: A First
Validation Study. International Journal of Integrated Care, 2018; 18(1): 10, 1–20. DOI:
https://doi.org/10.5334/ijic.3063 RESEARCH AND THEORY Keywords: integrated care; measurement; maturity;
instrument; validity Integrated care initiatives are being developed around
the world [3–5]. Countries in Europe have endeavoured
to improve the performance of their health systems. Many
have implemented different types of integrated care
programmes representing a diversity in their nature and
scope of approaches [6]. This is not surprising since the
transition to integrated care is a complex undertaking,
while sufficient support of a systematic understanding
of integration in health systems is scarce [7–9]. The
complexity of integration is reflected in the definition of
integrated care provided by Kodner [10, p. 12]: “[a] multi-
level, multi-modal, demand driven and patient-centred
strategy designed to address complex and costly health
needs by achieving better coordination of services across
the entire care continuum. Not an end in itself, integrated
care is a means of optimizing system performance and
attaining quality patient outcomes.” As a response to
the call for the establishment of a common language
and framework of integrated care to better understand
integrated care and guide empirical research [10, 11],
several studies have attempted to clarify the concepts
underpinning integrated care [8, 12]. Liset Grooten*, Liesbeth Borgermans* and Hubertus JM Vrijhoef*,†,‡ Liset Grooten*, Liesbeth Borgermans* and Hubertus JM Vrijhoef*,†,‡ Introduction: Lessons captured from interviews with 12 European regions are represented in a new
instrument, the B3-Maturity Model (B3-MM). B3-MM aims to assess maturity along 12 dimensions
reflecting the various aspects that need to be managed in order to deliver integrated care. The objective
of the study was to test the content validity of B3-MM as part of SCIROCCO (Scaling Integrated Care
into Context), a European Union funded project. )
p
p
j
Methods: A literature review was conducted to compare B3-MM’s 12 dimensions and their measurement
scales with existing measures and instruments that focus on assessing the development of integrated
care. Subsequently, a three-round survey conducted through a Delphi study with international experts in
the field of integrated care was performed to test the relevance of: 1) the dimensions, 2) the maturity
indicators and 3) the assessment scale used in B3-MM.i )
Results: The 11 articles included in the literature review confirmed all the dimensions described in the
original version of B3-MM. The Delphi study rounds resulted in various phrasing amendments of indicators
and assessment scale. Full agreement among the experts on the relevance of the 12 B3-MM dimensions,
their indicators, and assessment scale was reached after the third Delphi round. Conclusion and discussion: The B3-MM dimensions, maturity indicators and assessment scale showed
satisfactory content validity. While the B3-MM is a unique instrument based on existing knowledge
and experiences of regions in integrated care, further testing is needed to explore other measurement
properties of B3-MM. Keywords: integrated care; measurement; maturity;
instrument; validity Grooten, L, et al. An Instrument to Measure Maturity of Integrated Care: A First
Validation Study. International Journal of Integrated Care, 2018; 18(1): 10, 1–20. DOI:
https://doi.org/10.5334/ijic.3063 Introduction Health systems around the world are under great
pressure to drive forward transformation in order to
meet the evolving needs of their populations. The
traditional disease orientated approaches currently
provided no longer suffice to meet the people’s needs
[1]. In many countries care is too often fragmented
and has clear deficiencies in quality, inducing low
responsiveness of the health system and low satisfaction
with health services [2]. To address these challenges, the
transformation towards integrated care has the potential
to repair deficiencies in order to obtain accessible,
quality, effective and sustainable health care. In particular, the conceptual framework of Valentijn et
al. can be used to aid an understanding of the concept Grooten et al: An Instrument to Measure Maturity of Integrated Care Art. 10, page 2 of 20 of integrated care [8] and shows the complexity of what
transformation to integrated care delivery entails. The
framework identifies key elements for achieving integrated
service delivery which are organised into six dimensions
of integration. The features have complementary roles
on the micro (clinical integration), meso (professional
and organisational integration), and macro (system
integration) levels to deliver comprehensive services that
address the needs of people and populations. Functional
and normative integration establish connectivity across
the micro, meso and macro level. Transitioning to
integrated care involves various related activities taking
place at different levels of the health system and including
diverse actors and organisations with various perspectives
on integrated care. in the context of Dutch disease management programs
and it is not clear how the approach extends to complex
co-morbidities and long-term conditions. Furthermore,
to transfer knowledge about successful integrated care
interventions to other settings and thus support the
development and scaling up of these interventions, it is
important to consider the specific local conditions that
influence the implementation and sustainability of a
particular integrated care intervention [6]. A second model, has been developed by the B3 Action
Group on Integrated Care of the European Innovation
Partnership on Active and Healthy Aging (EIP on AHA)
[24]. Unique to the B3-Maturity Model (B3-MM), is that
it is derived from a pragmatic bottom-up approach with
decision-makers involved in integrated care delivery from
12 European countries. These experts were interviewed
about how healthcare systems are attempting to
deliver more integrated care services to citizens. Introduction The
rich collection of lessons learned are structured into 12
dimensions and reflect the various activities that need
to be managed in order to deliver integrated care [25]. The B3-MM explicitly focuses on the need to understand
the context and environment (i.e. the regional delivery
system and political and organisational environment) of
integrated care interventions. The goal of the B3-MM is
to provide a self-assessment tool for European regions to
assess their maturity in the provision of integrated care,
thereby revealing strengths and areas for improvement. To demonstrate B3-MM’s full potential as a tool for
measuring the maturity of integrated care, testing and
validation of the tool is, however, needed. To achieve a successful transformation to more
integrated care systems, insights are needed into
what factors contribute to the progress and success of
integrated care interventions. However, there is a lack of
substantiation of the working mechanisms in integrated
care, partly stemming from poor or non-existent evaluation
and measurement of integrated care interventions [13]. and measurement of integrated care interventions [13]. Capturing the complexity of measuring integrated care
is a challenging task. A first difficulty is that measurement
is complicated by the conceptual haziness adhering
to integrated care which thus limits the theoretical
foundations of existing instruments [14]. A second
difficulty is the demonstration of association between the
changes in services as part of the integration efforts’ and
their outcomes [15–17]. The linkage between changes
in services and service outcomes is problematic because
most patient or service user outcomes do not emerge
from linear cause and effect chains [18]. Current measures
of quality in health care, such as the structure-process-
outcome model, do not clarify the underlying mechanisms
governing the components of integrated care [19–22]. A
sound analytical method for evaluating the outcomes
of integrated care programmes, which would provide
insight into why and where they are effective, is lacking
[22]. Moreover, a recent review by Bautista et al., which
has compared 200+ instruments of integrated care by
looking at their measurement properties, found that most
measurement properties of existing instruments need
to be improved [23]. Hence the need for measurement,
preferably based on sound evidence, of integrated care
interventions which captures the complexity of integrated
care as reflected in its multiple components and dynamic
nature. This measurement will enable identification of
potential problems in progress. indicators and assessment scale of B3-MM
according to international experts in the field of
integrated care? healthcare system, and allocating a measure of ‘maturity’
(on a 0–5 scale), it should become possible to develop
a simple graphical representation (i.e. spider diagram)
of maturity level of the region/healthcare system,
including its strengths and weaknesses in the path
towards integrated care delivery. Using these insights,
and comparing the findings with other regions that have
conducted the same self-assessment process, should
inform the complementary regions or healthcare systems
about the possibility to progress with further knowledge
transfer activities in order to improve their maturity in
integrated care. The process of information sharing on
lessons learned could help other regions is expected to
speed up the adoption of integrated care. Theory and methods
Theoretical background Strategy for expansion of integrated care
Since 2013, the B3 Action Group on Integrated Care of
the EIP on AHA has been collecting good practices in
integrated care in Europe [25]. The extensive collection of
good practices has provided a better understanding of the
existing solutions, resources and expertise in integrated
care delivery. However, the collected good practices are
often limited to a particular pilot, project or region and
the ambitions of the EIP on AHA and the B3 Action Group
in particular is to promote the scaling up of these local
initiatives throughout Europe [25]. In order to meet this
ambition, the challenge remains on how to best leverage
the existing evidence and support scaling up of good
practices in Europe. Introduction The insight obtained
into the relevant success factors will support the further
development of integrated care. Validity is an important feature in selecting or applying
an instrument and is defined as ‘the degree to which an
instrument truly measures the construct(s) it purports
to measure’ [26]. The construct is a well-defined and
precisely demarcated subject of measurement. Three
forms of validity can be determined: content validity,
criterion validity and construct validity [27]. The
purpose of a content validation study is to determine
whether the instrument adequately represents the
construct under study [28]. Assessing content validity
of an instrument is useful as it provides information
on the representativeness and clarity of each item of
the instrument. Furthermore, substantial suggestions
are obtained to improve the measure, saving numerous
revisions of the untested measure through several pilot
evaluation studies [29]. The improved instrument can
then be used in a pilot study to assess other psychometric
properties. This study has two objectives. As part of the European
project SCIROCCO [30], it is to test the appropriateness of
B3-MM’s dimensions, maturity indicators and assessment
scale. Moreover, it also aims to test the content validity of
B3-MM. In doing so, this paper reports on the following
research questions fundamental to the study: A number of measurement models may be helpful in this
activity. One model which has taken the complex dynamic
and multiformity nature of integrated care into account and
provides insight in the development process of integrated
care, by describing four developmental phases, has been
designed by Minkman et al. [12]. This model intends to
be used as a quality management model for integrated
care supporting the further development of integrated
care practices. The model is, however, developed and used 1. How is maturity of integrated care measured by
instruments identified in the scientific and non-
scientific literature? 2. How relevant are the dimensions, maturity Art. 10, page 3 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care indicators and assessment scale of B3-MM
according to international experts in the field of
integrated care? Maturity Models
h
f Maturity Models The art of measuring maturity displayed in the Capability
Maturity Model (CMM) was introduced in the mid 80’s
by the Software Engineering Institute (SEI) – Carnegie
Mellon University [33]. Since then, several disciplines,
especially those in the field of information systems, have
successfully used maturity models as a way to assess the
value and improve the competence of organisations [34]. A maturity model is regarded as a conceptual model
which is characterised by the display of several maturity
levels representing the developmental capabilities of
organisations [35]. A limited number of studies have
adapted these maturity models to the healthcare domain
or proposed healthcare specific maturity models [36]. Blondiau et al. [37, p. 2] state that these healthcare
specific maturity models show “a staged representation
of an actual state in relation to a potentially achievable
goal state and a description of steps required to achieve
this objective.” Several models already exist, including the
HIMSS Analytics Continuity of Care Model [38], TEMPEST
(an Integrative model for health technology assessment)
[39], and Maturity Matrix to Support Health and Social
Care Integrated Care Partnerships [40]. However, the three
above mentioned models tend to be either too simplistic
[38, 40], focusing for example only on the functionality
of IT systems, or rather complex, given that they offer a
volume of different factors to consider [39]. There is an increase in literature describing frameworks
for scaling health interventions, the majority of which has
an explicit focus on scaling up health actions in low- and
middle-income country contexts [31]. However, literature
is sparse on scaling up long-term care innovations in
developed healthcare systems [32]. A 2016 study by
Nolte et al. [4], examining three pilots in integrated care
delivery, focussing on their development, implementation
and sustainability including how they impacted the wider
system context. It showed that the wider dissemination
of the projects studied occurred in an incremental
and somewhat random way. To guide the necessary
transformation a formal strategy for expansion is needed
[4], preferably based on sound evidence. Figure 1: Dimensions of the B3-MM (retrieved from: http://www.scirocco-project.eu/maturitymodel/).
STRUCTURE &
GOVERNANCE
REMOVAL OF
INHIBITORS
POPULATION
APPROACH
READINESS
TO CHANGE
CAPACITY
BUILDING
INNOVATION
MANAGEMENT
EVALUATION
METHODS
FINANCE
& FUNDING
CITIZEN
EMPOWERMENT
INFORMATION
& eHEALTH
SERVICES
BREADTH OF
AMBITION
STANDARDISATION
& SIMPLIFICATION Figure 1: Dimensions of the B3-MM (retrieved from: http://www.scirocco-project.eu/maturitymodel/). The B3 Maturity Model The B3 Maturity Model
Recognizing the need for a structured approach which
could stimulate path-breaking changes towards more
sustainable health and care systems, partners of the
B3 Action Group on Integrated Care of the EIP on AHA
developed the B3-MM (to obtain a more standardised
approach for scaling-up integrated care throughout
Europe). The B3-MM is derived from an observational
study, based on interviews with decision-makers in
12 European countries, or regions within a country,
responsible for health care (namely Attica, the Basque
Country, Catalonia, Galicia, Northern Ireland Saxony,
Medical Delta, Olomouc region, Puglia region, Scotland,
Skane, and South Denmark) over 18 months in 2014–2015. The interviews involved asking three sets of questions,
to uncover i) the extent of integration already achieved,
ii) the journey taken to get to this point, and iii) a view
of future plans and investments. The outcomes of the
study served as the baseline for the development of the
B3-MM [25]. The maturity model intends to serve as a self-
assessment tool for regions or health care systems that aim
to assess progress along 12 dimensions. These dimensions
reflect the various aspects to be managed in order to
deliver integrated care (Figure 1) [30]. By considering
each dimension, assessing the current situation within a By regarding the development, implementation and
scaling up of health innovations as a multi-stage process
[41], the rationale of the B3-MM being a maturity
model should be found in the evolution of integrated
care services. The B3-MM displays the development
of a regional system on several dimensions to achieve
integrated care delivery. The B3-MM is considered to be a
practical model, and thus easy to use, to comprehensively
assess the maturity of the progress of a regional system
thereby uncovering gaps and areas for improvement
in the development of integrated care delivery. The
insights gained by employing the B3-MM are intended
to be used as a starting point from which regions with
complementary strengths and weakness could be matched
and start to share their lessons learned on specific areas. In doing so, the B3-MM is intended to be used to guide
the process on how developments in one jurisdiction
can inform developments in other regions. This process Art. 10, page 4 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care Figure 1: Dimensions of the B3-MM (retrieved from: http://www.scirocco-project.eu/maturitymodel/). The B3 Maturity Model STRUCTURE &
GOVERNANCE
REMOVAL OF
INHIBITORS
POPULATION
APPROACH
READINESS
TO CHANGE
CAPACITY
BUILDING
INNOVATION
MANAGEMENT
EVALUATION
METHODS
FINANCE
& FUNDING
CITIZEN
EMPOWERMENT
INFORMATION
& eHEALTH
SERVICES
BREADTH OF
AMBITION
STANDARDISATION
& SIMPLIFICATION Remarks interested in describing and comparing the dimensions,
indicators, measurement scales, and the psychometric
property content validity of the selected measures and
instruments. Data extraction and analysis of the literature review
Data were extracted by looking for descriptions on
dimensions, indicators, and measurement scales in the
selected articles which matched with the 12 dimensions,
maturity indicators and assessment scale of the B3-MM. We marked all matching items and listed them in a table
developed in MS EXCEL. Descriptions on dimensions,
indicators or measurement scales in the selected articles
which did not match, but which could nevertheless
provide an addition to B3-MM, were also identified. Furthermore, we evaluated the overall quality of the
measurement property content validity (definition
in Box 1) of the instruments identified in the narrative
review based on the criteria used by Bautista et al. [23]. Data extraction and analysis of the literature review
Data were extracted by looking for descriptions on
dimensions, indicators, and measurement scales in the
selected articles which matched with the 12 dimensions,
maturity indicators and assessment scale of the B3-MM. We marked all matching items and listed them in a table
developed in MS EXCEL. Descriptions on dimensions,
indicators or measurement scales in the selected articles
which did not match, but which could nevertheless
provide an addition to B3-MM, were also identified. Furthermore, we evaluated the overall quality of the
measurement property content validity (definition
in Box 1) of the instruments identified in the narrative
review based on the criteria used by Bautista et al. [23]. The literature search consisted of two parts. For
the first part, we built on the work of Bautista et al. [23] who recently conducted a systematic review in
MEDLINE/PubMed on measurement properties of
instruments measuring integrated care. The authors
selected articles from the systematic literature review
which focused on measures and instruments of the
development of integrated care with indications of
“maturity”, “phase”, “level”, or “degree” of integrated care. To broaden the search for articles, a narrative review
was undertaken. In narrative reviews, the authors have
the objective to identify, evaluate and synthesize what is
already known about a topic [46]. The preliminary search
started in the electronic databases Cochrane, Google,
Google Scholar, GreyLit, IDEA and OpenGrey using a
combination of search terms, as shown in Table 1. The
final search was restricted to the databases which retrieved
adequate hits; Google (Filter: English only), Google Scholar
and IDEA. Remarks The search terms used included terms referring
to the construct, integrated care, and terms referring to an
instrument. We used the terms from the study of Bautista
et al. [23] who derived the terms from the work of Uijen
et al. [47] and Terwee et al. [48]. We added search terms
indicating a measurement feature of an instrument. The
final key terms used in the ultimate search strategy are
presented in Table 5. Box 1: Definition of measurement property content
validity (adapted from Uijen et al.) [47] Content validity: the degree to which the content of an
instrument is an adequate reflection of the construct
to be measured. In quality assessment, there is an important distinction
between the quality of a study on measurement properties
and the quality of an instrument [49]. In the article by
Bautista et al. [23], the quality assessment of the studies
and the instruments is guided by the COnsensus-based
Standards for the selection of health status Measurement
INstruments (COSMIN) [26, 28, 50, 51]. In this study, the
overall quality of the content validity for the instruments
was assessed by the researchers (LG and HV) using the
criteria for the levels of evidence and overall assessment
of measurement properties of instrument (Table 2) by
determining four factors [23, 27, 47, 52]. The first factor
includes the number of validation studies per instrument. Snowball sampling and hand searching in Google and
Google Scholar were performed to identify validation
studies on the retrieved instruments from the narrative
search. The second factor concerns the assessment of
methodological quality of the studies relating to content
validity. This assessment was based on the criteria of the
COSMIN checklist [28] using the four-point scale in the
COSMIN checklist. A study was rated as poor, fair, good, or
excellent according to its measurement property content
validity. The third factor is about the assessment of the
direction of results of the measurement property content
validity (whether positive or negative). This was rated
using the modified criteria as presented in Table 3 [47]. To be included in the review, we used the two eligible
article criteria: 1. availability of full-text English document; (Due to
the large number of hits, we limited the search to
that of English language only when possible); g
g
g
y
p
)
2. description of items/constructs/measurement
scales of measures and/or instruments on the
maturity of integrated care. Methods [48]
Terms reflecting “maturity” Component
Terms
Construct
Integrated care, coordination of care,
continuity of care, patient centered care
Instrument
Questionnaire, measure, survey, instrument
Feature
Degree, maturity model, level, phase Methods allows a tailored approach for regions in their journeys
towards (more) integrated care as the regions can decide
for themselves which areas attention should be paid to
in order to speed up the adoption of or the development
towards integrated care. Depending on the local needs
of the regions, these tailored approaches can operate at
the several dimensions and levels of integrated care [8]. Sensitivity to the differences between countries in terms
of local needs and context to obtain a tailored approach
for achieving progress in integrated care is important, as
external contextual factors have been found to support
the successful implementation of an integrated care
model [42]. allows a tailored approach for regions in their journeys
towards (more) integrated care as the regions can decide
for themselves which areas attention should be paid to
in order to speed up the adoption of or the development
towards integrated care. Depending on the local needs
of the regions, these tailored approaches can operate at
the several dimensions and levels of integrated care [8]. Sensitivity to the differences between countries in terms
of local needs and context to obtain a tailored approach
for achieving progress in integrated care is important, as
external contextual factors have been found to support
the successful implementation of an integrated care
model [42]. In this study, we conducted a literature review and a Delphi
study to test the content validity of B3-MM as instrument
to measure the level of maturity of integrated care. Content
validity can be determined using both quantitative or
qualitative methods [43]. A qualitative approach consists
of an accurate analysis of the representativeness and clarity
of items in the literature and by consultation of experts
[44]. Evidence of content validity is usually obtained by
having knowledgeable people look at the test items and
make judgments about the appropriateness of each item
and overall coverage of the domain [45]. Literature review
A review was conducted to identify articles, papers
and/or reports focusing on measures and instruments
of the maturity of integrated care. Moreover, we were Art. 10, page 5 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care Table 1: Search terms used in narrative literature review. Remarks
Based on the work of Uijen et al. [47]
modified by Bautista et al. [23]
User-defined based on Terwee et al. Remarks First, one researcher (LG) screened the titles and abstract
of the articles from the main search in the three databases
to identify articles for full text read. Two researchers (LG
and HV) independently screened the full texts to select
articles to be included in the final review. Grooten et al: An Instrument to Measure Maturity of Integrated Care Art. 10, page 6 of 20 Table 2: Criteria for the level of evidence and overall assessment of measurement properties. Table 2: Criteria for the level of evidence and overall assessment of measurement properties. Criteriaa
Overall
assessment
Level of
evidence
Consistent findings in multiple studies of good methodological quality OR in one study of
excellent methodological quality
+++ or – – –
Strong
Consistent findings in multiple studies of fair methodological quality OR in one study of good
methodological quality
++ or – –
Moderate
One study of fair methodological quality
+ or –
Limited
Conflicting findings from multiple studies
+/–
Conflicting
Only studies of poor methodological quality OR only indeterminate results from multiple studies
regardless of methodological quality
? Unknown
Measurement property not assessed
0
Not assessed
a Adapted from Uijen et al. [47]. Table 3: Criteria for rating the adequacy of the reported measurement properties. Measurement property
Reported Result
Quality criteria [47]
Content validity
+
The target population considers all items in the questionnaire to be relevant
AND considers the questionnaire to be complete
? No target population involvement
–
The target population considers items in the questionnaire to be irrelevant OR
considers the questionnaire to be incomplete
0
Did not assess content validity Measurement property
Reported Result
Quality criteria [47] The fourth factor entails the assessment of the consistency
of several studies on the same instrument. The fourth factor entails the assessment of the consistency
of several studies on the same instrument. First Delphi round
In the first Delphi round, experts were asked to rank the
relevance of the dimensions, indicators and assessment
scale of B3-MM to assess maturity of integrate care
on a 9-point Likert scale (1 = Extremely irrelevant to
9 = Extremely relevant). The Likert scale corresponds to
the conventional format used for comparative assessment
and prioritisation of different health options (such
as technologies) [54]. The survey started with general
questions (including age, country of employment,
disciplinary field, and years of experience) and continued
with statements on the relevance of components of
the B3-MM. Remarks These statements were presented in three
different parts. The first part (A) considered statements on
the relevance of the 12 dimensions (12 statements); the
second part (B) reflected statements on the relevance of
each indicator on the maturity scales on every dimension
used in B3-MM (72 statements); the third part (C)
included statements on the relevance of the assessment
scale (12 statements). The survey concluded with a set of
open-ended questions. One question included a possible
addition to the assessment scale which was retrieved from
the literature review on existing tools and measures by
Ahgren & Axelsson [55]. Experts were asked to assess if a
part of the measurement scale used in the tool of Ahgren
& Axelsson [55], referring to the assessment of both the
actual rank and the optimum rank of integration, could
provide a meaningful addition to the assessment scale as Delphi study To test the appropriateness of the items of the B3-MM
to measure maturity of integrated care, an international
Delphi study was performed. The Delphi technique is a
widely used research method in healthcare research,
which consists of “a series of data collection ‘rounds’ to
capture and structure the knowledge and opinions of
a ‘panel’ of participants on a topic with which they are
perceived to have expertise” [42, p. 208]. Types of experts two active members of the SCIROCCO consortium (who
had participated in the first round) were excluded from
further participation. Again, the experts were given one
and a half weeks to complete the second Delphi round. used in B3-MM. Finally, experts were asked if they had any
additional comments/suggestions on B3-MM or the survey. The survey was anonymised and a single reminder email
message was sent to the experts. To diminish potential
misunderstandings concerning the interpretation of
the survey, the first survey round was pre-tested by two
researchers (YM, LB). The survey was adjusted to reflect
their feedback, including a clearer introduction to part B
and C of the survey about statements on the assessment
of the relevance of each indicator and scale. Experts were
invited to the first survey in three different streams due
to the arrival of late responses to the call for experts. The
respondents were given one and a half weeks to complete
the first survey. Third Delphi round Third Delphi round
The third Delphi round was conducted to explore
the level of agreement among experts on the items
with insufficient agreement in the second Delphi
round. These items were rephrased by partners in the
SCIROCCO consortium. Using the same 9-point Likert
scale, experts were asked to reassess the relevance of
the refined features of the B3-MM. The 13 experts who
participated in the second round were re-invited to
participate in the third Delphi round. The invitation
included a report on the outcomes of the previous
round, including (1) a median agreement rating (IQR)
on every statement which was included in the second
round, (2) the level of agreement among the experts,
(3) the level of disagreement among the experts, and
(4) whether consensus had been achieved. Experts were
given the opportunity to provide feedback on the survey. Due to the project’s deadlines and the small number of
statements in the third round, experts were given one
week to complete the last round. Selection of experts The experts were selected on basis of relevant experience
in scientific research or having a practical background
(medicine, nursing, managerial, policy making) with
relevant experience in the development, implementation
and/or monitoring of integrated care interventions. An
overview of the type of experts who were invited to the
first round of the Delphi survey is presented in Table 4. A
total number of 55 experts received the email invitation
that included information about the purpose and
process of the study and a link to an online version of the
questionnaire in SurveyMonkey. We asked the experts to
commit their participation in two planned Delphi rounds. Art. 10, page 7 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care Table 4: List of experts in the first Delphi round. Types of experts
Number of
experts selected
Experts retrieved from
Corresponding/first author of scientific articles (researchers with
experience in the measurement or development of integrated care)
10
Articles included in the literature
review used in the study
Experts with practical experience in the development, implementation
and/or monitoring of integrated care interventions
10
SCIROCCO consortium partners*
Experts from the B3 Action Group on Integrated care
11
SCIROCCO consortium partners*
Experts with experience in the field of Information and eHealth services
in the field of integrated care
10
SCIROCCO consortium partners*
Members of the SCIROCCO advisory board
5
SCIROCCO consortium partners*
Researchers with expertise in measurement of development of
integrated care
9
A convenience sample provided
by one of the researchers
* Basque Country (ESP), Norrbotten Lans Landsting (SE), Puglia region (IT), Olomouc region (CZ) and Scotland (UK). Number of
experts selected
Experts retrieved from Second Delphi round p
The items for which insufficient agreement was found
were rephrased by partners of the SCIROCCO consortium
and presented to experts in the second Delphi round. A
total number of 44 experts were invited to the second
round. They were asked to reassess the relevance of the
refined maturity indicators of the B3-MM items on the
same 9-point Likert scale. Furthermore, they were asked
to what extent they considered the addition to the
assessment scale relevant by assessing both the actual
rank and the optimum rank of integration using the
B3-MM. Again, the experts were asked if they had any
comments on the rephrased items or feedback on the
survey. The second invitation included a report on the
outcomes of round one of the Delphi exercise, including
(1) a median agreement rating (interquartile range (IQR))
on every statement, (2) the level of agreement among the
experts, (3) the level of disagreement among experts, and
(4) whether consensus had been achieved. After discussion
among the researchers and members of the SCIROCCO
consortium, it was decided to exclude certain participants
from the exercise due to a perceived conflict of interest:
five members from the SCIROCCO advisory board (who
had not participated in the first round of the exercise) and Data analysis of the Delphi study
Before conducting the Delphi survey, we defined the
conditions of agreement among experts to be applied
during the three Delphi rounds. In order to determine
consensus within a Delphi study, many studies use a
predefined level of agreement among the experts [56]. However, no standard threshold for consensus is offered
by the literature [53], with thresholds for consensus
ranging from 55%–100% [57]. In our study we decided on
using a 75% cut off point, which is suggested and used by
several studies to clearly differentiate the consensus and
non-consensus results [53, 58, 59]. Art. 10, page 8 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care Figure 2: Flowchart calculation of consensus. Second Delphi round Calculaon of median
Placement in category
Median
1-3
Median
4-6
Median
1-3
Round 2:
Equivocal
Median in category 4-6
Less than 75% of scores in
one of the categories
Round 2:
Equivocal
More than 15% of scores
in opposite category
Round 2:
Equivocal
Median
1-3
Median
7-9
Median in category
1-3 or 7-9
More than 75% of scores in
one of the categories
Less than 15% of scores in
opposite category
Median
1-3:
Irrelevant
Median
7-9:
Relevant
CONSENSUS
Median
7-9
Median
7-9 Calculaon of median Calculaon of median Placement in category Median in category 4-6 Round 2: Equivocal Less than 75% of scores in
one of the categories More than 75% of scores in
one of the categories More than 15% of scores
in opposite category Round 2:
Equivocal Less than 15% of scores in
opposite category Figure 2: Flowchart calculation of consensus. Analysis were performed in MS Excel. Under Belgium law
no ethical approval is required to interview experts as part
of a Delphi panel. The 9-point scale was classified in three options; 1–3
as irrelevant, 4–6 as equivocal and 7–9 as relevant. The
experts’ overall consensus on every statement on the
items in the B3-MM was analysed using the median of
the group’s scores and the “level of agreement” reached. Agreement among the experts on every statement on
the items in the maturity model was reached when more
than 75% of the experts’ ratings were within the same
three-point range (that is, 1–3, 4–6, or 7–9) as well as the
observed median. Several studies use a cut-off point of
more than 75% of participants scoring 7 to 9, and include
the condition (without disagreement) that less than 15%
of the participants should have a scoring of between 1
to 3 [60, 61]. In this study, we used the 75% threshold
for reaching consensus, including the condition that less
than 15% of the participants should have a scoring in
the opposite range of that scale (Figure 2). Furthermore,
the qualitative comments derived from the answers to
the question on the optimum and actual rank, and the
comments/suggestions on B3-MM and feedback on
the survey were analysed using a qualitative approach. Literature review Out of the 300 articles included in the study of Bautista et
al. [23] a total of seven articles were selected for our review
[55, 62–67]. From the narrative search, an additional
number of four articles were retrieved. One duplicate
full-text article from Bainbridge et al. [68] selected from
Google and Google Scholar described a framework to
guide evaluation and a more recent study was available
describing the instrument which was based on this
framework [69]. We included this article in the review
instead of the initial full-text article retrieved. Details
on the review process are presented in Figure 3. The
combination of final search terms used for each database,
date searched and the hits retrieved are shown in Table 5. The characteristics of the selected articles are shown in
Appendix A. Art. 10, page 9 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care Figure 3: Flowchart narrative review process. Figure 3: Flowchart narrative review process. review concerning validation of the DMIC, three more
validation studies were found. The results on the quality
of the studies, the direction of results and the overall
quality of the measurement property content validity of
the instruments are shown in Table 7. Overall, there is considerable similarity between
the content of the original B3-MM model, and the
instruments described in the articles selected from the
literature review. All 12 dimensions and the related
indicators described by the B3-MM corresponded with
the content of the 11 retrieved articles (Table 6). Two
dimensions of the B3-MM (“Information and eHealth
services” and “Breadth of Ambition”) were described by
all 11 articles. The content of over half of the articles
matched with descriptions of ten of the dimensions. Less than half of the selected articles described items
which matched with the two dimensions, “Population
Approach” and “Innovation Management”. Apart from
looking for matching descriptions, we searched for the
use of possible dimensions, indicators or measurement
scales which are not part of B3-MM (as it existed at the
start of the project), and could complement or refine the
B3-MM. One measurement scale was found which could
provide a complement to the B3-MM: it was retrieved
from the study of Ahgren & Axelsson [55]. They use a
measurement model that can be used to evaluate the
degree of integration, focusing on the functional aspects
of clinical integration in arrangements of integrated
care. Literature review In their model, the actual and the optimum rank
of integration between units of the health authority
are rated. This measurement feature could provide an
extension to the B3-MM. It would enable the B3-MM
to assess both the actual rank and the optimum rank
of integration. Thus, it would provide a contextual
explanation for the current situation in integrated care
delivery while measuring the maturity of integrated care. This issue was further explored in the first two rounds of
the Delphi study. First round A total of 31 experts responded to the first survey round
(response rate 56%). Three experts did not complete the
survey. Furthermore, two experts were excluded due to a
conflict of interest. The final analysis included 26 experts
(84% completion rate). Reasons for non-participation
included one delivery failure, one retirement, and two
time constraints. The rest of the respondents did not
provide reasons for not participating. The outcomes on every statement of the first Delphi
round are shown in Appendix B. Sufficient agreement
was found among the experts on all 12 dimensions of
B3-MM. Insufficient level of agreement was found for
the first few indicators per dimension. Additionally,
sufficient agreement was found on the assessment scale
of the dimensions, except for the scale of “Innovation
Management”. Comments and suggestions with regard to the
dimensions, indicators or assessment scale of B3-MM
were provided by 17 out of 26 experts (65.4%). Although
three experts provided positive comments with regard
to the B3-MM, three other experts commented that
some dimensions were unclear or that indicators in
some of the dimensions were already covered by other
dimensions. A total of five experts commented that some
indicators/scales were ambiguous or contradictory and
did not follow a logical structure. From the experts who
provided feedback to the survey, two experts stated that
the survey was difficult to understand and four experts
did not fully understand the scale assessment in part C. Regarding the assessment of the measurement property
content validity of the instruments, we retrieved the data
on the assessment of the overall quality rating score
from the review of Bautista et al. [23] for the seven
instruments selected from their study. Out of the 4 articles
retrieved from the narrative review, three instruments
were identified. No other validation studies on those
three instruments were found by the hand searches and
snowball sampling. In the dissertation included in the did not fully understand the scale assessment in part C. Regarding answers to the question about assessing the
actual and optimum rank of integration, 22 out of 26
experts (84.6%) agreed that the actual and the optimum
ranks of integration should be taken into account when Grooten et al: An Instrument to Measure Maturity of Integrated Care Art. 10, page 10 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care Table 5: Oversight narrative review search terms and hits. First round Information and e-Health Services
11 [12, 55, 62–67,
69–71]
1.1 No connected health services, just isolated medical record systems
1.2 No integrated services used, only pilots/local services
1.3 eHealth deployed in some areas, but limited to specific organisations or patients
1.4 Voluntary use of regional/national eHealth services across the healthcare system
1.5 Mandated or funded use of regional/national eHealth infrastructure across the healthcare system
1.6 Universal, at-scale regional/national eHealth services used by all integrated care stakeholders
4. Standardisation & Simplification
7 [12, 64, 65, 67,
69–71]
1.1 No systematic attempt to standardise the use of citizen health & care data, or to simplify systems in use
1.2 Debate on information standards (e.g., coding, formatting); exploration of options for consolidating ICT
1.3 A recommended set of agreed information standards at local level; a few local attempts at ICT
consolidation
1.4 A recommended set of agreed information standards at regional/national level; some shared
procurements of new systems at regional/national level; some large-scale consolidations of ICT underway
1.5 A unified set of agreed standards to be used for system implementations specified in procurement
documents; many shared procurements of new systems; consolidated data centres and shared services
widely deployed
1.6 A unified and mandated set of agreed standards to be used for system implementations fully
incorporated into procurement processes; clear strategy for regional/national procurement of new
systems; consolidated datacentres and shared services (including the cloud) is normal practice. 5. Finance & Funding
8 [12, 55, 63, 64,
67, 69–71]
1.1 No special funding allocated or available
1.2 Fragmented innovation funding, mostly for pilots
1.3 Consolidated innovation funding available through competitions/grants for individual care providers
1.4 Regional/national (or European) funding or PPP for testing and for scaling-up
1.5 Regional/national funding for scaling-up and on-going operations
1.6 Secure multi-year budget, accessible to all stakeholders, to enable further service development
(Contd.) Table 6: Overview of articles matching descriptions with B3-MM. Dimensions and related indicators as described in B3-MM [30]
Number of
article(s)
[Reference]
1. Readiness to change to enable more integrated care
8 [12, 55, 64, 65,
67, 69–71]
1.1 No acknowledgement of crisis
1.2 Crisis recognized, but no clear vision or strategic plan
1.3 Dialogue and consensus-building underway; plan being developed
1.4 Vision or plan embedded in policy; leaders and champions emerging
1.5 Leadership, vision and plan clear to the general public; pressure for change
1.6 Political consensus; public support; visible stakeholder engagement
2. First round Database
Final used search term combination/string
Date
search
Hits
Filter
Selected
articles
based on
title/abstract
Selected articles after
full text selection
Grey
literature
Peer-reviewed
literature
Total
included
in review
IDEA
“integrated care”
26-7-2016
126
None
2
1
0
1
1
GOOGLE
integrated care or coordination of care or continuity of care or
patient centered care and measure or instrument or survey or
questionnaire and degree or maturity model or level or phase
1-8-2016
164
English
only
6 (1 duplicate
with Google
Scholar)
2
0
2
(1 dissertation)
2
Google
Scholar
(“integrated care” or “coordination of care” or “continuity of
care” or “patient centered care”) and (measure or instrument)
29-7-2016
141
None
3 (1 duplicate
with Google)
1 (Retrieved from the article
of Bainbridge et al. [68])
0
1
1 Table 5: Oversight narrative review search terms and hits. Table 5: Oversight narrative review search terms and hits. Database
Final used search term combination/string Grooten et al: An Instrument to Measure Maturity of Integrated Care Art. 10, page 11 of 20 Table 6: Overview of articles matching descriptions with B3-MM. Dimensions and related indicators as described in B3-MM [30]
Number of
article(s)
[Reference]
1. Readiness to change to enable more integrated care
8 [12, 55, 64, 65,
67, 69–71]
1.1 No acknowledgement of crisis
1.2 Crisis recognized, but no clear vision or strategic plan
1.3 Dialogue and consensus-building underway; plan being developed
1.4 Vision or plan embedded in policy; leaders and champions emerging
1.5 Leadership, vision and plan clear to the general public; pressure for change
1.6 Political consensus; public support; visible stakeholder engagement
2. Structure and Governance
6 [12, 55, 64, 67,
69, 71]
1.1 No overall attempt to manage the move to integrated care
1.2 Change underway, but with fragmented organisations & plans
1.3 Formation of task forces, alliances and other informal ways of collaborating
1.4 Governance established at a regional or national level
1.5 Roadmap for a change programme defined and broadly accepted
1.6 Full, integrated programme established, with funding and a clear mandate
3. First round 10, page 12 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care Dimensions and related indicators as described in B3-MM [30]
Number of
article(s)
[Reference]
6. Removal of inhibitor
7 [12, 55, 64, 67,
69–71]
1.1 All projects delayed or cancelled due to inhibitors
1.2 Some projects delayed or cancelled due to inhibitors
1.3 Process for identifying inhibitors in place
1.4 Strategy for removing inhibitors agreed at a high level
1.5 Solutions for removal of inhibitors developed and commonly used
1.6 High completion rate of projects & programmes; inhibitors no longer an issue for service
development
7. Population Approach
5 [12, 66, 69–71]
1.1 No consideration of population health in service provision
1.2 A population focus of risk stratification but no risk stratification tools
1.3 Individual risk stratification for the most frequent service users
1.4 Group risk stratification for those who are at risk of becoming frequent service users
1.5 Population-wide risk stratification started but not fully acted on
1.6 Whole population stratification deployed and fully implemented. 8. Citizen empowerment
7 [12, 62, 65–67,
69, 71]
1.1 No systematic plan for empowerment
1.2 Citizens are not involved in decision-making processes and do not participate in the co-design of their
services
1.3 Policies to support citizens’ empowerment and protect their rights, but may not reflect their real
needs
1.4 Incentives and tools to motivate and support citizens to co-create health and participate in decision-
making processes
1.5 Citizens are supported and involved in decision-making processes, and have access to information and
health data
1.6 Citizens are involved in decision-making processes, and their needs are frequently monitored and
reflected in service delivery and policy-making. 9. Evaluation methods
6 [12, 64, 67,
69–71]
1.1 No routine evaluation
1.2 Evaluation exists, but not as a part of a systematic approach
1.3 Evaluation established as part of a systematic approach
1.4 Some initiatives and services are evaluated as part of a systematic approach
1.5 Most initiatives are subject to a systematic approach to evaluation; published results
1.6 A systematic approach to evaluation, responsiveness to the evaluation outcomes, and evaluation of the
desired impact on service redesign (i.e. a closed loop process)
10. First round Structure and Governance
6 [12, 55, 64, 67,
69, 71]
1.1 No overall attempt to manage the move to integrated care
1.2 Change underway, but with fragmented organisations & plans
1.3 Formation of task forces, alliances and other informal ways of collaborating
1.4 Governance established at a regional or national level
1.5 Roadmap for a change programme defined and broadly accepted
1.6 Full, integrated programme established, with funding and a clear mandate
3. Information and e-Health Services
11 [12, 55, 62–67,
69–71]
1.1 No connected health services, just isolated medical record systems
1.2 No integrated services used, only pilots/local services
1.3 eHealth deployed in some areas, but limited to specific organisations or patients
1.4 Voluntary use of regional/national eHealth services across the healthcare system
1.5 Mandated or funded use of regional/national eHealth infrastructure across the healthcare system
1.6 Universal, at-scale regional/national eHealth services used by all integrated care stakeholders
4. Standardisation & Simplification
7 [12, 64, 65, 67,
69–71]
1.1 No systematic attempt to standardise the use of citizen health & care data, or to simplify systems in use
1.2 Debate on information standards (e.g., coding, formatting); exploration of options for consolidating ICT
1.3 A recommended set of agreed information standards at local level; a few local attempts at ICT
consolidation
1.4 A recommended set of agreed information standards at regional/national level; some shared
procurements of new systems at regional/national level; some large-scale consolidations of ICT underway
1.5 A unified set of agreed standards to be used for system implementations specified in procurement
documents; many shared procurements of new systems; consolidated data centres and shared services
widely deployed
1.6 A unified and mandated set of agreed standards to be used for system implementations fully
incorporated into procurement processes; clear strategy for regional/national procurement of new
systems; consolidated datacentres and shared services (including the cloud) is normal practice. 5. Finance & Funding
8 [12, 55, 63, 64,
67, 69–71]
1.1 No special funding allocated or available
1.2 Fragmented innovation funding, mostly for pilots
1.3 Consolidated innovation funding available through competitions/grants for individual care providers
1.4 Regional/national (or European) funding or PPP for testing and for scaling-up
1.5 Regional/national funding for scaling-up and on-going operations
1.6 Secure multi-year budget, accessible to all stakeholders, to enable further service development
(Contd.) 6 [12, 55, 64, 67,
69, 71] 11 [12, 55, 62–67,
69–71] (Contd.) Art. First round Breadth of ambition
11 [12, 55, 62–67,
69–71]
1.1 No level of integration
1.2 Services in silos; the citizen or their family as the integrator of services
1.3 Integration within the same level of care (e.g., primary care)
1.4 Integration between care levels (e.g., between primary and secondary care)
1.5 Integration includes both social care service and health care service needs
1.6 Fully integrated health & social care services
(Contd.) Dimensions and related indicators as described in B3-MM [30]
Number of
article(s)
[Reference]
6. Removal of inhibitor
7 [12, 55, 64, 67,
69–71]
1.1 All projects delayed or cancelled due to inhibitors
1.2 Some projects delayed or cancelled due to inhibitors
1.3 Process for identifying inhibitors in place
1.4 Strategy for removing inhibitors agreed at a high level
1.5 Solutions for removal of inhibitors developed and commonly used
1.6 High completion rate of projects & programmes; inhibitors no longer an issue for service
development
7. Population Approach
5 [12, 66, 69–71]
1.1 No consideration of population health in service provision
1.2 A population focus of risk stratification but no risk stratification tools
1.3 Individual risk stratification for the most frequent service users
1.4 Group risk stratification for those who are at risk of becoming frequent service users
1.5 Population-wide risk stratification started but not fully acted on
1.6 Whole population stratification deployed and fully implemented. 8. Citizen empowerment
7 [12, 62, 65–67,
69, 71]
1.1 No systematic plan for empowerment
1.2 Citizens are not involved in decision-making processes and do not participate in the co-design of their
services
1.3 Policies to support citizens’ empowerment and protect their rights, but may not reflect their real
needs
1.4 Incentives and tools to motivate and support citizens to co-create health and participate in decision-
making processes
1.5 Citizens are supported and involved in decision-making processes, and have access to information and
health data
1.6 Citizens are involved in decision-making processes, and their needs are frequently monitored and
reflected in service delivery and policy-making. 9. First round [23])
Author (name
of first author
only used)
[reference]
Number
of
validation
studies
Methodological
quality of studies
on content validity
(COSMIN checklist
[51])
Direction of
results (Table 3)
of measurement
property
content validity
Overall quality
measurement
property
content validity
score (Table 2)
Scale of Functional integration
Ahgren[55]
1
Fair
a
? DELTA service user assessment
Ahgren [62]
1
Fair
a
+
Human Service Integration
Measure
Browne [63]
1
Excellent
a
? Unnamed1
Lukas [64]
1
Fair
a
+
Dual Diagnosis Capability in
Health Care Settings (DDCHCS)
McGovern [65]
1
Not assessed
a
0
Patient Perceptions of Integrated
Care Survey (PPICS)
Singer [66]
1
Fair
a
+
Unnamed2
Uyei [67]
1
Good
a
? Instruments (derived from the
narrative review)
HCP integration survey
Bainbridge [69]
1
Fair
? ? Unnamed3
Calciolari [70]
1
Fair
? ? Development Model of Integrated
Care (DMIC)
5
+++
Minkman [12]
Excellent
+
Minkman [12]
Excellent
+
Minkman [12]
Excellent
+
Minkman [12]
Excellent
+
Longpré [71]
Fair
? Dimensions and related indicators as described in B3-MM [30]
Number of
article(s)
[Reference]
11. Innovation management
4 [12, 64, 69, 71]
1.1 No plan for innovation management
1.2 Isolated innovations across the region/country, but limited visibility
1.3 Innovations are captured and published as good practice
1.4 Innovation is governed and encouraged at a region/country level
1.5 Formalised innovation management process in place
1.6 Extensive open innovation combined with supporting procurement & the diffusion of good practice. 12. Capacity building
8 [12, 62–65, 67,
69, 71]
1.1 No plan for capacity-building
1.2 Single organisational initiatives engaged in process improvement
1.3 Some mechanisms for sharing knowledge among organisations
1.4 Systematic learning about IT; integrated care and change management
1.5 Knowledge shared, skills retained and lower turnover of experienced staff
1.6 A ‘learning healthcare system’ involving reflection and continuous improvement Number of
article(s)
[Reference]
4 [12, 64, 69, 71] 4 [12, 64, 69, 71] 8 [12, 62–65, 67,
69, 71] Table 7: Number of validation studies, the methodological quality of the studies, the direction (positive or negative) of
results of the measurement properties and overall quality measurement property content validity score. Instrument (data derived from
Bautista et al. First round Evaluation methods
6 [12, 64, 67,
69–71]
1.1 No routine evaluation
1.2 Evaluation exists, but not as a part of a systematic approach
1.3 Evaluation established as part of a systematic approach
1.4 Some initiatives and services are evaluated as part of a systematic approach
1.5 Most initiatives are subject to a systematic approach to evaluation; published results
1.6 A systematic approach to evaluation, responsiveness to the evaluation outcomes, and evaluation of the
desired impact on service redesign (i.e. a closed loop process)
10. Breadth of ambition
11 [12, 55, 62–67,
69–71]
1.1 No level of integration
1.2 Services in silos; the citizen or their family as the integrator of services
1.3 Integration within the same level of care (e.g., primary care)
1.4 Integration between care levels (e.g., between primary and secondary care)
1.5 Integration includes both social care service and health care service needs
1.6 Fully integrated health & social care services
(Contd.) Dimensions and related indicators as described in B3-MM [30] 5 [12, 66, 69–71] (Contd.) Grooten et al: An Instrument to Measure Maturity of Integrated Care Art. 10, page 13 of 20 Art. 10, page 13 of 20 Dimensions and related indicators as described in B3-MM [30]
Number of
article(s)
[Reference]
11. Innovation management
4 [12, 64, 69, 71]
1.1 No plan for innovation management
1.2 Isolated innovations across the region/country, but limited visibility
1.3 Innovations are captured and published as good practice
1.4 Innovation is governed and encouraged at a region/country level
1.5 Formalised innovation management process in place
1.6 Extensive open innovation combined with supporting procurement & the diffusion of good practice. 12. Capacity building
8 [12, 62–65, 67,
69, 71]
1.1 No plan for capacity-building
1.2 Single organisational initiatives engaged in process improvement
1.3 Some mechanisms for sharing knowledge among organisations
1.4 Systematic learning about IT; integrated care and change management
1.5 Knowledge shared, skills retained and lower turnover of experienced staff
1.6 A ‘learning healthcare system’ involving reflection and continuous improvement
Table 7: Number of validation studies, the methodological quality of the studies, the direction (positive or negative) of
results of the measurement properties and overall quality measurement property content validity score. Instrument (data derived from
Bautista et al. First round [23])
Author (name
of first author
only used)
[reference]
Number
of
validation
studies
Methodological
quality of studies
on content validity
(COSMIN checklist
[51])
Direction of
results (Table 3)
of measurement
property
content validity
Overall quality
measurement
property
content validity
score (Table 2)
Scale of Functional integration
Ahgren[55]
1
Fair
a
? DELTA service user assessment
Ahgren [62]
1
Fair
a
+
Human Service Integration
Measure
Browne [63]
1
Excellent
a
? Unnamed1
Lukas [64]
1
Fair
a
+
Dual Diagnosis Capability in
Health Care Settings (DDCHCS)
McGovern [65]
1
Not assessed
a
0
Patient Perceptions of Integrated
Care Survey (PPICS)
Singer [66]
1
Fair
a
+
Unnamed2
Uyei [67]
1
Good
a
? Instruments (derived from the
narrative review)
HCP integration survey
Bainbridge [69]
1
Fair
? ? Unnamed3
Calciolari [70]
1
Fair
? ? Development Model of Integrated
Care (DMIC)
5
+++
Minkman [12]
Excellent
+
Minkman [12]
Excellent
+
Minkman [12]
Excellent
+
Minkman [12]
Excellent
+
Longpré [71]
Fair
? a Data on direction of results per instrument was summarised in the review of Bautista et al. [23]. No individual data per
instrument was provided. a Data on direction of results per instrument was summarised in the review of Bautista et al. [23]. No individual data per
instrument was provided. a Data on direction of results per instrument was summarised in the review of Bautista et al. [23]. No individual data per
instrument was provided. Grooten et al: An Instrument to Measure Maturity of Integrated Care Grooten et al: An Instrument to Measure Maturity of Integrated Care Art. 10, page 14 of 20 measuring maturity of integrated care in a region or
country. due to time constraints. The rest of the potential
respondents did not provide reasons for not participating. The outcomes for every statement of the second Delphi
round are shown in Appendix C. Sufficient agreement
was found among experts on the rephrased indicators,
except for the two rephrased indicators, 8.2 and 9.1. Furthermore, 92.3% of the experts scored between 7–9
(median 7) in response to the question on the relevance
of assessing both the actual rank and the optimum rank Discussion This study reports on the content validity of the B3-MM
instrument, developed to measure the level of maturity
of integrated care. The literature review and Delphi study
allowed the assessment of the content validity of B3-MM
and enabled the instrument to be enhanced. Following
on from the review, the dimensions and indicators of the
maturity model correspond to the items of instruments
measuring maturity of integrated care in the academic
literature. The results of the Delphi study showed that all
the dimensions of the B3-MM are considered relevant by
experts in the field of integrated care. Initially in the first
Delphi round, there was insufficient agreement on the
first few maturity indicators on every dimension whereas,
after rephrasing the indicators during the second and
third Delphi rounds, experts agreed that all the indicators
were relevant for the assessment of the maturity of
integrated care. As a result, B3-MM is considered to be a
comprehensive instrument consisting of a wide range of
dimensions applicable to the development of integrated
care. A few limitations need to be considered with regard to
this study. The review was based on search terms derived
from a systematic literature review which enabled a broad
search in several databases. However, a first limitation
of the narrative review is the focus on English language
studies, which may have led to a language bias. A second
limitation is that literature represent a large diversity of
concepts (methods and measurements) concerning the
measurement of integrated care [73]. Since “the definition
and application of the concept of integrated care is
influenced by the background and health care systems of
the various authors” [12, p. 8], the data extraction from
the literature conducted by the researchers is inevitably
subjective. This is a disputable characteristic of any review
that addresses complex interventions focusing on the
items described for instruments in different contexts. A third limitation is that the review is susceptible to
publication bias, although the search has been broadened
to include literature found through various search
engines. Concerning the overall assessment of the quality
of the measurement property content validity we used
data obtained from the review of Bautista et al. [23] on
the score for the instruments and applied their criteria
to the assessment of the instruments retrieved from our
narrative review. Second round A total of 14 experts responded to the second survey
round (response rate 34%). One expert did not complete
the survey. The final analysis included 13 experts (92.9%
completion rate). One expert was not able to participate Table 8: Characteristics of experts in Delphi rounds 1, 2 and 3 (in % unless stated otherwise). Characteristic
Category
Expert group
first round
(n = 26)
Expert group
second round
(n = 13)
Expert group
third round
(n = 10)
Age (year)
Min–Max
36–71
36–71
36–71
Average (sd)
49.23 (11.73)
52.69 (13.22)
52.60 (13.43)
<40
23.1
23.1
20
40–50
30.8
23.1
30
>50
46.2
53.8
50
Gender
Male
30.8
46.2
50.0
Female
69.2
53.8
50.0
Country
Belgium
3.8
7.7
10
Canada
7.7
7.7
10
Czech Republic
3.8
7.7
10
Finland
3.8
0
0
Germany
3.8
0
0
Italy
15.4
15.4
0
Luxembourg
3.8
0
0
Netherlands
7.7
0
0
Netherlands and USA
3.8
7.7
10
Portugal
7.7
7.7
10
Spain
7.7
15.4
20
Sweden
7.7
0
0
UK
15.4
23.1
20
USA
7.7
7.7
10
Professional Affiliation
Medicine
15.4
15.4
20
Nursing
7.7
7.7
10
Policy
7.7
15.4
0
Managerial
15.4
23.1
20
Research
46.2
30.8
40
Other
7.7
7.7
10
Years of experience
<1
0
0
0
1–5
38.5
23.1
30
5–10
26.9
23.1
20
>10
34.6
53.8
50 Table 8: Characteristics of experts in Delphi rounds 1, 2 and 3 (in % unless stated otherwise). Art. 10, page 15 of 20 Art. 10, page 15 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care not mean that the quality of the instruments is low, but
rather that there is a need for high quality studies that
can adequately assess the measurement properties and
eventually the instrument quality. Moreover, out of the
300 articles retrieved in the literature review undertaken
by Bautista et al. [23], only seven articles were included
in this review. The need for high quality studies on
measurement properties and the small number of selected
articles indicates that the measurement of maturity
in integrated care is not yet strongly developed in the
academic literature. The complexity of the development,
implementation and scale-up of the multi-stage process of
integrated care makes the measurement of the maturity of
integrated care a difficult exercise. Third round A total of 10 experts participated in the third Delphi
round (response rate 76.9%). The rest of the potential
respondents did not provide reasons for not participating. Sufficient agreement was found on both of the two
rephrased indicators 8.2 and 9.1 (Appendix D). The main characteristics of the expert group who
participated in the first, second and Delphi round are
presented in Table 8. Second round However, if integrated
care initiatives are to make a significant contribution to
the transformation of health systems, solid measurement
of the maturity of integrated care should become an
essential element of their development. Measurement
of the maturity of integrated care provides insight into
both the problems experienced and the success factors
that work when making progress on the development of
integrated care services. It provides the knowledge needed
to guide further development of integrated care initiatives
in appropriate directions. of integration, by applying B3-MM to provide a contextual
explanation for the current situation while measuring
maturity of integrated care. A total of six experts provided
comments on the rephrased indicators. Three experts
indicated that the rephrasing of the indicators was
performed well. Furthermore, two experts emphasised
that some of the rephrased indicators could still be made
more explicit to distinguish these indicators clearly from
the other indicators in their scale. Discussion In the first step, five
participating health care regions in Europe are asked to
use the tool for self-assessment of the of maturity level
of the region or healthcare system in the path towards
integrated care delivery. Based on the outcomes of the
tool, the regions with complementary levels of maturity
are matched. SCIROCCO will then organize twinning and
coaching to facilitate shared learning among the regions. The SCIROCCO project will explore how matching the
complementary strengths and weaknesses of regions
can deliver two major benefits: a strong basis for
successful twinning and coaching that facilitates shared
learning and a practical support for the scaling up of
good practices that promote active and healthy ageing
and participation in the community [30]. As the B3-MM
will be used as a starting point from which regions will
be matched and shared learning will be facilitated,
insight in the measurement properties of the tool is a
prerequisite to ensure a valid and reliable assessment
of the maturity level of the regional healthcare system. This will enable the more tailored process of achieving
progress in the path towards integrated care for health
care regions. number of rounds to be organised regarding the Delphi
method; “rather the Delphi method appears to be related
to common sense and practical possibilities” [46, p. 208]. Furthermore, the sample of the expert panels in the
Delphi method are not being judged in terms of being
representative samples for statistical purposes, but rather
assessed on the qualities of the expert [75]. Although, we
tried to reduce possible artefacts, a few limitations need
to be considered for the Delphi study. To reach a reliable
consensus in Delphi studies, it is important to establish a
balance among the participants who represent a particular
topic. The balance between the expert types who were
recruited for the Delphi study and who participated in
the first Delphi round was as follows: about half of the
respondents who participated included researchers
with experience in the measurement or development
of integrated care. The other half consisted of a pool of
experts who were recruited via the SCIROCCO consortium
partners (i.e. a mix of experts with a practical experience
in the development, implementation and/or monitoring
of integrated care interventions, with experience in the
field of Information and eHealth services or experts from
the B3 Action Group on Integrated care). Discussion The assessment is therefore subject to
possible inconsistency although we tried to diminish this
by discussing the assessment of the instruments among
the researchers (LG and HV). The items included in another instrument, called
the DMIC, described in two articles, matched all the
dimensions of the B3-MM [12, 71]. While the DMIC is
regarded as a validated generic quality management
model for integrated care, the model was developed and
widely used in the Netherlands [72]. In comparison, the
B3-MM is of a wider scope, developed on basis of lessons
learned in achieving integrated care by 12 different
European regions. In line with other studies [23, 47], a variety in the
constructs and elements measured by the selected
instruments was observed in this study. Furthermore,
the level of evidence on the overall quality of the
measurement property content validity for only one out
of ten instruments assessed in this study, was found to
be strong. In their systematic review of measurement
properties of care continuity instruments, Uijen et al. [47]
indicated that these findings on the levels of evidence do The Delphi technique has long been regarded as an
appropriate research technique to reach consensus
amongst groups of experts and has been widely applied in
health and social studies [74]. However, there are currently
no universally agreed criteria for the selection of experts;
no directives on the minimum or maximum number of
experts on a panel; and no firm guidelines on the correct Grooten et al: An Instrument to Measure Maturity of Integrated Care Art. 10, page 16 of 20 the B3-MM is a unique instrument based on existing
knowledge and lessons learned in implementing
integrated care, further research on its measurement
properties is needed to enhance the quality of the
B3-MM as instrument. The determination of the validity
of an instrument measuring a construct is important. This further research on its measurement properties
should preferably be guided by the COSMIN manual
[51]. Moreover, in the SCIROCCO project, the use of the
B3-MM instrument will be further explored as a tool to
facilitate the exchange of good practices and scaling-up
of integrated care processes in Europe. SCIROCCO will do
so by testing a step-based strategy. Additional Files The additional files for this article can be found as
follows: Discussion The agreement found among the experts on the
items of the B3-MM represents the majority opinion
of the experts, yet, it does not mean the ‘right’ answers
have been found [53]. The results may be biased due
to the recruitment strategy that involved partners of
the consortium; however, it may be expected that the
experts provided their nuanced opinions garnered from
their expertise. Furthermore, we provided room for the
experts’ comments and suggestions as well as ensured
that the Delphi rounds were completed anonymously
without the influence of other panel members, to obtain
a reliable and diverse collection of opinions. Additionally,
a gradual decline in the number of experts participating
in each Delphi round was observed. Although we
provided experts with more than a week for responding
and sent reminders, by asking for their participation in
several rounds the Delphi technique asks much more
dedication from respondents than does a simple survey,
and the potential for low responses increases considerably
[53]. A final limitation to the study is that a few expert
respondents found the survey difficult to understand,
which indicates that it is not evident that the instrument
is easy to understand. The different backgrounds of the
experts, concerning their fields of experience and origins
(including variations in the types of health care systems,
social values, and on-going health reform) may have
also an influence on the way in which the instrument is
interpreted. To obtain an adequate understanding of the
instrument among its users, a clear manual explaining
the meaning and application of the instrument would be
desirable. • Appendix A: Characteristics of articles identified.
DOI: https://doi.org/10.5334/ijic.3063.s1
• Appendix B: Outcomes Delphi round 1. DOI:
https://doi.org/10.5334/ijic.3063.s2 Acknowledgements We acknowledge the contribution of the following
researchers participating in SCIROCCO: • NHS 24 – Donna Henderson, Andrea Pavlickova
• UEDIN –Cristina-Adriana Alexandru, Stuart Anderson
• UVEG – Elisa Vaila Cotanda, Tamara Alhambra
• EHTEL – Marc Lange, Diane Whitehouse
• Kronikgune – Esteban de Manuel Keenoy, Jon
Txarramendieta Suarez, Ane Fullaondo Zabala
• Osakidetza – Igor Zabala, Ainhoa Martin
• Ares Puglia – Francesca Avolio, Anna Elisabetta Graps
• FNOL – Zdenek Gutter, Michal Stybnar
• NLL – Lisa Lundgren, Ann-Charlotte Kassberg
• Vrije Universiteit Brussel – Yannick Marchal • NHS 24 – Donna Henderson, Andrea Pavlickova
• UEDIN –Cristina-Adriana Alexandru, Stuart Anderson
• UVEG – Elisa Vaila Cotanda, Tamara Alhambra
• EHTEL – Marc Lange, Diane Whitehouse
• Kronikgune – Esteban de Manuel Keenoy, Jon
Txarramendieta Suarez, Ane Fullaondo Zabala
• Osakidetza – Igor Zabala, Ainhoa Martin
• Ares Puglia – Francesca Avolio, Anna Elisabetta Graps
• FNOL – Zdenek Gutter, Michal Stybnar
• NLL – Lisa Lundgren, Ann-Charlotte Kassberg
• Vrije Universiteit Brussel – Yannick Marchal • Appendix A: Characteristics of articles identified.
DOI: https://doi.org/10.5334/ijic.3063.s1 References 1. WHO Regional Office for Europe. Lessons
from
transforming
health
services
delivery:
Compendium of initiatives in the WHO European
Region. Copenhagen: World Health Organisation;
2016. [accessed 2016 Jul 14]; Available from:
http://www.euro.who.int/__data/assets/pdf_
file/0014/303026/Compendium-of-initiatives-in-
the-WHO-European-Region-rev1.pdf?ua=1. 11. Stein, KV and Rieder, A. Integrated care at the
crossroads-defining the way forward. International
Journal of Integrated Care, 2009; 9(2). DOI: https://
doi.org/10.5334/ijic.315 12. Minkman, MM. Developing integrated care Towards
a Development Model for Integrated Care. Erasmus
Universiteit Rotterdam; 2012. Available from:
http://www.vilans.nl/docs/vilans/over_vilans/
pdf/Proefschrift_Mirella_Minkman_Developing_
Integrated_Care.pdf. 2. World Health Organization. Framework on
integrated, people-centred health services. Geneva,
2016. [accessed 2016 Jul 14]; Available from:
http://www.who.int/servicedeliverysafety/areas/
people-centred-care/framework/en/. 13. Solinís, RN and Stein, KV. Measuring Integrated
Care – The Quest for Disentangling a Gordian Knot. International Journal of Integrated Care, 2016;16(3):
1–3. DOI: https://doi.org/10.5334/ijic.2525 3. Timmins, N and Ham, C. The quest for integrated
health and social care: A case study in Canterbury,
New Zealand. The King’s Fund; 2013. [accessed 2016
Jul 22]; Available from: https://www.cdhb.health. nz/What-We-Do/Projects-Initiatives/kings-fund/
Documents/Quest-for-integrated-health-for-print. pdf. 14. Browne, G, Kingston, D, Grdisa, V and
Markle-Reid, M. Conceptualization and measure
ment of integrated human service networks for
evaluation. International Journal of Integrated Care,
2007; 7(4). DOI: https://doi.org/10.5334/ijic.214 4. Nolte, E, Frolich, A, Hildebrandt, H, Pimperl, A,
Schulpen, GJ and Vrijhoef, HJM. Implementing
integrated care: A synthesis of experiences and
three European countries. International Journal of
Care Coordination, 2016; 19: 5–19. DOI: https://doi. org/10.1177/2053434516655626 15. Gibson, OR and Segal, L. Limited evidence to assess
the impact of primary health care system or service
level attributes on health outcomes of Indigenous
people with type 2 diabetes: A systematic review. BMC health services research, 2015; 15(1): 154. DOI:
https://doi.org/10.1186/s12913-015-0803-6 5. Rosen, R, Mountford, J, Lewis, G, Lewis, R,
Shand, J and Shaw, S. Integration in action: Four
international case studies. Nuffield Trust; 2012. [accessed 2016 Jul 22]; Available from: https://www. nuffieldtrust.org.uk/files/2017-01/integration-in-
action-research-report-web-final.pdf. 16. Dickinson, H. Evaluating outcomes in health and
social care, Better Partnership Working. Bristol UK:
The Policy Press; 2008. 17. Coulter, A. “Evaluating the outcomes of health
care.” In: The Sociology of the Health Service. London:
Routledge; 1991. 6. Nolte, E, Knai, C and McKee, M. Managing
chronic conditions. Experience in eight countries. Observatories Studies Series, N°15, 2008. [accessed
2016 Jul 22]; Available from: http://www.euro.who. int/__data/assets/pdf_file/0008/98414/E92058. pdf. 18. Tsasis, P, Evans, JJM and Owen, S. Reframing
the challenges to integrated care: A complex-
adaptive systems perspective. International Journal
of Integrated care, 2012; 12: e190. Available from:
http://www.pubmedcentral.nih.gov/articlerender. Reviewers Wouter A. Keijser MD, University of Twente, Enschede, The
Netherlands. Wouter A. Keijser MD, University of Twente, Enschede, The
Netherlands. One anonymous reviewer. Competing Interests The authors have no competing interests to declare. 10. Kodner, D. All Together Now: A Conceptual
Exploration of Integrated Care. Healthcare Quarterly,
2009; 13: 6–15. DOI: https://doi.org/10.12927/
hcq.2009.21091 Conclusion • Appendix A: Characteristics of articles identified. DOI: https://doi.org/10.5334/ijic.3063.s1 Notwithstanding the pragmatic nature of the initial
development of the B3-MM, this study is considered to
be the first step to validate the B3-MM instrument to
measure the maturity of integrated care. While today • Appendix B: Outcomes Delphi round 1. DOI:
https://doi.org/10.5334/ijic.3063.s2 • Appendix B: Outcomes Delphi round 1. DOI:
https://doi.org/10.5334/ijic.3063.s2 Art. 10, page 17 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care • Appendix C: Outcomes statements round 2. DOI:
https://doi.org/10.5334/ijic.3063.s3 primary care: A Delphi consensus approach. BMC
family practice, 2015; 16: 64. DOI: https://doi. org/10.1186/s12875-015-0278-x p
g
j
• Appendix D: Outcomes Delphi round 3. DOI:
https://doi.org/10.5334/ijic.3063.s4 p
g
j
• Appendix D: Outcomes Delphi round 3. DOI:
https://doi.org/10.5334/ijic.3063.s4 • Appendix D: Outcomes Delphi round 3. DOI:
https://doi.org/10.5334/ijic.3063.s4 9. Nolte, E and Pitchforth, E. What is the evidence
on the economic impacts of integrated care? WHO
Regional Office for Europe and European Observatory
on Health Systems and Policies, 2014; 1–55. [accessed
2016 Jul 22]. Available from: http://www.euro. who.int/__data/assets/pdf_file/0019/251434/
What-is-the-evidence-on-the-economic-impacts-of-
integrated-care.pdf. References fcgi?artid=3601537&tool=pmcentrez&rendertype=
abstract. DOI: https://doi.org/10.5334/ijic.843 7. Kodner, DL and Spreeuwenberg, C. Integrated
care: Meaning, logic, applications, and implications-a
discussion paper. International Journal of Integrated
Care, 2002; 2(4). DOI: https://doi.org/10.5334/
ijic.67 19. Donabedian, A. The quality of care. How
can it be assessed? JAMA: The journal of the
American Medical Association, 1988; 260(12):
1743–1748. DOI:
https://doi.org/10.1001/
jama.1988.03410120089033 j
8. Valentijn, PP, Vrijhoef, HJM, Ruwaard, D,
Boesveld, I, Arends, RY and Bruijnzeels, MA. Towards an international taxonomy of integrated Art. 10, page 18 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care 2015; 10(113): 11. DOI: https://doi.org/10.1186/
s13012-015-0301-6 20. Donabedian, A. Evaluating the quality of medical
care. The Milbank quarterly, 2005; 44(No. 3, Pt. 2):
166–203. 32. Cramer, H, Dewulf, G and Voordijk, H. The
barriers to govern long-term care innovations: The
paradoxical role of subsidies in a transition program. Health Policy, 2014; 116(1): 71–83. DOI: https://doi. org/10.1016/j.healthpol.2014.02.008 21. Zinn, JS and Mor, V. Organizational structure and
the delivery of primary care to older Americans. Health Services Research, 1998; 33(2 Pt Ii): 354–80. Available
from:
https://www.ncbi.nlm.nih.gov/
pmc/articles/PMC1070356/. 33. Humphrey, WS. Characterizing the Software
Process A Maturity Framework. The Software Process
Feasibility Project. The Software Process/External
Operations Program. Pittsburgh Pennsylvania;
1987. Available from: https://www.sei.cmu.edu/
reports/87tr011.pdf. 22. Hartgerink, JM, Cramm, JM, van Wijngaarden,
JDH, Bakker, TJEM, Mackenbach, JP and
Nieboer, AP. A framework for understanding
outcomes of integrated care programs for the
hospitalised
elderly. International
Journal
of
Integrated care, 2013; 13(November): e047. DOI:
https://doi.org/10.5334/ijic.1063 34. Tarhan, A, Turetken, O and van den Biggelaar,
FJHM. Assessing Healthcare Process Maturity:
Challenges of Using a Business Process Maturity
Model. Proceedings of the 9th International
Conference on Pervasive Computing Technologies for
Healthcare, 2015; 344–347. 23. Bautista, M, Nurjono, M, Lim, Y, Dessers, E and
Vrijhoef, H. Instruments measuring integrated care:
A systematic review of measurement properties. The
Milbank Quarterly, 2016; 94: 4. DOI: https://doi. org/10.1111/1468-0009.12233 35. Paulk, MC, Curtis, B, Chrissis, MB and Weber,
CV. Capability maturity model, version 1.1. IEEE
Software, 1993; 10(4): 18–27. DOI: https://doi. org/10.1109/52.219617 24. Pavlickova, A. A Maturity Model for Adoption of
Integrated Care within Regional Healthcare Systems
(B3 Action Group) – European Commission, 2016. [accessed 2016 August 22]. Available from: https://
ec.europa.eu/eip/ageing/repository/maturity-
model-adoption-integrated-care-within-regional-
healthcare-systems-b3-action_en. 36. Wendler, R. The maturity of maturity model
research: A systematic mapping study. Information
and Software Technology, 2012; 54(12): 1317–1339. DOI: https://doi.org/10.1016/j.infsof.2012.07.007 25. Henderson, D, Pavlickova, A and Lewis, L. References Scalability and transferability of good practices in
Europe: What does it take? 2016; 16(6): A191. DOI:
https://doi.org/10.5334/ijic.2739 37. Blondiau, A, Mettler, T and Winter, R. Designing
and implementing maturity models in hospitals: An
experience report from 5 years of research. Health
Informatics Journal, 2015; 2(5): 1–10. DOI: https://
doi.org/10.1177/1460458215590249 26. Mokkink, LB, Terwee, CB, Knol, DL, Stratford,
PW, Alonso, J, Patrick, DL, Bouter, LM and Vet
de, HC. The COSMIN checklist for evaluating the
methodological quality of studies on measurement
properties: A clarification of its content. BMC
medical research methodology, 2010; 10: 22. DOI:
https://doi.org/10.1186/1471-2288-10-22 38. Hoyt, JP and Gaston, JE. HIMSS Analytics
Continuity of Care Maturity Model: Going beyond
EMRAM. HIMSS 15 Annual Conference. 2015; 54(12):
1317–1339. 39. Currie, WL. TEMPEST: An integrative model for
health technology assessment. Health Policy and
Technology. 2012; 1(1): 35–49. DOI: https://doi. org/10.1016/j.hlpt.2012.01.004 27. Vet de, HCW, Terwee, CB, Mokkink, LB and Knol,
DJ. Measurement in Medicine: A Practical Guide. London: Cambridge University Press; 2011. 40. Welsh Government. A Framework for Delivering
Integrated Health and Social Care for Older People
with Complex Needs, 2014. Available from: http://
gov.wales/docs/dhss/publications/140319integrati
onen.pdf. 28. Mokkink, LB, Terwee, CB, Patrick, DL, Alonso,
J, Stratford, PW, Knol, DL, Bouter, LM and De
Vet, HCW. The COSMIN checklist for assessing the
methodological quality of studies on measurement
properties
of
health
status
measurement
instruments: An international Delphi study. Quality
of Life Research, 2010; 19(4): 539–549. DOI: https://
doi.org/10.1007/s11136-010-9606-8 41. Gupta, A, Thorpe, C, Bhattacharyya, O and
Zwarenstein, M. Promoting development and
uptake of health innovations: The Nose to Tail Tool. [version 1; referees: 3 approved, 1 approved with
reservations]. F1000Research, 2016; 5: 361. Available
from: https://f1000research.com/articles/5-361/v1 29. Rubio, DM, Berg-Weger, M, Tebb, SS, Lee, ES and
Rauch, S. Objectifying content validity: Conducting
a content validity study in social work research. Social Work Research, 2003; 27(2): 94–104. DOI:
https://doi.org/10.1093/swr/27.2.94 42. Mays, N, Smith, J and Trust, N. Integrated health
and social care: Can England’s NHS learn from
Canterbury New Zealand? BMJ: British Medical
Journal (Clinical research ed), 2013; 347: f6513:
959–8138. DOI:
https://doi.org/10.1136/bmj. f6513 30. SCIROCCO – Scaling Integrated Care in Context. [webpage on the internet] [Accessed 2016 Jul 21]. Available from: http://www.scirocco-project.eu/. 43. McKenzie, JF, Wood, ML, Kotecki, JE, Clark, JK
and Brey, RA. Establishing content validity: Using
qualitative and quantitative steps. American Journal 31. Milat, AJ, Bauman, A and Redman, S. References Narrative
review of models and success factors for scaling up
public health interventions. Implementation Science, Art. 10, page 19 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care of Health Behavior, 1999; 23(4): 311–318. DOI:
https://doi.org/10.5993/AJHB.23.4.9 54. Fitch, K, Bernstein, SJJ, Aguilar, MDD, Burnand,
B, LaCalle, JRR, Lazaro, P, Van Het Loo, M,
McDonnell, J, Vader, JPP and Kahan, JPP. The
RAND/UCLA
Appropriateness
Method
User’s
Manual. Transformation; 2001. Available from:
http://www.rand.org. 44. Korzilius, H. De kern van survey-onderzoek
[The core of survey research]. Assen, Van Gorcum,
2000. Available from: https://books.google.nl/
books?isbn=9023235401 [in Dutch]. 45. Sartori, R and Pasini, M. Quality and quantity in
test validity: How can we be sure that psychological
tests measure what they have to? Quality and
Quantity, 2007; 41(3): 359–374. DOI: https://doi. org/10.1007/s11135-006-9006-x 55. Ahgren, B and Axelsson, R. Evaluating integrated
health care: A model for measurement. International
Journal of Integrated Care, 2005; 5(August). DOI:
https://doi.org/10.5334/ijic.134 56. von der Gracht, HA. Consensus measurement
in Delphi studies. Review and implications for
future quality assurance. Technological Forecasting
and Social Change, 2012; 79(8): 1525–1536. DOI:
https://doi.org/10.1016/j.techfore.2012.04.013 46. Derish, PA and Annesley, TM. How to write a rave
review. Clinical Chemistry, 2011; 57(3): 388–391. DOI:
https://doi.org/10.1373/clinchem.2010.160622 47. Uijen, AA, Heinst, CW, Schellevis, FG, van
den Bosch, WJHM, van de Laar, FA, Terwee,
CB and Schers, HJ. Measurement Properties of
Questionnaires Measuring Continuity of Care: A
Systematic Review. PLoS ONE, 2012; 7(7): 42256. DOI:
https://doi.org/10.1371/journal.pone.0042256 57. Williams, PL and Webb, C. The Delphi technique:
A methodological discussion. Journal of Advanced
Nursing, 1994; 19(1): 180–186. DOI: https://doi. org/10.1111/j.1365-2648.1994.tb01066.x 58. Kilroy, D and Driscoll, P. Determination of required
anatomical knowledge for clinical practice in
emergency medicine: National curriculum planning
using a modified Delphi technique. Emergency
Medicine Journal, 2006; 23(9): 693–696. DOI:
https://doi.org/10.1136/emj.2006.037309 48. Terwee, CB, Jansma, EP, Riphagen, II and de Vet,
HCW. Development of a methodological PubMed
search filter for finding studies on measurement
properties of measurement instruments. Quality of
life research: An international journal of quality of life
aspects of treatment, care and rehabilitation, 2009;
18(8): 1115–23. DOI: https://doi.org/10.1007/
s11136-009-9528-5 59. Syed, A, Hjarnoe, L and Aro, A. Policies: Experience
From The SARSControl Project, 2008; 8(2): 1–7. Available
from:
http://print.ispub.com/api/0/
ispub-article/6223. 49. VU University Medical Center. Knowledgecenter
Measurement Instruments of the VU University
Medical
Center. [accessed
2016
August
2]. Available from: http://www.kmin-vumc.nl/index. php?change=1&lang=en. 60. Waters, AM, Smith, CT, Young, B and Jones,
TM. References The CONSENSUS study: Protocol for a mixed
methods study to establish which outcomes should
be included in a core outcome set for oropharyngeal
cancer. Trials, 2014; 15: 168. DOI: https://doi. org/10.1186/1745-6215-15-168 50. Terwee, CB, Mokkink, LB, Knol, DL, Ostelo,
RWJG, Bouter, LM and de Vet, HCW. Rating the
methodological quality in systematic reviews of
studies on measurement properties: A scoring
system for the COSMIN checklist. Quality of Life
Research, 21(4), 2012: 651–657. DOI: https://doi. org/10.1007/s11136-011-9960-1 61. Gerritsen, A, Jacobs, M, Henselmans, I, Van
Hattum, J, Efficace, F, Creemers, GJ, De Hingh,
IH, Koopman, M, Molenaar, IQ, Wilmink, HW,
Busch, OR, Besselink, MG and Van Laarhoven,
HW. Developing a core set of patient-reported
outcomes in pancreatic cancer: A Delphi survey. European Journal of Cancer, 2016; 57: 68–77. DOI:
https://doi.org/10.1016/j.ejca.2016.01.001 51. Mokkink, LB, Terwee, CB, Patrick, DL, Alonso, J,
Stratford, PW, Knol, DL, Bouter, LM and de Vet,
HC. The COSMIN checklist manual. Amsterdam:
EMGO Institute for Health and Care Research;
2012. Available
from:
http://www.cosmin.nl/
images/upload/files/COSMIN%20checklist%20
manual%20v9.pdf. 62. Ahgren, B, Axelsson, SB and Axelsson, R. Evaluating intersectoral collaboration: A model for
assessment by service users. International Journal
of Integrated Care, 2009; 9(1). DOI: https://doi. org/10.5334/ijic.304 52. Terwee, CB, Bot, SDM, de Boer, MR, van der
Windt, DAWM, Knol, DL, Dekker, J, Bouter, L
and de Vet, HCW. Quality criteria were proposed
for measurement properties of health status
questionnaires. Journal of Clinical Epidemiology,
2007; 60(1): 34–42. DOI: https://doi.org/10.1016/j. jclinepi.2006.03.012 63. Browne, G, Roberts, J, Gafni, A, Byrne, C, Kertyzia,
J and Loney, P. Conceptualizing and validating the
human services integration measure. International
Journal of Integrated Care, 2004; 4. DOI: https://doi. org/10.5334/ijic.98 64. Lukas, CV, Meterko, M, Lowcock, S, Donaldson-
Parlier, R, Blakely, M, Davies, M and Petzel, RA. Monitoring the progress of system integration. Quality management in health care, 2002; 10(2):
1–11. Available
from:
http://www.ncbi.nlm. nih.gov/pubmed/11799825. DOI:
https://doi. org/10.1097/00019514-200210020-00004 53. Keeney, S, Hasson, F and McKenna, H. Consulting
the oracle: Ten lessons form using the Delphi
technique in nursing research. Journal of Advanced
Nursing, 2006; 53(2): 205–212. DOI: https://doi. org/10.1111/j.1365-2648.2006.03716.x Art. 10, page 20 of 20 Grooten et al: An Instrument to Measure Maturity of Integrated Care Grooten et al: An Instrument to Measure Maturity of Integrated Care 70. Calciolari, S and Ilinca, S. Unraveling care
integration:
Assessing
its
dimensions
and
antecedents in the Italian Health System. Health
Policy, 2016; 120(1): 129–138. DOI: https://doi. org/10.1016/j.healthpol.2015.12.002 65. References McGovern, MP, Urada, D, Lambert-Harris, C,
Sullivan, ST and Mazade, NA. Development and
initial feasibility of an organizational measure
of behavioral health integration in medical care
settings. Journal of Substance Abuse Treatment, 2012;
43(4): 402–409. DOI: https://doi.org/10.1016/j. jsat.2012.08.013 71. Longpré, C and Dubois, CA. Implementation of
integrated services networks in Quebec and nursing
practice transformation: Convergence or divergence? BMC health services research, 2015; 15(1): 84. DOI:
https://doi.org/10.1186/s12913-015-0720-8 66. Singer, SJ, Friedberg, MW, Kiang, MV, Dunn,
T and Kuhn, DM. Development and Preliminary
Validation of the Patient Perceptions of Integrated
Care Survey. Medical Care Research and Review,
2013;
70(2):
143–164. DOI:
https://doi. org/10.1177/1077558712465654 72. Minkman, MM. The development model for
integrated care: A validated tool for evaluation
and development. Journal of Integrated Care,
2016;
24(1). DOI:
https://doi.org/10.1108/
JICA-01-2016-0005 67. Uyei, J, Coetzee, D, MacInko, J, Weinberg, SL and
Guttmacher, S. Measuring the degree of integrated
tuberculosis and HIV service delivery in Cape
Town, South Africa. Health Policy and Planning,
2014; 29(1): 42–55. DOI: https://doi.org/10.1093/
heapol/czs131 73. Strandberg-Larsen,
M
and
Krasnik,
A. Measurement of integrated healthcare delivery: A
systematic review of methods and future research
directions. International Journal of Integrated
Care, 2009; 9(4 February): 1–10. DOI: https://doi. org/10.5334/ijic.305 68. Bainbridge, D, Brazil, K, Krueger, P, Ploeg, J
and Taniguchi, A. A proposed systems approach
to the evaluation of integrated palliative care. BMC palliative care, 2010; 9: 8. DOI: https://doi. org/10.1186/1472-684X-9-8 74. Hasson, F, Keeney, S and McKenna, H. Research
guidelines for the Delphi survey technique. Journal
of Advanced Nursing, 2000; 32(4): 1008–1015. DOI:
https://doi.org/10.1046/j.1365-2648.2000. t01-1-01567.x 69. Bainbridge, D, Brazil, K, Krueger, P, Ploeg, J,
Taniguchi, A and Darnay, J. Measuring horizontal
integration among health care providers in the
community: An examination of a collaborative
process within a palliative care network. Journal of
interprofessional care, 2015; 29(3): 245–252. DOI:
https://doi.org/10.3109/13561820.2014.984019 75. Powell, C. The Delphi Technique: Myths and
realities. Methodological
Issues
in
Nursing
Research, 2003; 41(4): 376–382. DOI: https://doi. org/10.1046/j.1365-2648.2003.02537.x How to cite this article: Grooten, L, Borgermans, L and Vrijhoef, HJM. An Instrument to Measure Maturity of Integrated Care: A
First Validation Study. International Journal of Integrated Care, 2018; 18(1): 10, 1–20. DOI: https://doi.org/10.5334/ijic.3063 How to cite this article: Grooten, L, Borgermans, L and Vrijhoef, HJM. An Instrument to Measure Maturity of Integrated Care: A
First Validation Study. International Journal of Integrated Care, 2018; 18(1): 10, 1–20. How to cite this article: Grooten, L, Borgermans, L and Vrijhoef, HJM. An Instrument to Measure Maturity of Integrated Care: A
First Validation Study. International Journal of Integrated Care, 2018; 18(1): 10, 1–20. DOI: https://doi.org/10.5334/ijic.3063 References DOI: https://doi.org/10.5334/ijic.3063 Submitted: 23 February 2017 Accepted: 28 November 2017 Published: 25 January 2018 Submitted: 23 February 2017 Accepted: 28 November 2017 Published: 25 January 2018 Copyright: © 2018 The Author(s). This is an open-access article distributed under the terms of the Creative Commons
Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium,
provided the original author and source are credited. See http://creativecommons.org/licenses/by/4.0/. Copyright: © 2018 The Author(s). This is an open-access article distributed under the terms of the Creative Commons
Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium,
provided the original author and source are credited. See http://creativecommons.org/licenses/by/4.0/. International Journal of Integrated Care is a peer-reviewed open access journal published
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Secular trends in physical growth, biological maturation, and intelligence in children and adolescents born between 1978 and 1993
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Frontiers in public health
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TYPE Original Research
PUBLISHED 29 April 2024
DOI 10.3389/fpubh.2024.1216164 TYPE Original Research
PUBLISHED 29 April 2024
DOI 10.3389/fpubh.2024.1216164 Flynn effect, cognitive functioning, IQ, height, weight, head circumference, skeletal
maturation, birth weight KEYWORDS
Flynn effect, cognitive functioning, IQ, height, weight, head circumference, skeletal
maturation, birth weight OPEN ACCESS OPEN ACCESS
EDITED BY
Jakob Pietschnig,
University of Vienna, Austria
REVIEWED BY
Dieter Wolke,
University of Warwick, United Kingdom
Joe Rodgers,
Vanderbilt University, United States
*CORRESPONDENCE
Oskar G. Jenni
oskar.jenni@kispi.uzh.ch
†These authors share last authorship
RECEIVED 03 May 2023
ACCEPTED 12 April 2024
PUBLISHED 29 April 2024 Dominique A. Eichelberger
1, Aziz Chaouch
2,
Valentin Rousson
2, Tanja H. Kakebeeke
1,3, Jon Caflisch 1,3,
Flavia M. Wehrle
1,3,4† and Oskar G. Jenni
1,3,5*† 1 Child Development Center, University Children's Hospital Zurich, Zurich, Switzerland, 2 Department of
Epidemiology and Health Systems, Quantitative Research, Center for Primary Care and Public Health
(Unisanté), University of Lausanne, Lausanne, Switzerland, 3 Children's Research Center, University
Children's Hospital Zurich, Zurich, Switzerland, 4 Department of Neonatology and Intensive Care,
University Children’s Hospital Zurich, Zurich, Switzerland, 5 Faculty of Medicine, University of Zurich,
Zurich, Switzerland CITATION Eichelberger DA, Chaouch A, Rousson V,
Kakebeeke TH, Caflisch J, Wehrle FM and
Jenni OG (2024) Secular trends in physical
growth, biological maturation, and
intelligence in children and adolescents born
between 1978 and 1993. Introduction: Human physical growth, biological maturation, and intelligence
have been documented as increasing for over 100 years. Comparing the
timing of secular trends in these characteristics could provide insight into what
underlies them. However, they have not been examined in parallel in the same
cohort during different developmental phases. Thus, the aim of this study was
to examine secular trends in body height, weight, and head circumference,
biological maturation, and intelligence by assessing these traits concurrently at
four points during development: the ages of 4, 9, 14, and 18 years. Front. Public Health 12:1216164. doi: 10.3389/fpubh.2024.1216164 Front. Public Health 12:1216164. doi: 10.3389/fpubh.2024.1216164 KEYWORDS Secular trends in physical growth,
biological maturation, and
intelligence in children and
adolescents born between 1978
and 1993 OPEN ACCESS
EDITED BY
Jakob Pietschnig,
University of Vienna, Austria
REVIEWED BY
Dieter Wolke,
University of Warwick, United Kingdom
Joe Rodgers,
Vanderbilt University, United States
*CORRESPONDENCE
Oskar G. Jenni
oskar.jenni@kispi.uzh.ch
†These authors share last authorship
RECEIVED 03 May 2023
ACCEPTED 12 April 2024
PUBLISHED 29 April 2024
CITATION
Eichelberger DA, Chaouch A, Rousson V,
Kakebeeke TH, Caflisch J, Wehrle FM and
Jenni OG (2024) Secular trends in physical
growth, biological maturation, and
intelligence in children and adolescents born
between 1978 and 1993. 1 Introduction conscripts in Northern European countries. In fact, Sundet et al. (14)
showed that the increase in intelligence and height followed an
identical pattern among Norwegian military draftees between 1950
and 1990. However, the increase in height was driven primarily by the
upper half of the height distribution, while the lower part of the IQ
distribution was responsible for the IQ gain. Rönnlund et al. (15) also
found parallel secular trends in the two domains between 1970 and
1979, but the rise in intelligence test scores continued during 1980–
1993, when the secular trend in height was no longer observed. Therefore, both studies concluded that improved nutrition, better
medical care, and perhaps other biological factors might not have
been the primary cause for the Flynn effect, because secular trends in
growth were not observed in the same periods and to the same extent. For over 100 years, substantial upward trends have been observed
in a range of human traits, skills, and performances. Typical examples
of these secular trends include the substantial gain in life expectancy
since the beginning of the 19th century (1), the large generational
increases in human growth characteristics such as body height and
weight as well as the acceleration in biological maturation (2), the
improved physiological strength as measured in sport achievements
over many decades (1), and the rise in populations’ average intelligence
since 1900 (3, 4). This secular trend was named the Flynn effect after
James Flynn (5). Environmental factors have frequently been proposed as the main
cause of the positive secular trends in human characteristics; this
includes the improved quality of nutrition, sanitation, hygiene and
health care, the decreased rate of infections and other diseases, the
higher value and better structure of educational systems, the reduced
size of families and higher standard of child rearing, the increased
overall complexity of environments, and ultimately, the economic
advance of societies (6). In contrast to these environmental
explanatory factors, increases in genetic diversity and consequently
genetic advantages resulting from demographic trends towards more
random mating in recent societies were also proposed (7). However,
a single explanation does, likely, not suffice to fully account for the
positive secular trends in populations’ traits but a combination of
multiple aspects that may vary across domains may be relevant (3). 1 Introduction Previous findings on secular trends in traits assessed concurrently
in the same cohort are limited to adults, mainly conscripts aged
18–20 years old (14–18). However, secular trends have been suggested
to vary with age. In the Netherlands, for example, Woodley and
Meisenberg (19) found that intelligence test scores between 1950 and
1990 increased more among 30-year-olds than 5- to 6-year-olds, and
they even decreased among 14- to 16-year-olds, indicating a negative
trend. However, findings about age-specific secular trends in
intelligence remain inconsistent, in particular in recently published
meta-analyses: Whereas Pietschnig and Voracek (3) reported larger
secular trends in intelligence in adults than in children and
adolescents, Trahan et al. (4) could not confirm these findings. One
reason for the discrepancies between studies may be the frequent
inclusion of cross-sectional studies, which are prone to sample
composition effects. In the most recent decades, secular trends in a number of traits
have been observed to slow, stop, and even reverse. For example, in
the Northern European countries, the rise in adult height has reached
a plateau (8), and intelligence test scores have even declined over time
(9). The slowing and flattening of secular trends since the end of the
20th century may be explained by the fact that in industrialized
populations with the highest living standards, an increasing
proportion of individuals have reached the upper limit of their genetic
and biological potential, and consequently, the benefits of
environmental factors are now fading (1, 9). Notably, a reverse in the
direction of secular trends (i.e., negative secular trends) is expected to
stem from a different set of processes because the factors that
previously contributed to an increase are unlikely to explain a
subsequent decline (10). Larger secular trends for height have been reported during
childhood than during adulthood, with a maximum at puberty (2, 20,
21). These age-related differences suggest that beyond environmental
factors, maturational tempo may contribute to secular trends in
growth parameters during development (2, 21–26). In fact, several
studies have confirmed a secular trend in skeletal maturity, a biological
indicator of the tempo of growth and maturation (27, 28). COPYRIGHT © 2024 Eichelberger, Chaouch, Rousson,
Kakebeeke, Caflisch, Wehrle and Jenni. This is
an open-access article distributed under the
terms of the Creative Commons Attribution
License (CC BY). The use, distribution or
reproduction in other forums is permitted,
provided the original author(s) and the
copyright owner(s) are credited and that the
original publication in this journal is cited, in
accordance with accepted academic
practice. No use, distribution or reproduction
is permitted which does not comply with
these terms. © 2024 Eichelberger, Chaouch, Rousson,
Kakebeeke, Caflisch, Wehrle and Jenni. This is
an open-access article distributed under the
terms of the Creative Commons Attribution Methods: Data derived from growth measures, bone age as an indicator of
biological maturation, and full-scale intelligence tests were drawn from 236
participants of the Zurich Longitudinal Studies born between 1978 and 1993. In
addition, birth weight was analyzed as an indicator of prenatal conditions. Results: Secular trends for height and weight at 4 years were positive (0.35 SD
increase per decade for height and an insignificant 0.27 SD increase per decade for
weight) and remained similar at 9 and 14 years (height: 0.46 SD and 0.38 SD increase
per decade; weight: 0.51 SD and 0.51 SD increase per decade, respectively) as well as
for weight at age 18 years (0.36 SD increase per decade). In contrast, the secular trend
in height was no longer evident at age 18 years (0.09 SD increase per decade). Secular
trends for biological maturation at 14 years were similar to those of height and weight
(0.54 SD increase per decade). At 18 years, the trend was non-significant (0.38 SD
increase per decade). For intelligence, a positive secular trend was found at 4 years
(0.54 SD increase per decade). In contrast, negative secular trends were observed at
9 years (0.54 SD decrease per decade) and 14 years (0.60 SD decrease per decade). No secular trend was observed at any of the four ages for head circumference (0.01,
0.24, 0.17, and − 0.04 SD increase per decade, respectively) and birth weight (0.01 SD
decrease per decade). Discussion: The different patterns of changes in physical growth, biological
maturation, and intelligence between 1978 and 1993 indicate that distinct
mechanisms underlie these secular trends. Flynn effect, cognitive functioning, IQ, height, weight, head circumference, skeletal
maturation, birth weight Frontiers in Public Health 01 frontiersin.org Eichelberger et al. 10.3389/fpubh.2024.1216164 Eichelberger et al. Frontiers in Public Health 1 Introduction The present study aims to advance the understanding of
similarities and dissimilarities in the timing of secular trends in
growth parameters including height, weight, and head circumference,
as well as in biological maturation (measured by bone age), and
intelligence by assessing these traits longitudinally during four
developmental phases, at ages of 4, 9, 14, and 18 years, in a single
cohort born between 1978 and 1993. Mingroni was among the first who did not only focus on single
secular trends, but also explored secular changes in multiple variables
such as height, head circumference, intelligence, myopia, asthma,
autism and others at the same time (7, 11). In fact, the concurrent
investigation of secular changes in multiple traits may contribute to
identifying the explanatory processes underlying them. More
specifically, if a similar timing is apparent in multiple traits, likely, a
common mechanism underlies the respective secular trends. Conversely, if the timing is different for different traits, this may
suggest the effect of different factors. Particularly, the comparison of
secular trends in growth with maturational and intelligence
parameters is interesting because they have all been attributed to
improved nutrition and health care [see, e.g., (12)], while other
authors have postulated that improved education and increased
overall complexity of environments have led to the changes of the
intellectual capacity across generations [see, e.g., (13)]. However, to
date very few studies have compared secular trends in multiple traits
concurrently in the same cohort. Notable exceptions are the studies of Eichelberger et al. 2.2 Assessments Data on child development were assessed numerous times
between birth and 18 years of age. All developmental assessments were
conducted by a psychologist or a developmental pediatrician at the
University Children’s Hospital Zurich, Switzerland. For the current
analyses, examinations at the ages of 4, 9, 14, and 18 years were used
because they included the assessment of height, weight, head
circumference, biological maturation, as well as intellectual abilities
[see (29) for details on the full study protocol]. We use yij to denote the outcome observed on child i at age j = 1
(4 years), j = 2 (9 years) or j = 3 (14 years); ti the year of birth of child
i; sexi the sex (female = 0, male = 1) of the child; and sesi their
SES. We consider this regression model, (
)
(
)(
)
i
ij
0j
1j
2j
i
3j
i
4j
i
i
ij
t
1985
y
sex
ses
5
10
ses
5
ses
5
-
æ
ö
= b
+ b
+ b
+ b
-
ç
÷
è
ø
+ b
-
>
+ e Height was measured in the standing position to the nearest
millimeter with a stadiometer. For the weight measurement, the
children stood on a beam scale with an accuracy of 0.1 kilograms. Head size was measured at the widest possible circumference of the
head: encompassing the broadest part of the forehead above the
eyebrow, above the ears, and the most prominent part of the back of
the head. The head measurement was taken three times, and the
largest measurement to the nearest millimeter was selected. A more
detailed description of the measurement of height, weight, and head
circumference can be found in Prader et al. (31). where
(
)
T
j
0j
1j
2j
3j
4j
,
,
,
,
= b
b
b
b
b
b
is a vector of regression
coefficients and ij
e is a residual error term with mean zero and
variance
2
j . s
Note that in this model,
0j
b
is a global intercept term
and b1j quantifies the contrast between two cohorts of age j with
same sex and SES born 10 years apart, expressed in original outcome
units. 1 This number differs from that published in Wehrle et al. (29) (N = 327) because
subsequent data checks revealed that 31 participants had incorrectly been
listed as enrolled at birth. No data had been assessed in these individuals. One
participant declined the continued use of the childhood data for future research
projects and is thus no longer considered part of ZLS-3. 2 Methods
2.1 Sample The data originates from the Zurich Longitudinal Studies (ZLS),
a set of three cohort studies that examined physical, motor, and mental
development and social environment from birth to young adulthood
(29). The third ZLS cohort (ZLS-3) covers the largest range of birth
years, from 1973 to 2002, and consequently was considered for the
current analyses. Individuals included in the ZLS-3 cohort are the
offspring of participants of the first ZLS cohort (ZLS-1). ZLS-1
participants were enrolled into the ZLS between 1954 and 1961 as a
representative sample of the population of Zurich with regard to
parental occupation (30) and if they were born into a Swiss family 02 frontiersin.org Eichelberger et al. 10.3389/fpubh.2024.1216164 The full-scale IQ is estimated from the verbal and the performance
IQ. The WISC-R is normed for children aged 6 to 16 years. residing in Zurich. Consequently, all participants in the ZLS-3 cohort
have at least one Swiss parent. In total, 295 infants from 161 families
were enrolled at birth.1 The current analyses only included those who
did not have a developmental disability or genetic syndrome with
known effects on intellectual ability or growth and who were fluent in
German, because intelligence testing was conducted in German. Additionally, birth weight was collected from the birth report and
used as an indicator of prenatal conditions. Childhood socioeconomic
status (SES) was estimated from parental occupation and maternal
education at ages 1 or 3 months on a scale ranging from 2 to 10 with
higher scores indicating lower SES, following Largo et al. (38). The vast majority of the ZLS-3 cohort, 92.2%, was born between
1978 and 1993, with less than five children being born each year
outside of this range. We therefore restricted the analyses to the 236
children and adolescents from 132 families born during this period
(Supplementary Figure S1). We report the results of a sensitivity
analysis that incorporated participants born before 1978 and after
1993 in Supplementary material S1. 2.3 Statistical analysis We defined the secular trend as the effect of the year of birth on
height, logarithm of weight, head circumference, biological
maturation, and full-scale IQ among participants of the same age after
conditioning on sex and SES. The year of birth was considered as a
continuous variable with decimals so that, for instance, a child born
on 26.04.1985 had a year of birth equal to 1985.315. Because the IQ
tests were not the same at each age, we analyzed each age group
separately. For the sake of comparability, we also analyzed data from
the other outcomes separately in each age group. frontiersin.org Frontiers in Public Health 2.2 Assessments Additionally,
2j
b
and
3j
b
refer to the sex and linear SES effect
on the outcome, respectively, and
4j
b
allows SES to have a different
linear effect on the outcome below and above the median value of 5. This last coefficient was included in the model only when statistically
significant (p < 0.050). A model including an interaction term between
the year of birth and sex, thus allowing for different secular trends in
males and females, was also tested, but the interaction term was never
found to be statistically significant. Therefore, we report results
obtained for the simpler model without such interaction. Because
study participants were nested within 132 families, error terms from
individuals belonging to the same family were allowed to be correlated
using an exchangeable covariance structure. We used Generalized
Estimating Equations (39) fitted separately at each age to obtain
estimates of the vector of regression coefficients
j
b and the residual
variance
2
j . s
The same procedure was applied for birth weight. Biological maturation was quantified as skeletal maturity (32) and
measured by bone age at ages 14 and 18 years. Bone age was analyzed
from hand x-rays of the left hand using the software BoneXpert
(33, 34). Intellectual abilities were assessed using age-appropriate and
standardized full-scale IQ instruments: at 4 years the Snijders–Oomen
Non-Verbal Intelligence Test [SON; (35)] and at 9, and 14 years, the
Wechsler-Intelligence Scale for Children-Revised [WISC-R; German
version; (36, 37)] was used. The SON is a non-verbal intelligence test
based on five sub-tests (sorting, mosaic, combination, memory, and
copying) and is normed for children aged 2.5 to 7 years. The WISC-R
comprises six subtests to estimate verbal IQ (information,
comprehension, arithmetic, similarities, vocabulary, and digit span)
and five subtests to estimate performance IQ (coding, picture
completion, picture arrangement, block design, and object assembly). j
Comparing secular trend estimates for outcomes measured on
different scales requires such estimates to be reported on a relative
(i.e., unitless) scale. Two types of standardization can be used for this
purpose: an external out-of-sample standardization or an internal
in-sample one. In this study, we used an internal standardization with
the relative secular trend at age j defined as the ratio
1j
j
/ s
b
. 2.2 Assessments This
ratio quantifies the average change in the outcome between two
cohorts born 10 years apart as a function of the in-sample Frontiers in Public Health 03 frontiersin.org Eichelberger et al. 10.3389/fpubh.2024.1216164 10.3389/fpubh.2024.1216164 Table 2 and Figure 1 present the relative secular trend estimates of
height, weight, head circumference, biological maturation, and
intellectual abilities at ages 4, 9, 14, and 18 years with 95% confidence
intervals (CI). within-cohort inter-individual variability after controlling for sex and
SES differences. Inference was performed by approximating the
variance of the ratio 1j
j
/ s
b
using the Delta method (40). The relative
secular trend estimate can be interpreted as a regular standardized
difference in means [Cohen’s d; (41)], with values of 0.2, 0.5, and 0.8
referring to small, moderate, and large effects, respectively. We direct
interested readers to the Supplementary material S2 for a comparison
of results obtained with internal and external standardizations. The secular trends in height and weight at age 4 years were positive
(0.35 SD increase per decade for height and a statistically insignificant
0.27 SD increase per decade for weight, respectively) and remained
about the same at ages 9 and 14 years (for height: 0.46 SD and 0.38 SD
increase per decade; for weight: 0.51 SD and 0.51 SD increase per
decade, respectively). Weight at age 18 years also remained similar
(0.36 SD increase per decade). In contrast, the secular trend in height
was no longer evident at age 18 (0.09 SD increase per decade). For
head circumference, no statistically significant secular trends were
found for the four developmental periods (0.01, 0.24, 0.17, and − 0.04
SD increase per decade for 4, 9, 14, and 18 years, respectively). For
birth weight, no secular trend was found (0.01 SD decrease per
decade). Secular trends for biological maturation at 14 years were
similar to those of height, and weight (0.54 SD increase per decade),
and remained positive at age 18 years (statistically insignificant 0.38
SD increase per decade).i All statistical analyses were carried out in R version 4.2.1 (42)
using a level of statistical significance of 5%. 2.4 Ethics The study was reviewed and approved by the Ethical Committee
of the Canton of Zurich, Switzerland (Basec-Nr. 2018-00686); further
details on the informed consent procedure since the initiation of the
ZLS in 1954 are provided in Wehrle et al. (29). Frontiers in Public Health erage change in the outcome value between two cohorts born 10 years apart divided by the within-cohort standard deviations, after controlling for sex and SES. 3 Results Statistically significant secular trends for intellectual abilities were
found for all three available age periods: At 4 years, the secular trend
was positive, with a 0.54 SD. However, negative trends were observed
at 9 years (0.54 SD decrease per decade) and at 14 years (0.60 SD
decrease per decade). The estimates for verbal and performance IQ
assessed with the WISC-R at 9 and at 14 years indicated a negative Table 1 provides a descriptive summary at the four assessment
time-points of the participant characteristics: sex distribution, SES,
growth parameters, bone age, and IQ score. Between the ages of 4 and
18 years, 35 participants (14.8%) dropped out of the study. scores, and growth parameter at the four assessment time-points, for participants born between 1978 and 1993. TABLE 1 Demographic information, IQ scores, and growth parameter at the four assessment time-points, for participants born between 1978 and 1993. TABLE 1 Demographic information, IQ scores, and growth parameter at the four assessment time points, for participants born between 1978 and 1993. 4 Year
9 Year
14 Year
18 Year
Number of participants (N)
229
218
205
200
Males [n (%)]
120 (52%)
114 (52%)
108 (53%)
102 (51%)
Family SES (Mdn [IQR])
5 [4, 6]
5 [4, 6]
5 [4, 6]
5 [4, 6]
Birth weight [g]; M (SD)
3289 (434)
3282 (431)
3273 (426)
3264 (412)
Head circumference [cm]; M (SD)
50.7 (1.3)
52.8 (1.3)
54.9 (1.5)
56.2 (1.7)
Height males [cm]; M (SD)
104.2 (4.0)
134.2 (5.4)
163.6 (8.4)
177.4 (6.7)
Height females [cm]; M (SD)
102.9 (3.5)
133.7 (4.7)
161.8 (5.3)
165.5 (4.8)
Weight males [kg]; M (SD)
16.8 (1.9)
28.9 (4.6)
52.2 (10.9)
69.7 (11.7)
Weight females [kg]; M (SD)
16.1 (1.7)
29.2 (5.2)
51.5 (8.9)
58.7 (8.4)
Bone age [years]; M (SD)
Not available
Not available
13.9 (1.1)
17.5 (0.9)
Full scale IQ; M (SD)
116.1 (11.4)
104.1 (11.3)
111.3 (10.8)
Not available
Mdn, median; IQR, interquartile range; M, mean; SD, Standard Deviation; SES, socioeconomic status based on a composite score of parents’ education and occupation, with scores ranging Mdn, median; IQR, interquartile range; M, mean; SD, Standard Deviation; SES, socioeconomic status based on a composite score of parents’ education and occupation, with scores ranging
from 2 to 10 (higher scores indicating a lower SES). The estimates refer to the average change in the outcome value between two cohorts born 10 years apart divided by the within-cohort standard deviations, after cont 3 Results TABLE 2 Relative secular trend estimates (with 95% confidence interval) for height, weight, head circumference, bone age, and full scale IQ at four
different ages (4, 9, 14, and 18 years). secular trend estimates (with 95% confidence interval) for height, weight, head circumference, bone age, and full scale IQ at four
9, 14, and 18 years). different ages (4, 9, 14, and 18 years). Age 4 years
Age 9 years
Age 14 years
Age 18 years
Height
0.35 (0.00; 0.69)
0.46 (0.11; 0.82)
0.38 (0.03; 0.72)
0.09 (−0.28; 0.45)
Weight
0.27 (−0.07; 0.61)
0.51 (0.18; 0.85)
0.51 (0.17; 0.84)
0.36 (0.00; 0.73)
Head circumference
0.01 (−0.35; 0.37)
0.24 (−0.09; 0.58)
0.17 (−0.18; 0.53)
−0.04 (−0.41; 0.32)
Bone age
Not available
Not available
0.54 (0.15; 0.93)
0.38 (−0.01; 0.77)
Full scale IQ
0.54 (0.17; 0.92)
−0.54 (−0.90; −0.17)
−0.60 (−1.00; −0.21)
Not available
The estimates refer to the average change in the outcome value between two cohorts born 10 years apart divided by the within-cohort standard deviations, after controlling for sex and SES. 04 Frontiers in Public Health frontiersin.org Eichelberger et al. 10.3389/fpubh.2024.1216164 FIGURE 1
Relative secular trend estimates for height, weight, head circumference, bone age and full scale IQ at four different ages (4, 9, 14, and 18 years). The
average relative change over 10 years can be interpreted as a standardized difference in means [Cohen’s d; (41)], with values of 0.2, 0.5, and 0.8
referring to small, moderate, and large effects, respectively. FIGURE 1
Relative secular trend estimates for height, weight, head circumference, bone age and full scale IQ at four different ages (4, 9, 14, and 18 years). The
average relative change over 10 years can be interpreted as a standardized difference in means [Cohen’s d; (41)], with values of 0.2, 0.5, and 0.8
referring to small, moderate, and large effects, respectively. secular trend for performance IQ at 9 years (0.61 SD decrease per
decade) and for verbal IQ at 14 years (0.85 SD decrease per decade)
whereas the negative secular trend estimates for verbal IQ at 9 years
and performance IQ at 14 years were statistically insignificant (see
Supplementary Table S1 for details). of 178 cm for men and 166 cm for women after 1970. 4 Discussion The aim of these analyses was to examine secular trends of growth
measures, biological maturation, and intelligence concurrently during
four developmental phases: at 4, 9, 14, and 18 years. The analyses
examined data from participants of the third cohort of the ZLS, who
were born between 1978 and 1993 and assessed between 1982 and
2011 [see (29) for details on the ZLS cohorts]. Notably, this is the first
study to investigate secular trends in several traits during four phases
of child development in a single cohort. Positive secular trends were
observed in height and weight at 4, 9, and 14 years. In contrast, at age
18 years, the secular trend of weight remained similar while the secular
trend of height became negligible. No secular trends were observed in
head circumference at any of the ages or in birth weight. A secular
trend in bone age was apparent at the age of 14 years while it was only
marginally significant at 18 years. For intelligence, a positive secular
trend was apparent at age 4 years. In contrast, a negative secular trend
was found at ages 9 and 14 years. The positive secular trends that we found for weight in the current
study are in line with those found in the adult population in
Switzerland (45). This likely reflects the growing obesity epidemic
worldwide (46), including Switzerland (45). Only since about 2012,
after the cohort studied here reached adulthood, has the secular trend
in children’s weight leveled off (8, 47, 48). In line with recent studies, we found no evidence for a secular
trend in birth weight, an important parameter of child growth in
utero. Birth weight was monitored in Norway in registry studies
between 1860 and 1984. It declined from 1860 to 1900 and increased
again by about 150 g between 1900 and 1940, but it has remained
largely constant since then (49). Birth weight has also changed little
over recent decades in other countries (49–51). In contrast to a
number of previous studies that have shown an increase in head
circumference increased in recent decades [see (52) for a review],
we did not observe a secular trend in head circumference. A positive secular trend in height was found in this cohort of
Swiss children and adolescents. In contrast, no secular height trend
was observed at 18 years, which is in agreement with Vinci et al. (43). 3 Results A possible reason
for the ongoing secular trend in children and adolescents is that such
changes are still present in the pubertal growth spurt in adolescence
and in the developmental tempo during childhood (21, 44). In fact,
we also found a secular trend in skeletal maturity as measured by bone
age, which is considered a reliable indicator of the maturational tempo
of growth (32). Positive secular trends in bone age measures between
the 1960s and 2000 have been reported in two previous studies from
Taiwan and South Africa (27, 28). The pattern in the ZLS-3 of a
positive secular height trend in childhood and adolescence in the
absence of such a trend in young adulthood may be due to the fact that
children and adolescents born in more recent years (1990s) were
biologically more mature (i.e., showed earlier maturation) compared
to individuals born longer ago (1970s).h Secular trend estimations for height and weight at 14 years became
non-significant when adjusted for biological maturation (quantified
as bone age at 14 years) while the positive secular trend remained
similar for IQ (Supplementary Table S2). Frontiers in Public Health frontiersin.org 4 Discussion Although two large meta-
analyses have reported average Flynn effects of about three IQ points
per decade since the 1930s (3, 4), the secular trend in intelligence has
not always been linear, and seems to have slowed so much over the last
30 years that it has even become negative. A systematic review in 2016
described this reverse Flynn effect in seven European countries among
individuals tested between 1975 and 2012 (9). A more recent review
found secular IQ declines in even more countries in Africa, Europe,
and North and South America (65).ht The Netherlands are often described as the country that
experienced an IQ decline as early as 1975 [e.g., (19)]. In fact,
analysis of secular trends in this country between 1968 and 2005
showed a pattern very similar to the findings of our study; although
IQ was quite stable among preschoolers, a negative secular trend
emerged among the 14-year-olds (19). While improvements in
education may have contributed to raises in IQ in the past (56–58),
the IQ decline observed in our cohort (and in other’s) is unlikely to
be attributable to changes in the educational structures in
Switzerland as they have improved over the course of the 20th
century rather than worsened. For example, the average class size
declined steadily from 55 to 20 students per class between 1870 and
1980 (66, 67). Also, the sharp decline within a relatively short period
of time cannot be attributed to a poorer educational system. Similarly, other factors related to the living standard that may have
previously contributed to the positive secular trends in IQ, such as
improved nutrition, hygiene status or the medical care system (1),
are unlikely to have declined in Switzerland since the mid-1970s,
when the participants of the current study were born. Thus, they
cannot explain the negative secular trend in IQ seen in the current
study at 9 and 14 years. In fact, Rodgers argued that the same factors
contributing to positive secular trends may be implicated in the
slowing and flattening of these trends, however, they certainly
cannot be responsible for their turn-around. Rather, an entirely
different set of explanations may require consideration (10). Exploring the reasons for the secular trend pattern in IQ that
we found in the current study is challenging: Differential secular
trends became apparent at 4 years (positive trend) and at 9 and
14 years (negative trends). 4 Discussion These authors described a steady increase in the height of young Swiss
adults after 1937 which slowed and nearly stopped at an average height Together, the findings of positive secular trends at most
developmental phases in height, weight and biological maturation, of
no secular trends in head circumference as well as in birthweight and
the differential secular trends at different developmental phases in 05 frontiersin.org 10.3389/fpubh.2024.1216164 Eichelberger et al. intelligence make it unlikely that any single environmental factor is
the primary driver of these changes. improved abilities and gain access to progressively superior resources,
thereby amplifying their own children’s intellectual growth. Several
studies have, indeed, provided evidence for a parental contribution to
secular trends in IQ (61–64). Swiss parents have likely also become
increasingly involved in supporting their children’s development and
have created more stimulating and nurturing environments for their
young children, leading to the positive secular trend in early childhood
that was found in the current study. The hypotheses that have been put forward to explain the positive
secular trends in various traits across the 20th century include, among
others, improved nutritional quality and quantity [i.e., “nutrition
hypothesis” advocated by Lynn (12, 53, 54)], better health and health
care (55), and advances in education and the educational system (56–
58). It has been argued that high-income countries, including
Switzerland, are currently approaching an asymptote: with
environmental improvements having unfolded over past decades,
large parts of the population have now reached their genetic and
biological potential, and any further improvements in those
environmental conditions may no longer result in an upwards trend
in those traits (1, 9). This “environmental saturation effect” was
formalized by Irving Gottesman’s genome-environment interaction
model (59), postulating a maximum developmental potential that can
be realized to a large extent if living conditions are favorable. In fact,
such an effect may be reasonably assumed to underlie the secular
trends in some of the growth parameters assessed in the current study,
most notably in height (i.e., no secular trend in adult height measured
at 18 years) and head circumference (i.e., no secular trend at any
developmental phase). The negative secular trend that we found in 9- and 14-year-olds is
consistent with recent studies, especially in the European Nordic
countries [see, e.g., (9) for a general review]. 4 Discussion To thoroughly discuss this finding, first, a
methodological issue must be considered, namely, the use of different
instruments. At 4 years, the SON was used, a nonverbal test, providing
a single IQ score, without any further distinction into different IQ
domains (13). In contrast, at 9 and 14 years, the WISC-R was used,
and its full-scale IQ combines estimates of verbal and performance IQ
(36, 37). Previously, larger IQ gains have been described for fluid or
performance IQ than for crystallized or verbal IQ (3). This raises the
question whether the different aspects of IQ captured by the SON and
the WISC-R could explain the differences in the secular trend patterns. When separately investigating the secular trends in verbal and
performance IQ at 9 and 14 years in the current study, a negative trend
was observed in both IQ domains, although only reaching statistical
significance for performance IQ at 9 years and for verbal IQ at 14 years. Performance IQ may be considered conceptually overlapping with
fluid IQ, including some very similar subtests (e.g., mosaics and block
design in the SON and the WISC-R, respectively). This suggests the
differential directions of the secular trends at 4 years (positive trend
assessed with SON) versus at 9 and at 14 years (negative trend assessed
with WISC-R) are, likely, not explained solely by the different tests
used at different developmental periods. Alternative lines of
explanation are discussed in the following.h f
p
y
q
One new explanation that has been brought forward to explain
the observed negative secular trends in IQ in recent decades is that of
dysgenic effects: disadvantageous genetic effects of higher
reproduction rates of low-ability as opposed to high-ability individuals
within populations (68–70). However, this cannot be responsible for
the negative secular trends observed in 9- and 14-year-olds because of
the positive trend at 4 years in the identical cohort. In any case,
selection-driven genetic changes in the population of the ZLS-3 are
implausible considering the relatively short time span and the large
magnitude of the effect. Moreover, because the sample is relatively
homogenous and born in the greater Zurich area, changes in the
sample composition through immigration or methodological artifacts
due to, for instance, recruitment biases between cohorts can
be excluded. The positive secular trend in intelligence at 4 years may have
resulted from changes in child rearing and parenting from the 1970s
onwards. Frontiers in Public Health Ethics statement The studies involving humans were approved by Ethical
Committee of the Canton of Zurich, Switzerland (Basec-Nr. 2018-
00686). The studies were conducted in accordance with the local
legislation and institutional requirements. Written informed consent
for participation in this study was provided by the participants’ legal
guardians/next of kin. 4 Discussion This idea was summarized by Rodgers and O’Keefe (60) in
their integrative theory termed ‘Parental Executive Model’. Their
theory posits that parents are in general highly motivated to facilitate
their children’s intellectual development, and consequently that they
use resources available to them, namely, those that have previously
been proposed by other theories to explain the Flynn effect, such as
improved nutrition, education, technology, healthcare, and so forth. Additionally, a cross-generational feedback loop exists, whereby
children who are “better nurtured for intelligence” (10, p. 5) have 06 frontiersin.org Eichelberger et al. 10.3389/fpubh.2024.1216164 Eichelberger et al. It has further been suggested that fluid and crystallized IQ
undergo differential secular trends (e.g., illustrated in 3, Figure 1) and
that the respective divergence may contribute to varying trend
patterns (10). While our data showed no differential effect for verbal
and performance IQ, it cannot contribute to this exact discussion as
the assessment instruments are not designed to distinguish between
fluid and crystallized IQ. Further studies are needed to systematically
investigate this, alongside identifying other potential explanatory
processes underlying the differential patterns of secular trends across
different traits, including IQ. use same-aged control groups from similar birth years. Such an
approach is critical to ensure that interpretations of cohort differences
(e.g., due to improved medical care or after interventions) are not
confounded by secular trends [e.g., (73, 74)]. Overall, the findings of
the current analyses highlight the need for further research to monitor
secular trends of human characteristics. Data availability statement The raw data supporting the conclusions of this article will
be made available by the authors, without undue reservation. As already outlined above, the ultimate cause of secular trends
suggested by Flynn (13)—the industrial revolution, economic
progress, educational standards, and the complexity of society—may
have reached a maximum since the 1980s, at least in developed
countries, and the upper limit of children’s developmental and
intellectual capacities may have been reached in recent decades. Consequently, any further changes in the environment may now result
in a weakening (i.e., slowing/flattening) or in random increases and
declines of secular trends. Frontiers in Public Health 5 Strengths and limitations A particular strength of this study is the use of longitudinal data
with a consistent sample composition over time. Furthermore, the use
of in-sample standardization when defining secular trend estimates
enhanced the comparability of estimates across traits because the
within-cohort variability s j at age j is not affected by secular trends
and is estimated in the same sample for all traits. Author contributions DE contributed to the formulation and development of the
research goals, conceived and designed the analysis of the data
samples, contributed to data collection of some samples, drafted and
edited the manuscript. AC performed the statistical analysis of the
entire data set, drafted and edited the manuscript. VR supervised the
statistical analysis of the data, reviewed and edited the manuscript. TK contributed to the formulation and development of the research
goals, and reviewed and edited the manuscript. JC contributed to the
formulation and development of the research goals, performed data
collection of the children and adolescents, reviewed, and edited the
manuscript. OJ is the principal investigator of the Zurich Longitudinal
Studies (ZLS), contributed to the formulation and development of the
research goals, and drafted and edited the manuscript. FW is the
current project leader of the ZLS, contributed to the formulation and
development of the research goals, and drafted and edited the
manuscript. All authors contributed to the article and approved the
submitted version. The current study is limited by a relatively small sample size and
a limited range of birth years between 1978 and 1993. However,
previous studies were also able to identify secular trends in various
traits across comparable ranges [e.g., (17, 71, 72)]. The cohort included
in the current analyses (ZLS-3) consists of the offspring of the ZLS-1
cohort. This unique study setting makes it challenging to replicate the
findings in an independent sample. Further, the assessment of IQ with
different tests at different developmental phases complicates the
comparison of the full-scale IQs across ages. Importantly, however,
comparing the overlapping concepts captured by the different tests
confirmed the differential pattern of secular trends at 4 versus 9 and
14 years of age. Due to the design of the IQ tests applied in the current
cohort, the data cannot contribute to the body of research on
differences in secular trends in fluid and crystallized intelligence that
have been consistently reported previously (3). Eichelberger et al. References 1. Marck A, Antero J, Berthelot G, Saulière G, Jancovici J-M, Masson-Delmotte V,
et al. Are we reaching the limits of Homo Sapiens? Front Psychol. (2017) 8:812. doi:
10.3389/fphys.2017.00812 21. Takaishi M. Secular changes in growth of Japanese children. J Pediatr Endocrinol
Metab. (1994) 7:163–73. doi: 10.1515/jpem.1994.7.2.163 22. Pop RM, Tenenboum A, Pop M. Secular trends in height, body mass and mean
menarche age in Romanian children and adolescents, 1936-2016. Int J Environ Res Public
Health. (2021) 18:490. doi: 10.3390/ijerph18020490 2. Cole TJ. The secular trend in human physical growth: a biological view. Econ. Hum. Biol. (2003) 1:161–8. doi: 10.1016/S1570-677X(02)00033-3 2. Cole TJ. The secular trend in human physical growth: a biological view. Econ. Hum. Biol. (2003) 1:161–8. doi: 10.1016/S1570-677X(02)00033-3 23. Zellner K, Jaeger U, Kromeyer-Hauschild K. Height, weight and Bmi of
schoolchildren in Jena, Germany-are the secular changes levelling off? Econ. Hum. Biol. (2004) 2:281–94. doi: 10.1016/j.ehb.2004.04.006 3. Pietschnig J, Voracek M. One century of global Iq gains: a formal Meta-analysis of
the Flynn effect (1909-2013). Perspect Psychol Sci. (2015) 10:282–306. doi:
10.1177/1745691615577701 4. Trahan LH, Stuebing KK, Fletcher JM, Hiscock M. The Flynn effect: a Meta-
analysis. Psychol Bull. (2014) 140:1332–60. doi: 10.1037/a0037173 24. Roelants M, Hauspie RC, Hoppenbrouwers K. References for growth and pubertal
development from birth to 21 years in Flanders, Belgium. Ann Hum Biol. (2009)
36:680–94. doi: 10.3109/03014460903049074 5. Flynn JR. The mean Iq of Americans: massive gains 1932 to 1978. Psychol Bull. (1984) 95:29–51. doi: 10.1037/0033-2909.95.1.29 25. Schönbeck Y, Talma H, van Dommelen P, Bakker B, Buitendijk SE, HiraSing RA,
et al. The World’s tallest nation has stopped growing taller: the height of Dutch children
from 1955 to 2009. Pediatr Res. (2013) 73:371–7. doi: 10.1038/pr.2012.189 6. Dickens WT, Flynn JR. Heritability estimates versus large environmental effects: the Iq
paradox resolved. Psychol Rev. (2001) 108:346–69. doi: 10.1037/0033-295x.108.2.346 26. Cole TJ, Mori H. Fifty years of child height and weight in Japan and South Korea:
contrasting secular trend patterns analyzed by sitar. Am J Hum Biol. (2018) 30:e23054. doi: 10.1002/ajhb.23054 7. Mingroni MA. Resolving the Iq paradox: Heterosis as a cause of the Flynn effect
and other trends: correction to Mingroni (2007). Psychol Rev. (2007) 114:1104. doi:
10.1037/0033-295x.114.4.1104 27. Hsieh C-W, Liu T-C, Jong T-L, Tiu C-M. Long-term secular trend of skeletal
maturation of Taiwanese children between agricultural (1960s) and contemporary (after
2000s) generations using the Tanner-Whitehouse 3 (Tw3) method. J Pediatr Endocrinol
Metab. (2013) 26:231–7. Acknowledgments All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations,
or those of the publisher, the editors and the reviewers. Any product
that may be evaluated in this article, or claim that may be made by its
manufacturer, is not guaranteed or endorsed by the publisher. We thank Simon Milligan for language editing this manuscript. A
special thanks goes to all the participants of the ZLS and their families
for their continuous support of the studies. We thank the hundreds of
scientists who have contributed to the ZLS over decades. References doi: 10.1515/jpem-2012-0213 8. Fudvoye J, Parent A-S. Secular trends in growth. Ann Endocrinol. (2017) 78:88–91. doi: 10.1016/j.ando.2017.04.003 9. Dutton E, van der Linden D, Lynn R. The negative Flynn effect: a systematic
literature review. Intelligence. (2016) 59:163–9. doi: 10.1016/j.intell.2016.10.002 28. Hawley NL, Rousham EK, Norris SA, Pettifor JM, Cameron N. Secular trends in
skeletal maturity in South Africa: 1962–2001. Ann Hum Biol. (2009) 36:584–94. doi:
10.1080/03014460903136822 10. Rodgers JL. Eleven articles and 27 authors pay tribute to James Flynn: a summary
and critique of special issue articles on the Flynn effect. Intelligence. (2023) 101:101794. doi: 10.1016/j.intell.2023.101794 29. Wehrle FM, Caflisch J, Eichelberger DA, Haller G, Latal B, Largo RH, et al. The
importance of childhood for adult health and development-study protocol of the Zurich
longitudinal studies. Front Hum Neurosci. (2021) 14:612453. doi: 10.3389/
fnhum.2020.612453 11. Mingroni M. The bell curves: Rapid genetic change in humans: non additive press
(2020). Available
at:
https://www.sciencedirect.com/science/article/abs/pii/
S0160289623000211 30. Fischer
H. Längsschnittuntersuchungen
an
Kleinkindern
Mit
Den
Entwicklungstests Von O. Brunet Und J. Lézine. Schweizerische Zeitschrift für
Psychologie. (1960) 19:325–32. 12. Lynn R. The role of nutrition in secular increases in intelligence. Personal Individ
Differ. (1990) 11:273–85. doi: 10.1016/0191-8869(90)90241-I 13. Flynn JR. Secular changes in intelligence: the “Flynn effect” In: RJ Sternberg,
editor. The Cambridge handbook of intelligence. Cambridge handbooks in psychology. 2nd
ed. Cambridge, England: Cambridge University Press (2020). 940–63. 31. Prader A, Largo RH, Molinari L, Issler C. Physical growth of Swiss children from
birth to 20 years of age. First Zurich Longitudinal Study of Growth and Development. Helv Paediatr Acta. (1989) 52:1–125. 14. Sundet JM, Barlaug DG, Torjussen TM. The end of the Flynn effect? A study of
secular trends in mean intelligence test scores of Norwegian conscripts during half a
century. Intelligence. (2004) 32:349–62. doi: 10.1016/j.intell.2004.06.004 32. Marshall WA. Interrelationships of skeletal maturation, sexual development and
somatic
growth
in
man. Ann
Hum
Biol. (1974)
1:29–40. doi:
10.1080/03014467400000031 15. Rönnlund M, Carlstedt B, Blomstedt Y, Nilsson L-G, Weinehall L. Secular trends
in cognitive test performance: Swedish conscript data 1970–1993. Intelligence. (2013)
41:19–24. doi: 10.1016/j.intell.2012.10.001 33. Thodberg HH, Jenni OG, Caflisch J, Ranke MB, Martin DD. Prediction of adult
height based on automated determination of bone age. J Clin Endocrinol Metab. (2009)
94:4868–74. doi: 10.1210/jc.2009-1429 16. Dutton E, Lynn R. A negative Flynn effect in Finland, 1997-2009. Intelligence. (2013) 41:817–20. doi: 10.1016/j.intell.2013.05.008 34. Thodberg HH, Neuhof J, Ranke MB, Jenni OG, Martin DD. Supplementary material The Supplementary material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fpubh.2024.1216164/
full#supplementary-material The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. 6 Conclusion The ZLS have been or are funded by the Swiss National Science
Foundation (32473B_129956 and 32003B-112324), the International
Children’s Center in Paris, the Department of Education of the Canton
of Zurich, Switzerland, the University of Zurich, Switzerland, the
Hermann Klaus-Stiftung, the Hartmann Müller-Stiftung, the Remo
Largo Stiftung für Entwicklungspädiatrie, the Foundation for Research
in Science and the Humanities at the University of Zurich, the Maiores
Stiftung, the Baugarten Stiftung, the Children’s Research Center of the
University Children’s Hospital Zurich, the Velux Stiftung, and the
Stiftung Für das Kind Giedion Risch. The current study provides insights into the secular trends of
physical growth measures, biological maturation, and intelligence at
4, 9, 14, and 18 years of age over a period of 15 years. The differing
patterns in the secular trends of these psychological and biological
traits suggest that their etiology may vary between traits and
development phases. The findings may also have important
implications for clinical studies. For example, when investigating the
development of at-risk groups, such as children born preterm or those
raised in socio-economically disadvantaged conditions, it is crucial to 07 frontiersin.org Eichelberger et al. Eichelberger et al. 10.3389/fpubh.2024.1216164 Frontiers in Public Health 20. Takaishi M. Growth standards for Japanese children—an overview with special
reference to secular change in growth In: RC Hauspie, G Lindgren and F Falkner, editors.
Essays on auxology: presented to James Mourilyan tanner by former colleagues and fellows
(on his retirement). Welwyn Garden City, England: Castlemead Publications (1995).
302–11. References Heritability of personality: a demonstration. Psychol Monographs. (1963) 77:1–21. doi: 10.1037/h0093852 43. Vinci L, Floris J, Koepke N, Matthes KL, Bochud M, Bender N, et al. Have Swiss
adult males and females stopped growing taller? Evidence from the population-based
nutrition survey Menuch, 2014/2015. Econ Hum Biol. (2019) 33:201–10. doi: 10.1016/j. ehb.2019.03.009 60. Rodgers JL, O'Keefe P. A synthetic theory to integrate and explain the causes of the
Flynn effect: the parental executive model. Intelligence. (2023) 98:101740. doi: 10.1016/j. intell.2023.101740 61. Wänström L, Patrick OK, Clouston SAP, Mann FD, Muniz-Terrera G, Voll S, et al. It runs in the family: testing for longitudinal family Flynn effects. J Intelligence. (2023)
11:50. doi: 10.3390/jintelligence11030050 44. Hauspie RC, Vercauteren M, Susanne C. Secular changes in growth and
maturation:
an
update. Acta
Paediatr
Suppl. (1997)
423:20–7. doi:
10.1111/j.1651-2227.1997.tb18364.x 62. O'Keefe P, Rodgers JL. Double decomposition of Level-1 variables in multilevel
models: an analysis of the Flynn effect in the Nsly data. Multivar Behav Res. (2017)
52:630–47. doi: 10.1080/00273171.2017.1354758 45. Staub K, Bender N, Floris J, Pfister C, Ruhli FJ. From undernutrition to
Overnutrition: the evolution of overweight and obesity among young men in Switzerland
since the 19th century. Obes Facts. (2016) 9:259–72. doi: 10.1159/000446966 63. Elley WB. Changes in mental ability in New Zealand school children, 1936-1968. N Z J Educ Stud. (1969) 4:140–55. 46. Lobstein T, Baur L, Uauy R. Obesity in children and young people: a crisis in public
health. Obes Rev. (2004) 5:4–85. doi: 10.1111/j.1467-789X.2004.00133.x 64. Flieller A. Comparison of the development of formal thought in adolescent cohorts
aged 10 to 15 years (1967–1996 and 1972–1993). Dev Psychol. (1999) 35:1048–58. doi:
10.1037/0012-1649.35.4.1048 47. Zhang YQ, Li H, Wu HH, Zong XN. Secular trends in weight, height and weight
for height among children under 7 years in nine cities of China, 1975–2015: results from
five repeated cross-sectional surveys. BMJ Open. (2019) 9:e029201. doi: 10.1136/
bmjopen-2019-029201 65. Flynn JR, Shayer M. Iq decline and Piaget: does the rot start at the top? Intelligence. (2018) 66:112–21. doi: 10.1016/j.intell.2017.11.010 48. Kryst Ł, Żegleń M, Woronkowicz A, Kowal M. Body height, weight, and body mass
index – magnitude and pace of secular changes in children and adolescents from
Kraków (Poland) between 1983 and 2020. Am J Hum Biol. (2022) 34:e23779. doi:
10.1002/ajhb.23779 66. Ritzmann-Blickenstorfer H. Historische Statistik Der Schweiz. Zurich, Switzerland:
Chronos (1996). 67. Bundesamt für Statistik. Statistisches Jahrbuch Der Schweiz Zurich. Switzerland:
NZZ Libro (2004). 49. References Validation of bone age
methods by their ability to predict adult height. Horm Res Paediatr. (2010) 74:15–22. doi: 10.1159/000313592 17. Hegelund ER, Teasdale TW, Okholm GT, Osler M, Sorensen TIA, Christensen K,
et al. The secular trend of intelligence test scores: the Danish experience for young men
born between 1940 and 2000. PLoS One. (2021) 16:e0261117. doi: 10.1371/journal. pone.0261117 35. Snijders-Oomen N. Snijders-Oomen Nicht Verbale Intelligenztestreihe: son 2 1/2–7. Groningen, Netherlands: Wolters-Noordhoff (1977). 18. Koivunen S. Suomalaismiesten Kognitiivisen Kykyprofiilin Muutokset 1988–2001:
Flynnin Efektiä Suomalaisessa Aineistossa? Jyväskylä: Jyväskylä University (2007). 36. Tewes U, Titze I. Untersuchungen Zur Anwendung des Hawik in Der Klinischen
und Sonderpädagogischen Diagnostik [studies on the application of Hawik in clinical
and special educational diagnosis]. Zeitschrift für Differentielle und Diagnostische
Psychologie. (1983) 4:179–201. 19. Woodley MA, Meisenberg G. In the Netherlands the anti-Flynn effect is a Jensen
effect. Personal Individ Differ. (2013) 54:871–6. doi: 10.1016/j.paid.2012.12.022 37. Willich O, Friese H. Der Hamburg-Wechsler-Intelligenztest Für Kinder Revision
1983 (Hawik-R). Diagnostica. (1994) 40:172–89. 20. Takaishi M. Growth standards for Japanese children—an overview with special
reference to secular change in growth In: RC Hauspie, G Lindgren and F Falkner, editors. Essays on auxology: presented to James Mourilyan tanner by former colleagues and fellows
(on his retirement). Welwyn Garden City, England: Castlemead Publications (1995). 302–11. 38. Largo RH, Molinari L, Comenale Pinto L, Weber M, Duc G. Language
development of term and preterm children during the first five years of life. Dev Med
Child Neurol. (1986) 28:333–50. doi: 10.1111/j.1469-8749.1986.tb03882.x Frontiers in Public Health 08 frontiersin.org Eichelberger et al. Eichelberger et al. 10.3389/fpubh.2024.1216164 39. Liang K-Y, Zeger SL. Longitudinal data analysis using generalized linear models. Biometrika. (1986) 73:13–22. doi: 10.1093/biomet/73.1.13 57. Schooler
C. Environmental
complexity
and
the
Flynn
effect
In:
U Neisser, editor. The rising curve: long-term gains in Iq and related measures. Washington,
DC,
US:
American
Psychological
Association
(1998). 67–79. 40. Ver Hoef JM. Who invented the Delta method? Am Stat. (2012) 66:124–7. doi:
10.1080/00031305.2012.687494 58. Brand CR, Freshwater S, Dockrell WB. Has there been a ‘massive’ rise in Iq levels
in the west? Evidence from Scottish children. Ir J Psychol. (1989) 10:388–93. doi:
10.1080/03033910.1989.10557756 41. Cohen J. Statistical power analysis for the behavioral sciences. 2, editor ed. Hillsdale, NJ, US: Lawrence Erlbaum Associates (1988). 42. R Core Team. R: a language and environment for statistical computing. 4.2.1 ed. Vienna, Austria: R Foundation for Statistical Computing (2022). 59. Gottesman II. References Rosenberg M. Birth weights in three Norwegian cities, 1860–1984. Secular trends
and
influencing
factors. Ann
Hum
Biol. (1988)
15:275–88. doi:
10.1080/03014468800009751 68. Lynn R, Harvey J. The decline of the World's Iq. Intelligence. (2008) 36:112–20. doi:
10.1016/j.intell.2007.03.004 50. Célind J, Hedlund M, Bygdell M, Sondén A, Elfvin A, Kindblom JM. Secular
trends of birthweight in boys from 1950 to 2010. Pediatr Neonatol. (2019) 60:543–8. doi:
10.1016/j.pedneo.2019.01.012 69. Teasdale TW, Owen DR. Secular declines in cognitive test scores: a reversal of the
Flynn effect. Intelligence. (2008) 36:121–6. doi: 10.1016/j.intell.2007.01.007 51. Domagała Z, Dąbrowski P, Porwolik M, Porwolik K, Gworys B. Is the secular trend
reflected in early stages of human ontogenesis? Anthropol Rev. (2014) 77:77–86. doi:
10.2478/anre-2014-0007 70. Nyborg H. The decay of Western civilization: double relaxed Darwinian selection. Personal Individ Differ. (2012) 53:118–25. doi: 10.1016/j.paid.2011.02.031 71. Pietschnig J, Tran US, Voracek M. Item-response theory modeling of IQ gains (the
Flynn effect) on crystallized intelligence: Rodgers' hypothesis yes, Brand's hypothesis
perhaps. Intelligence (Norwood). (2013) 41:791–801. doi: 10.1016/j.intell.2013.06.005 52. Ounsted M, Moar VA, Scott A. Head circumference charts updated. Arch Dis
Child. (1985) 60:936–9. doi: 10.1136/adc.60.10.936 53. Lynn R. Nutrition and intelligence In: PA Vernon, editor. Biological approaches to
the study of human intelligence. Norwood, NJ, US: Ablex (1993). 243–58. 72. Platt JM, Keyes KM, McLaughlin KA, Kaufman AS. The Flynn effect for fluid Iq
may not generalize to all ages or ability levels: a population-based study of 10,000 us
adolescents. Intelligence. (2019) 77:101385. doi: 10.1016/j.intell.2019.101385 54. Lynn R. In support of the nutrition theory In: U Neisser, editor. The rising curve:
Long-term gains in Iq and related measures. Washington, DC, US: American
Psychological Association (1998). 207–18. 73. Wolke D, Ratschinski G, Ohrt B, Riegel K. The cognitive outcome of very preterm
infants may be poorer than often reported: an empirical investigation of how
methodological issues make a big difference. Eur J Pediatr. (1994) 153:906–15. doi:
10.1007/BF01954744 55. Steen RG. Human intelligence and medical illness: Assessing the Flynn effect. New
York: Springer (2009). 56. Williams WM. Are we raising smarter children today? School- and home-related
influences on Iq. The rising curve: long-term gains in Iq and related measures. Washington, DC, US: American Psychological Association (1998). p. 125–154. 74. Marlow N, Ni Y, Lancaster R, Suonpera E, Bernardi M, Fahy A, et al. No change
in neurodevelopment at 11 years after extremely preterm birth. Arch Dis Child Fetal
Neonatal Ed. (2021) 106:418–24. References doi: 10.1136/archdischild-2020-320650 Frontiers in Public Health 09 frontiersin.org
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Qeios · Definition, February 7, 2020 Open Peer Review on Qeios Open Peer Review on Qeios Concomitant Medication Use Duration National Cancer Institute Qeios ID: IMBFY1 · https://doi.org/10.32388/IMBFY1 Source National Cancer Institute. Concomitant Medication Use Duration. NCI Thesaurus. Code
C83224. The period of time from start to finish of concomitant medication usage. Qeios ID: IMBFY1 · https://doi.org/10.32388/IMBFY1 1/1
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https://openalex.org/W2978805953
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https://ejournal.undip.ac.id/index.php/ksa/article/download/24796/15853
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Indonesian
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Kinetics of Transesterification Reaction of Soybean Oil into Biodiesel with CaO Catalyst
|
Jurnal Kimia Sains dan Aplikasi/Jurnal kimia sains dan aplikasi
| 2,019
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cc-by-sa
| 4,745
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Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 ISSN: 1410-8917
e-ISSN: 2597-9914 ISSN: 1410-8917
e-ISSN: 2597-9914 Kata Kunci:
katalis CaO; fluidized bed;
CSTR; kecepatan reaksi;
minyak kedelai;
transesterifikasi Abstract Title: Kinetics of Transesterification Reaction of Soybean Oil into Biodiesel with CaO
Catalyst The use of biodiesel as an alternative fuel is expected to reduce dependence on fossil
fuels. This study aims to examine the kinetics of the transesterification reaction of
soybean oil with methanol using a heterogeneous CaO solid base catalyst to determine
the corresponding reaction rate law equation. Testing the kinetics of the reaction to
determine the corresponding reaction rate law equation was fitted in the
transesterification reaction of soybean oil and methanol with a solid CaO catalyst. and
reaction time (for taking product concentration data) of 180 minutes. The results of
dependency analysis of the reaction rate to the reactants showed that methanol was
adsorbed on the surface of the catalyst and triglycerides were not adsorbed on the
surface of the catalyst, so that the possible reaction mechanism of the catalytic
reaction follows the Eley-Rideal mechanism. Final equation of the reaction rate law (-
rA) model after synchronizing the equation to experimental kinetics reaction data is: -
rA=(4,7901(0,7240CACB-(CCCD/248,2845)))/(0,7240CB+(CC/2,4342)+1). The
final
reaction rate law model can be used in reactor design (the relationship between the
weight of the catalyst needed to achieve a certain triglyceride conversion and
predicting the reactor volume required). Keywords:
CaO catalyst; fluidized bed;
CSTR; reaction rate law;
soybean oil;
transesterification Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 213 Kinetika Reaksi Transesterifikasi Minyak Kedelai Menjadi Biodiesel
dengan Katalis CaO Setiarto Pratigto a,1, I. Istadi a,2 Setiarto Pratigto a,1, I. Istadi a,2 a Departemen Teknik Kimia, Fakultas Teknik Universitas Diponegoro, Jl. Prof. Soedarto, SH. Kampus UNDIP Tembalang, Semarang. Indonesia 50275 * Corresponding author: (1) setiartopratigto@students.undip.ac.id (2) istadi@che.undip.ac.id 1.
Pendahuluan Biodiesel adalah senyawa ester asam lemak yang
dihasilkan
dari
proses
transesterifikasi
minyak
(trigliserida) maupun esterifikasi asam lemak yang
berasal dari minyak nabati atau hewani dengan alkohol
rantai pendek. Kandungan asam lemak bebas atau free
fatty acid (FFA) bahan baku merupakan salah satu faktor
penentu jenis proses pembuatan biodiesel. Minyak murni
(refined vegetable oil) pada umumnya, memiliki kadar FFA
rendah (< 2%) sehingga dapat langsung diproses dengan
metode transesterifikasi. Jika kadar FFA minyak tersebut
masih tinggi (>2%), sebelumnya perlu dilakukan proses
esterifikasi. Berdasarkan
kondisi
tersebut,
proses
produksi biodiesel perlu dilakukan analisis kadar FFA
terlebih dahulu. Bahan baku dalam pembuatan biodiesel
misalnya minyak goreng bekas [1], minyak jarak [2],
minyak kacang tanah [3], minyak sawit [4], minyak
kelapa, minyak kedelai [5, 6, 7], minyak biji kapuk,
minyak biji karet, minyak kemiri sunan, minyak rapeseed
[8], dan minyak bunga matahari [9]. Pada penelitian ini
digunakan minyak kedelai murni (refined soybean oil)
karena kajian ini hanya berfokus pada kinetika reaksi
transesterifikasi, namun bukan pada pengembangan
prosesnya. Penelitian
ini
mengkaji
kinetika
reaksi
transesterifikasi
(penentuan
persamaan
hukum
kecepatan reaksi) minyak kedelai dengan metanol
menggunakan
katalis
kalsium
oksida
dengan
memperhatikan parameter-parameter suhu reaksi, rasio
mol reaktan, waktu reaksi, dan konsentrasi katalis
terhadap
konversi
trigliserida. Hasil
analisis
ketergantungan
kecenderungan
kecepatan
reaksi
terhadap masing-masing perbandingan reaktan akan
menentukan mekanisme reaksi katalisis (adsorpsi,
desorpsi, reaksi permukaan) yang sesuai sehingga dapat
menentukan model bentuk persamaan kecepatan reaksi
transesterifikasi. Oleh karena itu, penelitian ini bertujuan
untuk mengkaji kinetika reaksi transesterifikasi minyak
kedelai menjadi biodiesel menggunakan katalis padat
CaO untuk mendapatkan model persamaan kecepatan
reaksi heterogen. Kajian kinetika penelitian ini meliputi:
prediksi mekanisme yang sesuai dengan data eksperimen
melalui analisis ketergantungan perubahan laju reaksi
terhadap
perubahan
masing-masing
reaktan
dan
perumusan persamaan akhir laju reaksi. Persamaan laju
reaksi yang dihasilkan dapat dipakai pada desain
perancangan reaktor. Penggunaan katalis homogen memiliki kekurangan
sebab katalis terlarut sempurna dalam gliserol dan larut
sebagian dalam biodiesel sehingga sulit dipisahkan pada
proses pemurnian produk. Katalis heterogen lebih mudah
dalam pemisahan dan pemurnian produk biodiesel yang
dapat mengurangi biaya produksi biodiesel, dapat
digunakan kembali, eco-friendly, dan ramah lingkungan
[10]. Kalsium oksida (CaO) banyak digunakan untuk
reaksi transesterifikasi, karena memiliki kekuatan basa
yang relatif tinggi, ramah lingkungan, kelarutan yang
rendah dalam metanol, dan dapat disintesis dari sumber
yang murah seperti batu kapur, kalsium hidroksida, batu
gamping, dan yang lainnya yang mengandung kalsium
karbonat (CaCO3; mineral kalsit) [11, 12]. 2.2. Pembuatan dan Karakterisasi Katalis CaO Proses pembuatan katalis CaO mengikuti metode
yang dilakukan oleh Kouzu dkk. [5] dengan cara kalsinasi
padatan CaCO3 dalam furnace pada suhu 800°C selama 2
jam. Setelah dikalsinasi selama 2 jam, padatan CaO
dibiarkan mencapai suhu kamar 27°C dan dimasukkan ke
dalam desikator untuk mencegah terjadinya kontak
antara permukaan katalis dengan uap air di dalam
ruangan, yang mengakibatkan menurunnya kekuatan
basa katalis. Luas permukaan katalis, volume pori total,
dan ukuran pori dianalisis dengan metode Barrett,
Joyner,
Halenda
(BJH)
menggunakan
peralatan
Quantachrome NOVA tipe 1200e, struktur kristal dan
kristalinitas menggunakan metode X-ray Difraction
(XRD) (Shimadzu), dan morfologi permukaan katalis
dianalisis menggunakan Scanning Electron Microscopy
(SEM) (JEOL). Abstrak Kata Kunci:
katalis CaO; fluidized bed;
CSTR; kecepatan reaksi;
minyak kedelai;
transesterifikasi Penggunaan biodiesel sebagai bahan bakar alternatif diharapkan dapat mengurangi
ketergantungan pada bahan bakar fosil. Penelitian ini bertujuan mengkaji kinetika
reaksi transesterifikasi minyak kedelai dengan metanol menggunakan katalis basa
padat heterogen CaO untuk menentukan persamaan kecepatan reaksi yang
bersesuaian. Pengujian kinetika reaksi untuk menentukan persamaan kecepatan
reaksi yang bersesuaian diuji pada reaksi transesterifikasi minyak kedelai dan metanol
dengan katalis padat CaO meliputi analisis ketergantungan kecepatan reaksi terhadap
perbandingan mol reaktan pada parameter proses suhu reaksi 60°C, berat katalis 3%
(%b/v), dan waktu reaksi (untuk pengambilan data konsentrasi produk) 180 menit. Hasil analisis ketergantungan reaktan-reaktan menunjukkan bahwa metanol
teradsorpsi di permukaan katalis dan trigliserida tidak teradsorpsi di permukaan
katalis, sehingga mekanisme reaksi katalitik mungkin terjadi mengikuti mekanisme
Eley-Rideal. Bentuk persamaan kecepatan akhir laju reaksi (-rA) setelah sinkronisasi
model persamaan dengan data-data eksperimen kinetika reaksi adalah: -
rA=(4,7901(0,7240CACB-(CCCD/248,2845)))/(0,7240CB+(CC/2,4342)+1). Persamaan Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 214 akhir kecepatan reaksi tersebut dapat digunakan dalam perancangan reaktor
(hubungan antara berat katalis yang diperlukan untuk mencapai konversi trigliserida
tertentu dan memprediksi volume reaktor). akhir kecepatan reaksi tersebut dapat digunakan dalam perancangan reaktor
(hubungan antara berat katalis yang diperlukan untuk mencapai konversi trigliserida
tertentu dan memprediksi volume reaktor). Penelitian-penelitian tersebut tidak mengkaji prediksi
mekanisme reaksi yang terjadi. 1.
Pendahuluan Katalis CaO dapat
digunakan pada reaksi transesterifikasi karena sifat basa
yang kuat [13, 14]. Katalis CaO dapat dihasilkan dari
dekomposisi CaCO3 pada suhu yang tinggi [14]. Peneliti-
peneliti sebelumnya tentang penggunaan CaO sebagai
katalis
pada
proses
produksi
biodiesel
belum
memfokuskan
kajiannya
pada
kinetika
untuk
memperoleh persamaan kecepatan reaksi heterogen yang
memperhatikan fenomena-fenomena adsorpsi-desorpsi
reaktan dan/atau produk, namun kebanyakan masih
bersifat global atau terlalu sederhana. Pendekatan
kinetika
penelitian
ini
berbeda
dengan
peneliti
sebelumnya yang kebanyakan merumuskan kinetika
kecepatan
reaksi
berdasarkan
hasil
pengamatan
eksperimen secara empiris menggunakan asumsi model
kinetika
reaksi
katalisis
yang
terlalu
sederhana
(misalnya: simple dan Power Law) [15, 16, 17, 18, 19]. 2.1. Bahan Bahan-bahan penelitian yang digunakan dalam
penelitian ini adalah minyak kedelai 100%, CaCO3 (Merck,
99%), dan Metanol (99,9%, Merck). 3.1. Karakterisasi Katalis Gambar 1. Rangkaian alat reaksi transesterifikasi: (1)
labu leher tiga, (2) heating mantle, (3) termometer, (4)
motor penggerak, (5) motor controller, (6) condenser
reflux, (7) elbow, (8) pengaduk, (9) statif dan klem, (10)
adapter, dan (11) rangka portable. Katalis CaO yang digunakan pada transesterifikasi
minyak kedelai menjadi biodiesel bersifat basa kuat dan
mempunyai kristalinitas yang baik jika dikalsinasi pada
suhu 800°C dengan struktur dominan adalah CaO
disamping masih ada struktur lainnya (CaCO3) dan
Ca(OH)2 (berdasarkan hasil karakterisasi XRD pada
Gambar 2) [20, 21]. Katalis CaO ini juga mempunyai
mempunyai
morfologi
permukaan
yang
seragam
berdasarkan pada hasil pengujian SEM (Gambar 3). Katalis CaO ini mempunyai luas permukaan 37,983 m3/g,
volume pori 0,141 cm3/g, dan radius pori 19,084 Å
berdasarkan pengujian menggunakan metode BJH. Logam oksida dengan luas permukaan 37,983 m3/g dapat
menjamin bahwa reaksi transesterifkasi dapat berjalan
dengan baik di permukaan katalis dan di dalam pori
katalis. Gambar 1. Rangkaian alat reaksi transesterifikasi: (1)
labu leher tiga, (2) heating mantle, (3) termometer, (4)
motor penggerak, (5) motor controller, (6) condenser
reflux, (7) elbow, (8) pengaduk, (9) statif dan klem, (10)
adapter, dan (11) rangka portable. Gambar 2. Struktur kristal katalis CaO dengan X-ray
Diffraction
Gambar 3. Morfologi permukaan katalis CaO dengan
SEM
3 2 Analisis Ketergantungan Kecepatan Reaksi
2θ (o)
Intensity (a.u.) Gambar 2. Struktur kristal katalis CaO dengan X-ray
Diffraction
2θ (o)
Intensity (a.u.) Gambar 2. Struktur kristal katalis CaO dengan X-ray
Diffraction
2θ (o)
Intensity (a.u.) Minyak
kedelai,
metanol,
dan
katalis
CaO
dimasukkan ke dalam labu leher tiga. Perbandingan mol
umpan trigliserida (A) terhadap metanol (B) bervariasi
sesuai variabel penelitian pada analisis ketergantungan
terhadap reaktan. Larutan dipanaskan sampai suhu stabil
pada 60°C (di bawah titik didih metanol 64,7°C) dan
diaduk selama 3 jam. Produk didinginkan dan dipisahkan
pada corong pemisah, didiamkan semalam hingga
terbentuk 3-4 lapisan, yaitu: lapisan atas metanol sisa,
lapisan tengah metil ester, dan lapisan bawah sisa minyak
kedelai, gliserol, dan katalis. Produk metil ester dianalisis
menggunakan GC-MS. Hasil reaksi transesterifikasi
berupa konsentrasi fatty acid methyl ester (FAME) diuji
dengan kromatografi gas-spektrometri massa (GC-MS)
merek Shimadzu. Gambar 2. Struktur kristal katalis CaO dengan X-ray
Diffraction Gambar 2. Struktur kristal katalis CaO dengan X-ray
Diffraction Gambar 3. Morfologi permukaan katalis CaO dengan
SEM 2.3. Pengujian Katalis untuk Reaksi Transesterifikasi
dengan Katalis CaO Gambar 1 menunjukkan rangkaian alat reaksi
transesterifikasi untuk pengujian katalis dalam reaktor Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 215 fluidized CSTR, yang terdiri dari labu leher tiga (1), yang
dilengkapi dengan pengaduk (8), kondenser refluks (6),
elbow (7), adapter (10) dan termometer (3). Pengaduk
digerakkan oleh motor penggerak (4) dengan pengatur
motor controller (5). Rangkaian diletakkan pada pemanas
mantel (M-Top Heating Mantle MS-E) (2) yang berada di
atas rangka portable (11) yang dilengkapi dengan statif
dan klem (9). Selang air pendingin menghubungkan
ujung bawah dan atas kondenser refluks. ini, hubungan antara berat katalis yang dibutuhkan oleh
reaksi dan konversi trigliserida menjadi biodiesel dapat
diketahui sehingga jumlah kebutuhan katalis untuk
mencapai tingkat konversi tertentu dapat diprediksi. Lebih jauh lagi, perhitungan volume reaktor yang
dibutuhkan untuk mencapai konversi reaksi tersebut
dapat dilakukan. 2.4. Pengujian Kinetika Reaksi untuk Memperoleh
Model Persamaan Kecepatan Reaksi Kajian
kinetika
reaksi
meliputi:
(1). analisis
ketergantungan
perubahan
laju
reaksi
terhadap
perubahan perbandingan masing-masing reaktan; (2)
prediksi mekanisme reaksi yang sesuai dengan data
eksperimen; dan (3). perumusan persamaan akhir
kecepatan reaksi. Dari analisis ketergantungan kecepatan
reaksi (-rA) terhadap konsentrasi reaktan diperoleh
prediksi model kecepatan reaksi. Model persamaan
kecepatan reaksi ini kemudian dilakukan curve fitting
terhadap data-data eksperimen (hubungan antara variasi
konsentrasi dengan kecepatan reaksi) menggunakan
aplikasi
Polymath
(dipilih
berdasarkan
koefisien
determinasi R2 yang paling besar), sehingga didapatkan
besarnya
parameter1-parameter
model. Model
persamaan kecepatan reaksi akhir yang dihasilkan dapat
dipakai pada desain perancangan reaktor. Dalam tahapan Gambar 3. Morfologi permukaan katalis CaO dengan
SEM 3.2. Analisis Ketergantungan Kecepatan Reaksi
terhadap Reaktan pada Pengujian Transesterifikasi Reaktan
minyak kedelai (trigliserida) dan metanol bereaksi
melewati katalis padat CaO menghasilkan biodiesel (metil
ester) dan gliserol menurut persamaan reaksi berikut: Run
Rasio
molar
CA
CB
𝐶𝐶
𝐶𝐷
-rA
exp,
(
𝑚𝑜𝑙
𝑔𝑐𝑎𝑡.𝑠)
A
B Trigliserida
(mol/L)
Metanol
(mol/L)
Biodiesel
(mol/L)
Gliserol
(mol/L)
1
0,3 6
0,20
4,09
0,53
3,31
3,26 x
10-6
2
0,4 6
0,29
4,31
0,52
3,26
2,90 x
10-6
3
0,6 6
0,44
4,40
0,59
2,93
2,83 x
10-6
4
0,75 6
0,57
4,53
0,60
2,88
2,71 x
10-6
5
1
6
0,80
4,83
0,60
2,82
2,56 x
10-6
6
2
6
1,61
4,84
0,58
2,77
2,25 x
10-6
7
3
6
2,44
4,90
0,60
2,71
2,22 x
10-6 Kondisi pada pengujian reaktor batch dengan katalis
3% CaO yang digunakan pada penelitian ini adalah suhu
reaksi 60°C dan waktu reaksi 180 menit. Tabel 1
menunjukkan bahwa pada run nomor 4, 5, 6 dan 7,
konsentrasi metanol (CB) menurun dan kecepatan reaksi
(-rA) juga menurun. Begitu juga pada run nomor 1, 2 dan
3,
konsentrasi
metanol
(CB)
menurun,
sedangkan
kecepatan
reaksi
(-rA)
juga
menurun. Penurunan
kecepatan reaksi (-rA) diakibatkan oleh menurunnya
konsentrasi metanol (CB) ini menunjukkan bahwa
metanol teradsorpsi pada permukaan katalis pada saat
reaksi berlangsung (berdasarkan pernyataan Fogler
[22]). Hasil analisis dari kedua tabel menyatakan bahwa
metanol teradsorpsi di permukaan katalis dan trigliserida
tidak teradsorpsi di permukaan katalis, menunjukkan
bahwa mekanisme reaksi katalitik yang terjadi adalah
mekanisme Eley-Rideal di mana salah satu reaktan
teradsorpsi pada permukaan katalis. Oleh karena itu,
reaksi yang mungkin terjadi adalah metanol (B)
teradsorpsi pada permukaan katalis bereaksi dengan
trigliserida (A) pada fase cairnya menghasilkan metil
ester (C) dan gliserol (D). Tabel 1. Data ketergantungan kecepatan reaksi (-rA)
terhadap konsentrasi reaktan metanol (CB) pada
konsentrasi trigliserida (CA) relatif konstan Tabel 1. 3.2. Analisis Ketergantungan Kecepatan Reaksi
terhadap Reaktan pada Pengujian Transesterifikasi Pengujian katalis dalam rangka kajian kinetika reaksi
transesterifikasi dilakukan pada reaktor batch, sedangkan
konsentrasi produk dipantau pada saat reaksi dianggap Jurnal Kimia Sains dan A
sudah mencapai keadaan tunak (steady state) pada kondisi
perbandingan
umpan
yang
berbeda-beda. Reaktan
minyak kedelai (trigliserida) dan metanol bereaksi
melewati katalis padat CaO menghasilkan biodiesel (metil
ester) dan gliserol menurut persamaan reaksi berikut:
Trigliserida + 3 Metanol
3 Metil ester + Gliserol (1)
A
B
C
D
Kondisi pada pengujian reaktor batch dengan katalis
3% CaO yang digunakan pada penelitian ini adalah suhu
reaksi 60°C dan waktu reaksi 180 menit. Tabel 1
menunjukkan bahwa pada run nomor 4, 5, 6 dan 7,
konsentrasi metanol (CB) menurun dan kecepatan reaksi
(-rA) juga menurun. Begitu juga pada run nomor 1, 2 dan
3,
konsentrasi
metanol
(CB)
menurun,
sedangkan
kecepatan
reaksi
(-rA)
juga
menurun. Penurunan
kecepatan reaksi (-rA) diakibatkan oleh menurunnya
konsentrasi metanol (CB) ini menunjukkan bahwa
metanol teradsorpsi pada permukaan katalis pada saat
reaksi berlangsung (berdasarkan pernyataan Fogler
[22]). Tabel 1. Data ketergantungan kecepatan reaksi (-rA)
terhadap konsentrasi reaktan metanol (CB) pada
konsentrasi trigliserida (CA) relatif konstan
Run
Rasio
molar
CA
CB
𝐶𝐶
𝐶𝐷
-rA exp,
(
𝑚𝑜𝑙
𝑔𝑐𝑎𝑡.𝑠)
A
B
Trigliserida
(mol/L)
Metanol
(mol/L)
Biodiesel
(mol/L)
Gliserol
(mol/L)
1
1
20
1,70
34,06
1,59
6,19
9,85 x
10-6
2
1
15
1,91
28,68
1,72
5,59
9,48 x
10-6
3
1
10
2,20
21,95
1,97
4,51
9,46 x
10-6
4
1
8
2,32
18,59
2,08
4,13
9,44 x
10-6
5
1
6
2,48
14,87
2,20
3,64
9,39 x
10-6
6
1
3
2,74
8,23
2,42
2,33
9,31 x
10-6
7
1
2
2,85
5,69
2,48
2,28
9,22 x
10-6
Evaluasi yang sama dilakukan untuk mengetahui
kecenderungan hasil yang diperoleh pada berbagai variasi
konsentrasi trigliserida pada konsentrasi metanol yang
relatif konstan. Dengan asumsi bahwa ukuran partikel
katalis dalam menentukan kecepatan reaksi dikendalikan
oleh reaksi permukaan, bukan adsorpsi dan desorpsi. Sehingga
ukuran
partikel
sekecil
mungkin
tidak
mempengaruhi hasil tersebut dalam hal ini adsorpsi dan
desorpsi diabaikan. Pada Tabel 2 run nomor 1 sampai 7,
konsentrasi trigliserida (CA) meningkat tidak signifikan,
sedangkan konsentrasi metanol (C )
relatif konstan Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 216 Tabel 2. Data ketergantungan kecepatan reaksi (−rA)
terhadap konsentrasi reaktan trigliserida (CA) pada
konsentrasi metanol (CB) relatif konstan sudah mencapai keadaan tunak (steady state) pada kondisi
perbandingan
umpan
yang
berbeda-beda. 3.2. Analisis Ketergantungan Kecepatan Reaksi
terhadap Reaktan pada Pengujian Transesterifikasi Data ketergantungan kecepatan reaksi (-rA)
terhadap konsentrasi reaktan metanol (CB) pada
konsentrasi trigliserida (CA) relatif konstan
Run
Rasio
molar
CA
CB
𝐶𝐶
𝐶𝐷
-rA exp,
(
𝑚𝑜𝑙
𝑔𝑐𝑎𝑡.𝑠)
A
B
Trigliserida
(mol/L)
Metanol
(mol/L)
Biodiesel
(mol/L)
Gliserol
(mol/L)
1
1
20
1,70
34,06
1,59
6,19
9,85 x
10-6
2
1
15
1,91
28,68
1,72
5,59
9,48 x
10-6
3
1
10
2,20
21,95
1,97
4,51
9,46 x
10-6
4
1
8
2,32
18,59
2,08
4,13
9,44 x
10-6
5
1
6
2,48
14,87
2,20
3,64
9,39 x
10-6
6
1
3
2,74
8,23
2,42
2,33
9,31 x
10-6
7
1
2
2,85
5,69
2,48
2,28
9,22 x
10-6 Mekanisme reaksi permukaan yang mungkin terjadi
adalah: ✓
A fase cair + B teradsorpsi
C teradsorpsi +
D fase cair (tipe 1) ✓
A fase cair + B teradsorpsi
C teradsorpsi +
D fase cair (tipe 1) ✓
A fase cair + B teradsorpsi
C fase cair + D
teradsorpsi (tipe 2) ✓
A fase cair + B teradsorpsi
C fase cair + D
teradsorpsi (tipe 2) Model kinetika reaksi katalitiknya dapat disusun
sebagai berikut: Evaluasi yang sama dilakukan untuk mengetahui
kecenderungan hasil yang diperoleh pada berbagai variasi
konsentrasi trigliserida pada konsentrasi metanol yang
relatif konstan. Dengan asumsi bahwa ukuran partikel
katalis dalam menentukan kecepatan reaksi dikendalikan
oleh reaksi permukaan, bukan adsorpsi dan desorpsi. Sehingga
ukuran
partikel
sekecil
mungkin
tidak
mempengaruhi hasil tersebut dalam hal ini adsorpsi dan
desorpsi diabaikan. Pada Tabel 2 run nomor 1 sampai 7,
konsentrasi trigliserida (CA) meningkat tidak signifikan,
sedangkan konsentrasi metanol (CB) relatif konstan
namun
kecepatan
reaksi
semakin
menurun. Kecenderungan ini menunjukkan bahwa trigliserida tidak
teradsorpsi pada permukaan katalis pernyataan oleh
Fogler[22]. 1. Reaksi tipe 1: A + B•S
C•S + D c.
Desorpsi C pada permukaan katalis S c. Desorpsi C pada permukaan katalis S Rasio molar
𝐹𝐴0
-rA exp
X
W
(gcat)
Trigliserida
A
Metanol
B
(mol
trigliserida/s)
( 𝑚𝑜𝑙
𝑔𝑐𝑎𝑡. 𝑠)
1
20
7,88 x 10-5
9,85 x 10-6
0,93
7,46
1
15
8,85 x 10-5
9,48 x 10-6
0,90
8,38
1
10
1,02 x 10-4
9,46 x 10-6
0,90
9,62
1
8
1,08 x 10-4
9,44 x 10-6
0,89
10,19
1
6
1,15 x 10-4
9,39 x 10-6
0,89
10,86
1
3
1,27 x 10-4
9,31 x 10-6
0,88
12,02
1
2
1,32 x 10-4
9,22 x 10-6
0,87
12,48
Gambar 2. Hubungan antara konversi trigliserida (X) dan
berat katalis (W) yang dibutuhkan pada reaktor yang
beroperasi sebagaimana fluidized CSTR. Kecepatan desorpsi C: Kecepatan desorpsi C: Rasio molar
𝐹𝐴0
-rA exp
X
W
(gcat)
Trigliserida
A
Metanol
B
(mol
trigliserida/s)
( 𝑚𝑜𝑙
𝑔𝑐𝑎𝑡. 𝑠)
1
20
7,88 x 10-5
9,85 x 10-6
0,93
7,46
1
15
8,85 x 10-5
9,48 x 10-6
0,90
8,38
1
10
1,02 x 10-4
9,46 x 10-6
0,90
9,62
1
8
1,08 x 10-4
9,44 x 10-6
0,89
10,19
1
6
1,15 x 10-4
9,39 x 10-6
0,89
10,86
1
3
1,27 x 10-4
9,31 x 10-6
0,88
12,02
1
2
1,32 x 10-4
9,22 x 10-6
0,87
12,48 −𝑟𝐴=
𝑘𝐷(
𝐾𝐵𝐾𝑆𝐶𝐴𝐶𝐵
𝐶𝐶
− 𝐶𝐷
𝐾𝐷)
𝐾𝐵𝐶𝐵 +
𝐾𝐵𝐾𝑆𝐶𝐴𝐶𝐵
𝐶𝐶
+ 1
(6) (6) Analisis kesesuaian antara fitting model kecepatan
reaksi ke data eksperimen untuk menentukan parameter-
parameter model kecepatan reaksi adalah: (1) dependent
variable: –rA, (2) independent variable: CA, CB, CC, CD, dan
(3) parameter-parameter model: kB, kS, kC, kD, KB, KS, KC,
KD, di mana −rA adalah kecepatan reaksi (mol/gcat.s),
secara berurutan CA, CB, CC, CD adalah konsentrasi reaktan
trigliserida
(mol/L),
konsentrasi
reaktan
metanol
(mol/gcat),
konsentrasi
produk
biodiesel
(mol/L),
konsentrasi produk gliserol (mol/L), sedangkan kB, kS, kC,
kD secara berurutan adalah konstanta kecepatan adsorpsi
B (s-1), konstanta kecepatan adsorpsi S (s-1), konstanta
kecepatan adsorpsi C (s-1), konstanta kecepatan adsorpsi
D (s-1). Sementara itu, KB, KS, KC, dan KD secara berurutan
adalah konstanta kesetimbangan desorpsi B, konstanta
kesetimbangan desorpsi S, konstanta kesetimbangan
desorpsi C, dan konstanta kesetimbangan desorpsi D. Dari hasil Curve fitting menggunakan aplikasi Polymath,
diperoleh nilai kS= 4,7901; KB= 0,7240; KS= 101,9984; dan
KC= 2,4342, dengan nilai terdekat R2= 0,8835. Hasil dari
curve fitting model persamaan kecepatan reaksi (-rA)
pada data-data eksperimen diperoleh model persamaan
kecepatan reaksi yang sesuai dengan Persamaan (2)
adalah: Gambar 2. 1.
Reaksi tipe 1: A + B•S
C•S + D a. Adsorpsi B pada permukaan katalis S −𝑟𝐴=
𝑘𝐵(𝐶𝐵 −
𝐶𝐶𝐶𝐷
𝐾𝐵𝐾𝐶𝐾𝑆𝐶𝐴)
𝐶𝐶𝐶𝐷
𝐾𝐶𝐾𝑆𝐶𝐴 +
𝐶𝐶
𝐾𝐶 + 1
(1) (1) b. Reaksi permukaan katalis S Kecepatan reaksi permukaan: −𝑟𝐴=
𝑘𝑆(𝐾𝐵𝐶𝐴𝐶𝐵 −
𝐶𝐶𝐶𝐷
𝐾𝐶𝐾𝑆)
𝐾𝐵𝐶𝐵 +
𝐶𝐶
𝐾𝐶 + 1 −𝑟𝐴=
𝑘𝑆(𝐾𝐵𝐶𝐴𝐶𝐵 −
𝐶𝐶𝐶𝐷
𝐾𝐶𝐾𝑆)
𝐾𝐵𝐶𝐵 +
𝐶𝐶
𝐾𝐶 + 1
(2) (2) Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 217 c. Desorpsi C pada permukaan katalis S c. Desorpsi C pada permukaan katalis S dihasilkan tersebut Persamaan (7) dapat digunakan
untuk perhitungan berat katalis yang dibutuhkan pada
desain
reaktor
skala
industri
yang
beroperasi
sebagaimana reaktor fluidized CSTR saat keadaan steady. Implementasi dari hasil model persamaan kecepatan
reaksi (-rA) dapat digunakan pada perhitungan desain
reaktor terutama hubungan antara berat katalis yang
dibutuhkan dengan laju alir umpan dan target konversi
yang ingin dicapai, sesuai dengan neraca massa sebagai
berikut: Kecepatan desorpsi C: Kecepatan desorpsi C: −𝑟𝐴=
𝑘𝐶(
𝐾𝐵𝐾𝑆𝐶𝐴𝐶𝐵
𝐶𝐷
−
𝐶𝐶
𝐾𝐶)
𝐾𝐵𝐶𝐵 +
𝐾𝐵𝐾𝑆𝐶𝐴𝐶𝐵
𝐶𝐷
+ 1 (3) (3) 2. Reaksi tipe 2: A + B•S
C + D•S 2. Reaksi tipe 2: A + B•S
C + D•S 2. Reaksi tipe 2: A + B•S
C + D•S a. Adsorpsi B pada permukaan katalis S a. Adsorpsi B pada permukaan katalis S In – Out + Generation = Accumulation
(8)
FA0 −FA + (−rA). W = 0 (Steady)
(9)
W =
FA0− FA
−rA
(10)
W =
FA0.X
−rA
(11) In – Out + Generation = Accumulation
(8)
FA0 −FA + (−rA). W = 0 (Steady)
(9)
W =
FA0− FA
−rA
(10)
W =
FA0.X
−rA
(11) Kecepatan adsorpsi B: (8) −𝑟𝐴=
𝑘𝐵(𝐶𝐵 −
𝐶𝐶𝐶𝐷
𝐾𝐵𝐾𝐷𝐾𝑆𝐶𝐴)
𝐶𝐶𝐶𝐷
𝐾𝐷𝐾𝑆𝐶𝐴 + 𝐶𝐷
𝐾𝐷 + 1
(4) −𝑟𝐴=
𝑘𝐵(𝐶𝐵 −
𝐶𝐶𝐶𝐷
𝐾𝐵𝐾𝐷𝐾𝑆𝐶𝐴)
𝐶𝐶𝐶𝐷
𝐾𝐷𝐾𝑆𝐶𝐴 + 𝐶𝐷
𝐾𝐷 + 1 (4) (10) (11) b. Reaksi permukaan katalis S b. Reaksi permukaan katalis S Dari persamaan (11) diperoleh hubungan berat
katalis (W) sebagai fungsi dari konversi trigliserida (X)
dengan menggunakan data Tabel 1, yang ditunjukkan
pada Tabel 3 dan Gambar 2. Kecepatan reaksi permukaan: Kecepatan reaksi permukaan: −𝑟𝐴=
𝑘𝑆(𝐾𝐵𝐶𝐴𝐶𝐵 −
𝐶𝐶𝐶𝐷
𝐾𝐷𝐾𝑆)
𝐾𝐵𝐶𝐵 + 𝐶𝐷
𝐾𝐷 + 1
(5) (5) Tabel 3. Hubungan antara konversi trigliserida menjadi
biodiesel (X) sebagai fungsi berat katalis (W) 4. Kesimpulan Pada penelitian ini, mekanisme reaksi yang paling
mungkin terjadi pada reaksi transesterifikasi trigliserida
dan metanol menjadi biodiesel menggunakan katalis CaO
adalah mekanisme
Eley Rideal, di mana metanol
teradsorpsi di permukaan katalis CaO yang bereaksi
dengan trigliserida (minyak kedelai) pada fase cairnya
untuk menghasilkan produk biodiesel dan gliserol. Bentuk
model
persamaan
kecepatan
reaksi
transesterifikasi
minyak
kedelai
dan
metanol
menggunakan
katalis
CaO
yaitu:
−rA =
4,7901 (0,7240 CACB −
CCCD
(248,2845))
0,7240 CB +
CC
2,4342 + 1
. Persamaan ini dapat digunakan [5] Masato Kouzu, Takekazu Kasuno, Masahiko Tajika,
Yoshikazu Sugimoto, Shinya Yamanaka, Jusuke
Hidaka, Calcium oxide as a solid base catalyst for
transesterification of soybean oil and its application
to biodiesel production, Fuel, 87, 12, (2008) 2798-
2806 https://doi.org/10.1016/j.fuel.2007.10.019 [6] Yongsheng Lu, Zaiwu Zhang, Yunfeng Xu, Qiang Liu,
Guangren
Qian,
CaFeAl
mixed
oxide
derived
heterogeneous catalysts for transesterification of
soybean oil to biodiesel, Bioresource Technology, 190,
(2015) 438-441
https://doi.org/10.1016/j.biortech.2015.02.046 dalam perancangan reaktor, sehingga hubungan antara
konversi trigliserida menjadi biodiesel dengan kebutuhan
berat katalis dan volume reaktor yang diperlukan dapat
diprediksi. [7] Francisco Javier Palacios-Nereo, Pilar Olivares-
Carrillo, Antonia Pérez de los Ríos, Joaquín Quesada-
Medina,
High-yield
non-catalytic
supercritical
transesterification of soybean oil to biodiesel induced
by gradual heating in a batch reactor, The Journal of
Supercritical Fluids, 111, (2016) 135-142
https://doi.org/10.1016/j.supflu.2016.01.022 Management, 52, (2016) 367-374
https://doi.org/10.1016/j.wasman.2016.03.053 [2] Nuria Sánchez, Ramiro Sánchez, José M. Encinar,
Juan F. González, Gloria Martínez, Complete analysis
of castor oil methanolysis to obtain biodiesel, Fuel,
147, (2015) 95-99
https://doi.org/10.1016/j.fuel.2015.01.062 [3] Ali
A. Jazie,
H. Pramanik,
A. S. K. Sinha,
Transesterification of peanut and rapeseed oils using
waste of animal bone as cost effective catalyst,
Materials for Renewable and Sustainable Energy, 2, 2,
(2013) 11
https://doi.org/10.1007/s40243-013-0011-4 [4] Y. C. Wong, Y. P. Tan, Y. H. Taufiq-Yap, I. Ramli, H. S. Tee, Biodiesel production via transesterification of
palm oil by using CaO–CeO2 mixed oxide catalysts,
Fuel, 162, (2015) 288-293
https://doi.org/10.1016/j.fuel.2015.09.012 Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 218 Tabel 4. Prediksi berat katalis dan volume reaktor
operasi fluidized CSTR untuk berbagai variasi kebutuhan
katalis. Tabel 4. Prediksi berat katalis dan volume reaktor
operasi fluidized CSTR untuk berbagai variasi kebutuhan
katalis. Rasio molar
-rA exp
X
W
(gcat)
V reaktor
(mL)
Trigliserida
A
Metanol
B
( 𝑚𝑜𝑙
𝑔𝑐𝑎𝑡. 𝑠)
1
20
9,85 x 10-6
0,93
7,46
14,92
1
15
9,48 x 10-6
0,90
8,38
16,76
1
10
9,46 x 10-6
0,90
9,62
19,24
1
8
9,44 x 10-6
0,89
10,19
20,38
1
6
9,39 x 10-6
0,89
10,86
21,72
1
3
9,31 x 10-6
0,88
12,02
24,04
1
2
9,22 x 10-6
0,87
12,48
24,96 Management, 52, (2016) 367-374
https://doi.org/10.1016/j.wasman.2016.03.053 Notasi dan keterangan A
B
−rA
−rA ex
CA
CB
CC
CD
kB
kS
kC
kD
KB
KS
KC
KD
−𝑟𝐵
′
𝑟𝐶
′
∆𝑊
𝑣0 A
= trigliserida
B
= metanol
−rA
= kecepatan reaksi (mol/gcat.s)
−rA exp = kecepatan reaksi eksperimen (mol/gcat.s)
CA
= konsentrasi reaktan trigliserida (mol/gcat)
CB
= konsentrasi reaktan metanol (mol/gcat)
CC
= konsentrasi produk biodiesel (mol/gcat)
CD
= konsentrasi produk gliserol (mol/gcat)
kB
= konstanta kecepatan adsorpsi B
kS
= konstanta kecepatan adsorpsi S
kC
= konstanta kecepatan adsorpsi C
kD
= konstanta kecepatan adsorpsi D
KB
= konstanta kesetimbangan desorpsi B
KS
= konstanta kesetimbangan desorpsi S
KC
= konstanta kesetimbangan desorpsi C
KD
= konstanta kesetimbangan desorpsi D
−𝑟𝐵
′
= kecepatan alir metanol
𝑟𝐶
′
= kecepatan reaksi biodiesel
∆𝑊
= berat katalis
𝑣0
= laju alir awal [8] Boyang Wang, Shufen Li, Songjiang Tian, Rihua
Feng, Yonglu Meng, A new solid base catalyst for the
transesterification of rapeseed oil to biodiesel with
methanol, Fuel, 104, (2013) 698-703
https://doi.org/10.1016/j.fuel.2012.08.034 [9] Milan D. Kostić, Alireza Bazargan, Olivera S. Stamenković, Vlada B. Veljković, Gordon McKay,
Optimization
and
kinetics
of
sunflower
oil
methanolysis catalyzed by calcium oxide-based
catalyst derived from palm kernel shell biochar, Fuel,
163, (2016) 304-313
https://doi.org/10.1016/j.fuel.2015.09.042 [10] Marcos Sánchez, Jorge M. Marchetti, Noureddin El
Boulifi, José Aracil, Mercedes Martínez, Kinetics of
Jojoba oil methanolysis using a waste from fish
industry as catalyst, Chemical Engineering Journal,
262, (2015) 640-647
https://doi.org/10.1016/j.cej.2014.09.088 [11] Chawalit
Ngamcharussrivichai,
Pramwit
Nunthasanti,
Sithikorn
Tanachai,
Kunchana
Bunyakiat,
Biodiesel
production
through
transesterification
over
natural
calciums,
Fuel
Processing Technology, 91, 11, (2010) 1409-1415
https://doi.org/10.1016/j.fuproc.2010.05.014 c.
Desorpsi C pada permukaan katalis S Hubungan antara konversi trigliserida (X) dan
berat katalis (W) yang dibutuhkan pada reaktor yang
beroperasi sebagaimana fluidized CSTR. Sebagai contoh pada desain reaktor, jika diambil
asumsi bulk density dalam reaktor fluidized CSTR adalah
0,5 g/mL, maka perhitungan volume reaktor yang
dibutuhkan jika berat katalis (W) 7,46 g untuk
memperoleh konversi 93% adalah 14,92 mL. Lebih
lengkap perhitungan berat katalis dan volume reaktor
yang diperlukan ditunjukkan pada Tabel 4. Cara
perhitungan desain reaktor ini dapat juga diterapkan
pada skala yang lebih besar untuk menghitung kebutuhan
katalis pada volume reaktor tertentu untuk mencapat
konversi tertentu. −rA =
4,7901 (0,7240 CACB −
CCCD
(248,2845))
0,7240 CB +
CC
2,4342 + 1
(7) (7) dengan nilai koefisien determinasi R2 sebesar 0,8835
untuk katalis CaO 3% pada reaksi transesterifikasi
trigliserida dan metanol menghasilkan biodiesel pada
reaktor
batch. Persamaan
kecepatan
reaksi
yang Daftar Pustaka [1] Thi Tuong Vi Tran, Sunanta Kaiprommarat, Suwadee
Kongparakul,
Prasert Reubroycharoen,
Guoqing
Guan, Manh Huan Nguyen, Chanatip Samart, Green
biodiesel production from waste cooking oil using an
environmentally
benign
acid
catalyst,
Waste [12] Masoud Zabeti, Wan Mohd Ashri Wan Daud,
Mohamed Kheireddine Aroua, Activity of solid
catalysts for biodiesel production: A review, Fuel 219 Jurnal Kimia Sains dan Aplikasi 22 (5) (2019): 213–219 Processing Technology, 90, 6, (2009) 770-777
https://doi.org/10.1016/j.fuproc.2009.03.010 Processing Technology, 90, 6, (2009) 770-777
https://doi.org/10.1016/j.fuproc.2009.03.010 [13] Peng-Lim Boey, Gaanty Pragas Maniam, Shafida Abd
Hamid,
Performance
of
calcium
oxide
as
a
heterogeneous catalyst in biodiesel production: A
review, Chemical Engineering Journal, 168, 1, (2011)
15-22 https://doi.org/10.1016/j.cej.2011.01.009 [14] Masato Kouzu, Jyu-suke Hidaka, Transesterification
of vegetable oil into biodiesel catalyzed by CaO: A
review, Fuel, 93, (2012) 1-12
https://doi.org/10.1016/j.fuel.2011.09.015 [15] Masduki, Sutijan, Arief Budiman, Kinetika Reaksi
Esterifikasi Palm Fatty Acid Distilate (PFAD) menjadi
Biodiesel
dengan
Katalis
Zeolit-Zirkonia
Tersulfatasi, Jurnal Rekayasa Proses, 7, 2, (2014) 58-
63 https://doi.org/10.22146/jrekpros.4953 [16] Buchori Luqman, Budi Sasongko Setia, Kinetika
Transesterifikasi Biodiesel Jarak Pagar, Teknik, 33, 2,
(2012) 52-57
https://doi.org/10.14710/teknik.v33i2.4383 [17] Elizabeth DC Sidabutar, M Nur Faniudin, M Said,
Pengaruh
Rasio
Reaktan
Dan
Jumlah
Katalis
Terhadap Konversi Minyak Jagung Menjadi Metil
Ester, Jurnal Teknik Kimia, 19, 1, (2013) 40-49 [18] Tuti Indah Sari, M Said, Ani Karlena Sari, Katalis Basa
Heterogen Campuran CaO & SrO Pada Reaksi
Transesterifikasi Minyak Kelapa Sawit, Seminar
Nasional AvoER, Palembang, (2011) 482-493 [19] Isalmi Aziz, Kinetika Reaksi Transesterifikasi Minyak
Goreng Bekas, Jurnal Kimia Valensi, 1, 1, (2007) 19-23
https://doi.org/10.15408/jkv.v1i1.209. [20] Nurhayati, Muhdarina, Amilia Linggawati, Sofia
Anita,
Tengku
Ariful
Amri,
Preparation
and
Characterization of Calcium Oxide Heterogeneous
Catalyst Derived from AnadaraGranosaShell for
Biodiesel Synthesis, in: 1st International Conference
on Science and Engineering, Pekanbaru, 2015. [21] T. N. Blanton, C. L. Barnes, D-75 Quantitative
Analysis of Calcium Oxide Desiccant Conversion to
Calcium Hydroxide Using X-ray Diffraction, Powder
Diffraction, 19, 2, (2004) 201-201
http://doi.org/10.1154/1.1779815 [22] H. Scott Fogler, Elements of Chemical Reaction
Engineering, Prentice Hall, 2016.
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Density functional theory calculations of the water interactions with ZrO2 nanoparticles Y2O3 doped
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Journal of Physics: Conference Series Journal of Physics: Conference Series PAPER • OPEN ACCESS Density functional theory calculations of the water
interactions with ZrO2 nanoparticles Y2O3 doped
To cite this article: Mekhrdod Subhoni et al 2018 J. Phys.: Conf. Ser. 994 012013 Nonequilibrium chemo-electronic
conversion of water on the nanosized
YSZ: experiment and Molecular Dynamics
modelling problem formulation
A S Doroshkevich, A I Lyubchyk, A K
Islamov et al. - Nonequilibrium chemo-electronic
conversion of water on the nanosized
YSZ: experiment and Molecular Dynamics
modelling problem formulation
A S Doroshkevich, A I Lyubchyk, A K
Islamov et al. - Density functional theory calculations of the water
interactions with ZrO2 nanoparticles Y2O3 doped p
Qingwei Niu, Zili Li, Guodong Liu et al. View the article online for updates and enhancements. This content was downloaded from IP address 93.72.77.245 on 02/03/2020 at 14:57 Related content Related content
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YSZ: experiment and Molecular Dynamics
modelling problem formulation
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through graphene addition
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Published under licence by IOP Publishing Ltd Density functional theory calculations of the water
interactions with ZrO2 nanoparticles Y2O3 doped Mekhrdod Subhoni1,*, Kholmirzo Kholmurodov1,2, Aleksandr Doroshkevich2,
Elmar Asgerov2,4, Tomoyuki Yamamoto5, Andrei Lyubchyk6, Valer Almasan7,
Afag Madadzada2,4 Mekhrdod Subhoni1,*, Kholmirzo Kholmurodov1,2, Aleksandr Doroshkevich2,
Elmar Asgerov2,4, Tomoyuki Yamamoto5, Andrei Lyubchyk6, Valer Almasan7,
Afag Madadzada2,4 1S.U. Umarov Physical-Technical Institute, Academy of Sciences, Republic of
Tajikistan. 2Joint Institute for Nuclear Research, 141980, Dubna, Moscow Region, Russian
Federation. 2Joint Institute for Nuclear Research, 141980, Dubna, Moscow Region, Russian
Federation. 3Dubna State University, 141980, Dubna, Moscow Region, Russian Federation. 4 3Dubna State University, 141980, Dubna, Moscow Region, Russian Feder
4National Nuclear Research Center CJSC, AZ1073, Baku, Azerbaijan. Dubna State University, 141980, Dubna, Moscow Region, Russian Fed
4National Nuclear Research Center CJSC, AZ1073, Baku, Azerbaijan. 4National Nuclear Research Center CJSC, AZ1073, Baku, Azerbaijan. 5Waseda University, 169-0051, Shinjuku, Tokyo, Japan. 6 5Waseda University, 169-0051, Shinjuku, Tokyo, Japan. 6 5Waseda University, 169-0051, Shinjuku, Tokyo, Japan. 6 6i3N/CENIMAT, Department of Materials Science, Faculty of Science and
Technology, New University of Lisbon and CEMOP/UNINOVA, Campus de
Caparica, 2829-516 Caparica, Portugal. 6i3N/CENIMAT, Department of Materials Science, Faculty of Science and
Technology, New University of Lisbon and CEMOP/UNINOVA, Campus de
Caparica, 2829-516 Caparica, Portugal. 7National Institute for Research and Development of Isotopic and Molecular
Technologies Cluj-Napoca, Romania 400293 Cluj-Napoca România. 7National Institute for Research and Development of Isotopic and Molecular
Technologies Cluj-Napoca, Romania 400293 Cluj-Napoca România. *Mekhrdod Subhoni-734063, Republic of Tajikistan, Dushanbe, st. Ayni 299/1, Physical-Technical
Institute -Technical Institute AS RT, E-mail: mehrdodq@gmail.com 1. Introduction The water is well known conventional source of electrical energy used by mankind. In liquid
state, it is traditionally used for the electric energy conversion by an external thermostat of
hydropower plants. However, direct conversion of water in gas state, (atmospheric moisture) to
electric energy, remained unrealizable for centuries as a top scientific and practical aim. With the
development of nanotechnology, the implementation of these ideas becomes potentially possible In
this regard, a nanopowder system based on zirconia dioxide (ZrO2) is the best candidate for the direct
conversion of the energy of water adsorption into electric energy [1]. It is well known [1-2] that the
ZrO2 surface is an extremely nonequilibrium thermodynamically, the surface of the ZrO2 based nano-
dispersed oxide systems is exist in a state of dynamic charge and adsorption equilibration. I.e., the
change of quantity of adsorbates is accompanied by a changing of the total charge in the system. In the
case of nanoscale powder of zirconia dioxide, on its surface are preferably water is absorbed, and
certain stages of a matter exchange between the system and external environment have an exothermic
behaviour. Hence, in a cyclic mode, the nanopowder system based on ZrO2 can convert the chemical
energy of water molecules adsorption to an electric form [1-4]. As is known, traditional photoelectric converters use light energy to localize the electron-hole
pair in the material of the so-called adsorber (Figure 1). Then the electron-hole pair is converted into a
pair of free charge carriers by the heterojunction field. Figure 1. Schematic diagram of the operation of a traditional solar photocell (FEP). Figure 1. Schematic diagram of the operation of a traditional solar photocell (FEP). To obtain such a heterojunction, some amount of impurity, with a valence greater than the
valence of the base material (intrinsic semiconductor), for example, phosphorus, is introduced into the
top layer of silicon. As a result, a layer is formed with an excess of electrons, that is, a negative
charge. At the same time, the lower layer is doped with another valence impurity with a valence less
than the valence of the intrinsic semiconductor, for example, by boron, which leads to a decrease in
the number of electrons, thus creating a positive charge. As a result, an electric field is formed at the
junction of these semiconductors, which provides separation and transport of free charge carriers to
the electrodes. *E-mail: mirzo@jinr.ru Abstract. Development of a new electricity generation techniques is one of the most relevant
tasks, especially nowadays under conditions of extreme growth in energy consumption. The
exothermic heterogeneous electrochemical energy conversion to the electric energy through
interaction of the ZrO2 based nanopowder system with atmospheric moisture is one of the ways
of electric energy obtaining. The questions of conversion into the electric form of the energy of
water molecules adsorption in 3 mol% Y2O3 doped ZrO2 nanopowder systems were
investigated using the density functional theory calculations. The density functional theory
calculations has been realized as in the Kohn-Sham formulation, where the exchange-
correlation potential is approximated by a functional of the electronic density. The electronic
density, total energy and band structure calculations are carried out using the all-electron, full
potential, linear augmented plane wave method of the electronic density and related
approximations, i.e. the local density, the generalized gradient and their hybrid approximations. 1234567890 ‘’“”
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IOP Conf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/012013 1. Introduction The method of obtaining the energy considered in this paper is the phenomenon of injection of
hot electrons (the mechanism of transfer of electric energy to the semiconductor crystal, which is
realized during the course of a heterogeneous catalytic chemical reaction on its metalized surface) [5]
(Figure 2). With a nanometer film thickness of <20 nm, so-called "hot electrons" with an energy of 1-3
eV ballistically, i.e. without loss of energy, reach the Schottky barrier and overcome due to its kinetic
energy and, entering the semiconductor, form an electric current in the external circuit. Thus, in this
case the appearance of free charge carriers is a consequence not of localization from the lattice, but of
tunneling through the heterophase boundary to the outer space. 2 1234567890 ‘’“”
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doi :10.1088/1742-6596/994/1/012013 Figure 2. Scheme for the realization of the mechanism of ballistic electron transport on a metal-
semiconductor transition during chemical adsorption. e
V
Echem
φ2
Semiconductor
Е Schottky
barrier
φ1
Н
Н
Metal
Dissociative adsorption Dissociative adsorption Н Metal Е Schottky
barrier Figure 2. Scheme for the realization of the mechanism of ballistic electron transport on a metal-
semiconductor transition during chemical adsorption. Figure 2. Scheme for the realization of the mechanism of ballistic electron transport on a metal-
semiconductor transition during chemical adsorption. The phenomenon of energy conversion of heterogeneous exothermic chemical reactions by
analogy with photo-EMF [3] was called chemo-EMF (the prefix of chemo-, like photo-, emphasizes
the nonthermic origin of the phenomenon) [6-9]. This way of converting chemical energy into an
electrical form is good because the transformation from the chemical form of energy into electrical
energy occurs directly, bypassing the intermediate stages. gy
y
yp
g
g
There are other ways of obtaining electrical energy from moisture. For example, attempts have
been made to collect a charge from jumping droplets of water mist by means of electrostatic capture or
causing mechanical vibrations of piezoelectric plates [10-11]. These methods of obtaining energy
assume the presence of intermediate energy forms and will have a lower efficiency than in the case of
direct energy conversion. However, until now it is not clear in which act of a physic-chemical process
a free electron is formed. 1. Introduction It can be assumed that when a surface of a nanoparticle interacts with a water
molecule, a process similar to that realized in redox processes takes place [12]. This paper is based on
the results of the DFT calculations of the structure and energy state of the surface layer of
nanoparticles of a solid solution based on ZrO2 [13], The main tasks of work are: 1. To calculate the energy characteristics of the system, to predict the most probable path of realization
of oxidation-reduction processes on the surface of nanoparticles of the investigated disperse system,
2. Calculate the oxidation-reduction potentials of the system, 1. To calculate the energy characteristics of the system, to predict the most probable path of realization
of oxidation-reduction processes on the surface of nanoparticles of the investigated disperse system,
2. Calculate the oxidation-reduction potentials of the system, p
3. To determine the reaction pathway, 4. To find the EMF of the reaction, and the energy that can be produced when the electron formed by
the interaction of the water molecule with the surface of ZrO2 - nanoparticles, at EV- / V = 0.7V; EOH / OH
= 0.3V, ΔE = EMF = 0.4V. To check the scheme 1 realization. To calculate the allocated energy W = -
e ΔE [14]. 4. To find the EMF of the reaction, and the energy that can be produced when the electron formed by
the interaction of the water molecule with the surface of ZrO2 - nanoparticles, at EV- / V = 0.7V; EOH / OH
= 0.3V, ΔE = EMF = 0.4V. To check the scheme 1 realization. To calculate the allocated energy W = -
e ΔE [14]. 1.1. The nature of the adsorption of gas molecules by the surface of nanoparticles of oxides. 1.1. The nature of the adsorption of gas molecules by the surface of nanoparticles of oxides. Theoretically, any oxide nanoparticle is a spherical fragment 4-10 nm in diameter, isolated from a
regular crystal lattice of an ionic crystal. According to the principle of electroneutrality, the surface of
such a nanoparticle is initially electrically neutral, a violation of the periodicity of the crystal potential
by the surface leads to the formation of additional eigen levels in the forbidden gap of the energy
spectrum of the crystal. These are the so-called Shockley / Tamm localized states, which can be
treated as unsaturated chemical bonds of atoms on the surface [15-17]. In the chemical sense, these are
the so-called "active centers". Depending on whether the levels are donor or acceptor, the nature of the 3 1234567890 ‘’“”
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doi :10.1088/1742-6596/994/1/0120 adsorbed ions will depend and, subsequently, the sign of the surface charge of the particle. In [18], it
was proposed to use the value of its isoelectric point: pE as an index of the chemical activity of oxides. adsorbed ions will depend and, subsequently, the sign of the surface charge of the particle. In [18], it
was proposed to use the value of its isoelectric point: pE as an index of the chemical activity of oxides. Coordinative, the unsaturated surface Zr4+ cations are strong acid sites of adsorption (Lewis
centers, pE <7), therefore, the localized states in ZrO2 are of a donor nature. Thus, the influx of neutral
molecules into the reaction zone (the region near the surface of the nanoparticles) is provided due to
the individual chemical properties of the nanoparticle material and its defectiveness. The density functional theory (DFT) calculations aimed on determining the nature of the active
centers responsible for the formation of a free charge carrier in the system under study. In DFT
modeling we simulate water adsorption mechanism on the surface of nanosized yttria-stabilized
zirconia (YSZ) (Figure 3). For the DFT calculations we have been aimed to perform a comparative
analysis of water molecule interaction with two different surfaces: Figure 3. (Color online) A model structure of the ZrO2 system doped with Y2O3. (1) ZrO2 and (2) ZrO2 + 3% mol Y2O3 (1) ZrO2 and (2) ZrO2 + 3% mol Y2O3 Below the electronic structure calculations present the electronic densities, energy bands, densities of
states (DOS), X-ray spectra separately for ZrO2 and ZrO2 + 3% mol Y2O3 models. Next, the DFT
calculated results are compared respectively for the systems: p
p
y
3) H2O / ZrO2 and (4) H2O / ZrO2 + 3% mol Y2O3. p
p
y
y
2O / ZrO2 and (4) H2O / ZrO2 + 3% mol Y2O3. So far, the developing of computational DFT technique for the above listed molecular systems has
aimed on the accurate description of their electronic structures. As one expect, the replacing of
zirconium with yttrium causes a large shift in the energy gap, making the compound ZrO2 + 3% mol
Y2O3 a more active target for the water absorption. 1.1. The nature of the adsorption of gas molecules by the surface of nanoparticles of oxides. The structure model
(ZrO2+3% mol Y2O3) includes 15 atoms of Zr, 32 atoms O and one atom of Y. The zirconium atoms
are shown in green, oxygen atoms - in red, yttrium atom - in cyan. All calculation of charge density
were performed for top layers. FIRST LAYER
SECOND
LAYER FIRST LAYER
SECOND
LAYER Figure 3. (Color online) A model structure of the ZrO2 system doped with Y2O3. The structure model
(ZrO2+3% mol Y2O3) includes 15 atoms of Zr, 32 atoms O and one atom of Y. The zirconium atoms
are shown in green, oxygen atoms - in red, yttrium atom - in cyan. All calculation of charge density
were performed for top layers. 1.2. The DFT technique The density functional theory (DFT) in the Kohn-Sham formulation [19] and its practical utilization by
different approaches [20] is the most widely used approach for today electronic states calculations of
functional materials. In the DFT method the exchange-correlation potential is approximated by a
functional of the electronic density; the most common approximations are the local density
approximation (LDA) [20], the generalized gradient approximation (GGA) [21], and the hybrid
approximation [22]. One have to mention some peculiarities here, that while LDA and GGA provide a
successful description of ground-state properties in crystals, this success does not extend to a 4 1234567890 ‘’“”
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doi :10.1088/1742-6596/994/1/0120 description of excited states. In many systems (semiconductors, crystal lattices, etc) the LDA and
GGA strongly underestimate the value of the energy gap. Improved values for the band gaps are
usually obtained by using the GW method [23]. However, the high computational cost of this method
limits its applicability to crystals with a small number of atoms in the unit cell. An exchange potential
was recently proposed by Becke and Johnson (BJ), designed to yield the exact exchange potential in
atoms [24]. Unfortunately, the use of this potential led to a slight improvement in the energy gap
values for many semiconductors [25]. A simple modification of the BJ potential was proposed by Tran
and Blaha (TB-mBJ method). Studies have shown that the TB-mBJ potential is generally as accurate
in predicting the energy gaps of many semiconductors as the much more expensive GW method [26]. h
k
h
l
d b
d
l
l i
i d
i
h In the present work, the total energy and band structure calculations are carried out using the
all-electron, full potential, linear augmented plane wave (FP-LAPW) method as implemented in the
WIEN2k code [27]. We have utilized the WIEN2k code calculations for the 3 mol% Y2O3 doped ZrO2
interacting with H2O. Thereby, in the DFT/WIEN2k each atom is surrounded by a muffin-tin sphere,
and the total space is divided into two regions. One region consists of the interior of these non-
overlapping spheres, while the rest of the space constitutes the interstitial region. 2. The results summary of native experiments 2.1. The mechanism of formation of free charge carriers during the adsorption of a neutral water
molecule. The potential energy of the chemical interaction of atmospheric molecules with the surface
of a solid base. f
roceeding from the principle of electroneutrality [28] we will consider the number of negative and
positive ions in the atmosphere equal, and
the atmosphere as a whole - electrically
neutral. Let us consider the mechanism of
inflow to the surface of a nanoparticle
based on zirconia dioxide of neutral water
molecules and the selection of the energy of
chemical interaction. Proceeding from the principle of electroneutrality [28] we will consider the number of negative and
positive ions in the atmosphere equal, and
the atmosphere as a whole - electrically
neutral. Let us consider the mechanism of
inflow to the surface of a nanoparticle
based on zirconia dioxide of neutral water
molecules and the selection of the energy of
chemical interaction. 1.2. The DFT technique The radii of the
muffin-tin spheres are 2.1a0 for Zr, 1.9a0 for O, 2.1a0 for Y and 0.6a0 for H, where a0 is the Bohr
radius. In GGA calculations, the exchange correlation potential is that proposed in reference [21]. The
valence electrons’ wave functions inside the muffin-tin spheres are expanded in terms of spherical
harmonics up to lmax=10. In the interstitial regions, they are expanded in terms of plane waves, with a
wave vector cutoff of Kmax. Because of the small muffin-tin radius of hydrogen atoms, we set
RHKmax=1.12 in ZrO2 and ZrO2+3% mol Y2O3, where RH=0.32a0 is the muffin-tin radius of the H
atom. In the remaining four compounds, we set RmtKmax=2.1, where Rmt is the smallest muffin-tin
radius. The charge density is Fourier expanded up to a maximum wave vector of Gmax, where
Gmax=12a0−1 for ZrO2, G=12a0−1 for ZrO2+3% mol Y2O3, and G=20a0−1 for the remaining compounds. The convergence of the self consistent calculations is achieved with a total energy tolerance of
0.001mRy and a charge convergence of 0.0004e. 2.4. The formation of an adsorption layer on the surface of particles. An own localized electronic
states. 2.4. The formation of an adsorption layer on the surface of particles. An own localized electronic
states. Violation of the periodicity of the crystalline potential by the surface (breaking of chemical bonds)
leads to the formation of eigen levels in the band gap of the energy spectrum of the crystal-
Shockley/Tamm localized states, which can be treated as unsaturated chemical bonds of atoms on the
surface [32]. Their concentration in the ideal case should be equal in order of magnitude to the
concentration of surface atoms. Such a configuration of the surface is not energetically favorable, so
the population of these states (saturation of free valence bonds) occurs mainly by adsorption of
molecules and ions from the atmosphere by the surface of nanoparticles. Thus, the influx of neutral
molecules into the reaction zone (the region near the surface of the nanoparticles) is provided by the
individual chemical properties of the nanoparticle material and its defectiveness. 2.5. Adsorption of molecules from the gas phase in ZrO2 - 3 mol% Y2O3. If the level is acceptor, on it with a probability determined by the Fermi-Dirac function 2.5. Adsorption of molecules from the gas phase in ZrO2 - 3 mol% Y2O3. If the level is acceptor, on it with a probability determined by the Fermi-Dirac function
1
1
exp
f
c
f
E
E
kT
(1) (1) The electron (belonging to the nanoparticle material) is localized, additional surface states are
filled at the bottom of the conduction band, and the bond formation between the surface and
adsorbates is formed by the exchange interaction. As a result, a potential-forming layer of adsorption
origin is formed (Helmholtz layer [33, 34], 2, Figure 5), and the neutral surface acquires a charge. In
the case of ZrO2 - 3 mol% Y2O3, this charge is negative. To compensate the charge of the potential-
forming layer, an external diffuse layer is formed (3, Figure 5). 2.2. The nature of the adsorption of gas
molecules by the surface of nanoparticles
of oxides. Figure 4. Qualitative band model of β-ZrO2 with
yttrium (a), with oxygen vacancies (b), with yttrium
and oxygen vacancies (c). Theoretically, any oxide nanoparticle can
be represented in the form of a spherical
fragment with a diameter of 4-10 nm,
isolated from a regular crystal lattice of an
ionic crystal. According to the principle of
electroneutrality, the surface of such a
nanoparticle is initially electrically neural. I is the conduction band, and II is the valence band. 5 1234567890 ‘’“”
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doi :10.1088/1742-6596/994/1/0120 2.3. The mechanism of charge compensation of an impurity in the system ZrO2 - Y2O3. 3 2.3. The mechanism of charge compensation of an impurity in the system ZrO2 - Y2O3. In a solid substitution solution based on zirconium dioxide, the Y3+ impurity atoms have one electron
less than the Zr4+ atoms and are acceptors, that is, they create in the forbidden band levels near the top
of the valence band. The oxygen vacancies VO are formed to compensate the excess volume and
charge of the impurity are electron donors, ie, donor levels (holes, near the bottom of the conduction
band Figure 4) are created near the bottom of the conduction band. The acceptor and donor character
of β-ZrO2 for Y3+ and oxygen vacancies, respectively, is confirmed by the results of [29]. As a result
of thermal fluctuations, the holes give the electron to the conduction band (ionization of the hole),
which by an Coulomb interaction finds an impurity atom and hits its orbital [30]. An impurity-vacancy
dipole (IVD) of the Me-VO type is formed, and the corresponding ionic bond according to [31] is the
stabilizing element of the lattice (T-phase). In this case, the impurity atom acquires a negative charge
Y3+ (-1), and the vacancy is a positive V (+). That is, donors and acceptors co-exist in the form of V (+) -
Y3+ (-)IVD type2 2 The nanoparticle as a physical object can be considered theoretically as a nano-sized fragment of an
extended electrically neutral crystal lattice of a solid solution of the appropriate composition.
Consequently, initially the nanoparticle is electrically neutral. where H – a radical hydrogen form. Schematic representation of the proposed process is shown in Figure 6. The formation of a
radical form of hydrogen leads to the launch of a chain reaction of ionization of the molecules of the
dispersion medium. As a result, by the relay mechanism the charge is transported to the region with a
lower charge concentration of the corresponding sign. Unlike photocatalytic systems, the nanopowder heterophase system is thermodynamically
closed, i.e., does not receive energy from outside as radiation, and as a consequence has a specific
physical limit on electron production. 2.6. The structure of the reaction zone. A particle of a dispersed phase, together with a DEL, is called a micelle (Figure 5). The aggregate of
the substance {[ZrO2] m} with potential-forming ions, (predominantly OH- for ZrO2 + 3 mol% Y2O3
[35, 36]) form the core of the micelle {m [ZrO2] nOH-}. Potential-forming ions are connected with the
surface of a relatively strong (E> 0.3 eV [37]) chemical bond. The diffuse layer is connected with the
core of the micelle physically by the forces of electrostatic interaction and consists mainly of H + 2 The nanoparticle as a physical object can be considered theoretically as a nano-sized fragment of an
extended electrically neutral crystal lattice of a solid solution of the appropriate composition. Consequently, initially the nanoparticle is electrically neutral. 6 1234567890 ‘’“”
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doi :10.1088/1742-6596/994/1/0120 protons and polarized water molecules. It is the diffuse layer that is the receptor of molecules from the
outer atmosphere and their supplier into the reaction zone. The system of adsorbates on the surface of
ZrO2 is in dynamic equilibrium [38]. Consequently, when the external conditions change, it undergoes
a change and a charge state of the near-surface layer. protons and polarized water molecules. It is the diffuse layer that is the receptor of molecules from the
outer atmosphere and their supplier into the reaction zone. The system of adsorbates on the surface of
ZrO2 is in dynamic equilibrium [38]. Consequently, when the external conditions change, it undergoes
a change and a charge state of the near-surface layer. The real mechanism of interaction of the water molecule with the surface of the micelle is
multistage and is theoretically considered in detail in [39-40]. An interesting question is how the
adsorption energy is transferred from the diffuse layer to the heterophase boundary, that is, to the
surface of the nanoparticles. 2.7. The physical basis of the chemoelectronic effect. Upon reaching the surface of an electrically neutral zirconium oxide nanoparticle, the neutral water
molecule under dissociation of the surface force gradient dissociates into a proton of the H+ and OH-
group. In the case of physical adsorption, an electrochemical process is realized such as [41]: 2
ads
H O
e
H
OH
The total charge of the surface changes, in this case, becomes negative. This leads to bending of
the levels in the energy bands, and the charge exchange of electronic states localized near the surface. In particular, the localization of a part of electrons from the crystal lattice of nanoparticles near the
surface and the formation of a space-charge region of an electronic type occur there with the
probability determined by the Fermi-Dirac function. This region can be used as electrical capacitance
in the development of ionistors. p
In the case of chemical adsorption, processes with electron transfer via the phase interface are
probably realized. Taking into account the acceptor character of the impurity level in the system under
study, it can be assumed that the process proceeds according to the scheme [42]: 2
2
H O
e
H O
H
OH
, where H – a radical hydrogen form. 3. Simulation results 3.1. ZrO2 : crystal and energy bands structures. 3.1. ZrO2 : crystal and energy bands structures. The density of states of ZrO2 is shown in Figures 8 (top and
bottom), where we see that the low-lying conduction bands are derived from O p states. On the other
hand, the bands in the range -2 eV to 0 eV are dominated by oxygen-derived states. The valence band
just below the Fermi energy is derived from zirconium s and p states. These observations become clear
upon considering the atomic orbital character of the bands, which is presented in Figure 8 (bottom). The contribution of the chosen atomic orbital to the eigenstates at each k-point, where the CBM is
derived mostly from Zr p states. The VBM also dominated by Zr, though a mixture of Zr s and O p
states is clear. The anti-bonding state formed from these s and p states is pushed up in energy close to
the Fermi level. The large contribution of Zr s (l = 0) states to the VBM and Zr p (l = 1) states to the
CBM suggests that there are some transitions between the VBM and CBM (∆l = 1), to be useful of this
material in charge conduction process. Table 2. Lattice energy per unit cell for both ZrO2 and ZrO2+3% mol Y2O3. Table 2. Lattice energy per unit cell for both ZrO2 and ZrO2+3% mol Y2O3. Lattice Energy per
unit cell ZrO2 (eV)
-138.6
-158.4
-163.1
-159.25
-165.2
-148.13
-84.1
Lattice Energy per
unit cell ZrO2+3%
mol Y2O3 (eV)
-124.75
-137.88
-139.1
-137.25
-141.2
-132.75
-76.75
Volume Å3
114.79
116.58
118.58
119.35
120.13
121.43
122.46 In Figure 7 we present the calculated energy bands of ZrO2. The electronic density of states in
Figure 7 have shown for high symmetry directions of the Brillouin zone (BZ). The valence band
maximum (VBM) and conduction band minimum (CBM) occur at the Γ-point, the BZ center. In ZrO2,
the gap occurs at point R(1/2, 1/2, 1/2). Point R of the cubic lattice BZ is zone-folded into the Γ-point
of the body-centered tetragonal lattice BZ. The density of states of ZrO2 is shown in Figures 8 (top and
bottom), where we see that the low-lying conduction bands are derived from O p states. On the other
hand, the bands in the range -2 eV to 0 eV are dominated by oxygen-derived states. The valence band
just below the Fermi energy is derived from zirconium s and p states. 3.1. ZrO2 : crystal and energy bands structures. 3.1. ZrO2 : crystal and energy bands structures. The cubic unit cell with space group F m -3 m and lattice constants a=b=c=4.938 Å was used in DFT
calculation. The lattice parameters obtained (Table 1.) show excellent agreement with the
experimental results and the differences is less than 3%. The calculated surface energies are presented
in Table 2, which the minimum lattice energy in the 120.13 Å3 is received -165.2 eV. This volume of
unit cell was chosen to all calculation experiential. Calculations were performed using Abinit code and
GGA (PBE) - Fritz-Haber-Institute (FHI) pseudopotential with energy convergence of 0.0001. 7 IOP Publishing 1234567890 ‘’“”
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doi :10.1088/1742-6596/994/1/012013 ”012013
doi :10.1088/1742-6596/994/1/01201 2
1
3
OH groups
The boundary
of the diffusion
layer 2
1
3
OH groups
The boundary
of the diffusion
layer Figure 6. Schematic
repre-
sentation
of
a
possible
electrochemical process with an
electron
transfer
through
the
phase-gap
interface
during
adsorption of water molecules to
the surface of nanoparticles based
on ZrO2. Figure 5. Schematic representation of a
ZrO2 (1) nanoparticle surrounded by an
ionic atmosphere, including adsorption
(2) and diffuse (3) layers. Table 1. Calculated and observed structural parameters of cubic ZrO2 (a[43]; b[44]; c[45]). Table 1. Calculated and observed structural parameters of cubic ZrO2 (a[43]; b[44]; c[45]). Parameters
(exp)
(calc)
a=b=c (Å)
4.913a
5.07b
4.938
Lattice energy per ZrO2 (eV)
-109.76c
-165.2
Lattice Energy per ZrO2+3% mol
Y2O3 (eV)
-106.1c
141.2 Table 2. Lattice energy per unit cell for both ZrO2 and ZrO2+3% mol Y2O3. Lattice Energy per
unit cell ZrO2 (eV)
-138.6
-158.4
-163.1
-159.25
-165.2
-148.13
-84.1
Lattice Energy per
unit cell ZrO2+3%
mol Y2O3 (eV)
-124.75
-137.88
-139.1
-137.25
-141.2
-132.75
-76.75
Volume Å3
114.79
116.58
118.58
119.35
120.13
121.43
122.46
In Figure 7 we present the calculated energy bands of ZrO2. The electronic density of states in
Figure 7 have shown for high symmetry directions of the Brillouin zone (BZ). The valence band
maximum (VBM) and conduction band minimum (CBM) occur at the Γ-point, the BZ center. In ZrO2,
the gap occurs at point R(1/2, 1/2, 1/2). Point R of the cubic lattice BZ is zone-folded into the Γ-point
of the body-centered tetragonal lattice BZ. 3.1. ZrO2 : crystal and energy bands structures. These observations become clear
upon considering the atomic orbital character of the bands, which is presented in Figure 8 (bottom). The contribution of the chosen atomic orbital to the eigenstates at each k-point, where the CBM is
derived mostly from Zr p states. The VBM also dominated by Zr, though a mixture of Zr s and O p
states is clear. The anti-bonding state formed from these s and p states is pushed up in energy close to
the Fermi level. The large contribution of Zr s (l = 0) states to the VBM and Zr p (l = 1) states to the
CBM suggests that there are some transitions between the VBM and CBM (∆l = 1), to be useful of this
material in charge conduction process. In Figure 7 we present the calculated energy bands of ZrO2. The electronic density of states in
Figure 7 have shown for high symmetry directions of the Brillouin zone (BZ). The valence band
maximum (VBM) and conduction band minimum (CBM) occur at the Γ-point, the BZ center. In ZrO2,
the gap occurs at point R(1/2, 1/2, 1/2). Point R of the cubic lattice BZ is zone-folded into the Γ-point
of the body-centered tetragonal lattice BZ. The density of states of ZrO2 is shown in Figures 8 (top and
bottom), where we see that the low-lying conduction bands are derived from O p states. On the other
hand, the bands in the range -2 eV to 0 eV are dominated by oxygen-derived states. The valence band
just below the Fermi energy is derived from zirconium s and p states. These observations become clear
upon considering the atomic orbital character of the bands, which is presented in Figure 8 (bottom). The contribution of the chosen atomic orbital to the eigenstates at each k-point, where the CBM is
derived mostly from Zr p states. The VBM also dominated by Zr, though a mixture of Zr s and O p
states is clear. The anti-bonding state formed from these s and p states is pushed up in energy close to
the Fermi level. The large contribution of Zr s (l = 0) states to the VBM and Zr p (l = 1) states to the
CBM suggests that there are some transitions between the VBM and CBM (∆l = 1), to be useful of this
material in charge conduction process. 3.1. ZrO2 : crystal and energy bands structures. 8 1234567890 ‘’“”
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IOP Conf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/012013 y
gy
A model structure of the zirconium dioxide doped with yttrium is shown in Figure 9. The structure
model (ZrO2+3% mol Y2O3) includes 15 atoms of Zr, 32 atoms O and one atom of Y. The zirconium
atoms are shown in green, oxygen atoms - in red, yttrium atom - in cyan. All calculation of charge
density were performed for top layers as shown in Figure 3 above. 9
Figure 7. The calculated energy bands of ZrO2. Figure 7. The calculated energy bands of ZrO2. gure 7. The calculated energy bands of ZrO2. Figure 7. The calculated energy bands of ZrO2. Figure 7. The calculated energy bands of ZrO2. 9 9 9 1234567890 ‘’“”
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g
IOP Conf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/012013 Figure 8. The calculated densities of states of ZrO2 (top and bottom). Figure 9. (Color online) A model structure of the ZrO2 system doped with Y2O3. The zirconium atoms
are shown in green, oxygen atoms - in red, yttrium atom - in cyan. In Figure 10 the calculated energy bands are presented for the system ZrO2 + 3% mol Y2O3. The
electronic density of states in Figure 11 demonstrate the relatively higher densities, in comparison with
ZrO2(Figure 7), and narrowing of the gap between the VBM and CBM zones. The Fermi level slightly Figure 8. The calculated densities of states of ZrO2 (top and bottom). Figure 8. The calculated densities of states of ZrO2 (top and bottom). Figure 8. The calculated densities of states of ZrO2 (top and bottom). Figure 9. (Color online) A model structure of the ZrO2 system doped with Y2O3. The zirconium atoms
are shown in green, oxygen atoms - in red, yttrium atom - in cyan. Figure 9. (Color online) A model structure of the ZrO2 system doped with Y2O3. The zirconium atom
are shown in green, oxygen atoms - in red, yttrium atom - in cyan. Figure 9. 3.1. ZrO2 : crystal and energy bands structures. (Color online) A model structure of the ZrO2 system doped with Y2O3. The zirconium atoms
are shown in green, oxygen atoms - in red, yttrium atom - in cyan. In Figure 10 the calculated energy bands are presented for the system ZrO2 + 3% mol Y2O3. The
electronic density of states in Figure 11 demonstrate the relatively higher densities, in comparison with
ZrO2 (Figure 7), and narrowing of the gap between the VBM and CBM zones. The Fermi level slightly
shifted up to, so the gap between the VBM and CBM has narrowed on 1 eV. In Figure 10 the calculated energy bands are presented for the system ZrO2 + 3% mol Y2O3. The
electronic density of states in Figure 11 demonstrate the relatively higher densities, in comparison with
ZrO2 (Figure 7), and narrowing of the gap between the VBM and CBM zones. The Fermi level slightly
shifted up to, so the gap between the VBM and CBM has narrowed on 1 eV. 10 1234567890 ‘’“”
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g
IOP Conf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/012013 Figure 10. The calculated energy bands of ZrO2+ 3% mol Y2O3. Figure 10. The calculated energy bands of ZrO2+ 3% mol Y2O3. Figures 11 (top and bottom) show the density of states for ZrO2 + 3% mol Y2O3. Now doping of
yttrium to the zirconia structure causes the dominating of oxygen in the interval from -5 eV to 0 eV. At the same time, the yttrium with zirconium dominate together in the conduction zone. These
observations clearly demonstrate the atomic orbital modifications of the bands, which are influenced
by the yttrium doping to the zirconium dioxide. 11 1234567890 ‘’“”
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g
IOP Conf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/012013 doi :10.1088/1742-6596/994/1/012013 Figure 11. The calculated densities of states of ZrO2 + 3% mol Y2O3 (top and bottom). Figure 11. The calculated densities of states of ZrO2 + 3% mol Y2O3 (top and bottom). Figure 11. The calculated densities of states of ZrO2 + 3% mol Y2O3 (top and bottom). The calculated above electronic densities of ZrO2 + 3% mol Y2O3 should be compared with the
ZrO2 model. 3.1. ZrO2 : crystal and energy bands structures. We can observe the DOS spectra peculiarities for ZrO2 + 3% mol Y2O3 that possess
visibly higher amplitudes in comparison with ZrO2 ones. This observation could be a precursor for a
charge re-distribution process, anticipating a charge conduction of agents as like as water molecule on
the ZrO2 + 3% mol Y2O3 surface. Figure 12. (Color online) A model structure of the H2O/ZrO2. The structure model (ZrO2+H2O)
includes 16 atoms of Zr and 32 atoms O of the periodic surface, and one water molecule. The
zirconium atoms are shown in green, oxygen atoms - in red, hydrogen atom - in white. The distance
between atom of oxygen of H2O and first layer is 6.334199 Bohr. Figure 12. (Color online) A model structure of the H2O/ZrO2. The structure model (ZrO2+H2O)
includes 16 atoms of Zr and 32 atoms O of the periodic surface, and one water molecule. The
zirconium atoms are shown in green, oxygen atoms - in red, hydrogen atom - in white. The distance
between atom of oxygen of H2O and first layer is 6.334199 Bohr. 12 CMSMS17 CMSMS17 1234567890 ‘’“”
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IOP Conf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/012013 3.3. H2O/ZrO2 – system. So far, the use of DFT for the above listed molecular systems has aimed on the accurate description of
their comparative electronic structures. As one expect, the replacing of zirconium with yttrium causes
a large shift in the energy gap, making the compound ZrO2 + 3% mol Y2O3 a more active target for the
water absorption. Next, the DFT calculated results are compared respectively for the systems: (3) H2O
/ ZrO2 (Figure 12) and (4) H2O / ZrO2 + 3% mol Y2O3 (Figure 14). g
g
In Figures 12-13 and 14-15 the configuration snapshots and calculated DOS are shown for
H2O/ZrO2 and H2O/ZrO2+ 3% mol Y2O3, respectively. The important observation is that the inducing
3% mol Y2O3 doping to system H2O/ZrO2 brought to the shift of DOS amplitude from 4 eV to 0. This
is obviously indicate on a charge redistribution of the water interaction with zirconia surface as a result
of ittrium ion doping. Concluding the DFT results with the experimental data, it is worth noting that the idea is that,
when molecule of water approaching on the surface of ZrO2 (ZrO2+3% mol Y2O3) it's kinetic energy
leads to a change the DOS and the electron density of the ZrO2 (ZrO2+3% mol Y2O3). On the basis of
the first Hohenberg and Kohn theorem the total energy calculated with this density of a electron
system
( )r
will always be larger or equal then the ground state energy
0
E
0
E
( )
E
r
(2) (2) At the kinetic energy transition of the water molecule T to above system (ZrO2) according the
first Hohenberg theorem the electron density of the system should be changed:
0
E
( )
( )
E
T
r
r
(3) (3) Depending on the distance between water molecule and first layer of ZrO2 (ZrO2+3% mol Y2O3)
the kinetic energy transition will be different. Hence, in this simulation the distances between the
water molecules and the oxide surface was chosen for the 4 values. Figure 13. The calculated densities of states of H2O/ZrO2 (top, middle and bottom). The distance
between atom of oxygen of H2O and first layer is 2.6205095 Bohr. Figure 13. The calculated densities of states of H2O/ZrO2 (top, middle and bottom). The distance
between atom of oxygen of H2O and first layer is 2.6205095 Bohr. 3.3. H2O/ZrO2 – system. 13 CMSMS17 1234567890 ‘’“”
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IOP Conf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/012013 H2O/ZrO2+ 3% mol Y2O3- system 3.4. H2O/ZrO2+ 3% mol Y2O3- system 3.4. H2O/ZrO2+ 3% mol Y2O3- system y
Concluding the DFT results with the experimental data, it is worth noting that the idea is that,
when molecule of water approaching on the surface of ZrO2 (ZrO2+3% mol Y2O3) leads to a Figure 14. (Color online) A model structure of the H2O/ZrO2+ 3% mol Y2O3. The structure model
(H2O/ZrO2+ 3% mol Y2O3) includes 15 atoms of Zr, 1 atom Y and 32 atoms O of the periodic surface,
and one water molecule. The zirconium atoms are shown in green, oxygen atoms - in red, hydrogen
atom - in white and yttrium atom - in cyan. The distance between atom of oxygen of H2O and first
layer is 1.32077 Bohr. Figure 14. (Color online) A model structure of the H2O/ZrO2+ 3% mol Y2O3. The structure model
(H2O/ZrO2+ 3% mol Y2O3) includes 15 atoms of Zr, 1 atom Y and 32 atoms O of the periodic surface,
and one water molecule. The zirconium atoms are shown in green, oxygen atoms - in red, hydrogen
atom - in white and yttrium atom - in cyan. The distance between atom of oxygen of H2O and first
layer is 1.32077 Bohr. Figure 15. The calculated densities of states of H2O/ZrO2+ 3% mol Y2O3 (top and bottom). The
distance between atom of oxygen of H2O and first layer is 2.6205095 Bohr. Figure 15. The calculated densities of states of H2O/ZrO2+ 3% mol Y2O3 (top and bottom). The
distance between atom of oxygen of H2O and first layer is 2.6205095 Bohr. 14 1234567890 ‘’“”
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onf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/0120 change the DOS and the electron density of the ZrO2 (ZrO2+3% mol Y2O3). On the basis of the first
Hohenberg and Kohn theorem [46] the total energy calculated with this density of a electron system
(r) will always be larger or equal then the ground state energy
0
0
,
E
( )
E E
r
, At the kinetic
energy transition of the water molecule T to above system (ZrO2) according the first Hohenberg
theorem the electron density of the system should be changed:
0
E
( )
( )
E
T
r
r
. 3.4. H2O/ZrO2+ 3% mol Y2O3- system Depending
on the distance between water molecule and first layer of ZrO2 (ZrO2+3% mol Y2O3) the kinetic
energy transition will be different. Hence, in this simulation the distances between the water molecules
and the oxide surface was chosen for the 4 values. 4. Conclusions Density functional theory calculations have been performed on ZrO2 nanoparticles doped with Y2O3
and interacting with the water molecule to evaluate the electronic density, total energy and band
structures. It is shown that the surface of ZrO2 nanoparticles can be considered as a reaction zone for
electrochemical processes. The important observation is that the inducing 3% mol Y2O3 doping to system H2O/ZrO2
brought to the shift of DOS amplitude from 4 eV to 0. It’s show’s that water molecules adsorbed from
the atmosphere on the surface of ZrO2-based nanoparticles leads to realization of the process of
electron localization from the crystal lattice of nanoparticles and its transport outside the particles. Acknowledgments RFBR grant No.17-52-45062 ИНД_а is acknowledged. g
_
g
A.S. Doroshkevich, A.I. Lyubchyk acknowledges funding by the EU H2020-MSCA-RISE-2015
through the HUNTER project (grant nº 691010). A.S. Doroshkevich, A.I. Lyubchyk acknowledges funding by the EU H2020-MSCA-RISE-2015
through the HUNTER project (grant nº 691010). JINR-Romania Cooperation Programme Project of 2017 Order No. 219 / 55 is acknowledged Letters 105 013111 [11] Mingming Ma, Liang Guo, Daniel G Anderson and Robert Langer 2013 Science 339 61 [12] Doroshkevich A S, Lyubchyk A I, Shilo A V, Zelenyak T Yu, at all 2017 Journal of Surface
Investigation: X-ray, Synchrotron and Neutron Techniques 3 11 [13] Doroshkevich A S, Lyubchyk A I, Shilo A V, Zelenyak T Yu, at all 2017 IOP Conf. Series:
Journal of Physics: Conf. Series 848 012021 [13] Doroshkevich A S, Lyubchyk A I, Shilo A V, Z
Journal of Physics: Conf. Series 848 012021 [14] http://5terka.com/node/495) References [1]
Doroshkevich A S, Lyubchyk A I, Islamov A Kh at all 2017 Computer Design for New Drugs
and Materials: Molecular Dynamics of Nanoscale Phenomena 10 139 [1]
Doroshkevich A S, Lyubchyk A I, Islamov A Kh at all 2017 Computer Design for New Drugs
and Materials: Molecular Dynamics of Nanoscale Phenomena 10 139 [2]
Voznaya and Water N. F 1979 Chemistry and Microbiology (Moscow: Higher School) p [3]
Styrov, V V, Simchenko, S V 2013 Reports of the Nat. Acad. of Sci. of Ukraine 80 5 [3]
Styrov, V V, Simchenko, S V 2013 Reports of the Nat. Acad. of Sci. of Ukraine 80 5 [4]
Styrov V V, Tyurin Yu I, 2003 Non-equilibrium chemo-effects on the surface of solids
(Moscow: Energoatomisdat). [4]
Styrov V V, Tyurin Yu I, 2003 Non-equilibrium chemo-effects on the surface of solids
(Moscow: Energoatomisdat). (
g
)
[5]
Georgen B, Nienhaus H, Weinberg W H, McFarland E. 2001 Science 294 2521 [6]
Fujishima A and Honda K 1972 Nature 238 37 [6]
Fujishima A and Honda K 1972 Nature 238 37 [6]
Fujishima A and Honda K 1972 Nature 238 37 [7]
Kabanskii A Y, Styrov V V 2004 Advanced Materials for Energy Conversion II USA: Publ. TMS, 43. [8]
b
kii
i 19 9
14 (i
i
) [7]
Kabanskii A Y, Styrov V V 2004 Advanced Materials for Energy Conversion II USA: Publ. TMS, 43. [8]
Kabanskii А Е, Yu.I. Tyurin 1979 JETP 5 14 (in Russian) [8]
Kabanskii А Е, Yu.I. Tyurin 1979 JETP 5 14 (in Russian) [9]
Styrov V V and Simchenko S B 2012 JETP 5-6 96 (in Russian) [9]
Styrov V V and Simchenko S B 2012 JETP 5-6 96 (in Russian) [ ]
y
(
)
[10] Nenad Miljkovic, Daniel J Preston, Ryan Enright, Evelyn N Wang 2014 Applied Physics
Letters 105 013111 y
(
)
[10] Nenad Miljkovic, Daniel J Preston, Ryan Enright, Evelyn N Wang 2014 Applied Physics
Letters 105 013111 [46] Hohenberg P and Kohn W 1964 Phys. Rev. B 136 864. [14] http://5terka.com/node/495) (in Russian) [33] Voyutskiy S S 1975 Kurs kolloidnoy khimii (Moskva: Khimiya) 512s. (in Russian)
[34] Fridsberg D A 1984 Kurs kolloidnoy khimii: [ucheb. dlya vuzov] / D.A. Fridsberg. – [2-ye izd.,
pererab. i dop.]. (Leningrad: Khimiya) 368 s. (in Russian) y
y
y
(
y )
(
)
[34] Fridsberg D A 1984 Kurs kolloidnoy khimii: [ucheb. dlya vuzov] / D.A. Fridsberg. – [2-ye izd.,
pererab. i dop.]. (Leningrad: Khimiya) 368 s. (in Russian) [35] Blyumental U B 1963 Khimiya tsirkoniya. Pod redaktsiyey Komissarovoy L N i Spitsyna V I
(Moskva: Izd-vo inostrannoy literatury) 345 s. (in Russian [35] Blyumental U B 1963 Khimiya tsirkoniya. Pod redaktsiyey Komissarovoy L N i Spitsyna V I
(Moskva: Izd-vo inostrannoy literatury) 345 s. (in Russian [36] Lisichkin G V 1996 Soros Educational Journal 4 52 (in Russian) [37] Akopyan M E 1998 Soros Educational Journal 2 115 (in Russian) [37] Akopyan M E 1998 Soros Educational Journal 2 115 (i uharu O 2008 Applied Surface Science 255 3434 [
]
pp
[39] Kvlividze V I 1970 Izucheniye adsorbirovannoy vody metodom yadernogo magnitnogo
rezonansa // Svyazannaya voda v dispersnykh sistemakh. (Moskva: MGU) 1 41 (in Russian) pp
[39] Kvlividze V I 1970 Izucheniye adsorbirovannoy vody metodom yadernogo magnitnogo
rezonansa // Svyazannaya voda v dispersnykh sistemakh. (Moskva: MGU) 1 41 (in Russian) [40] Ignatyeva L A, Kvlividze V I, Kiselev V F 1970 O mekhanizme elementarnogo akta
vzaimodeystviya vody s poverkhnost'yu okislov // Svyazannaya voda v dispersnykh
sistemakh. (Moskva: MGU) 1 56 (in Russian) [40] Ignatyeva L A, Kvlividze V I, Kiselev V F 1970 O mekhanizme elementarnogo akta
vzaimodeystviya vody s poverkhnost'yu okislov // Svyazannaya voda v dispersnykh
sistemakh. (Moskva: MGU) 1 56 (in Russian) (
)
(
)
[41] Vanmaekelbergh D, Houtepen A J, Kelly J J 2007 Electrochimica Acta 53 1140 (
)
(
)
[41] Vanmaekelbergh D, Houtepen A J, Kelly J J 2007 Electrochimica Acta 53 1140 2] Kudryashov YU B 2004 Radiatsionnaya biofizika (Moskva: Fizmatlit) s. 208. (in Russian) [42] Kudryashov YU B 2004 Radiatsionnaya biofizika (Moskva: Fizmatlit) s. 208. (in Russia [43] Wu H, Duan Y, Liu K, Ly D, Qin L, Shi L,Tang G 2015 Journal of Alloys and Compounds
645 352 [43] Wu H, Duan Y, Liu K, Ly D, Qin L, Shi L,Tang G 2015 Journal of Alloys and Compounds
645 352 [44] Catlow C R A 1990 J. Chem. Soc., Faraday Trans. [14] http://5terka.com/node/495) [15] Koutecky J 1957 Phys. Rev. 1 10 [16] Tamm I Y 1933 JETP 3 11 (in Russian) 15 CMSMS17 1234567890 ‘’“”
IOP Conf. Series: Journal of Physics: Conf. Series 994 (2018) 012013
doi :10.1088/1742-6596/994/1/012013 [17] Shokley W 1939 Phys. Rev. 1 59 ]
y
y
8] Shukla A K Manoharan R, Goodenough J B 1988 Solid State Ionics 26 5 [18] Shukla A K Manoharan R, Goodenough J B 1988 Solid State Ionics 26 5 [19] Kohn W, Sham L J 1965 Phys. Rev. 140 1133 [
]
y
[20] Koller D Tran; F, Blaha P 2011 Phys. Rev. B 83 195134 [20] Koller D Tran; F, Blaha P 2011 Phys. Rev. B 83 195134 [21] Perdew J P Burke K 1996 Phys. Rev. Lett. 77 386 [22] Becke A D 1993 J. Chem Phys. 98 1372 [
]
y
[23] Bechstedt F Fuchs,F, Kresse G 2009 Phys. Status Solid B 246 1877 [
]
y
[23] Bechstedt F Fuchs,F, Kresse G 2009 Phys. Status Solid B 246 1877 23] Bechstedt F Fuchs,F, Kresse G 2009 Phys [24] Becke A D Johnson E R 2006 J. Chem. Phys.124 221101 [25] Tran F Blaha P, Schwarz K 2007 J. Phys.: Condens. Matter 19 19620 [26] Tran F, Blaha P 2009 Phys. Rev. Lett. 102 22640 [27] Blaha P , Schwarz K, Madsen G K H, Kvasnicka D, Luitz J 2001 WIEN2K: An Augmented
Plane Wave and Local Orbitals Program for Calculating Crystal Properties (Vienna:
University of Technology Institute of Materials Chemistry) y
gy
y)
[28] Iossel YU YA, Klenov G E 1984 Matematicheskiye metody rascheta elektrokhimicheskoy
korrozii i zashchity materialov Sprav Izd. (Moskva: Metallurgiya) 272 s. (in Russian) [28] Iossel YU YA, Klenov G E 1984 Matematicheskiye metody rascheta elektrokhimicheskoy
korrozii i zashchity materialov Sprav Izd. (Moskva: Metallurgiya) 272 s. (in Russian) [29] Naymov I I at all 1992 Inorganic Materials 4 28 (in Russian) v I I at all 1992 Inorganic Materials 4 28 (in Rus [30] Uert Ch, Tomson R 1969 Fizika tvordogo tela (Moskva: Mir) 280 s. (in Russian) [30] Uert Ch, Tomson R 1969 Fizika tvordogo tela (Moskva: Mir) 280 s. (in Russian) g
(
)
(
)
[31] Alekseenko V I Volkova G K 2000 Technical Physics Letters 70 9 (in Russian) [32] Koutecky J 1975 Phys. Rev. 10 1 [33] Voyutskiy S S 1975 Kurs kolloidnoy khimii (Moskva: Khimiya) 512s. [14] http://5terka.com/node/495) 86 1167 [44] Catlow C R A 1990 J. Chem. Soc., Faraday Trans. 86 1167 C R A 1990 J. Chem. Soc., Faraday Trans. 86 1 [45] Xin X 2010 Computational Modelling Study of Yttria-stabilized Zirconia, Thesis submitted for
the degree of Doctor of Philosophy (London: Department of Chemistry University College.)
p 217. [45] Xin X 2010 Computational Modelling Study of Yttria-stabilized Zirconia, Thesis submitted for
the degree of Doctor of Philosophy (London: Department of Chemistry University College.)
p 217. [46] Hohenberg P and Kohn W 1964 Phys. Rev. B 136 864. 16 16
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MRI-Based 3-Dimensional Visualization Workflow for the Preoperative Planning of Nephron-Sparing Surgery in Wilms’ Tumor Surgery: A Pilot Study
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MRI-Based 3-Dimensional Visualization Workflow for the Preoperative Planning of Nephron-
Sparing Surgery in Wilms' Tumor Surgery: A Pilot Study
Fitski, Matthijs; Meulstee, J.W.; Littooij, Annemieke S.; Ven, Cornelis P. van de; Steeg, Alida F.W. van der; Wijnen, M.H.W.A. 2020, Article / Letter to editor (Journal of Healthcare Engineering, 2020, (2020), article 8899049)
Doi link to publisher: https://doi.org/10.1155/2020/8899049 Version of the following full text: Publisher’s version
Downloaded from: https://hdl.handle.net/2066/230387
Download date: 2024-10-24 MatthijsFitski
,1JeneW.Meulstee
,2AnnemiekeS.Littooij
,3,4CornelisP.vandeVen,1
Alida F. W. van der Steeg,1 and Marc H. W. A. Wijnen
1 1Department of Pediatric Surgery, Princess M´axima Center for Pediatric Oncology, 3584 CS Utrecht, Netherlands
23D Lab, Radboud University Medical Center, 6525 GA Nijmegen, Netherlands
3 Department of Radiology and Nuclear Medicine, University Medical Center Utrecht/Wilhelmina Children’s Hosp
3584 CX Utrecht, Netherlands 4Department of Radiology and Nuclear Medicine, Princess M´axima Center for Pediatric Oncology, 3584 CS Utrecht, Netherlands Correspondence should be addressed to Marc H. W. A. Wijnen; m.h.w.wijnen-5@prinsesmaximacentrum.nl Received 10 July 2020; Revised 21 October 2020; Accepted 29 October 2020; Published 9 November 2020 Academic Editor: Zhihan Lv Academic Editor: Zhihan Lv Copyright © 2020 Matthijs Fitski et al. Tis is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Purpose. Due to the size and localization of Wilms’ tumor (WT), nephron-sparing surgery (NSS) is only possible in a limited
number of cases. When NSS is considered, the surgeon preoperatively requires a thorough understanding of the patient-specific
anatomy to prevent positive surgical margins and other complications. Trough a collaboration between the radiology and
pediatric surgery departments and 3D imaging specialists, a 3D visualization workflow was developed to improve preoperative
planning of NSS for WT patients. Methods. Te 3D visualization workflow combines a MRA sequence, a segmentation protocol,
and augmented reality (AR) visualization, additional to in-house 3D printing. A noncontrast-enhanced MRA scan was added to
the MRI protocol. MRI sequences were segmented with a segmentation protocol in an open-source software package. Te
resulting 3D models were visualized in AR with a HoloLens and 3D print. Results. In a pilot study, five WTpatients eligible for NSS
were preoperatively planned through the 3D visualization workflow. AR visualization software was fast and free to use and allowed
adequate handling of the 3D holograms. Te 3D printed models were considered convenient and practical for intraoperative
orientation. Te patient-friendly, fast, and low-cost 3D visualization workflow was easily implemented and appeared to be
valuable for the preparation of NSS. Conclusion. Tis pilot study demonstrates how a strong collaboration between the pediatric
surgery and radiology departments and 3D imaging specialists will help to shape the future of pediatric oncological surgery. Tis
3D visualization workflow aims to prepare pediatric oncological surgeons for nephron-sparing surgery in patients with
Wilms’ tumors. nephrectomy for local treatment, nephron-sparing surgery
(NSS) can be used for nephrogenic preservation. Note: Note:
To cite this publication please use the final published version (if applicable). To cite this publication please use the final published version (if applicable). Hindawi Hindawi
Journal of Healthcare Engineering
Volume 2020, Article ID 8899049, 6 pages
https://doi.org/10.1155/2020/8899049 MatthijsFitski
,1JeneW.Meulstee
,2AnnemiekeS.Littooij
,3,4CornelisP.vandeVen,1
Alida F. W. van der Steeg,1 and Marc H. W. A. Wijnen
1 Tis helps
to protect the patient from excessive functional parenchymal
loss in the future [3]. NSS is a technically demanding
procedure and it requires a thorough preoperative under-
standing of the patient-specific renal anatomy and intra-
parenchymal vasculature [4]. Patients with bilateral disease,
with or without a predisposing syndrome, might be eligible
for NSS depending on the tumor location, size, and infil-
tration. Due to the risk of a positive surgical margin with Research Article
MRI-Based 3-Dimensional Visualization Workflow for the
Preoperative Planning of Nephron-Sparing Surgery in Wilms’
Tumor Surgery: A Pilot Study MatthijsFitski
,1JeneW.Meulstee
,2AnnemiekeS.Littooij
,3,4CornelisP.vandeVen,1
Alida F. W. van der Steeg,1 and Marc H. W. A. Wijnen
1 1. Introduction Te standard pediatric kidney tumor MRI
protocol was performed at presentation and after the neo-
adjuvant chemotherapy in accordance with the SIOP-RTSG
Umbrella protocol. A 1.5 Tesla system (Achieva, Philips
Medical Systems, Best, Netherlands) was used for all pa-
tients. Te imaging protocol consisted of coronal 3D T2-
weighted (-W) sequence, fat-suppressed T1-W sequence,
diffusion-weighted imaging (b values of at least 0, 100, and
800 s/mm2), and a fat-suppressed T2-W sequence. Before
administering the contrast agent, the NC-MRA sequence
was acquired. During the administration of intravenous
contrast (Gadovist, Bayer Pharma, Berlin, Germany, at a
dose of 0.1 mmol/kg body weight), a 4D contrast-enhanced
MRA was acquired, after which a postcontrast fat-sup-
pressed T1-W sequence was performed. Children were
awake, sedated, or under anesthesia depending on their
ability to cooperate. Hyoscine butylbromide (Buscopan,
Boehringer Ingelheim Limited, Bracknell, UK) was ad-
ministered at an intravenous dose of 0.4 mg/kg body weight
to reduce the peristaltic artefacts. Te used NC-MRA is an inflow-enhanced balanced
Steady State Free Precession (b-SSFP) sequence. Tis se-
quence has a unique T2/T1 contrast, which has a high
contrast for blood. Te sequence is scanned with a high
reconstructed resolution (0.56, 0.56, 1 mm), takes 3–5
minutes to scan, is independent of direction, and does not
require a contrast agent. An inversion time (TI) of 450 ms
was used. If 450 ms was not possible due to a fast heart rate,
the TI was lowered based on the maximal allowed TI (90% of
the R-R interval). Te cardiac trigger was set on a heartbeat
measured preferably with a three-lead electrocardiogram or
else with a physiological pulse unit. Te transverse field of
view (FOV) was set parallel to the renal artery of the affected
kidney in the coronal view using the 3D T2-W sequence. Te
FOV encompasses the complete intraparenchymal arterial
branch. A saturation band was positioned below the lower
pole of the kidneys and a fat saturation band was positioned
at the ventral aspect of the abdomen. Tis allowed saturation
of signal from the vena cava and abdominal fat. High-quality imaging is crucial for high-fidelity anatomical
models, as the imaging quality primarily determines the model
quality. Preoperative magnetic resonance imaging (MRI) is
already a vital part of the SIOP-RTSG Umbrella treatment
protocol and can be used for 3D visualization, as Wake et al. have previously shown for renal cancer in adults [13]. 1. Introduction Wilms’ tumor (WT) is the second most common abdominal
pediatric tumor in Europe, with children being diagnosed at
a median age of approximately 3.5 years [1]. In accordance
with the International Society for Pediatric Oncolo-
gy—Renal Tumor Study Group (SIOP-RTSG) Umbrella
treatment protocol, therapy generally consists of neo-
adjuvant chemotherapy, followed by radical nephrectomy
and adjuvant chemotherapy [2]. In contrast to a radical Journal of Healthcare Engineering 2 planning of NSS in WT patients. In this workflow, we
addressed the limitations in usability and model quality
previously described in literature. An overview of the pro-
posed workflow is given in Figure 1. Te following sections
describe the employment of the noncontrast-enhanced
MRA (NC-MRA) sequence, segmentation protocol, and
visualization with Augmented Reality (AR) and with 3D
printing. NSS, unilateral nonsyndromic patients are treated with a
radical nephrectomy. However, in order to prevent late
effects of a radical nephrectomy at a young age, these pa-
tients might be still considered for NSS if they have a small
lesion at a favorable location at the moment of diagnosis [2]. Terefore, careful selection and preoperative planning are
crucial to ensure a positive oncological outcome in com-
bination with low morbidity. y
For the preoperative planning of NSS, patient-specific
3-dimensional (3D) anatomical models are increasingly
used [5–7]. Tis is due to the improved and more ac-
cessible imaging, segmentation, and visualization tech-
niques. 3D printing is a visualization technique which can
be used to visualize these patient-specific models. Te
positive effects of 3D printed anatomical models in adults
have been described and include reducing blood loss,
reducing intraoperative complications, and improving
patient education [5]. In renal surgery for pediatric on-
cology, 3D printed anatomical models are not frequently
used and if so, only on a case-by-case basis [3, 8–11]. Regarding NSS, 3D printed models are mainly useful for
assisting in planning the vascular dissection. However, the
vasculature information in current 3D models remains
poor, primarily due to low image quality [8]. Retro-
spectively, personalized 3D anatomical models have
shown a significant improvement of the anatomical un-
derstanding for the renal artery, vein, tumor, and urinary
collecting system and may potentially help pediatric
surgeons prepare for NSS [12]. Te models were limited
due to low image quality and modelling techniques which
are labor-intensive, require a long processing time, and
are expensive. 2.1. Imaging. 1. Introduction An
additional computed tomography angiography (CTA) scan can
be performed for high quality arterial imaging, yet it is un-
desirable due to the radiation and contrast administration. Moreover, an additional CTA scan prolongs the preoperative
workup which is already considered highly stressful for pe-
diatric patients. Terefore, techniques solely based on the
preoperative MRI are favorable. Wake et al. reported challenges
in standardized high-resolution imaging and were also limited
by the manual segmentation procedure. Image processing took
around 7 hours and 3D printing costs were around $1000 (US
dollar) per model. To overcome these limitations, our aim is to
develop a 3D visualization workflow in which imaging, seg-
mentation, and visualization techniques are combined, to suit
the specific preoperative requirements needed for planning
NSS of WT in pediatric patients. 2.2. Segmentation. A selection of the MRI sequences (3D
T2-W, NC-MRA, postcontrast fat-suppressed T1-W) was
used to perform the segmentation in open-source software
package 3D Slicer 4.10.2. A standardized protocol was de-
veloped for the segmentation of the arteries, veins, urine
collecting system (UCS), tumor, and kidney. Firstly, the NC-
MRA sequence was used to compute the segmentation of the
arteries through an intensity-based threshold technique. Te
“scissor” tool was used to remove artefacts and the resulting 2.2. Segmentation. A selection of the MRI sequences (3D
T2-W, NC-MRA, postcontrast fat-suppressed T1-W) was
used to perform the segmentation in open-source software
package 3D Slicer 4.10.2. A standardized protocol was de-
veloped for the segmentation of the arteries, veins, urine
collecting system (UCS), tumor, and kidney. Firstly, the NC-
MRA sequence was used to compute the segmentation of the
arteries through an intensity-based threshold technique. Te
“scissor” tool was used to remove artefacts and the resulting 2. Materials and Methods In close collaboration with the departments of radiology and
pediatric surgery, 3D imaging specialists have designed a
new
3D
visualization
workflow
for
the
preoperative 3 3 Journal of Healthcare Engineering Diagnosis
Preoperative MRI
Segmentation
Surgery
Planning
Visualization
Figure 1: Schematic overview of the proposed preoperative 3D visualization workflow. After diagnosis and neoadjuvant chemotherapy, a
WT patient receives a preoperative MRI. A high-resolution noncontrast-enhanced MRA sequence is added to the protocol to allow for
visualization of the intraparenchymal arteries. Te MRI scans are segmented through a standardized segmentation protocol in 3D Slicer
resulting in patient-specific 3D anatomical models. Te 3D models are displayed for preoperative planning in augmented reality through a
HoloLens. 3D printed models can be brought inside the operating theater. Visualization Visualization Planning Surgery Figure 1: Schematic overview of the proposed preoperative 3D visualization workflow. After diagnosis and neoadjuvant chemotherapy, a
WT patient receives a preoperative MRI. A high-resolution noncontrast-enhanced MRA sequence is added to the protocol to allow for
visualization of the intraparenchymal arteries. Te MRI scans are segmented through a standardized segmentation protocol in 3D Slicer
resulting in patient-specific 3D anatomical models. Te 3D models are displayed for preoperative planning in augmented reality through a
HoloLens. 3D printed models can be brought inside the operating theater. model was smoothed with a Gaussian filter. Te arterial
segmentation was used as an overlay in the T2-W sequence
in order to differentiate intraparenchymal arteries and veins. Subsequently, the veins and UCS were segmented with an
intensity-based brush in the aforementioned sequence. Te
postcontrast fat-suppressed T1-W sequence was used for the
segmentation of the tumor and kidney with a Grow-Cut
algorithm [14]. Tis algorithm uses labels in the area of the
tumor, kidney, and background in several slices in order to
compute the border between the three labels. Te results
were filtered with a joint-smoothing filter. Any under- or
oversegmentations were manually corrected. Te resulting
segmentations were exported as a stereolithography (.STL)
file. could be shared on a PC through a live stream to allow for an
interactive discussion by the user and observers. Tis vi-
sualization technique has been free of costs after develop-
ment of software and purchasing the HoloLens. To create physical anatomical models, an Ultimaker S5
dual-extrusion printer was used with a Fused Filament
Fabrication technique. 2. Materials and Methods To allow visualization of the renal
pelvis, the 3D modelled kidney could be bisected in
Meshmixer 3.5.474 (Autodesk, Inc., San Francisco, CA,
USA) with a plane cut prior to printing. Te resulting models
were printed with a fine layer profile of 0.1 mm thick, infill
density of 30% (zigzag infill pattern), and support overhang
angle of 60°. Te models were printed with two different
colors which allowed us to improve the contrast of specific
anatomical regions. 3D printed models allowed the surgeons
to get a sense of the tumor size, and the model could be taken
into the OR by an assistant to help the surgeon navigate
during the procedure. 2.3.Visualization. In order to visualize the 3D models in the
.STL format, the T2-W images (DICOM format) were added
to AR software developed in Unity 5.5.2 (Unity Technolo-
gies, San Francisco, CA, USA). AR software ensured that the
3D models and MRI images were spatially aligned. Subse-
quently, AR software computed a patient-specific container
which could be uploaded to a visualization library installed
on the head-mounted display. 3. Results Patient 1
Patient 2
Patient 3
Patient 4
Patient 5
Gender (M/F)
F
F
M
F
F
Age (Y)
8
2
4
5
3
Disease
Unifocal
right
Unifocal right, bilateral
nephroblastomatosis
Unifocal left
Bilateral,
multifocal
Bilateral,
nephroblastomatosis
Syndrome
—
Beckwith–Wiedemann syndrome
16p12.2
deletion
—
WT-1 mutation
Procedure
NSS
NSS
NSS
NSS
NSS
NC-MRA scanning
duration (min: sec)
04:50
03:55
03:55
04:50
03:28
Segmentation time (min)
29
41
34
73
28
Volume tumor
segmentation (ml)
1.4
4.0
69.2
24; 17; 1.2; 0.3; 3.4;
11.6; 0.12
2.3
3D printing time
(hours:min)
18:39
15:41
16:39
31:26
18:10
3D printing cost (€)
3.58
2.57
3.06
5.80
3.27
NSS nephron-sparing surgery. display costs 3000 euros, and all software packages are open-
source or self-developed. Limitations in previous studies on
3D modelling for WT included low image quality, long
segmentation, and long visualization processing. Wake et al. reported a 3D printing cost per model of ±$1000 (US
dollars), a segmentation time of ±7 hours, and 3D printing
time of ±10 hours [13]. Wellens et al. reported an average
cost of $400 USD per printed model and a segmentation and
3D printing manufacturing time of 4 to 5 days [12]. In this
pilot study, we have addressed these limitations through the
development of our own innovative workflow in collabo-
ration with the departments of pediatric surgery, radiology,
and 3D imaging specialists. Te segmentation protocol of
the workflow allowed for fast 3D modelling and the Hol-
oLens proved to be a fast and useful visualization tool. Our
3D printing technique was slow (±20 hours) because of the
fine layer profile (0.1 mm thickness). Increasing the layer
profile would decrease the printing time significantly. Our
in-house 3D printer is limited in color and materials, yet it
was of sufficient quality, and with an average price of ±3.50
euros and machine cost of 5500 euros, it was considered a
sustainable technique. Manual removal of supporting structures during the post-
processing took about half an hour. Te MRA sequence added to the preoperative MRI was
successful in all patients. Te segmentation and visualization
in AR were performed within a day after the preoperative
MRI. Figure 2 shows a 2D rendering in 3D Slicer, a 3D
hologram visualized with the head-mounted display, and a
3D print of a 3D anatomical model, all of the same patient. 3. Results Between May 2019 and August 2019, a pilot study was
performed. Five patients were considered for NSS, and their
surgeries were preoperatively planned with the 3D visuali-
zation workflow in addition to the standard protocol. Te
patients’ ages ranged from 2 to 8 years (mean 5.2 ± 1.4 years). Patient demographics, tumor characteristics, and relevant
technical outcomes for each patient are described in Table 1. T
dd
l
d f
h Between May 2019 and August 2019, a pilot study was
performed. Five patients were considered for NSS, and their
surgeries were preoperatively planned with the 3D visuali-
zation workflow in addition to the standard protocol. Te
patients’ ages ranged from 2 to 8 years (mean 5.2 ± 1.4 years). Patient demographics, tumor characteristics, and relevant
technical outcomes for each patient are described in Table 1. Te mean additional scanning time required for the NC-
MRA sequence was 04:12 ± 00:36 minutes. Te mean seg-
mentation time was 41 ± 19 minutes, which seemed closely
correlated to the number and size of the lesions. Te mean
volume of the resulting tumor 3D model was 12.2 ± 20.5 ml
per lesion. Average 3D printing time was roughly 20 hours. Preoperatively, the surgeon reviewed the patient-specific
AR hologram in a real-world setting to prepare for surgery. Te surgeon had full control over the hologram: the surgeon
could translate, rotate, and scale the hologram. Additionally,
the transparency of the individual anatomical models could
be adjusted, and the individual models could be removed. It
was possible to look at the T2-W MRI in three different
planes (transverse, sagittal, and coronal) in order to correlate
the orientation of the 3D models with the more commonly
known MRI images. Te AR-display from the HoloLens Te mean additional scanning time required for the NC-
MRA sequence was 04:12 ± 00:36 minutes. Te mean seg-
mentation time was 41 ± 19 minutes, which seemed closely
correlated to the number and size of the lesions. Te mean
volume of the resulting tumor 3D model was 12.2 ± 20.5 ml
per lesion. Average 3D printing time was roughly 20 hours. Journal of Healthcare Engineering 4 Table 1: Preoperative patient demographics, tumor characteristics, and pathologic outcomes for each patient together with the noncontrast-
enhanced MRA (NC-MRA) scanning duration, the duration of the complete segmentation, the tumor volume derived through 3D Slicer,
and 3D printing time and costs. 3. Results Te 3D printers generally printed the models overnight
allowing ample time for the surgical team to assess the 3D
models. Te arterial models visualized the intraparenchymal
arteries up to the second or third segmental arterial branch. Te level of detail of the vein and UCS 3D models was
noticeably less than the level of detail of the arterial models. However, surgeons considered the vein and UCS 3D models
supportive and additional to the MRI imaging. Te AR visualization allowed the surgeons to assess the
depth of resection with regard to renal arteries, veins, and
UCS. Being able to scale, move, rotate, and walk around the
hologram was very useful for the understanding of the
patient-specific anatomy. Intraoperatively, an assistant
showed the 3D printed models to visualize the location and
rotation of the tumor in relation to the renal parenchyma. Tis proved to be mainly useful in the patients with multiple
lesions. It is difficult to quantify the advantages of 3D anatomical
models for the preoperative planning of NSS for WT. An
increase in surgical confidence for NSS for WT has been
shown retrospectively [12], but quantifying the advantage
remains subjective [12]. In adults, 3D printed renal models
based on preoperative MRI scans could help during surgical
decision-making [6]. Moreover, 3D printed models did
allow adult surgeons to improve their translation from 2D
CT and MRI data into 3D anatomical relationships, which
appeared more relevant in smaller lesions [15]. Although the
results from these studies may not be directly applicable to
children because image quality is generally superior in adults
[16], we expect that 3D printed models could help in the
preparation of pediatric oncologic surgery. Te clinical
advantage of the described 3D visualization workflow for
children may be quantified in the future. We need to 4. Discussion Previously, no significant
difference between 3D visualization techniques (AR or 3D
printing) was found for WT patient-specific models [12]. However, we currently believe AR is the most desirable
visualization technique due to the opportunity to develop
Mixed Reality concepts. In the future, the HoloLens could
allow intraoperative kidney-model matching. Mixed Reality
models are used in adult laparoscopic renal surgery through
registration of the 3D model with the laparoscopic image [7]. With Mixed Reality, rigid matching through an anatomical
landmark registration has been described for open visceral
surgery [20]. However, to the best of our knowledge, Mixed
Reality for open renal surgery has not been described yet. In
the context of NSS, this would allow the surgeon to get a
sense of depth and infiltration of the tumor, and super-
imposing vasculature could assist surgeons to determine the
resection margins. patients. Te proposed workflow appears useful during the
preparation of NSS for bilateral or syndromic WT patients. In unilateral nonsyndromic patients, NSS is only performed
in a very specific group of patients as controversies arise due
to the inherent increased risk of positive surgical margins
[3]. Current figures report a positive surgical margin of the
sparingly removed tumor masses (treated with the Chil-
dren’s Oncology Group protocol) between 15.7% and 31%
[17, 18]. In accordance with the SIOP-RTSG Umbrella
protocol, in the case of a positive surgical margin these
young patients will need additional chemotherapy and
possibly radiotherapy. In most cases, it is unknown how
these positive margins occurred. Te 3D visualization
workflow may help surgeons to better understand compli-
cated pathologic and anatomic regions and give an improved
insight on where and how these positive margins occur. Additionally, 3D modelling may assist during the difficult
patient selection for NSS through an increased under-
standing of the patient’s anatomy. Tis twofold advantage
might lead to fewer positive surgical margins and improved
oncological outcomes. g
In order to achieve improved clinical outcomes, all
anatomical structures require a high-fidelity 3D model. However, the segmentation of the veins and UCS remains a
manual and problematic task. Te overlay of the arterial
segmentation helps to differentiate between arterial and
venous vasculature. Currently, this technique is insufficient
for the accurate segmentation of intraparenchymal veins,
likely due to intrasequential movement. Te UCS was dif-
ficult to segment, as the full extent of the UCS is generally
difficult to appreciate with standard imaging. 4. Discussion A combined imaging, protocolled segmentation, and visu-
alization workflow resulted in patient-specific 3D anatom-
ical models for the preoperative planning of WT patients. Te 3D visualization workflow aimed to help pediatric
surgeons improve their understanding of anatomical rela-
tionships and orientation. Because of the preparation time of
about 1 hour and a printing time of 20 hours, this 3D vi-
sualization workflow can be completed within a limited
timeframe of two days between the preoperative MRI and
surgery. Additionally, it is inexpensive as the head-mounted 5 Journal of Healthcare Engineering (a)
(b)
(c)
Figure 2: Tree different visualization techniques for the MRI-based 3D models of patient 3. Te patient has a transposition of the inferior
vena cava below the superior mesenteric artery. (a) 2D screenshot of 3D rendering in 3D Slicer with a coronal T2-weighted MRI slice. (b)
Augmented reality through the head-mounted display (HoloLens), holding the blue “cube” which allows for translation of the hologram. (c)
3D printed model printed with polylactic acid in Ultimaker S5, and the kidney is bisected. (b) (c) (a) (a) (b) (c) Figure 2: Tree different visualization techniques for the MRI-based 3D models of patient 3. Te patient has a transposition of the inferior
vena cava below the superior mesenteric artery. (a) 2D screenshot of 3D rendering in 3D Slicer with a coronal T2-weighted MRI slice. (b)
Augmented reality through the head-mounted display (HoloLens), holding the blue “cube” which allows for translation of the hologram. (c)
3D printed model printed with polylactic acid in Ultimaker S5, and the kidney is bisected. [4]. For this reason, despite the low model quality of the
veins and UCS, the overall models were considered to be of
sufficient value and usability. dd
h
l understand how 3D modelling for preoperative planning
influences pediatric surgical decision-making and confi-
dence in order to understand how these models benefit our
patients. In addition to accurate segmentations, the visualization
of patient-specific 3D models is paramount to how the
models are understood. Augmented reality visualization
through a HoloLens offered a viable and fast technique for
the visualization. A hologram is computed more easily and
less costly in comparison to 3D printing. However, there is
no consensus on whether there is a significant clinical ad-
vantage to the use of AR instead of other visualization
techniques such as 3D printing, 2D rendering on a computer
monitor, or volume-rendering. Data Availability Te .STL data used for the 3D models for this study are
available from the corresponding author upon request. [13] N. Wake, T. Rude, S. K. Kang et al., “3D printed renal cancer
models derived from MRI data: application in pre-surgical
planning,” Abdominal Radiology, vol. 42, no. 5, pp.1501–1509,
2017. 5. Conclusions [9] ´A. S´anchez-S´anchez, ´O. Gir´on-Vallejo, R. Ruiz-Pruneda et al.,
“Tree-dimensional printed model and virtual reconstruc-
tion: an extra tool for pediatric solid tumors surgery,” Eu-
ropean Journal of Pediatric Surgery Reports, vol. 6, no. 1,
pp. e70–e76, 2018. Tis pilot study demonstrates how a strong collaboration
between the pediatric surgery and radiology departments
and 3D imaging specialists will help to shape the future of
pediatric oncological surgery. A combination of specific
high-resolution MRI sequences, protocolled segmentation
techniques, and AR visualization improved the visualization
for the preoperative planning of pediatric renal tumors. Tis
designed 3D visualization workflow is an easily imple-
mentable technique to help pediatric oncological surgeons
prepare for nephron-sparing surgery in patients with Wilms’
tumors. [10] J. Schenk, K.-L. Waag, N. Graf et al., “3D-visualization by MRI
for surgical planning of Wilms tumors,” R¨oFo-Fortschritte auf
dem Gebiet der R¨ontgenstrahlen und der Bildgebenden Ver-
fahren, vol. 176, no. 10, pp. 1447–1452, 2004. [11] D. Zhang, G. Zeng, Y. Zhang et al., “3D reconstruction
computed tomography scan in diagnosis of bilateral Wilm’s
tumor with its embolus in right atrium,” Journal of X-Ray
Science and Technology, vol. 24, no. 5, pp. 657–660, 2016. [12] L. M. Wellens, J. Meulstee, C. P. van de Ven et al., “Com-
parison of 3-dimensional and augmented reality kidney
models with conventional imaging data in the preoperative
assessment of children with wilms tumors,” JAMA Network
Open, vol. 2, no. 4, Article ID e192633, 2019. Journal of Healthcare Engineering Journal of Healthcare Engineering 6 review,” World Journal of Urology, vol. 38, no. 4, pp. 869–881,
2019. we aim to develop more automated segmentation proce-
dures for WT patients and work towards the use of intra-
operative holograms through Mixed Reality. [8] [8] ´O. Gir´on-Vallejo, D. Garc´ıa-Calder´on, R. Ruiz-Pruneda et al.,
“Tree-dimensional printed model of bilateral Wilms tumor:
a useful tool for planning nephron sparing surgery,” Pediatric
Blood Cancer, vol. 65, Article ID e26894, 2018. ´
´ Te authors report no conflicts of interest. [14] V. Vezhnevets and V. Konouchine, “GrowCut: interactive
multi-label ND image segmentation by cellular automata,” in
Proceedings of the Graphicon, pp. 150–156, Novosibirsk,
Russia, June 2005. Acknowledgments Te authors would like to acknowledge CARS 2020 for
publishing this abstract in the Computer Assisted Radiology
and Surgery Proceedings of the 34th International Congress
and Exhibition, Munich, Germany, June 23–27, 2020. [15] N. Wake, J. S. Wysock, M. A. Bjurlin et al., ““Pin the tumor on
the kidney:” an evaluation of how surgeons translate CT and
MRI data to 3D models,” Urology, vol. 131, pp. 255–261, 2019. [16] D. D. Laganosky, C. P. Filson, and V. A. Master, “Surgical
margins in nephron-sparing surgery for renal cell carcinoma,”
Current Urology Reports, vol. 18, p. 8, 2017. Current Urology Reports, vol. 18, p. 8, 2017. Conflicts of Interest Te authors report no conflicts of interest. 4. Discussion More specific
noncontrast imaging techniques such as noncontrast-en-
hanced MRVenography based on b-SSFP and MRUrog-
raphy may help further improve the model quality and may
speed up the segmentation. NC-MRV has the additional
potential to allow for assessment of venous tumor thrombi
[19]. Nevertheless, the arterial model is considered to have
the highest surgical value as this is the most relevant for NSS Our pilot study is limited by the lack of evaluation of
these anatomical models. A subjective analysis through
questionnaires was not performed. However, we aimed to
use novel imaging and visualization techniques and im-
plement them into clinical care. Te technique has been
improved and should be further evaluated through the
prospective use of the aforementioned questionnaires. Ad-
ditionally, the 3D models should be compared with the
pathology specimens in order to quantify the accuracy of the
3D models. In the future, we aim to implement and evaluate 3D
imaging technology in pediatric oncologic surgery as the
standard of care and evaluate the added value. Additionally, References [17] M. K. Richards, A. B. Goldin, P. F. Ehrlich et al., “Partial
nephrectomy for nephroblastoma: a national cancer data base
review,” Te American Surgeon, vol. 84, no. 3, pp. 338–343,
2018. [1] N. Breslow, A. Olshan, J. B. Beckwith, and D. M. Green,
“Epidemiology of Wilms tumor,” Medical and Pediatric
Oncology, vol. 21, no. 3, pp. 172–181, 1993. [18] A. M. Davidoff, R. B. Interiano, L. Wynn et al., “Overall
survival and renal function of patients with synchronous
bilateral Wilms tumor undergoing surgery at a single insti-
tution,” Annals of Surgery, vol. 262, no. 4, pp. 570–576, 2015. [2] M. M. Van Den Heuvel-Eibrink, J. A. Hol, K. Pritchard-Jones
et al., “Position paper: rationale for the treatment of Wilms
tumour in the UMBRELLA SIOP–RTSG 2016 protocol,”
Nature Reviews Urology, vol. 14, no. 12, p. 743, 2017. f
g y
[19] L. Adams, B. Ralla, G. Engel et al., “Assessing venous
thrombus in renal cell carcinoma: preliminary results for
unenhanced 3D-SSFP MRI,” Clinical Radiology, vol. 73, no. 8,
pp. 757.e9–757.e19, 2018. [3] J. C. H. Wilde, D. C. Aronson, B. Sznajder et al., “Nephron
sparing surgery (NSS) for unilateral Wilms tumor (UWT): the
SIOP 2001 experience,” Pediatric Blood & Cancer, vol. 61,
no. 12, pp. 2175–2179, 2014. [20] R. Tang, L. Ma, C. Xiang et al., “Augmented reality navigation
in open surgery for hilar cholangiocarcinoma resection with
hemihepatectomy using video-based in situ three-dimen-
sional anatomical modeling: a case report,” Medicine (Balti-
more), vol. 96, no. 37, Article ID e8083, 2017. [4] T. Klatte, V. Ficarra, C. Gratzke et al., “A literature review of
renal surgical anatomy and surgical strategies for partial
nephrectomy,” European Urology, vol. 68, no. 6, pp. 980–992,
2015. [5] C. Lupulescu and Z. Sun, “A systematic review of the clinical
value and applications of three-dimensional printing in renal
surgery,” Journal of Clinical Medicine, vol. 8, no. 7, p. 990,
2019. [6] N. Wake, M. A. Bjurlin, P. Rostami, H. Chandarana, and
W. C. Huang, “Tree-dimensional printing and augmented
reality: enhanced precision for robotic assisted partial ne-
phrectomy,” Urology, vol. 116, pp. 227-228, 2018. [7] E. Checcucci, D. Amparore, C. Fiori et al., “3D imaging
applications for robotic urologic surgery: an ESUT YAUWP
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Echocardiographic assessment of left to right shunts: atrial septal defect, ventricular septal defect, atrioventricular septal defect, patent arterial duct
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Introduction lesions; atrial septal defect, ventricular septal defect,
atrioventricular septal defect and patent arterial duct. Congenital heart disease affects 8–12 infants per 1000
live births (1). In the United Kingdom, we perform
around 10,000 surgical and interventional procedures for
congenital heart defects every year. Congenital heart lesions
are often detected antenatally or early in life, but diagnosis
may be delayed until adulthood. Echocardiography is
the perfect imaging tool for congenital heart defects; it
is non-invasive, easily reproducible, relatively cheap and
quick and gives excellent representation of the structural
abnormalities faced. Other imaging modalities can
provide complementary information, but transthoracic
echocardiography is the workhorse of the congenital heart
disease world, from initial diagnosis to long-term follow-up. Abstract This review article will guide the reader through the basics of echocardiographic
assessment of congenital left to right shunts in both paediatric and adult age groups. After
reading this article, the reader will understand the pathology and clinical presentation
of atrial septal defects (ASDs), ventricular septal defects (VSDs), atrioventricular septal
defects (AVSDs) and patent arterial duct. Echocardiography is the mainstay in diagnosis and
follow-up assessment of patients with congenital heart disease. This article will therefore
describe the echocardiographic appearances of each lesion, and point the reader towards
specific features to look for echocardiographically. EDUCATIONAL SERIES IN CONGENITAL HEART DISEASE
Echocardiographic assessment of left to right
shunts: atrial septal defect, ventricular septal
defect, atrioventricular septal defect, patent
arterial duct EDUCATIONAL SERIES IN CONGENITAL HEART DISEASE
Echocardiographic assessment of left to right
shunts: atrial septal defect, ventricular septal
defect, atrioventricular septal defect, patent
arterial duct Antigoni Deri MD and Kate English MbChB PhD
Yorkshire Heart Centre, Leeds Teaching Hospitals NHS Trust, Leeds, UK
Correspondence should be addressed to A Deri: a.deri@nhs.net Shunt lesions Shunt lesions 5:1 REVIEW Clinical manifestations of left
to right shunts ••
Qp:Qs: The left to right shunt can be expressed as
pulmonary (Qp) to systemic (Qs) blood flow ratio and
calculated using the continuity equation (10): ••
Qp:Qs: The left to right shunt can be expressed as
pulmonary (Qp) to systemic (Qs) blood flow ratio and
calculated using the continuity equation (10): Clinical manifestations of left
to right shunts Guidelines have been published regarding the RV
morphometric evaluation for children (3) and adults
(4). In children, this can be challenging with two-
dimensional (2D) echocardiography as measurements are
underestimated when compared with MRI in children (5)
as opposed to adults (6). 3D echocardiography (3DE) offers
more reproducible and comparable measurements (7, 8, 9). In children, the LV dimensions should be indexed to body
surface area. Guidelines have been published regarding the RV
morphometric evaluation for children (3) and adults
(4). In children, this can be challenging with two-
dimensional (2D) echocardiography as measurements are
underestimated when compared with MRI in children (5)
as opposed to adults (6). 3D echocardiography (3DE) offers
more reproducible and comparable measurements (7, 8, 9). In children, the LV dimensions should be indexed to body
surface area. ••
Elevated pulmonary arterial pressure: Large left to right
shunts result in elevated pulmonary arterial pressure and
resistance. The systolic RV pressure can be estimated by
the peak velocity of the tricuspid regurgitation (TR) or
by continuous-wave Doppler interrogation of the flow
across the VSD (Fig. 1). Diastolic pulmonary pressure
can be calculated from the peak and end-diastolic
velocities of pulmonary regurgitation, if present. ••
Elevated pulmonary arterial pressure: Large left to right
shunts result in elevated pulmonary arterial pressure and
resistance. The systolic RV pressure can be estimated by
the peak velocity of the tricuspid regurgitation (TR) or
by continuous-wave Doppler interrogation of the flow
across the VSD (Fig. 1). Diastolic pulmonary pressure
can be calculated from the peak and end-diastolic
velocities of pulmonary regurgitation, if present. Large ducts in preterm babies that do not respond
to medical therapy will in some cases render the infant
ventilator dependent until the duct is closed. Small ducts
may present with endocarditis, incidental murmur or
abnormal calcification on the chest X-ray. Patients with sizeable left to right shunt that have
been left untreated may develop pulmonary vascular
disease and progressive increase in the pulmonary
vascular resistance. When the latter exceeds the systemic
vascular resistance the direction of shunt reverses and
becomes right to left, a condition known as Eisenmenger’s
syndrome. ••
The shape of the interventricular septum (IVS): In RV
volume overload, the IVS is displaced towards the LV
in diastole with subsequent septal flattening. Presence
of pulmonary hypertension will lead to systolic septal
flattening. Clinical manifestations of left
to right shunts Shunt at the atrial level: A murmur at the pulmonary
area, breathlessness and fatigue on exertion are the most
common early symptoms, although usually not until
later on in childhood. Rarely infants might present with
congestive heart failure. It is not uncommon, though,
for children to remain entirely asymptomatic until
adulthood. Adults might complain of mild breathlessness
or palpitations due to atrial arrhythmia as a result of right This
review
article
aims
to
describe
the
echocardiographic features of left to right shunt www.echorespract.com
© 2018 The authors
https://doi.org/10.1530/ERP-17-0062
Published by Bioscientifica Ltd © 2018 The authors
Published by Bioscientifica Ltd This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International
License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International License. http://creativecommons.org/licenses/by-nc/4.0/ A Deri and K English 5:1 R2 setting of significant pulmonary hypertension or
impaired right ventricular (RV) compliance. atrial enlargement. ASDs can be an incidental finding due
a systolic murmur, an abnormal chest X-ray or ECG while
the patient is being assessed for other problems. ••
Chamber dilatation: Left to right shunts lead to volume
overload of the cardiac chambers; atrial shunts cause
dilatation of the right atrium (RA) and RV. Shunts at the
ventricular level and ducts cause left heart dilatation. ••
Chamber dilatation: Left to right shunts lead to volume
overload of the cardiac chambers; atrial shunts cause
dilatation of the right atrium (RA) and RV. Shunts at the
ventricular level and ducts cause left heart dilatation. ••
Chamber dilatation: Left to right shunts lead to volume
overload of the cardiac chambers; atrial shunts cause
dilatation of the right atrium (RA) and RV. Shunts at the
ventricular level and ducts cause left heart dilatation. Shunt at the ventricular level or the duct: These
present early on in life with increased work of breathing,
difficulty with feeding and poor weight gain. A murmur
might not be audible immediately after birth due to
the elevated pulmonary vascular resistance. As this
falls in the subsequent weeks, a large defect will cause
increased pulmonary blood flow leading to congestive
heart failure, and the infant will be more susceptible
to respiratory infections. Small ventricular defects can
be detected incidentally due to a heart murmur. They
are usually managed conservatively but patients might
present with secondary problems such as endocarditis,
aortic regurgitation, subaortic obstruction and double-
chambered right ventricle. This work is licensed under a Creative Commons
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License.
Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. This work is licensed under a Creative Commons
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http://creativecommons.org/licenses/by-nc/4.0/ Qp Qs
RVOT VTI
RVOT area
LVOT VTI
LVOT area
/
/
=
×
× The
Bernoulli equation allows the calculation of the pressure gradient (PG)
between the right and left ventricles, in this case
PG = 4 × 4.72 = 88.36 mmHg. The left ventricular systolic pressure is
assumed to be equal to the cuff-measured systolic pressure provided,
there is no left ventricular outflow tract obstruction. In this case, the
systolic blood pressure of the patient was 115 mmHg. The right
ventricular pressure will be the difference of the LV systolic pressure and
the PG between the two ventricles = 115−88.36 = 26.64 mmHg. A Deri and K English
Shunt lesions
R3
5:1 5:1 R3 ••
Secondary effects: For example, a significant VSD
might lead to dilatation of the mitral valve annulus
and subsequent mitral regurgitation. ••
Secondary effects: For example, a significant VSD
might lead to dilatation of the mitral valve annulus
and subsequent mitral regurgitation. Ao
*
TV
RV
A
B B ••
Association
with
other
congenital
cardiac
malformations: The echocardiographic investigation
should be thorough, following a sequential segmental
approach. Some of those malformations might be
unmasked only after the shunt lesion is closed e.g. the
severity of a mitral stenosis may become apparent after
closure of a large ASD. ••
Association
with
other
congenital
cardiac
malformations: The echocardiographic investigation
should be thorough, following a sequential segmental
approach. Some of those malformations might be
unmasked only after the shunt lesion is closed e.g. the
severity of a mitral stenosis may become apparent after
closure of a large ASD. Atrial septal defects (ASDs) C Types of interatrial communications The ostium primum defect is a type of atrioventricular
septal defect characterised by the presence of a common
atrioventricular (AV) junction without a ventricular
component to the defect. This will be described in the
AVSD section (Fig. 2). Ostium secundum defects are true deficiencies in the
primary septum and the most common type of interatrial
communication. They vary in shape and size and can be
single or multiple. Sinus venosus defects are not true ASDs. These are
venous abnormalities characterised by the anomalous
insertion of right pulmonary veins into the wall of the
superior vena cava (SVC). The SVC enters the atrial mass
so that it ‘over-rides’ the atrial septum permitting flow Qp Qs
RVOT VTI
RVOT area
LVOT VTI
LVOT area
/
/
=
×
× Left to right shunts share common haemodynamic
features, which should be assessed by 2D imaging, colour
flow Doppler mapping and spectral Doppler. We will
review them before discussing each lesion individually: RVOT = right ventricular outflow tract, LVOT = left
ventricular outflow tract, VTI = velocity time integral. Paradoxically, in patients with a persistent duct,
the area of the RVOT and corresponding VTI are used
to calculate the systemic blood flow and the pulmonary
blood flow is calculated using the LVOT area and VTI. Qp: Qs should be used cautiously as there are potentially
sources of error. The calculation of the RVOT and LVOT
area is based on the measurement of the diameter of these
outflow tracts, which is then squared in order to calculate
the corresponding area. This renders the estimation of
Qp:Qs highly sensitive to errors as small differences in
the measurement will lead to significant discrepancies in
the final result. Moreover, the measurement of the RVOT ••
Size of the shunt: The size of the shunt is proportional
to the size of the defect and the relative resistances of
the systemic and pulmonary vascular beds. ••
Direction of flow: This is usually left to right. The flow
across the ASD is phasic occurring predominantly
in late ventricular systole and early diastole with
augmentation of the shunt during atrial contraction
(2). The shunt across the VSD is present throughout the
cardiac cycle and provides increased blood flow to the
pulmonary circulation, resulting in left heart dilatation. Right to left or bidirectional shunt can be seen in the ••
Direction of flow: This is usually left to right. The flow
across the ASD is phasic occurring predominantly
in late ventricular systole and early diastole with
augmentation of the shunt during atrial contraction (2). The shunt across the VSD is present throughout the
cardiac cycle and provides increased blood flow to the
pulmonary circulation, resulting in left heart dilatation. Right to left or bidirectional shunt can be seen in the © 2018 The authors
Published by Bioscientifica Ltd © 2018 The authors
Published by Bioscientifica Ltd A Deri and K English
can be challenging given the sometimes challenging or
Ao
*
TV
RV
A
B
C
Figure 1
Parasternal short-axis view showing a perimembranous VSD (*) partially
covered by aneurysmal tricuspid valve tissue in 2D (A) and colour Doppler
(B). (C) Shows the Continuous Doppler trace across the defect. Figure 1 Parasternal short-axis view showing a perimembranous VSD (*) partially
covered by aneurysmal tricuspid valve tissue in 2D (A) and colour Doppler
(B). (C) Shows the Continuous Doppler trace across the defect. The
Bernoulli equation allows the calculation of the pressure gradient (PG)
between the right and left ventricles, in this case
PG = 4 × 4.72 = 88.36 mmHg. The left ventricular systolic pressure is
assumed to be equal to the cuff-measured systolic pressure provided,
there is no left ventricular outflow tract obstruction. In this case, the
systolic blood pressure of the patient was 115 mmHg. The right
ventricular pressure will be the difference of the LV systolic pressure and
the PG between the two ventricles = 115−88.36 = 26.64 mmHg. Superior sinus
venosus defect
Inferior sinus
venosus defect
ASD within
Oval Fossa
Ostium primum
ASD (AVSD)
Coronary
sinus defect
Figure 2
Different types of interatrial communications. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International
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via Open Access. This work is licensed under a Creative Co
Attribution-NonCommercial 4.0 International L
http://creativecommons.org/licenses/by- Superior sinus
venosus defect PG = 4 × 4.72 = 88.36 mmHg. The left ventricular systolic pressure is
assumed to be equal to the cuff-measured systolic pressure provided,
there is no left ventricular outflow tract obstruction. In this case, the
systolic blood pressure of the patient was 115 mmHg. The right
ventricular pressure will be the difference of the LV systolic pressure and
the PG between the two ventricles = 115−88.36 = 26.64 mmHg. ASD within
Oval Fossa can be challenging given the sometimes challenging or
inadequate windows. Cardiac catheterisation and cardiac
MRI allow a quantitative approach in the calculation of
pulmonary to systemic flows. ••
Ventricular function: RV function can be affected
particularly in the context of pulmonary hypertension. Older patients with significant atrial shunt can have
LV diastolic dysfunction that becomes unmasked
following closure of the ASD (11). Coronary
sinus defect Inferior sinus
venosus defect ••
Effect on outflow tracts: A large shunt can exaggerate
the pressure gradient across the outflow tracts e.g. a
large atrial shunt can increase the pressure gradient
across the pulmonary outflow tract. Figure 2 Figure 2
Different types of interatrial communications. © 2018 The authors
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Attribution-NonCommercial 4.0 International
License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 Figure 1 This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International License. http://creativecommons.org/licenses/by-nc/4.0/ This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International
License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International License. http://creativecommons.org/licenses/by-nc/4.0/ A Deri and K English 5:1 R4 SVC
RPA
RA
LA
S
R
*
A
B
Figure 4
Superior sinus venosus defect (*) demonstrated from subcostal sagittal
view on 2D (A) and Colour Doppler (B). SVC
RPA
RA
LA
S
R
*
A
B from the left atrium to the right atrium. A sinus venosus
defect at the orifice of the inferior vena cava will create an
inferior interatrial communication. Coronary sinus (CS) defects are a type of communication
between the atriums through the mouth of the sinus. The deficiency between the adjacent walls of the CS and
the left atrium (LA) may vary from small fenestrations
to complete absence resulting in partial or complete
unroofing of the CS. The latter is associated with
dilatation of the CS ostium due to the large left to right
shunt and drainage of a persistent left SVC to the LA
roof (12). Rarely all components of the atrial septum are absent
resulting in a common atrium (13). Figure 4
Superior sinus venosus defect (*) demonstrated from subcostal sagittal
view on 2D (A) and Colour Doppler (B). Apical four chamber In this view, the ultrasound beam is parallel to the atrial
septum and measurements should be avoided, as there
is risk of an artificial dropout. The four-chamber view
allows haemodynamic assessment of the ASD (RA and RV
dilation, Fig. 6) and estimation of the RV pressure based
on the TR jet velocity. Echocardiographic assessment The atrial septum should be assessed from subcostal,
apical and parasternal views: Subcostal The preferred acoustic window. The atrial septum is seen
in the anterior-posterior (four-chamber view, Fig. 3) and
superior-inferior axis (sagittal view). The latter allows
assessment of the margins to the SVC and IVC and is
the optimal window for imaging a sinus venosus defect
(Fig. 4). The left anterior oblique (LAO) view shows the
length of the atrial septum and demonstrates the ostium
primum defect (Fig. 5) as well as dilatation of the CS if
present. Partially or completely unroofed CS can be seen
from this view. Colour Doppler interrogation and contrast
studies can be performed. Parasternal short axis (PSAX) The atrial septum is seen posterior to the aortic root and
thus the aortic rim of the defect can be identified (Fig. 7). Sinus venosus and postero-inferior defects can also be
seen in this view but measurements of the defect are not
recommended due to the risk of drop out. A
B
LA
LA
RA
RA
LV
LV
Figure 3
Subcostal four-chamber view shows a large ostium secundum ASD on 2D
(A) and colour Doppler (B). L
RA
*
*
Figure 5
Subcostal view showing a primum atrial septal defect (*). The bridging
leaflets of the common valve are attached to the crest of the septum (**)
allowing shunt only at the atrial level. This is a partial AVSD. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International
License. www.echorespract.com
© 2018 The authors
Published by Bioscientifica Ltd
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Downloaded from Bioscientifica.com at 10/24/2024 04
via Open Access. This work is licensed under a Creative
Attribution-NonCommercial 4.0 Internationa
http://creativecommons.org/licenses/ L
RA
*
*
Figure 5
Subcostal view showing a primum atrial septal defect (*). The bridging
leaflets of the common valve are attached to the crest of the septum (**)
allowing shunt only at the atrial level. This is a partial AVSD. A
B
LA
LA
RA
RA
LV
LV A
B
LA
LA
RA
RA
LV
LV
Figure 3
Subcostal four-chamber view shows a large ostium secundum ASD on 2D
(A) and colour Doppler (B). L
RA
*
* Figure 3 Figure 5 Figure 5
Subcostal view showing a primum atrial septal defect (*). The bridging
leaflets of the common valve are attached to the crest of the septum (**)
allowing shunt only at the atrial level. This is a partial AVSD. g
Subcostal view showing a primum atrial septal defect (*). The bridging
leaflets of the common valve are attached to the crest of the septum (**)
allowing shunt only at the atrial level. This is a partial AVSD. g
Subcostal four-chamber view shows a large ostium secundum ASD on 2D
(A) and colour Doppler (B). Subcostal four-chamber view shows a large ostium secundum ASD on 2D
(A) and colour Doppler (B). © 2018 The authors
Published by Bioscientifica Ltd www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International
License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. This work is licensed under a Creative Commons
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Attribution-NonCommercial 4.0 International
License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International License. http://creativecommons.org/licenses/by-nc/4.0/ A Deri and K English
Shunt lesions
R5
5:1
RA
L
A
RV
L
V
*
Figure 6
Dilated right atrium and right ventricle in an adult with a large secundum
ASD (*). RA
LA
RV
A
B
*
Figure 8
Four-chamber TOE view (mid-oesophageal, 0°) on 2D (A) and colour
Doppler (B). The maximum dimension of the ASD is measured and its
relationship with the AV valves assessed. A Deri and K English
Shunt lesions
R5
5:1 A Deri and K English
RA
L
A
RV
L
V
*
Figure 6
Dilated right atrium and right ventricle in an adult with a large secundum
ASD (*). Shunt lesions
R5
5:1
RA
LA
RV
A
B
*
Figure 8
Four-chamber TOE view (mid-oesophageal, 0°) on 2D (A) and colour
Doppler (B). The maximum dimension of the ASD is measured and its
relationship with the AV valves assessed. R5 RA
L
A
RV
L
V
* RA
LA
RV
A
B
*
Figure 8
Four-chamber TOE view (mid-oesophageal, 0°) on 2D (A) and colour
Doppler (B). The maximum dimension of the ASD is measured and its
relationship with the AV valves assessed. Figure 5 B RA
LA
RV
A
* B RA Figure 6 Figure 8
Four-chamber TOE view (mid-oesophageal, 0°) on 2D (A) and colour
Doppler (B). The maximum dimension of the ASD is measured and its
relationship with the AV valves assessed. Figure 6
Dilated right atrium and right ventricle in an adult with a large secundum
ASD (*). High right parasternal in patients considered for a percutaneous device closure. The American Society of Echocardiography has published
comprehensive guidelines for the TOE examination (14)
and for the assessment and percutaneous closure of ASDs
with transthoracic, transoesophageal and intracardiac
echocardiography (15). The patient is positioned in the right lateral decubitus
position
with
the
probe
in
a
superior-inferior
orientation. This view is ideal for detection of sinus
venosus defects. In young children TTE will usually allow a full
diagnostic study. In older children and adults, in
particular, those considered for a transcatheter device
closure,
transoesophageal
echocardiography
(TOE)
offers additional valuable information (Figs 8, 9, 10, 11
and 12). Table 1 summarises the basic TOE views for the
assessment of ASDs. As with TTE, the location, size and
number of defects should be identified as well as the
relationship with the surrounding structures, in particular In patients with poor acoustic windows, contrast
echocardiography is another alternative in selected
patients (15). Intravenous injection of agitated saline
in the left arm is very useful in the investigation of a
left SVC in the context of a completely unroofed CS;
imaging from the apical four-chamber view will reveal the
presence of contrast in the left upper corner of the LA and
subsequently in the RA. Aorta
R
LA
*
*
A
B
Figure 7
Parasternal short-axis view on 2D (A) and colour Doppler (B) showing a
large secundum ASD (*). Note the dilated right atrium (RA). Aorta
R
LA
*
*
A
B RA
LA
Ao
*
A
B
Figure 9
Transoesophageal view (mid-oesophageal, approximately 45°) of a large
ASD on 2D (A) and colour Doppler (B). The aortic rim is deficient. RA
LA
Ao
*
A
B B B B Figure 7 www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 Perimembranous defects Perimembranous defects are located in the membranous
septum. When viewed from the right ventricle, these
lesions are located towards the inner curvature of the
heart. Their location leads to continuity between the
tricuspid and aortic valves. This type may extend into the
inlet or outlet part of the right ventricle or may be large
enough to shunt towards all RV components. A
B
RA
LA
*
IVC
rim
C
SVC
Figure 11
Assessment of ASD (*) for device closure. The IVC rim is seen from the
transgastric bicaval view (116°) on 2D (A) and colour Doppler (B). B Perimembranous defects may close due to the
proximity of the septal leaflet of the tricuspid valve to
these defects; aneurysmal tissue from the underside of the
leaflet might partially or completely cover the hole. Alternatively, the right coronary cusp and sometimes
the non-coronary cusp may prolapse through the defect
with subsequent reduction of the size of the defect or
even complete occlusion, often at the expense of aortic
regurgitation. Epidemiology and morphology Ventricular septal defects are the most common congenital
heart lesion, occurring in approximately 33% of patients
with congenital heart disease (19). They may occur in
isolation or as part of more complex congenital heart
disease. Depending on their right ventricular borders they
can fall into one of three categories: Ventricular septal defects (VSDs) Large ASDs or those associated with paradoxical
embolism or platypnoea/orthodeoxia should be closed. Irreversible pulmonary hypertension is the only absolute
contraindication for closure. Secundum type defects with
adequate rims can be closed percutaneously (Fig. 13). Following device closure, the position of the device,
the relationship to surrounding structures, any residual
shunts should be carefully evaluated. Follow-up continues
lifelong every 1–2 years due to risk of erosion (16). Patients
post-surgical closure with no other cardiac abnormalities
are usually discharged after a year although a small but
definite incidence of atrial arrhythmias has been described
even years after the repair (17, 18). Figure 10 Figure 12
TOE 3D view of the atrial septum from the RA side. The ASD is
noted with *. g
Large atrial shunt secondary to multiple defects seen from the bicaval
TOE view (mid-oesophageal, 90°) on 2D (A) and colour Doppler (B). Large atrial shunt secondary to multiple defects seen from the bicaval
TOE view (mid-oesophageal, 90°) on 2D (A) and colour Doppler (B). www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 Figure 9 g
Parasternal short-axis view on 2D (A) and colour Doppler (B) showing a
large secundum ASD (*). Note the dilated right atrium (RA). g
Transoesophageal view (mid-oesophageal, approximately 45°) of a large
ASD on 2D (A) and colour Doppler (B). The aortic rim is deficient. Transoesophageal view (mid-oesophageal, approximately 45°) of a large
ASD on 2D (A) and colour Doppler (B). The aortic rim is deficient. Parasternal short-axis view on 2D (A) and colour Doppler (B) showing a
large secundum ASD (*). Note the dilated right atrium (RA). This work is licensed under a Creative Commons
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https://doi.org/10.1530/ERP-17-0062 © 2018 The authors
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http://creativecommons.org/licenses/by-nc/4 A Deri and K English
Shunt lesions
R6
5:1
LA
RA
SVC
*
A
B
Figure 10
Large atrial shunt secondary to multiple defects seen from the bicaval
TOE view (mid-oesophageal, 90°) on 2D (A) and colour Doppler (B). SVC
*
Ao
C
IVC
Figure 12
TOE 3D view of the atrial septum from the RA side. The ASD is
noted with *. R6 Shunt lesions
R
5:1
SVC
*
Ao
C
IVC
Figure 12
TOE 3D view of the atrial septum from the RA side. The ASD is
noted with *. LA
RA
SVC
*
A
B
Figure 10
Large atrial shunt secondary to multiple defects seen from the bicaval
TOE view (mid-oesophageal, 90°) on 2D (A) and colour Doppler (B). LA
RA
SVC
*
A
B SVC
*
Ao
C
IVC B This work is licensed under a Creative Commons
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http://creativecommons.org/licenses/by-nc/4.0/ Juxtaarterial and doubly committed defects Juxtaarterial
and
doubly
committed
defects
are
characterised by fibrous continuity between the adjacent
leaflets of the aortic and pulmonary valves. The outlet
septum and septal component of the subpulmonary
infundibulum are absent. The aortic sinus may prolapse
into the defect resulting in partial or complete closure at
the cost of aortic regurgitation (20). Muscular defects Muscular defects have completely muscular borders, they
can be single or multiple and located anywhere within
the septum. Figure 11 Assessment of ASD (*) for device closure. The IVC rim is seen from the
transgastric bicaval view (116°) on 2D (A) and colour Doppler (B). Assessment of ASD (*) for device closure. The IVC rim is seen from the
transgastric bicaval view (116°) on 2D (A) and colour Doppler (B). © 2018 The authors
Published by Bioscientifica Ltd © 2018 The authors
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Shunt lesions
R7
5:1
Table 1 Transoesophageal views for the assessment of ASD. View
Position in the oesophagus
Multiplane angles
Anatomical features
Four chamber
Mid-oesophagus
0°, 15°, 30°
Relationship to the AV valves
Posterior rims
ASD diameter
Upper oesophageal short axis
Mid- to upper oesophagus
0°, 15°, 30°, 45°
SVC rim
Right upper pulmonary vein
Superior aortic rim
Detection of sinus venosus defect
Mid-oesophageal aortic valve short axis
Mid-oesophagus
30°, 45°, 60°, 75°
Posterior and aortic rims
PFO
ASD diameter
Bicaval view
Mid-oesophagus
90°, 105°, 120°
IVC and SVC rims
Anomalous pulmonary venous drainage
ASD diameter
Long axis
Mid- to upper oesophagus
120°, 135°, 150°
Roof of the LA
Left pulmonary veins
AV, atrioventricular; IVC, inferior vena cava; LA, left atrium; SVC, superior vena cava. AV, atrioventricular; IVC, inferior vena cava; LA, left atrium; SVC, superior vena cava. ventricular septum and classifies VSDs as central, inlet,
outlet and muscular. Understandably, there is an on-going
debate and effort to achieve an international consensus
for VSD definition and categorisation (21, 22). Figure 14 Figure 14 Echocardiographic assessment Multiple windows, planes and sweeps should be used to
assess the ventricular septum. This classification of VSDs follows the European
approach
and
focuses
on
the
anatomic
features
immediately adjacent to the defect, the so-called border
approach. An alternative approach is geographical, which
focuses primarily on the position of the hole within the The perimembranous VSD can be demonstrated on
the PSAX (Fig. 14) and apical four-chamber views (Fig. 15). Its relationship to the aortic valve can be seen from apical
long axis and PLAX views. Occasionally, these defects are
covered by apposition of the septal leaflet of the tricuspid
valve and may close spontaneously, either partially or
completely. Associated findings such as double-chambered RA
LA
*
Figure 13
TOE mid-oesophageal view at 0° showing an ASD device in situ following
percutaneous ASD closure. RA
LA
* A
Ao! TV! *! LA! RA! RV! B
Figure 14
A perimembranous VSD is shown in the PSAX TTE view in 2D (A) and
colour Doppler (B). Note the tricuspid-aortic valve fibrous continuity. A
Ao! TV! *! LA! RA! RV! B B RA RA LA! www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 Location of defect(s) RV, a Gerbode defect or subaortic ridge can be seen with
perimembranous VSDs. The right or non-coronary cusp of
the aortic valve can prolapse into the defect leading to a
new onset aortic regurgitation. The PSAX view is very useful in identifying the location
of the VSD(s). A cut at the level of the aortic valve will
show a perimembranous VSD between 9 o’clock and 11
o’clock positions (Fig. 14). Occasionally, these defects are
partially covered by tricuspid valve aneurysmal tissue
and their size can be underestimated on 2D, but colour
flow Doppler will reveal the magnitude of flow. Anterior
extension of these defects will be seen between 11 and 12
o’clock. Doubly committed defects are identified between
12 and 2 o’clock (pulmonary valve hinge point) (Fig. 17). A sweep performed from the PSAX view beginning from
the aortic valve towards the apex can profile muscular
VSDs. Anterior muscular VSDs will be seen between Muscular VSDs (Fig. 16) are located at either the inlet,
outlet or trabecular portion of the septum and can be
singular or multiple. The septum should be interrogated
thoroughly at its entire length by sweeping from
subcostal, apical and parasternal views (Video 1). Colour
flow Doppler can identify small VSDs that are not visible
on 2D. The sensitivity of this is reduced in newborns with
persistent fetal circulation or patients of any age with
elevated RV pressure. Figure 13 Figure 13 g
A perimembranous VSD is shown in the PSAX TTE view in 2D (A) and
colour Doppler (B). Note the tricuspid-aortic valve fibrous continuity. TOE mid-oesophageal view at 0° showing an ASD device in situ following
percutaneous ASD closure. A perimembranous VSD is shown in the PSAX TTE view in 2D (A) and
colour Doppler (B). Note the tricuspid-aortic valve fibrous continuity. A perimembranous VSD is shown in the PSAX TTE view in 2D (A) and
colour Doppler (B). Note the tricuspid-aortic valve fibrous continuity. TOE mid-oesophageal view at 0° showing an ASD device in situ following
percutaneous ASD closure. © 2018 The authors
Published by Bioscientifica Ltd www.echorespract.com
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Shunt lesions
R8
5:1
RA
LA
LV
RV
*
A
B
Figure 15
Perimembranous VSD partially covered by tricuspid valve tissue. LA
RA
LV
RV
*
Figure 16
Large muscular VSD (*). The LA and LV are significantly dilated. A Deri and K English
Shunt lesions
R8
5:1 R8 LA
RA
LV
RV
*
Figure 16
Large muscular VSD (*). The LA and LV are significantly dilated. RA
LA
LV
RV
*
A
B
Figure 15
Perimembranous VSD partially covered by tricuspid valve tissue. RA
LA
LV
RV
*
A
B
Figure 15
Perimembranous VSD partially covered by tricuspid valve tissue. LA
RA
LV
RV
*
Figure 16
Large muscular VSD (*). The LA and LV are significantly dilated. LV LV RV RV Figure 15 Figure 16
Large muscular VSD (*). The LA and LV are significantly dilated. g
Large muscular VSD (*). The LA and LV are significantly dilated. g
Perimembranous VSD partially covered by tricuspid valve tissue. Multiple VSDs sweep. View Video 1 at http://movie-usa.
glencoesoftware.com/video/10.1530/ERP-17-0062/video-1. Multiple VSDs sweep. View Video 1 at http://movie-usa. glencoesoftware.com/video/10.1530/ERP-17-0062/video-1. Ao
TV
PA
*
Figure 17
Parasternal short-axis view showing a doubly committed VSD (*). The
right coronary cusp of the aortic valve has a mildly elongated appearance
as it is prolapsing through the defect, partially covering it. The aortic and
pulmonary valves are in fibrous continuity. This work is licensed under a Creative Commons
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http://creativecommons org/licenses Ao
TV
PA
* Doubly committed and juxtaarterial VSDs are best seen
from the PSAX view (Fig. 17, Video 2) as well as the PLAX
with slight counter clockwise rotation of the transducer. The unsupported right coronary cusp of the aortic
valve can potentially prolapse into the defect leading
to distortion of the leaflet and variable degree of aortic
insufficiency (Video 3). Figure 17 g
Parasternal short-axis view showing a doubly committed VSD (*). The
right coronary cusp of the aortic valve has a mildly elongated appearance
as it is prolapsing through the defect, partially covering it. The aortic and
pulmonary valves are in fibrous continuity. g
Parasternal short-axis view showing a doubly committed VSD (*). The
right coronary cusp of the aortic valve has a mildly elongated appearance
as it is prolapsing through the defect, partially covering it. The aortic and
pulmonary valves are in fibrous continuity. g
Parasternal short-axis view showing a doubly committed VSD (*). The
right coronary cusp of the aortic valve has a mildly elongated appearance
as it is prolapsing through the defect, partially covering it. The aortic and
pulmonary valves are in fibrous continuity. Video 2 DCVSD short axis. View Video 2 at http://movie-usa. glencoesoftware.com/video/10.1530/ERP-17-0062/video-2. Figure 19 g
TOE in a patient with previous surgical closure of a large VSD (* in image
A is in the position of the patch) with a fenestration allowing a residual
shunt as shown with colour Doppler (arrow in image B). (C) Post
percutaneous device closure of the defect (**). Large malalignment VSD (*) as seen from the apical four-chamber view
with anterior angulation to open the left ventricular outflow tract (A)
and parasternal long axis view (B). The outlet septum is posteriorly
deviated (arrow) creating a very narrow outflow tract. This newborn also
had a small, bicuspid aortic valve and interruption of the aortic arch. 12 and 2 o’clock, mid-muscular between 10 and 12 o’clock
and posterior muscular between 7 and 10 o’clock (23). treatment. Indication for closure in these patients will be
the development of complications (aortic cusp prolapse,
subaortic ridge, double-chambered RV, endocarditis). Infants with a significant shunt will develop congestive
heart failure and will be referred for surgery. Percutaneous
device closure is an alternative for a small and carefully
selected population, usually older children with muscular
or perimembranous defects with sufficient rims. The echocardiographer should look for malalignment
of the outlet septum (Fig. 18), straddling AV valves, aortic
cusp prolapse and other associated abnormalities and
also measure the defect margins for consideration of
transcatheter closure. Newborns and young children usually have excellent
acoustic windows that will allow a thorough transthoracic
echocardiographic assessment. In those patients in whom
TTE imaging is limited the TOE is an excellent alternative
particularly when there are haemodynamically associated
lesions or the defect is considered for percutaneous closure
(Fig. 19). Epidemiology and morphology Epidemiology and morphology Atrioventricular septal defects make up 4–5% of all
congenital heart defects, occurring in 34.8 per 100,000
live births (24). There is a very strong association between
AVSD and Down’s syndrome. Bergström and coworkers
described up to 42% of patients with Trisomy 21 and
congenital heart disease having an AVSD (25). Video 3 C
Figure 19
TOE in a patient with previous surgical closure of a large VSD (* in image
A is in the position of the patch) with a fenestration allowing a residual
shunt as shown with colour Doppler (arrow in image B). (C) Post
percutaneous device closure of the defect (**). Ao
*
LV
LA
B
Figure 18
Large malalignment VSD (*) as seen from the apical four-chamber view
with anterior angulation to open the left ventricular outflow tract (A)
and parasternal long axis view (B). The outlet septum is posteriorly
deviated (arrow) creating a very narrow outflow tract. This newborn also
had a small, bicuspid aortic valve and interruption of the aortic arch. LV! Ao! RV! **
! C Ao
*
LV
LA
B B LV! Figure 18 Figure 18 This work is licensed under a Creative Commons
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Attribution-NonCommercial 4 0 Int www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 Video 3 DCVSD Ao prolapse View Video 3 at http://movie-usa. glencoesoftware.com/video/10.1530/ERP-17-0062/video-3. www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 © 2018 The authors
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License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
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Shunt lesions
R9
5:1 A Deri and K English
Shunt lesions
R9
5:1
LV
RV
Ao
*
Ao
*
LV
LA
A
B
Figure 18
Large malalignment VSD (*) as seen from the apical four-chamber view
with anterior angulation to open the left ventricular outflow tract (A)
and parasternal long axis view (B). The outlet septum is posteriorly
deviated (arrow) creating a very narrow outflow tract. This newborn also
had a small bicuspid aortic valve and interruption of the aortic arch
LV
RV
Ao
*
LV! Ao! RV! **
! A
B
C
Figure 19
TOE in a patient with previous surgical closure of a large VSD (* in image
A is in the position of the patch) with a fenestration allowing a residual
shunt as shown with colour Doppler (arrow in image B). (C) Post
percutaneous device closure of the defect (**). Shunt lesions
R9
5:1
LV
RV
Ao
*
LV! Ao! RV! **
! A
B
C
Figure 19
TOE in a patient with previous surgical closure of a large VSD (* in image
A is in the position of the patch) with a fenestration allowing a residual
shunt as shown with colour Doppler (arrow in image B). (C) Post
percutaneous device closure of the defect (**). R9 LV
RV
Ao
*
LV! Ao! RV! **
! A
B
C
Figure 19
TOE in a patient with previous surgical closure of a large VSD (* in image
A is in the position of the patch) with a fenestration allowing a residual
shunt as shown with colour Doppler (arrow in image B). (C) Post
percutaneous device closure of the defect (**). LV
RV
Ao
*
A
B LV
RV
Ao
*
A B LV LV! Ao! RV! **
! Management Asymptomatic infants with a restrictive VSD and no
evidence of pulmonary hypertension will not require www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 © 2018 The authors
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Published by Bioscientifica Ltd A Deri and K English
Shunt lesions
R10
5:1 component of the bridging leaflets serves as a commissure
and is often described incorrectly as a ‘cleft’. The cardinal feature of all AVSDs is the presence of
a common AV junction rather than separate right and
left AV junctions. This common junction is guarded by
a distinctive AV valve (Fig. 20), which in the majority of
cases has a common AV orifice and consists of five leaflets. Occasionally, the common valve may be divided into
two orifices (right and left) under the conditions of dense
attachments to the ventricular septum, dense attachments
to the atrial septum (AVSD with no primum defect) or
divided by a tongue of tissue. Regardless of common or
separate orifices, the left component of the common AV
valve has three leaflets that have no counterparts in the
mitral valve of the normal heart. The left mural leaflet
is exclusively in the LV. The other two are the bridging
leaflets and are attached to variable extent with tension
apparatus into both ventricles. The left ventricular AVSDs can be classified depending on the level of
shunting across the defect. It is this anatomical feature
that influences the clinical presentation. ••
When neither of the bridging leaflets is attached to the
septal components, there is obligatory shunt at both
atrial and ventricular levels. The degree of ventricular
shunt will depend on the proximity of the bridging
leaflets to the crest of the ventricular septum. ••
When leaflets are attached to the ventricular crest, the
shunt will be at the atrial level. These are the so-called
partial AVSDs or ostium primum defects and have no
ventricular component. In partial AVSDs, the common
valve has two orifices. ••
When leaflets are fused to the underside of the atrial
septum, the shunt will be at the ventricular level. The AVSDs may be either balanced or unbalanced at
the ventricular level. Subcostal views Aorta The long axis and LAO view demonstrate the primum
defect as well as any additional atrial communications
(Fig. 5). The subcostal short axis and LAO views show
the abnormal elongation of the left ventricular outflow
tract due to unwedging of the aortic outflow gives the
appearance of ‘goose-neck deformity’ (Fig. 21). The
subcostal LAO allows the view of the common AV valve
en face and can be used to determine the balance of the
valve over the ventricles (Video 4). The subcostal short-
axis view shows the anatomy of the AV valves and helps
differentiate them from normal mitral and tricuspid
valves. The size of the mural leaflet and the papillary
muscles of the left AV valve can be identified in this view. A small mural leaflet and single papillary muscle have
been associated with imbalance of the left AV valve and
worse prognosis (27). Superior
bridging leaflet Left mural
leaflet Inferior bridging
leaflet Echocardiographic assessment TTE provides excellent visualisation of the anatomy of
AVSD and along with colour and spectral Doppler allows
a comprehensive evaluation of the defect. Mitral Valve Mitral Valve Tricuspid Valve Tricuspid Valve Tricuspid Valve Ao
Sup
Inf
Left
Right
B B Aorta
Pulmonary Valve
Sup
Inf
Left
Right
B
Superior
bridging leaflet
Inferior bridging
leaflet
Left mural
leaflet Pulmonary Valve Management In the latter, the common AV
valve opens predominantly to one ventricle, and there
is associated hypoplasia of the contralateral ventricle. Unbalance might also be noted at the atrial level;
malaligned atrial septum as well as double outlet atrium
have been described (26). Mitral Valve
Tricuspid Valve
Aorta
Pulmonary Valve
Sup
Inf
Left
Right
A
Aorta
Pulmonary Valve
Sup
Inf
Left
Right
B
Superior
bridging leaflet
Inferior bridging
leaflet
Left mural
leaflet
Figure 20
(A) Normal arrangement of atrioventricular and semilunar valves. In the
normal heart the aortic and mitral valves are in fibrous continuity. (B)
Common AV valve instead of normal Tricuspid and Mitral valves in AVSD. Note the ‘unwedged’ position of the Aorta in the AVSD setting. The
Aorta maintains its fibrous continuity with the common AV valve. Tricuspid Valve
Aorta
Sup
Inf
Left
Right
A Mitral Valve
Tricuspid Valve
Aorta
Pulmonary Valve
Sup
Inf
Left
Right
A Mitral Valve
Pulmonary Valve Aorta This work is licensed under a Creative Commons
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http://creativecommons.org/licenses/by-nc/4.0/ PLAX view The AV valve regurgitation is further assessed from this
view. Abnormal chordal attachments or a subaortic
membrane may be identified (Fig. 23). Figure 20 g
(A) Normal arrangement of atrioventricular and semilunar valves. In the
normal heart the aortic and mitral valves are in fibrous continuity. (B)
Common AV valve instead of normal Tricuspid and Mitral valves in AVSD. Note the ‘unwedged’ position of the Aorta in the AVSD setting. The
Aorta maintains its fibrous continuity with the common AV valve. (A) Normal arrangement of atrioventricular and semilunar valves. In the
normal heart the aortic and mitral valves are in fibrous continuity. (B)
Common AV valve instead of normal Tricuspid and Mitral valves in AVSD. Note the ‘unwedged’ position of the Aorta in the AVSD setting. The
Aorta maintains its fibrous continuity with the common AV valve. www.echorespract.com
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LV
RV
Ao
A
B
Figure 21
Subcostal left anterior oblique view of an infant with AVSD showing the
‘goose-neck deformity’ of the left ventricular outflow tract. En face view of AV valve. View Video 4 at http://movie-usa.
glencoesoftware.com/video/10.1530/ERP-17-0062/video-4. En face view of AV valve. View Video 4 at http://movie-usa. glencoesoftware.com/video/10.1530/ERP-17-0062/video-4. PSAX view This will demonstrate the VSD and identify additional
ventricular defects. The AV valves can be seen in the short
axis and the origin of regurgitation was assessed. AVSDs may be associated with other congenital
defects such as Tetralogy of Fallot, isomerism of the atrial
appendages, anomalous pulmonary venous drainage Figure 21 LA
Ao
LV
*
RV
*
**
A
B
C
D
E
F
Figure 23
Patient several years post repair of AVSD with significant subaortic
obstruction. (A) PLAX reveals a subaortic membrane (*) but colour
Doppler (B) demonstrates presence of turbulence below the level of the
membrane. A 3D volume was acquired from the PLAX window. MPR
showed chordal attachments to the LVOT (**) in addition to the subaortic
membrane (*) (C and F). The excursion of the aortic leaflets is limited
secondary to the membrane (D). This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International
Downloaded from Bioscientifica.com at 10/24/2024 04
via Open Access This work is licensed under a Creative LA
Ao
LV
*
RV
A
B Subcostal left anterior oblique view of an infant with AVSD showing the
‘goose-neck deformity’ of the left ventricular outflow tract. B Apical view Both AV valves as well as the relationship of the common
AV valve within the defect are seen in this view (Fig. 22). Posterior to anterior sweep will reveal the VSD and can
demonstrate chordal attachments to the ventricular
septum. Colour Doppler will show the AV valve inflow
and regurgitation. The LVOT can be assessed from the
apical 5-chamber view. Obstruction of the LVOT can be
seen either before or after surgical repair and could be
due to chordal attachments to the LV side of the septum,
subaortic membrane, septal hypertrophy, anomalous or
prominent papillary muscle. *
**
C
D
E
F C D Primum
ASD
D
VSD
A
B
Figure 22
AVSD with large atrial and ventricular components seen from the apical
four-chamber view on 2D (A). Colour Doppler (B) shows a mild degree of
central AV valve regurgitation. Primum
ASD
D
VSD
A
B B Figure 23 Patient several years post repair of AVSD with significant subaortic
obstruction. (A) PLAX reveals a subaortic membrane (*) but colour
Doppler (B) demonstrates presence of turbulence below the level of the
membrane. A 3D volume was acquired from the PLAX window. MPR
showed chordal attachments to the LVOT (**) in addition to the subaortic
membrane (*) (C and F). The excursion of the aortic leaflets is limited
secondary to the membrane (D). Patient several years post repair of AVSD with significant subaortic
obstruction. (A) PLAX reveals a subaortic membrane (*) but colour
Doppler (B) demonstrates presence of turbulence below the level of the
membrane. A 3D volume was acquired from the PLAX window. MPR
showed chordal attachments to the LVOT (**) in addition to the subaortic
membrane (*) (C and F). The excursion of the aortic leaflets is limited
secondary to the membrane (D). Figure 22 Figure 22 g
AVSD with large atrial and ventricular components seen from the apical
four-chamber view on 2D (A). Colour Doppler (B) shows a mild degree of
central AV valve regurgitation. © 2018 The authors
Published by Bioscientifica Ltd www.echorespract.com
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Shunt lesions
R12
5:1 Shunt lesions
R12
5:1 A Deri and K English Patent arterial duct
Primum
ASD
VSD
RV
LV
RV
LV
A
B
C
D
Figure 24
(A) AVSD with a degree of unbalance to the left. (B) The common valve is
seen from the subcostal LAO view and the area of the left AV valve to the
common AV valve is calculated (AV valve index). (C and D) The inflows
are assessed on colour Doppler. Note the smaller size of the LV inflow in
comparison to that on the right. Primum
ASD
VSD
RV
LV
A and the echocardiographer should perform a careful
assessment in the usual sequential segmental approach. A Figure 24 (A) AVSD with a degree of unbalance to the left. (B) The common valve is
seen from the subcostal LAO view and the area of the left AV valve to the
common AV valve is calculated (AV valve index). (C and D) The inflows
are assessed on colour Doppler. Note the smaller size of the LV inflow in
comparison to that on the right. Management and follow-up Patients with AVSD will require surgery with timing
depending on the degree and location of shunt. Those
with large atrial and ventricular components are usually
repaired between the age of 3 and 6 months. If there
is shunting only at the atrial level, the natural history
is similar to that observed in patients with atrial septal
defects. The age of repair varies between institutions
with some preferring to repair between 1 and 2 years
of age (30) and other centres waiting up until 8 years
(31). A significant degree of AV valve regurgitation
may, however, necessitate an earlier intervention. A
small number of patients with atrial shunting only are
diagnosed in adolescent or adult life and are therefore
repaired later. Unbalanced AVSD Unbalance of the atria should be assessed from the apical
four-chamber view. The atrial and AV valve inflows are
evaluated by colour, pulse-wave and continuous-wave
Doppler to look for presence of obstruction and assess its
severity. Ventricular imbalance is assessed from several views
and various techniques have been proposed: En face
view of the AV valve from the subcostal LAO allows the
calculation of the modified AV valve index (AVVI = Left
AV valve area: Total AV valve area) (28) (Fig. 24). AVVI
between 0.4 and 0.6 is suggestive of balanced AVSD. Other parameters such as RV:LV inflow angle, the LA
overriding the left AV valve, size parameters of the LV
inflow (29), the direction of flow at the VSD in systole
and in the transverse arch as well as the presence
of any obstruction are felt to be likely surrogates of
LV adequacy. B As with all other lesions, TOE offers valuable
information in the definition of anatomy, assessment
of regurgitation jets and shunt in patients with AVSD
(Fig. 25). It is particularly useful in older children and
adults where the acoustic windows for TTE are limited and
also in the perioperative assessment of residual lesions,
stenosis or regurgitation of the AV valves as well as the
estimation of the RV pressure. RV
LV
C
D High left parasternal transverse view significant shunt. The duct in a right arch can originate
either from the proximal descending aorta (right duct)
or the base of the left subclavian (left duct). A left duct High left parasternal transverse view shows the pulmonary
artery bifurcation and the duct. Echocardiographic assessment Echocardiography is the investigation of choice in the
diagnosis and assessment of the patent duct. In neonates and infants the ductal flow can be
demonstrated from several imaging views using colour
Doppler but is best seen from the parasternal and
suprasternal windows. Figure 25 TOE in an adult with primum ASD (*). Colour Doppler interrogation did
not reveal shunt at the ventricular level. TOE in an adult with primum ASD (*). Colour Doppler interrogation did
not reveal shunt at the ventricular level. Figure 26 Figure 26
(A) Parasternal short-axis in a newborn with pulmonary hypertension. There is bidirectional flow across the duct, confirmed on spectral Doppler
(B). Note the low velocity flow in keeping with elevated pulmonary
arterial pressure. The duct is seen along the left lateral border of the MPA
(Fig. 26). High left parasternal sagittal view
(‘ductal view’) A
B
PDA
RPA
LPA
DAo
Figure 27
(A) High parasternal view on 2D shows the bifurcation of the main
pulmonary artery and a large PDA with large left to right shunt (B). A
B
PDA
RPA
LPA
DAo This demonstrates the long axis of the duct, between the
descending aorta and the LPA (Fig. 27). B Parasternal long axis view This view allows assessment of the LV size and LA: Ao
root ratio with MMode. Ratio ≥1.4 is suggestive of at
least moderate shunt (33). The size of the LV is also
assessed from this view and indexed to the infant’s body
surface area. Suprasternal view From the suprasternal sagittal view the arch sidedness,
its branching pattern and size should be assessed and
coarctation of the aorta excluded. Holodiastolic flow
reversal in the descending aorta is suggestive of a Epidemiology and morphology Echocardiography (TTE, TOE, 3D) has a key role in
the follow-up of these patients; residual shunts, the degree
of AV valve regurgitation or narrowing and development
of subaortic stenosis are the most common reasons for
re-intervention. The reported incidence of a persistent duct in term
neonates is only 1 in 2000 births, accounting for 5%–10%
of all congenital heart disease (32). In preterm newborns
the incidence is significantly higher. © 2018 The authors
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https://doi.org/10.1530/ERP-17-0062 LV
RV
RA
LA
*
A
B
Figure 25
TOE in an adult with primum ASD (*). Colour Doppler interrogation did
not reveal shunt at the ventricular level. LV
RV
RA
LA
*
A
B PDA
MPA
Ao
A B LV B Video 5 MPR with 3D of muscular VSDs. View Video 5 at http://
movie-usa.glencoesoftware.com/video/10.1530/ERP-17-
0062/video-5. A complete echocardiographic assessment should
be performed to exclude other cardiac malformations,
particularly duct dependent lesions, such as pulmonary
atresia or coarctation of the aorta. 3DE is outside the scope of this review. For more
information please refer to the EAE/ASE recommendations
for image acquisition and display using three-dimensional
echocardiography (34) and the Consensus on 3DE in
Congenital Heart Disease from the European Association
of Cardiovascular Imaging and the ASE (35). 3DE is outside the scope of this review. For more
information please refer to the EAE/ASE recommendations
for image acquisition and display using three-dimensional
echocardiography (34) and the Consensus on 3DE in
Congenital Heart Disease from the European Association
of Cardiovascular Imaging and the ASE (35). Colour Doppler is useful in the diagnosis of small
ducts, not easily seen on 2D, particularly in adults
with suboptimal echocardiographic windows. The flow
across the duct during the cardiac cycle offers valuable
information regarding the pulmonary pressure (Fig. 26). Funding g
This work did not receive any specific grant from any funding agency in
the public, commercial or not-for-profit sector. Author contribution statement 3D echocardiography is extremely useful and strongly
recommended for the diagnosis, management and
follow-up of patients with these lesions. The anatomy of
ASDs (Fig. 12) and VSDs can be assessed with accuracy (34,
35, 36). It provides information regarding the location,
shape and size of the defect (s) and the relationship with
surrounding structures (Video 5). Its role is essential in
planning and performing a percutaneous closure as well
as in perioperative imaging. Multiplanar reformat (MPR)
allows accurate measurements of the defects and facilitates
the understanding of complex anatomies. K E wrote the introduction, clinical manifestations, management and
follow-up. A D wrote the morphology and echocardiographic assessment. Pitfalls in the imaging of ducts ••
A large duct with right to left shunt might be difficult to
identify, as the flow across it resembles the flow in the
descending aorta or the LPA. Other findings suggestive
of pulmonary hypertension (significant TR pressure
gradient, flattening of the IVS in systole) will assist in the
diagnosis. Contrast echocardiography may also be helpful;
intravenous injection of agitated saline will demonstrate
micro bubbles in the descending but not the ascending
aorta in the presence of right to left ductal shunt. ••
A large duct with right to left shunt might be difficult to
identify, as the flow across it resembles the flow in the
descending aorta or the LPA. Other findings suggestive
of pulmonary hypertension (significant TR pressure
gradient, flattening of the IVS in systole) will assist in the
diagnosis. Contrast echocardiography may also be helpful;
intravenous injection of agitated saline will demonstrate
micro bubbles in the descending but not the ascending
aorta in the presence of right to left ductal shunt. Conclusion Echocardiography has a key role in the diagnosis,
management and long-term follow-up of patients with
left to right shunts. TTE is the investigation of choice and
offers valuable information in infants and older children
and can be enhanced by TOE in children and adults with
suboptimal acoustic windows. 3D echocardiography
is highly recommended for the examination and
management of ASDs, VSDs and AVSDs. Large left to right
shunts that are left untreated have a catastrophic outcome
and therefore early diagnosis and careful haemodynamic
assessment are paramount. ••
In some cases, a red signal along the medial border of
the MPA is seen in early systole that can be confused
with a duct. This is a normal flow pattern that represents
helical flow in the MPA and can be differentiated by
the ductal flow given its location and timing. Figure 27 (A) High parasternal view on 2D shows the bifurcation of the main
pulmonary artery and a large PDA with large left to right shunt (B). (A) High parasternal view on 2D shows the bifurcation of the main
pulmonary artery and a large PDA with large left to right shunt (B). © 2018 The authors
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License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
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https://doi.org/10.1530/ERP-17-0062 Shunt lesions
R14
5:1
Video 5
MPR with 3D of muscular VSDs. View Video 5 at http://
movie-usa.glencoesoftware.com/video/10.1530/ERP-17-
0062/video-5. A Deri and K English in a right aortic arch with aberrant left subclavian artery
confirms the diagnosis of a vascular ring. Management and follow-up Declaration of interest
The authors declare that there is no conflict of interest that could be
perceived as prejudicing the impartiality of this review. Haemodynamically significant ducts can be either ligated
surgically or closed percutaneous with a device or coil. Post procedure the echocardiographer should look for
residual shunt, evidence of pulmonary hypertension
and exclude obstruction of the left pulmonary artery or
arch secondary to the device. No long term follow-up is
required following successful closure. org/10.1016/j.echo.2010.05.010) org/10.1016/j.echo.2010.05.010) 5 Helbing WA, Bosch HG, Maliepaard C, Rebergen SA, van der
Geest RJ, Hansen B, Ottenkamp J, Reiber JH & de Roos A. Comparison of echocardiographic methods with magnetic resonance
imaging for assessment of right ventricular function in children. American Journal of Cardiology 1995 76 589–594. (https://doi. org/10.1016/S0002-9149(99)80161-1) 5 Helbing WA, Bosch HG, Maliepaard C, Rebergen SA, van der
Geest RJ, Hansen B, Ottenkamp J, Reiber JH & de Roos A. Comparison of echocardiographic methods with magnetic resonance
imaging for assessment of right ventricular function in children. American Journal of Cardiology 1995 76 589–594. (https://doi. org/10.1016/S0002-9149(99)80161-1) 18 Bricker JT, Gillette PC, Cooley DA & McNamara DG. Dysrhythmias
after repair of atrial septal defect. Texas Heart Institute Journal 1986 13
203–208. 19 Lewis DA, Loffredo CA, Correa-Villaseñor A, Wilson PD & Martin GR. Descriptive epidemiology of membranous and muscular ventricular
septal defects in the Baltimore-Washington Infant Study. Cardiology
in the Young 1996 6 281–290. 6 Alghamdi MH, Grosse-Wortmann L, Ahmad N, Mertens L &
Friedberg MK. Can simple echocardiographic measures reduce the
number of cardiac magnetic resonance imaging studies to diagnose
right ventricular enlargement in congenital heart disease? Journal of
the American Society of Echocardiography 2012 25 383–384. (https://
doi.org/10.1016/j.echo.2011.12.022) 20 Anderson RH. Ventricular septal defects. In Paediatric Cardiology,
3rd edn., ch 28, pp 594–605. Eds RH Anderson, EJ Baker, DJ Penny,
AN Redington, ML Rigby & G Wernovsky. Philadelphia, PA, USA:
Churchill Livingstone, 2010. 7 Gopal AS, Chukwu EO, Iwuchukwu CJ, Katz AS, Toole RS,
Schapiro W & Reichek N. Normal values of right ventricular
size and function by real-time 3-dimensional echocardiography:
comparison with cardiac magnetic resonance imaging. Journal of the
American Society of Echocardiography 2007 20 445–455. (https://doi. org/10.1016/j.echo.2006.10.027) 7 Gopal AS, Chukwu EO, Iwuchukwu CJ, Katz AS, Toole RS,
Schapiro W & Reichek N. Normal values of right ventricular
size and function by real-time 3-dimensional echocardiography:
comparison with cardiac magnetic resonance imaging. Journal of the
American Society of Echocardiography 2007 20 445–455. (https://doi. org/10.1016/j.echo.2006.10.027) 21 McCarthy KP, Ho SY & Anderson RH. Categorisation of ventricular
septal defects: review of the perimembranous morphology. Images in
Paediatric Cardiology 2000 2 24–40. 22 Jacobs JP, Burke RP, Quintessenza JA & Mavroudis C. Congenital
heart surgery nomenclature and database project: ventricular septal
defect. Annals of Thoracic Surgery 2000 69 S25–S35. (https://doi. org/10.1016/j.echo.2010.05.010) org/10.1016/S0003-4975(99)01270-9) 8 Lu X, Nadvoretskiy V, Bu L, Stolpen A, Ayres N, Pignatelli RH,
Kovalchin JP, Grenier M, Klas B & Ge S. Accuracy and reproducibility
of real-time three-dimensional echocardiography for assessment of
right ventricular volumes and ejection fraction in children. Journal of
the American Society of Echocardiography 2008 21 84–89. (https://doi. org/10.1016/j.echo.2007.05.009) 23 Forbus GA & Shirali GS. Anomalies of the ventricular septum. In
Echocardiography in Paediatric and Congenital Heart Disease from Fetus
to Adult, 1st ed., ch 12, p 180. Eds WW Lai, LL Mertens, MS Cohen &
T Geva. Hoboken, NJ, USA: John Wiley & Sons Ltd, 2009. 24 Hoffman JI & Kaplan S. The incidence of congenital heart disease. JACC: Journal of the American College of Cardiology 2002 39
1890–1900. (https://doi.org/10.1016/S0735-1097(02)01886-7) 9 Jenkins C, Chan J, Bricknell K, Strudwick M & Marwick TH. Reproducibility of right ventricular volumes and ejection fraction
using real-time three-dimensional volumes using real-time three-
dimensional echocardiography: comparison with cardiac MRI. Chest
2007 131 1844–1851. (https://doi.org/10.1378/chest.06-2143) 25 Bergstöm S, Carr H, Petersson G, Stephansson O, Edstedt
Bonamy AK, Dahlström A, Pegelow Halvorsen C & Johansson S. Trends in congenital heart defects in infants with Down syndrome. Pediatrics 2016 138 e20160123. 10 Rufino Nascimento IG, Dehant P, Jimenez M, Dequeker JL, Castela E
& Choussat A. Calculation of the pulmonary to systemic flow ratio
using echo-Doppler in septal defects-correlation with oximetry. Revista Portuguesa de Cardiologia 1989 8 35–40. 26 Ebels T, Elzenga N & Anderson RH. Atrioventricular septal defects. In
Paediatric Cardiology, 3rd ed., ch 27, pp 560–564. Eds RH Anderson,
EJ Baker, DJ Penny, AN Redington, ML Rigby & G Wernovsky. Philadelphia, PA, USA: Churchill Livingstone, 2010. 11 Schubert S, Peters B, Abdul-Khaliq H, Nagdyman N, Lange PE &
Ewert P. Left ventricular conditioning in the elderly patient to
prevent congestive heart failure after transcatheter closure of atrial
septal defect. Catheterization and Cardiovascular Interventions 2005 64
333–337. (https://doi.org/10.1002/ccd.20292) 27 Draulans-Noë HA, Wenink AC & Quaegebeur J. Single papillary muscle
(“parachute valve”) and double-orifice ventricle in atrioventricular
septal defects convergence of chordal attachments: surgical anatomy
and results of surgery. Pediatric Cardiology 1990 11 29–35. 28 Jegatheeswaran A, Pizarro C, Caldarone CA, Cohen MS, Baffa JM,
Gremmels DB, Mertens L, Morrell VO, Williams WG, Blackstone EH,
et al. Echocardiographic definition and surgical decision-making
in unbalanced atrioventricular septal defect. Circulation 2010 122
S209–S215. (https://doi.org/10.1161/CIRCULATIONAHA.109.925636) 12 Anderson RH. Interatrial communications. References 1 Hoffman JIE. The global burden of congenital heart disease. Cardiovascular Journal of Africa 2013 24 141–145. (https://doi. org/10.5830/CVJA-2013-028) 2 Levin AR, Spach MS, Boineau JP, Canent RV Jr, Capp MP & Jewett PH. Atrial pressure-flow dynamics in atrial septal defects (secundum
type). Circulation 1968 37 476–488. (https://doi.org/10.1161/01. CIR.37.4.476) 2 Levin AR, Spach MS, Boineau JP, Canent RV Jr, Capp MP & Jewett PH. Atrial pressure-flow dynamics in atrial septal defects (secundum
type). Circulation 1968 37 476–488. (https://doi.org/10.1161/01. CIR.37.4.476) © 2018 The authors
Published by Bioscientifica Ltd © 2018 The authors
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License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International License. http://creativecommons.org/licenses/by-nc/4.0/ A Deri and K English R15 5:1 Shunt lesions 15 Silvestry F, Cohen M, Armsby LB, Burkule NJ, Fleishman CE,
Hijazi ZM, Lang RM, Rome JJ & Wang Y. Guidelines for the
echocardiographic assessment of atrial septal defect and patent
foramen ovale: from the American Society of Echocardiography and
Society for Cardiac Angiography and Interventions. Journal of the
American Society of Echocardiography 2015 28 910–958. (https://doi. org/10.1016/j.echo.2015.05.015) 3 Lopez L, Colan SD, Frommelt PC, Ensing GJ, Kendall K,
Younoszai AK, Lai WW & Geva T. Recommendations for
quantification methods during the performance of a pediatric
echocardiogram: a report from the pediatric measurements writing
group of the American Society of Echocardiography Pediatric and
Congenital Heart Disease Council. Journal of the American Society
of Echocardiography 2010 23 465–495. (https://doi.org/10.1016/j. echo.2010.03.019) 16 Abaci A, Unlu S, Alsancak Y, Kaya U & Sezenoz B. Short and long
term complications of device closure of atrial septal defect and
patent foramen ovale: meta analysis of 28,142 patients from 203
studies. Catheterization and Cardiovascular Interventions 2013 82
1123–1138. (https://doi.org/10.1002/ccd.24875) 4 Rudski LG, Lai WW, Afilalo J, Hua L, Handschumacher MD,
Chandrasekaran K, Solomon SD, Louie EK & Schiller NB. Guidelines
for the echocardiographic assessment of the right heart in adults: a
report from the American Society of Echocardiography. Journal of the
American Society of Echocardiography 2010 23 685–713. (https://doi. 4 Rudski LG, Lai WW, Afilalo J, Hua L, Handschumacher MD,
Chandrasekaran K, Solomon SD, Louie EK & Schiller NB. Guidelines
for the echocardiographic assessment of the right heart in adults: a
report from the American Society of Echocardiography. www.echorespract.com
https://doi.org/10.1530/ERP-17-0062 References Journal of the
American Society of Echocardiography 2010 23 685–713. (https://doi. 17 Young D. Later results of closure of secundum atrial septal defect in
children. American Journal of Cardiology 1973 31 14–22. (https://doi. org/10.1016/0002-9149(73)90804-7) Received in final form 28 January 2018
Accepted 5 February 2018
Accepted Preprint published online 5 February 2018 org/10.1016/j.echo.2010.05.010) In Paediatric Cardiology,
3rd edn., ch 25, p 529. Eds RH Anderson, EJ Baker, DJ Penny, AN
Redington, ML Rigby & G Wernovsky. Philadelphia, PA, USA:
Churchill Livingstone, 2010. 12 Anderson RH. Interatrial communications. In Paediatric Cardiology,
3rd edn., ch 25, p 529. Eds RH Anderson, EJ Baker, DJ Penny, AN
Redington, ML Rigby & G Wernovsky. Philadelphia, PA, USA:
Churchill Livingstone, 2010. 13 McCarthy K, Ho S & Anderson R. Defining the morphology
phenotypes of atrial septal defects and interatrial communications. Images in Paediatric Cardiology 2003 5 1–24. 29 Cohen MS, Jegatheeswaran A, Baffa JM, Gremmels DB, Overman DM,
Caldarone CA, McCrindle BW & Mertens L. Echocardiographic
features defining right dominant unbalanced atrioventricular septal
defect. A multi-institutional Congenital Heart Surgeons’ Society
Study. Circulation: Cardiovascular Imaging 2013 6 508–513. 14 Hahn RT, Abraham T, Adams MS, Bruce CJ, Glas KE, Lang RM,
Reeves ST, Shanewise JS, Siu SC, Stewart W, et al. Guidelines for
performing a comprehensive transesophageal echocardiographic
examination: recommendations from the American Society
of Echocardiography and the Society of Cardiovascular
Anesthesiologists. Journal of the American Society of Echocardiography
2013 26 921–964. (https://doi.org/10.1016/j.echo.2013.07.009) 30 Devlin PJ, Backer CL, Eltayeb O, Mongé MC, Hauck AL &
Costello JM. Repair of partial atrioventricular septal defect: age and
outcomes. Annals of Thoracic Surgery 2016 102 170–177. (https://doi. org/10.1016/j.athoracsur.2016.01.085) © 2018 The authors
Published by Bioscientifica Ltd This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International
License. Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International License. http://creativecommons.org/licenses/by-nc/4.0/ www.echorespract.com
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License
Downloaded from Bioscientifica.com at 10/24
via Open Access. This work is licensed under a 5:1 Echocardiography 2012 25 3–46. (https://doi.org/10.1016/
j.echo.2011.11.010) Echocardiography 2012 25 3–46. (https://doi.org/10.1016/
j.echo.2011.11.010)
35 Simpson J, Lopez L, Acar P, Friedberg MK, Khoo NS, Ko HH,
Marek J, Marx G, McGhie JS, Meijboom F, et al. Three-dimensional
echocardiography in congenital heart disease: an expert consensus
document from the European Association of Cardiovascular Imaging
and the American Society of Echocardiography. Journal of the
American Society of Echocardiography 2017 30 1–27. (https://doi.org/
10.1016/j.echo.2016.08.022)
36 Cossor W, Cui VW & Roberson DA. Three-dimensional
echocardiography en face views of ventricular septal defects:
feasibility, accuracy, imaging, protocols and reference image
collection. Journal of the Americal Society of Echocardiography 2015 28
1020–1029. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International
License.
Downloaded from Bioscientifica.com at 10/24/2024 04:45:27AM
via Open Access. This work is licensed under a Creative Commons
Attribution-NonCommercial 4.0 International License.
http://creativecommons.org/licenses/by-nc/4.0/ org/10.1016/j.echo.2010.05.010) (https://doi.org/10.1016/j.echo.2015.05.014) 35 Simpson J, Lopez L, Acar P, Friedberg MK, Khoo NS, Ko HH,
Marek J, Marx G, McGhie JS, Meijboom F, et al. Three-dimensional
echocardiography in congenital heart disease: an expert consensus
document from the European Association of Cardiovascular Imaging
and the American Society of Echocardiography. Journal of the
American Society of Echocardiography 2017 30 1–27. (https://doi.org/
10.1016/j.echo.2016.08.022) 32 Schneider DJ & Moore JW. Patent ductus arteriosus. Circulation 2006
114 1873–1882. (https://doi.org/10.1161/CIRCULATIONAHA.105.592063) 33 Johnson GL, Breart GL, Gewitz MH, Brenner JI, Lang P, Dooley KJ
& Curtis Ellison R. Echocardiographic characteristics of premature
infants with patent ductus arteriosus. Pediatrics 1983 72 864–871. 36 Cossor W, Cui VW & Roberson DA. Three-dimensional
echocardiography en face views of ventricular septal defects:
feasibility, accuracy, imaging, protocols and reference image
collection. Journal of the Americal Society of Echocardiography 2015 28
1020–1029. (https://doi.org/10.1016/j.echo.2015.05.014) 34 Lang RM, Badano LP, Tsang W, Adams DH, Agricola E,
Buck T, Faletra FF, Franke A, Hung J, de Isla LP, et al. EAE/ASE
recommendations for image acquisition and display using
three-dimensional echocardiography. Journal of the American Society of 34 Lang RM, Badano LP, Tsang W, Adams DH, Agricola E,
Buck T, Faletra FF, Franke A, Hung J, de Isla LP, et al. EAE/ASE
recommendations for image acquisition and display using
three-dimensional echocardiography. Journal of the American Society of Received in final form 28 January 2018
Accepted 5 February 2018
Accepted Preprint published online 5 February 2018 © 2018 The authors
Published by Bioscientifica Ltd © 2018 The authors
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АМЕА-nın Xəbərləri (biologiya və tibb elmləri), cild 70, №3, səh. 52-55 (2015) АМЕА-nın Xəbərləri (biologiya və tibb elmləri), cild 70, №3, səh. 52-55 (2015) Активность Аконитазы Головного Мозга Белых Крыс
После Пренатальной Гипоксии С.Н. Баба-заде, Т.М. Агаев С.Н. Баба-заде, Т.М. Агаев Институт физиологии им. А.И.Гараева НАНА, ул.Шариф-заде,2, Баку AZ 1100, Азер Исследованы изменения активности митохондриальной и цитоплазматической аконитазы в
головном мозге белых крыс разного возраста, подвергнутых гипоксии в период органогенеза
пренатального развития. Установлено, что пренатальная гипоксия в постнатальном развитии
увеличивает активность аконитазы, причем, этот процесс носит обратимый характер. ВВЕДЕНИЕ Несмотря на то, что фермент изучается с
40-ых годов ХХ века, в литературе нет количе-
ственных данных о содержании в тканях голов-
ного мозга животных цитоплазматической и
митохондриальных форм аконитазы. Аконитаза иначе называемая аконитатгид-
ратаза, (КФ 4.2.1.3), является одним из фермен-
тов цикла трикарбоновых кислот. Фермент об-
ратимо превращает лимонную кислоту в изоли-
монную кислоту и тем самым поддерживает, так
называемое аконитазное равновесие состоящее
из 91% цитрата, 6% изоцитрата и 3% цис-
аконита. Аконитаза обнаружена в клетках жи-
вотных, растений и микроорганизмов (Зайчи-
кова,2010). Аконитаза относится к тем немно-
гим белкам, которые в клетке выполняют не-
сколько функций: в железосодержащей форме
он катализирует одну из реакций цикла Кребса
(обратимое превращение лимонной кислоты в
изолимонную), а при окислительном стрессе в
форме без иона железа связывается с регуля-
торным элементом мРНК ферритина и репрес-
сирует ее трансляцию, а также связывается с
элементами нестабильности в мРНК рецептора
трансферрина и защищает эту мРНК от дегра-
дации. При увеличении в клетке количества
двухвалентного железа фермент самопроиз-
вольно регенерируется и образует цитозольную
аконитазу (William, 2006). Гипоксия оказывает влияние на активность
многих ферментов. Имеются данные, что гипок-
сия, перенесенная плодом в период органогене-
за сказывается в постнатальном периоде разви-
тия (Журавин, 2009). Целью данной работы является изучение
влияния пренатальной гипоксии в периоде ор-
ганогенеза на активность аконитазы в различ-
ных частях головного мозга белых крыс в пост-
натальном развитии. Представленная работа
может помочь в решении некоторых вопросов
энергоснабжения головного мозга в стрессовых
ситуациях. Исследованы изменения активности митохондриальной и цитоплазматической аконитазы в
головном мозге белых крыс разного возраста, подвергнутых гипоксии в период органогенеза
пренатального развития. Установлено, что пренатальная гипоксия в постнатальном развитии
увеличивает активность аконитазы, причем, этот процесс носит обратимый характер. Ключевые слова: Гипоксия, головной мозг крыс, аконитаза МАТЕРИАЛЫ И МЕТОДЫ Эксперименты проводились на самках бес-
породных белых крыс в количестве 20 голов. Самки в период органогенеза плода три дня в
течение 10 мин подвергались гипоксии в спе-
циальной камере газовой смесью, состоящей из
95% азота и 5% кислорода. Полученное от них
потомство делилось на три группы и выращива-
лось до достижения требуемого возраста: 17-ти
дней, 1-го и 3-х месяцев. Эти возрасты считают-
ся критическими в постнатальном развитии
крыс. После окончания каждой серии опытов
животных декапитировали, извлекали головной
мозг и отделяли орбитальную., сенсомоторную.,
лимбическую кору, гипоталамус и мозжечок
(Светухин,1968). Ткани гомогенизировали в
0,25 М растворе сахарозы в соотношении 1:9,
центрифугировали при 20 000g в течение 20 мин
для отделения митохондриальной фракции от
цитозольной жидкости. Все эти процедуры про- Активные формы кислорода образуются в
клетках в ходе нормальных метаболических ре-
акций, однако, их содержание значительно по-
вышается при гипоксии, которая приводит к
окислительному стрессу. В настоящее время
аконитазарассматривается в качестве чувстви-
тельной и критической мишени действия сво-
бодных радикалов в условиях окислительного
стресса. При этом происходит резкое снижение
активности фермента (Gardner, 1994; Mura-
kamiand, Yoshino, 1997). Несмотря на то, что
ферменты цикла трикарбоновых кислот локали-
зованы в митохондриях, помимо митохондраль-
ной, имеется и цитоплазматическая аконитаза. 52 Активность Аконитазы Головного Мозга (Анохина, 2010) в головном мозге появляется бе-
лок HIF-1 (hepoxia inducible factоr), который
способен регулировать транскрипцию более 60-
ти белков, в том числе ферментов гликолиза
(Меерсон, 1993). Имеются данные, что при этом
активность гексокиназы (ГК) увеличивается на
23% и фосфофруктокиназы – на 50% (Sermnza,
2006). Гипоксия вынуждает организм животных
оптимизировать энергетический обмен за счет
появления в клетках митохондрий, обладающих
меньшими размерами, со сниженным содержа-
нием цитохромов, высокой активностью мито-
хондриальных ферментов, имеющими более низ-
кое сродство к своим субстратам, а также повы-
шением эффективности окислительного фосфо-
рилирования (Лукьянова, 2003). Активизация
гликолиза приводит к увеличению количества
ацетил-коэнзимаА, необходимый для синтеза
лимонной кислоты – субстрата аконитазы. Уве-
личение количества субстрата приводит к акти-
вации как митохондриальной, так и цитоплазма-
тической аконитазы. В мозге взрослых животных
65-70% изоцитрата окисляется НАД-зависимой
цзоцитратдегидрогеназой, а у молодых, расту-
щих животных большая часть цзоцитрата окис-
ляется в цитозоле НАДФ-зависимой изоцитрат-
дегидрогеназой и образующийся НАДФН ис-
пользуется для биосинтеза липидов мозга (Аш-
мариниСтукалов, 1996). Пренатальная гипоксия
приводит к изменениям активности фермента в
цитозоле изученных тканей животных всех воз-
растов (Рис.2). В цитозоле тканей 17-ти дневных
опытных животных наблюдается резкое (в 2-5
раз)
увеличение
аконитазной
активности
(p<0,001). водили при 0-4ºС. МАТЕРИАЛЫ И МЕТОДЫ В цитозольной и митохонд-
риальных фракциях определяли активность
аконитазы по методу (Guilbauli, 1976), белок
определяли по методу Лоури (Кочетов, 1980). водили при 0-4ºС. В цитозольной и митохонд-
риальных фракциях определяли активность
аконитазы по методу (Guilbauli, 1976), белок
определяли по методу Лоури (Кочетов, 1980). Опыты проводили в 6-кратной биологиче-
ской и 2-кратной аналитической повторностях. Полученные данные обрабатывали с использо-
ванием статистических критериев (Ллойд и Ле-
дерман, 1990). Опыты проводили в 6-кратной биологиче-
ской и 2-кратной аналитической повторностях. Полученные данные обрабатывали с использо-
ванием статистических критериев (Ллойд и Ле-
дерман, 1990). РЕЗУЛЬТАТЫ И ОБСУЖДЕНИЕ Из
результатов
экспериментов
видно
(Рис.1), что в цитозоле исследованных тканей
головного мозга контрольных крыс трех возрас-
тов максимальная активность аконитазы наблю-
дается у одномесячных животных, особенно в
лимбической коре и мозжечке. В цитозоле тка-
ней 17-ти дневных контрольных животных ак-
тивность аконитазы намного ниже активности
фермента остальных возрастных групп. Это
наиболее четко видно на примере гипоталамуса,
лимбической и сенсомоторной коры. Получен-
ные данные хорошо согласуются с особенно-
стями постнатального развития крыс. Так, из-
вестно, что к17-му дню постнатального разви-
тия у крысят открываются глаза, но головной
мозг еще не завершил формирование и поэтому
его функционирование не требует больших за-
трат энергии. С 17 по 35 день развития в мозге
происходит процесс миелинизации нейронов. На этот процесс требуется значительное коли-
чество АТФ, а к 3-х месячному возрасту крысы
вступают в половозрелый возраст. Рис. 2. Активность аконитазы в цитозольной фрак-
ции гипоксированных крыс
Эти результаты доказывают, что прена-
тальная гипоксия в исследованных тканях го- Рис. 1. Активность аконитазы в цитозольной фрак-
ции контрольных крыс
Активность цикла Кребса неразрывно связа-
на с процессом гликолиза. В ответ на гипоксию
Рис. 2. Активность аконитазы в цитозольной фрак-
ции гипоксированных крыс
Эти результаты доказывают, что прена-
тальная гипоксия в исследованных тканях го- Рис. 2. Активность аконитазы в цитозольной фрак-
ции гипоксированных крыс Рис. 1. Активность аконитазы в цитозольной фрак-
ции контрольных крыс Рис. 1. Активность аконитазы в цитозольной фрак-
ции контрольных крыс Эти результаты доказывают, что прена-
тальная гипоксия в исследованных тканях го- Активность цикла Кребса неразрывно связа-
на с процессом гликолиза. В ответ на гипоксию Активность цикла Кребса неразрывно связа-
на с процессом гликолиза. В ответ на гипоксию 53 Баба-заде и Агаев ловного мозга 17-ти дневных крыс усиливает
биосинтетические процессы. Активность акони-
тазы в цитозоле большинства тканей пренаталь-
но гипоксированных одномесячных крыс уве-
личивается. Лишь в мозжечке активность фер-
мента в 2-2,5 раза ниже контроля (p<0,001) и в
лимбической коре наблюдается недостоверное
снижение активности фермента ( р> 0,05). ловного мозга 17-ти дневных крыс усиливает
биосинтетические процессы. Активность акони-
тазы в цитозоле большинства тканей пренаталь-
но гипоксированных одномесячных крыс уве-
личивается. Лишь в мозжечке активность фер-
мента в 2-2,5 раза ниже контроля (p<0,001) и в
лимбической коре наблюдается недостоверное
снижение активности фермента ( р> 0,05). энергоснабжения, а у 3-х месячных крысах, за
исключением мозжечка, в цитоплазме происхо-
дит восстановление нормального функциониро-
вания. энергоснабжения, а у 3-х месячных крысах, за
исключением мозжечка, в цитоплазме происхо-
дит восстановление нормального функциониро-
вания. РЕЗУЛЬТАТЫ И ОБСУЖДЕНИЕ Интересно сравнить активность аконитазы
в цитозольной и митохондриальной фракциях. Как уже отмечалось выше, эти ферменты в
клетке используются для выполнения разных
функций. В цитозоле 3-х месячных гипоксированных
животных только в мозжечке наблюдается 3-х
кратный рост активности аконитазы (p<0,001), а
в остальных тканях имеют место незначитель-
ные изменения. Результаты экспериментов показаны на
(Рис.3). Как видно из рис.1 и 3, активности фер-
мента в обеих фракциях 17-ти дневных и одно-
месячных контрольных животных приблизи-
тельно одинаковы. Кардинально меняется соот-
ношение ферментов лишь в тканях 3х месяч-
ных животных, где наблюдается значительное
увеличение активности фермента в митохонд-
риях по сравнению с цитозолем (p<0,0050). Эти
результаты можно объяснить тем, что в голов-
ном мозге 17-ти дневных и месячных крыс идет
биосинтез липидов, образование необходимого
для этого процесса НАДФН обеспечивается ци-
топлазматической аконитазой. В тканях 3-х ме-
сячных крыс процесс усиленного биосинтеза за-
вершен и головной мозг переходит на путь по-
лучения энергии в цикле Кребса, что приводит к
активации ферментов цикла Кребса, в том числе
и митохондриальной аконитазы. Рис. 3. Активность аконитазы в митохондриальной
фракции контрольных крыс. Рис. 4. Активность аконитазы в митохондриальной
фракции гипоксированных крыс На (Рис.4) показаны результаты действия
пренатальной гипоксии на митохондрии. Мно-
гократный рост активности фермента в мито-
хондриях тканей 17-ти дневных животных по
сравнению с контролем практически идентичен
росту активности фермента в цитозольной
фракции (р<0,01). Рис. 3. Активность аконитазы в митохондриальной
фракции контрольных крыс. Рис. 3. Активность аконитазы в митохондриальной
фракции контрольных крыс. Рис. 4. Активность аконитазы в митохондриальной
ф В митохондриях одномесячных гипоксир-
ованных крыс активность фермента выше, чем в
других возрастных группах и в среднем в 2 раза
превышает контрольные показатели, за исклю-
чением мозжечка, в котором активность фер-
мента не изменяется. Эти изменения вызваны
теми же причинами, которые меняют актив-
ность цитоплазматической акотиназы. Более сложная картина наблюдается в ми-
тохондриях 3-х месячных животных. В мозжеч-
ке происходит увеличение, в сенсо-моторной -
снижение, а в лимбической и орбитальной коре
и гипоталамусе активность аконитазы очень
близка к контрольным значениям. Заметно, что
изменения активности фермента в митохондри-
альной фракции во многом идентичны измене-
ниям активности в цитозоле. Разница только в
том, что в митохондриях гипоксированных крыс
активность фермента в сенсомоторной коре
снижается в 5 раз, а в цитозоле она не меняется. СПИСОК ЛИТЕРАТУРЫ Ашмарин И.П., Стукалова П.В. (1996) Нейро-
химия: учебник для биологических и меди-
цинских вузов. Изд-во ИБХ РАМН, 470 с. Murakami K., Yoshino M. (1997) Biochem. Mol. Biol. Int., 41:481-486. Анохина Е.Б., Буравкина Л.Б. (2010) Меха-
низмы регуляции транскрипционного фактора
при гипоксии. Биохимия, 75:185-196. Frazee R.W., Walden W.E., Theil E.C. (1995)
Aconitase activities of FeS IRP-1 and m-
aconitase: Evolution of the RNA binding proper-
ties coincide with low activity and sensitivity to
degradation. Journal of Inorganic Biochemistry,
59(2):547-547. Зайчикова М.В., Альнасер А., Королькова
А.О., Епинцев А.Т. (2010). Регуляторные и
кинетические характеристики цитоплазмати-
ческой аконитазы из растительных и живот-
ных тканей. Вестник ВГУ, серия химия, биоло-
гия, фармация, 2: 81-84. Semea G.I., Roth P.H., Fang H.M.,Wang G.I. (2006) Transcriptional regulation of genes encod-
ing glycolytic enzymes by hypoxia-inducible fac-
tor I. Journal of Experimental Biology, 209:
3851-3861. Кочетов Г.А. (1980) Практикум по общей био-
химии. М.: 331 с. Светухин В.М. (1968) Цитоархитектоника но-
вой коры головного мозга в отряде грызунов. Архив анатомии, эмбриологии и гистологии,
42(№2): 31-45. Walden WE., Selezneva A.I., Dupuy J., Volbeda
A., Fontecilla-Camps J.C., Theil E.C., VolzK. (2006) Structure of dual function iron regulatory
protein 1 complexed with ferritin IRE-RNA. Journal of Science, 314(5807): 1903-1908. Ллойд Э., Ледерман У. (1990) Справочник по
прикладной статистике. Финансы и статисти-
ка. В двух томах. М.: 2:526. Рис. 4. Активность аконитазы в митохондриальной
фракции гипоксированных крыс Рис. 4. Активность аконитазы в митохондриальной
фракции гипоксированных крыс Рост активности аконитазы в цитозоле 17-
ти дневных и месячных крыс можно объяснить
сохранением в танях головного мозга крыс
функционирования оптимизированной схемы На основании полученных данных можно
сделать вывод, что пренатальная гипоксия пло- 54 Активность Аконитазы Головного Мозга Лукьянова Л.Д. (2003) Молекулярные меха-
низмы тканевой гипоксии и адаптация орга-
низма. Физиол. журн., 49(3): 17-35 да в период органогенеза в постнатальном онто-
генезе увеличивает активность как митохондри-
альной, так и цитоплазматической аконитазы,
причем, этот процесс, имеет обратимый харак-
тер. Меерсон Ф. З. (1993) Адаптационная медицина:
механизмы и защитные эффекты адаптации. М.: Hypoxia Medical, 331с. Gardner P.R., Nguyen D.D., White C.W. (1994)
Aconitase is a sensitive and critical target of oxy-
gen poisoning in cultured mammalian cells and in
rat lungs. Proc. Nat. Acad. Sci. USA, 91:12248-
12 252. AMEA A.İ.Qarayev adına Fiziologiya İnstitutu Prenatal inkişafın organogenez dövründə hipoksiyaya məruz qalmış müxtəlif yaşlı ağ siçovulların baş
beynində mitoxondrial və sitoplazmatik akonitazanın fəallığının dəyişilməsi öyrənilib. Müəyyən edilib ki,
prenatal hipoksiya posnatal inkişaf zamanı akonitazanın fəallığını artırır və bu prosses dönər xasiyyətlidir. Açar sözlər: Hipoksiya,siçanların baş beyni, akonitaza Institute of Physiology named after A.I. Garayev, ANAS Changes in activities of mitochondrial and cytoplasmic aconitase in the brains of albino rats of different ages
subjected to hypoxia in the period of organogenesis of prenatal development were studied. It has been shown
that prenatal hypoxia upregulates aconitase activity in postnatal development and this process, probably, has
a reversible character. Key words: Hypoxia, albino rat’s brain, aconitase 55
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Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in<i>Aspergillus nidulans</i>
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bioRxiv (Cold Spring Harbor Laboratory)
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Introduction peroxisome hitchhiking on early endosomes7,12. Both PxdA
and DipA are found on early endosomes and loss of either
compromises long distance motility of peroxisomes, result-
ing in an accumulation of peroxisomes in the hyphal tip
without affecting early endosome motility or distribu-
tion7,12. Peroxisomes are the only organelle demonstrated
to hitchhike on early endosomes in A. nidulans12, but the cel-
lular basis for why peroxisomes hitchhike is unclear. peroxisome hitchhiking on early endosomes7,12. Both PxdA
and DipA are found on early endosomes and loss of either
compromises long distance motility of peroxisomes, result-
ing in an accumulation of peroxisomes in the hyphal tip
without affecting early endosome motility or distribu-
tion7,12. Peroxisomes are the only organelle demonstrated
to hitchhike on early endosomes in A. nidulans12, but the cel-
lular basis for why peroxisomes hitchhike is unclear. Within a eukaryotic cell, organelles are precisely posi-
tioned to regulate their cellular function. The intracellular
trafficking of these cargos is primarily achieved by molecu-
lar motors that bind different cargos and directly transport
them along cytoskeletal filaments like microtubules or ac-
tin1,2. Microtubules are polar structures that serve as the
primary track for transporting cargo long distances in eu-
karyotes. They possess a fast-growing plus end typically ori-
ented towards the cell periphery and a minus end originat-
ing at a microtubule organizing center. Kinesin motors
transport cargo predominantly towards the plus end of mi-
crotubules (anterograde)3. Conversely, cytoplasmic dynein
motors (“dynein” here) transport cargo toward microtu-
bule minus ends (retrograde)1. Using comparative genomics, we found that PxdA is
conserved within the Pezizomycotina subphylum of asco-
mycete filamentous fungi, suggesting that a function for pe-
roxisome hitchhiking might also be conserved within this
clade. We therefore investigated if hitchhiking was required
for septal plugging, a peroxisome function unique to the
Pezizomycotina. y
Septal plugging is a critical process within Pezizomy-
cotina fungi as they possess continuous hyphal compart-
ments separated only by a septal wall containing a pore13. This interconnected hyphal network or “mycelium” has the
advantage of quickly exchanging components throughout
the organism14,15. However, if one portion of the organism is
injured or lysed, significant cytoplasmic leakage can occur. In many species within the Pezizomycotina, peroxisome de-
rivatives known as Woronin bodies plug septal pores upon
mycelial injury, allowing the rest of the mycelium to remain
intact16. Woronin bodies can also function to dynamically
open and close pores to control hyphal heterogeneity14. Woronin bodies move dynamically and
bidirectionally by hitchhiking on early endosomes in
Aspergillus nidulans
Livia D. Songstera, Devahuti Bhuyanb, Jenna R. Christensenb*, and Samara L. Reck-Petersonabc*
a Department of Cell and Developmental Biology, University of California San Diego, La Jolla, CA, USA
b Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
c Howard Hughes Medical Institute, Chevy Chase, MD, USA
* Correspondence should be addressed to JRC (jrc039@health ucsd edu) or SLR-P (sreckpeterson@health ucsd edu) The proper functioning of organelles depends on their intracellular localization, mediated by motor protein-
dependent transport on cytoskeletal tracks. Rather than directly associating with a motor protein, peroxisomes
move by hitchhiking on motile early endosomes in the filamentous fungus Aspergillus nidulans. However, the
cellular function of peroxisome hitchhiking is unclear. Peroxisome hitchhiking requires the protein PxdA,
which is conserved within the fungal subphylum Pezizomycotina, but absent from other fungal clades. Woronin
bodies are specialized peroxisomes that are also unique to the Pezizomycotina. In these fungi, multinucleate
hyphal segments are separated by incomplete cell walls called septa that possess a central pore enabling
cytoplasmic exchange. Upon damage to a hyphal segment, Woronin bodies plug septal pores to prevent wide-
spread leakage. Here, we tested if peroxisome hitchhiking is important for Woronin body motility, distribution,
and function in A. nidulans. We show that Woronin body proteins are present within all motile peroxisomes
and hitchhike on PxdA-labeled early endosomes during bidirectional, long-distance movements. Loss of pe-
roxisome hitchhiking by knocking out pxdA significantly affected Woronin body distribution and motility in the
cytoplasm, but Woronin body hitchhiking is ultimately dispensable for septal localization and plugging. .
CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
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this version posted January 21, 2023.
;
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doi:
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perpetuity. It is made available under a
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bioRxiv preprint Songster et al., 2023 (preprint) Introduction ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans d bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
Figure 1 Phylogenetic analysis of the essential peroxisome hitchhiking proteins DipA bodies are thought to be transported to
nascent septal sites, where they bud from
peroxisomes and remain tethered at the
septa18,19. However, the mechanism by
which Woronin bodies are transported to
septa is unknown. In this study, we investigated whether
peroxisome hitchhiking is important for
Woronin body motility, positioning, and
function in A. nidulans. We find that Woro-
nin body proteins associated with peroxi-
somes move dynamically and bidirection-
ally, and that this motility is dependent
upon PxdA-mediated hitchhiking on early
endosomes. We show that Woronin bodies
separate from peroxisomes once localized
to septa, but this fission process does not
require PxdA. Finally, we show that the
distribution of Woronin bodies in hyphal
tips requires hitchhiking, but this is ulti-
mately dispensable for the positioning of
Woronin bodies at septa and their func-
tion in septal closure after hyphal injury. Results Peroxisome hitchhiking proteins and
Woronin body specialization are con-
served within the Pezizomycotina fungi Peroxisome hitchhiking proteins and
Woronin body specialization are con-
served within the Pezizomycotina fungi Peroxisome hitchhiking has been directly
observed in two species of fungi, A. nidulans and Ustilago maydis6,7. However,
a
cellular
function
for
peroxisome
hitchhiking has not been established. Two
early endosome-associated proteins, a
putative molecular tether (PxdA) and a
phosphatase (DipA), have been shown to
be essential for peroxisome hitchhiking in
A. nidulans (Fig. 1A-B)7,12. To search for a potential cellular role
for peroxisome hitchhiking, we used
comparative genomics to identify which
fungal
clades
likely
exhibit
PxdA-
dependent peroxisome hitchhiking. We
used BLASTp to search for DipA and PxdA
protein homologs in 33 fungal species
representing distinct clades across the
fungal
tree,
with
the
underlying
assumption that fungal species encoding
both PxdA and DipA in their genomes
would exhibit peroxisome hitchhiking. Putative PxdA homologs were only
identified in the Pezizomycotina clade and
were present in all 15 Pezizomycotina
species we analyzed (Fig. 1C; Table S1). Peroxisome hitchhiking has also been
observed
outside
of
the
Pezizomycotina,
in
the
basidiomycete U. maydis6. We did not identify a homolog of
PxdA in U. maydis, suggesting that peroxisome hitchhiking
may function by a distinct mechanism in this species. However, it is possible that U. maydis possesses a PxdA
Figure 1. Phyloge
and PxdA. (A-B) Pr
previously defined7
dicted in this study. species representin
tions: Saccharo. =
cotina; Usti. = Ustila
= Chytridiomycota)
cartoons are scaled
different species. To search for a potential cellular role
for peroxisome hitchhiking, we used
comparative genomics to identify which
fungal
clades
likely
exhibit
PxdA-
dependent peroxisome hitchhiking. We
used BLASTp to search for DipA and PxdA
protein homologs in 33 fungal species
representing distinct clades across the
fungal
tree,
with
the
underlying
assumption that fungal species encoding
both PxdA and DipA in their genomes
would exhibit peroxisome hitchhiking. Putative PxdA homologs were only
identified in the Pezizomycotina clade and
were present in all 15 Pezizomycotina
species we analyzed (Fig. 1C; Table S1). Peroxisome hitchhiking has also been
observed
outside
of
the
Pezizomycotina,
in
the
basidiomycete U. maydis6. We did not identify a homolog of
PxdA in U. maydis, suggesting that peroxisome hitchhiking
may function by a distinct mechanism in this species. However, it is possible that U. maydis possesses a PxdA
homolog that is sequence divergent and
identified by our methods. Putative DipA homologs were identified
Pezizomycotina species as well as in othe
(Table S1). DipA functions in cellular pro
peroxisome hitchhiking
including septal
Figure 1. Introduction Woronin body biogenesis is thought to initiate at the grow-
ing hyphal tip, based on a spatial bias in mRNA expression
of the essential Woronin body component Hex-1 in Neuro-
spora crassa 17. After biogenesis at the hyphal tip, Woronin The canonical view of intracellular transport is that a
cargo attaches directly to a motor protein for movement,
typically via a protein adaptor1,4. However, a novel form of
intracellular transport termed “hitchhiking” was recently
discovered, whereby a primary cargo directly interacts with
a motor and a secondary hitchhiking cargo is transported
indirectly via association with the primary cargo (review5). Hitchhiking-like phenomena have been observed in diverse
cell types and organisms such as filamentous fungi6,7, ani-
mal neurons8,9, and plant cells10,11. In Aspergillus nidulans, peroxisomes move long dis-
tances along microtubules by hitchhiking on motile early
endosomes transported by kinesin-3 or dynein7. We previ-
ously identified a putative molecular tether (peroxisome
distribution mutant A; PxdA) and a phosphatase (DenA-in-
teracting phosphatase A; DipA) that are essential for 1 Songster et al., 2023 (preprint) Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
. CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. Peroxisome hitchhiking proteins and
Woronin body specialization are con-
served within the Pezizomycotina fungi It is made available under a
hich was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
rint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans onin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans lly by hitchhiking on early endosomes in Aspergillus nidulans
Figure 2. Characterization of Woronin body maturation from peroxi-
somes in the cytoplasm versus at septa. (A) Diagram of Woronin body mat-
uration from peroxisomes after import of HexA and SspA from the cytoplasm. (B-D) Example of SspA-mGFP5 and mCherry-PTS1 in the cytoplasm (B-C)
and at tip apical septa (D) of adult wild type hyphae (sum-Z projections). White
triangles indicate septa. CFW = calcofluor white, cell membrane dye; wb =
Woronin body; p = peroxisome. Scale bars = 5 µm. (E) Average SspA-mGFP5
co-occurrence with mCherry-PTS1 while in the cytoplasm or associated with
septa. Each dot represents one experiment with 5 to 20 regions of interest
scored (n fields of view, mean ± SD: wild type cytoplasmic = 9, 0.87 ± 0.12;
wild type septal = 6, 0.48 ± 0.08; pxdAΔ cytoplasmic = 10, 0.74 ± 0.19; pxdAΔ
septal = 7, 0.47 ± 0.019). (F) Average intensity ratio of SspA-mGFP5 and
mCherry-PTS1 in puncta at septa and in the cytoplasm (n puncta, mean ± SD:
wild type cytoplasmic = 49, 1.28 ± 0.63; wild type septal = 56, 2.28 ± 0.84;
pxdAΔ cytoplasmic = 48, 1.94 ± 0.82; pxdAΔ septal = 62, 3.11 ± 0.89). (G)
Average mCherry-PTS1 co-occurrence with SspA-mGFP5 in the cytoplasm or
associated with septa. Each dot represents one experiment with 5 to 20 re-
gions of interest scored (n fields of view, mean ± SD: wild type cytoplasmic =
9, 0.67 ± 0.21; wild type septal = 6, 1.00 ± 0; pxdAΔ cytoplasmic = 10, 0.62 ±
0.19; pxdAΔ septal = 7, 1.00 ± 0). For E-G: Ordinary one-way ANOVA with
post-hoc Tukey-Kramer test for multiple comparisons Error bars represent likely explaining why DipA is found more broadly in the
fungal kingdom. Characterization of Woronin body biogenesis and distri-
bution in Aspergillus nidulans Each dot represents one experiment with 5 to 20 regions of interest
scored (n fields of view, mean ± SD: wild type cytoplasmic = 9, 0.87 ± 0.12;
wild type septal = 6, 0.48 ± 0.08; pxdAΔ cytoplasmic = 10, 0.74 ± 0.19; pxdAΔ
septal = 7, 0.47 ± 0.019). (F) Average intensity ratio of SspA-mGFP5 and
mCherry-PTS1 in puncta at septa and in the cytoplasm (n puncta, mean ± SD:
wild type cytoplasmic = 49, 1.28 ± 0.63; wild type septal = 56, 2.28 ± 0.84;
pxdAΔ cytoplasmic = 48, 1.94 ± 0.82; pxdAΔ septal = 62, 3.11 ± 0.89). (G)
Average mCherry-PTS1 co-occurrence with SspA-mGFP5 in the cytoplasm or
associated with septa. Each dot represents one experiment with 5 to 20 re-
gions of interest scored (n fields of view, mean ± SD: wild type cytoplasmic =
9, 0.67 ± 0.21; wild type septal = 6, 1.00 ± 0; pxdAΔ cytoplasmic = 10, 0.62 ±
0.19; pxdAΔ septal = 7, 1.00 ± 0). For E-G: Ordinary one-way ANOVA with
post-hoc Tukey-Kramer test for multiple comparisons. Error bars represent
SEM. P > 0.05 (labeled ns for “not significant,” or not shown), P ≤ 0.05 (*), P ≤
0.01 (**), P ≤ 0.001 (***), P ≤ 0.0001 (****). p
p
p
y
p
(B-D) Example of SspA-mGFP5 and mCherry-PTS1 in the cytoplasm (B-C)
and at tip apical septa (D) of adult wild type hyphae (sum-Z projections). White
triangles indicate septa. CFW = calcofluor white, cell membrane dye; wb =
Woronin body; p = peroxisome. Scale bars = 5 µm. (E) Average SspA-mGFP5
co-occurrence with mCherry-PTS1 while in the cytoplasm or associated with
septa. Each dot represents one experiment with 5 to 20 regions of interest
scored (n fields of view, mean ± SD: wild type cytoplasmic = 9, 0.87 ± 0.12;
wild type septal = 6, 0.48 ± 0.08; pxdAΔ cytoplasmic = 10, 0.74 ± 0.19; pxdAΔ
septal = 7, 0.47 ± 0.019). (F) Average intensity ratio of SspA-mGFP5 and
mCherry-PTS1 in puncta at septa and in the cytoplasm (n puncta, mean ± SD:
wild type cytoplasmic = 49, 1.28 ± 0.63; wild type septal = 56, 2.28 ± 0.84;
pxdAΔ cytoplasmic = 48, 1.94 ± 0.82; pxdAΔ septal = 62, 3.11 ± 0.89). (G)
Average mCherry-PTS1 co-occurrence with SspA-mGFP5 in the cytoplasm or
associated with septa. Peroxisome hitchhiking proteins and
Woronin body specialization are con-
served within the Pezizomycotina fungi f As putative homologs for both PxdA and DipA were
found only in the Pezizomycotina, we hypothesized that
a cellular function for peroxisome hitchhiking may also
be specific to these fungi. The plugging of septal pores by
Woronin bodies, which are derived from peroxisomes,
also occurs exclusively within the Pezizomycotina
ascomycetes21. Additionally,
previous
work
has
suggested that Woronin bodies might require active
transport to reach nascent septal assembly sites prior to
budding from peroxisomes19. We therefore sought to
test if peroxisome hitchhiking affected Woronin body
localization and function in septal pore plugging in A. nidulans. Characterization of Woronin body biogenesis and distri-
bution in Aspergillus nidulans To determine if Woronin body function requires hitch-
hiking, we first needed to reliably distinguish peroxi-
somes and Woronin bodies from one another in live
cells. We achieved this by quantifying the colocalization
and co-occurrence of fluorescently tagged proteins that
were either an essential Woronin body component or a
peroxisome marker. We chose SspA and HexA as repre-
sentative Woronin body proteins for A. nidulans based
on their involvement in Woronin body formation and
function, which has been most extensively examined in
N. crassa, another member of the Pezizomycotina (Fig. 1C; Table S1). Fi
2
Ch
i ti
f W
i
b d Figure 2. Characterization of Woronin body maturation from peroxi-
somes in the cytoplasm versus at septa. (A) Diagram of Woronin body mat-
uration from peroxisomes after import of HexA and SspA from the cytoplasm t
ti
f
i In N. crassa, the proteins WSC (Woronin sorting com-
plex; SspA in A. nidulans) and Hex-1 (HexA in A. nidu-
lans) are essential for Woronin body formation and
function, respectively. Previous work has shown that pe-
roxisomes begin developing Woronin bodies with the
import of Hex-1 via its C-terminal peroxisome targeting
signal (PTS1)16. After import, Hex-1 self-assembles into
a dense crystalline core, the main structural component
of the Woronin body16,22. The Hex-1 complex then polar-
izes to one side of the peroxisome due to the presence of
the WSC protein in the peroxisome membrane23. This
polarization is followed by organelle fission and separa-
tion of the Woronin body from the peroxisome17,24. Figure 2. Characterization of Woronin body maturation from peroxi- Figure 2. Characterization of Woronin body maturation from peroxi
somes in the cytoplasm versus at septa. (A) Diagram of Woronin body mat-
uration from peroxisomes after import of HexA and SspA from the cytoplasm uration from peroxisomes after import of HexA and SspA from the cytoplasm. (B-D) Example of SspA-mGFP5 and mCherry-PTS1 in the cytoplasm (B-C)
and at tip apical septa (D) of adult wild type hyphae (sum-Z projections). White
triangles indicate septa. CFW = calcofluor white, cell membrane dye; wb =
Woronin body; p = peroxisome. Scale bars = 5 µm. (E) Average SspA-mGFP5
co-occurrence with mCherry-PTS1 while in the cytoplasm or associated with
septa. Peroxisome hitchhiking proteins and
Woronin body specialization are con-
served within the Pezizomycotina fungi Phylogenetic analysis of the essential peroxisome hitchhiki
and PxdA. (A-B) Protein domain cartoons for A. nidulans DipA (A) and PxdA
previously defined7 as CC1 and CC2-3 are indicated. Green bars represen
dicted in this study. (C) Phylogenetic tree showing conservation of DipA an
species representing major fungal clades, indicated by gray and pink boxe
tions: Saccharo. = Saccharomycotina; Taphrino = Taphrinomycotina; Pucc
cotina; Usti. = Ustilagomycotina; Agarico. = Agaricomycotina; Muc. = Mucoro
= Chytridiomycota). Dictyostelium discoideum was included as an outgrou
cartoons are scaled to one another to display amino acid length and doma
different species. Figure 1. Phylogenetic analysis of the essential peroxisome hitchhiking proteins DipA g
y
g
y
p
g p
p
and PxdA. (A-B) Protein domain cartoons for A. nidulans DipA (A) and PxdA (B). The domains
previously defined7 as CC1 and CC2-3 are indicated. Green bars represent coiled coils pre-
dicted in this study. (C) Phylogenetic tree showing conservation of DipA and PxdA across 33
species representing major fungal clades, indicated by gray and pink boxes (clade abbrevia-
tions: Saccharo. = Saccharomycotina; Taphrino = Taphrinomycotina; Puccin. = Pucciniomy-
cotina; Usti. = Ustilagomycotina; Agarico. = Agaricomycotina; Muc. = Mucoromycotina; Chytrid. = Chytridiomycota). Dictyostelium discoideum was included as an outgroup. Protein domain
cartoons are scaled to one another to display amino acid length and domain organization in
different species. homolog that is sequence divergent and therefore not
identified by our methods. Putative DipA homologs were identified in all queried
Pezizomycotina species as well as in other fungal clades
(Table S1). DipA functions in cellular processes beyond
peroxisome hitchhiking, including septal positioning20, Songster et al., 2023 (preprint) 2 Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
. CC-BY 4.0 International license
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perpetuity. Characterization of Woronin body biogenesis and distri-
bution in Aspergillus nidulans p
y
To better measure the relative amounts of peroxisome
versus Woronin body proteins in the cytoplasm and at
septa, we quantified the fluorescent intensity of SspA and
HexA relative to PTS1. The ratio of SspA to HexA was con-
sistent at both septa and in the cytoplasm (Fig. S1G), sug-
gesting Woronin body composition does not vary much be-
tween both locations. In contrast, septal puncta exhibited a
significantly higher intensity ratio of SspA to PTS1 than cy-
toplasmic puncta (Fig. 2F). We observed a similar pattern
for the ratio of HexA to PTS1 (Fig. S1H). Together, this data
supports the idea that most Woronin bodies have separated
from peroxisomes by the time they associate with septa. (
g
)
Next, we sought to test how frequently Woronin bodies
and peroxisomes colocalize during long-distance runs (>3
µm travelled in one direction). The large majority of moving
Woronin bodies were colocalized with a peroxisome, and
vice versa (Fig. 3D-E). This finding was surprising as we
previously observed that only two thirds of cytoplasmic
peroxisomes had associated Woronin body signal (Fig. 2G). Furthermore, we found no obvious bias in whether the
Woronin body was ‘leading’ or ‘trailing’ the peroxisome
during motile runs, and instead observed the signals
frequently overlapped during movement (Fig. 3F). This
contrasts with our observations on stationary cytoplasmic
peroxisomes and Woronin bodies, which frequently
exhibited Woronin body signal that was polarized and offset
to one side of the peroxisome signal (Fig. 2B). Together, this
data suggests that Woronin body proteins move via
association with a hitchhiking peroxisome, and not as a
separate / distinct organelle. Finally, we wanted to estimate how many cytoplasmic
peroxisomes were actively developing Woronin bodies. We
observed that 67% of all cytoplasmic peroxisomes had an
associated Woronin body (Fig. 2G). Overall, these data show
that not all peroxisomes in the cytoplasm are actively devel-
oping Woronin bodies in A. nidulans. However, for peroxi-
somes that have begun developing Woronin bodies, the two
organelles remain attached in the cytoplasm, and only sep-
arate shortly before or immediately following recruitment
to septa. Previous work has established that in most Pezizomy-
cotina including A. nidulans, Woronin bodies are tethered at
septa18. However, a small number of species including N. Characterization of Woronin body biogenesis and distri-
bution in Aspergillus nidulans It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
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doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans peroxisome hitchhiking was responsible for Woronin body
movement and transport to septa. These colocalization experiments in live cells estab-
lished that SspA could serve as a sufficient marker for later
stages of Woronin body maturation. We therefore used this
as a tool to visually distinguish how Woronin body (SspA-
mGFP5) and peroxisome (mCherry-PTS1) colocalization
varies at different intracellular positions in wild type hy-
phae (Fig. 2A). We began by scoring the fraction of colocal-
ized Woronin body and peroxisome puncta in the cytoplasm
(Fig. 2B) versus at septa (Fig. 2C-D). Cytoplasmic Woronin
bodies were frequently associated with a peroxisome in
wild type hyphae (Fig. 2E) and rarely found without an at-
tached peroxisome (Fig. 2B). In comparison, at septa, about
half of Woronin bodies had no associated peroxisome signal
(Fig. 2D-E). For those septal Woronin bodies with corre-
sponding peroxisome signal, the Woronin body signal was
always closer to the septa (Fig. 2C; white arrow). This pre-
ferred orientation is likely due to Woronin body tethering
at septal sites by HexA27. We showed that Woronin bodies frequently colocalize
with peroxisomes in the cytoplasm but are present alone at
septa (Fig. 2E). This suggests that Woronin bodies could
either
(1)
move
in
conjunction
with
hitchhiking
peroxisomes and bud off once present at septa or (2) bud
off peroxisomes in the cytoplasm and be transported to
septa by a distinct mechanism. To test this, we first
compared Woronin body and peroxisome movement in
adult hyphae. In A. nidulans, only a small population of
peroxisomes exhibit long-distance movements at a given
time7,29. We found that Woronin bodies also exhibit
infrequent but dynamic bidirectional movements, like
peroxisomes (Movie S1). As expected7, 10% of total
movements for both peroxisomes and Woronin body
movements were processive over long-distances (>3 µm),
indicative of microtubule-driven movement. During these
long-distance movements, Woronin bodies moved at
similar speeds (Fig. 3A) and over similar distances to
peroxisomes (Fig. 3B). Both peroxisomes and Woronin
bodies also exhibited bidirectional movements with no
directional bias (Fig. 3C). Characterization of Woronin body biogenesis and distri-
bution in Aspergillus nidulans crassa use a divergent mechanism of Woronin body tether-
ing, whereby Woronin bodies are delocalized from septa
and instead are tethered to the actin cortex throughout a
hyphal compartment28. Our observations in A. nidulans on
the localization of Woronin body maturation and separation
from peroxisomes after septal association is similar to what
was previously reported for N. crassa28, despite these spe-
cies exhibiting different Woronin body localization and
tethering mechanisms. We next tested if Woronin body movement required the
essential peroxisome hitchhiking protein PxdA. Compared
to wild type hyphae, in which peroxisomes and Woronin
bodies are consistently distributed across hyphae (Fig. 3G),
pxdAΔ hyphae had an accumulation of both peroxisomes
and Woronin bodies at the hyphal tip (Fig. 3H) and a drastic
reduction in the number of Woronin bodies and
peroxisomes moving in either direction (Fig. 3C; Movie S2). Furthermore, motile Woronin bodies colocalized with the
putative hitchhiking tether PxdA (Fig. 3I-J). These data
demonstrate that Woronin bodies require PxdA for long-
distance, bidirectional movements in hyphal tips. Woronin bodies move bidirectionally using the peroxisome
hitchhiking protein PxdA Characterization of Woronin body biogenesis and distri-
bution in Aspergillus nidulans Each dot represents one experiment with 5 to 20 re-
gions of interest scored (n fields of view, mean ± SD: wild type cytoplasmic =
9, 0.67 ± 0.21; wild type septal = 6, 1.00 ± 0; pxdAΔ cytoplasmic = 10, 0.62 ±
0.19; pxdAΔ septal = 7, 1.00 ± 0). For E-G: Ordinary one-way ANOVA with
post-hoc Tukey-Kramer test for multiple comparisons. Error bars represent
SEM. P > 0.05 (labeled ns for “not significant,” or not shown), P ≤ 0.05 (*), P ≤
0.01 (**), P ≤ 0.001 (***), P ≤ 0.0001 (****). y
p
The formation of Woronin bodies in A. nidulans is
largely similar to that of N. crassa, as they also mature
from peroxisomes following the import of HexA and
SspA (Fig. 2A)25,26. To characterize the colocalization of
Woronin bodies with peroxisomes in A. nidulans, we
quantified the degree of overlap between endogenously
tagged HexA, SspA, and the peroxisome marker PTS1 via
fluorescence microscopy in germlings. We found almost
all SspA puncta had co-occurring HexA signal. On the
other hand, a large population of HexA puncta had no
corresponding SspA signal (Fig. S1A-B). PTS1 co-oc-
curred more frequently with HexA (Fig. S1C-D) than it
did with SspA (Fig. S1E-F), suggesting that HexA is im-
ported into peroxisomes prior to SspA. Consistent with
this finding, PTS1 and HexA were often, but not always,
closely overlapping (Fig. S1C), whereas PTS1 and SspA were
often adjacent and only weakly overlapping with one an-
other (Fig. S1E). Together, these data suggest that while the
majority of peroxisome and Woronin body proteins exist
an
tri
W
co
se
sc
w
se
m
w
px
Av
as
gi
9,
0. po
S
0. within the same membrane-bound compartment, distinct
stages of Woronin body maturation can be visualized using
fluorescent microscopy. 3 Songster et al., 2023 (preprint) Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
. CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
perpetuity. Essential Woronin body proteins are not required for perox-
isome hitchhiking SspA mean ± SD: anterograde wild type = 0.94
0.95; anterograde pxdAΔ = 0.23 ± 0.53; retrograde wild type = -1.25 ± 1.1; retrograde pxdAΔ = -0.19 ± 0.50). (D) Kymograph depicting mCherry
PTS1 and SspA-mGFP5 colocalization over time. This kymograph was generated by the blue dashed line shown in (G). The yellow dashed lin
on the kymograph is an example of a line used for (F). X-scale bar = 1 µm, Y-scale bar = 10 s. (E) Percent of long-distance runs (>3 µm) tha
are colocalized; each dot represents an individual experiment, where all runs from at least 10 hyphal tips were scored for colocalization. Th
number of moving SspA puncta ranged from 11-18 for pxdAΔ and from 14-30 for wild type experiments. The number of moving PTS1 punct
ranged from 6-13 for pxdAΔ and from 7-26 for wild type experiments (n experiments, mean ± SD: wild type SspA = 4, 0.84 ± 0.13; wild type
PTS1 = 4, 0.91 ± 0.08; pxdAΔ SspA = 3, 0.71 ± 0.16; pxdAΔ PTS1 = 3, 0.95 ± 0.08). (F) Mean intensity of SspA-mGFP5 and mCherry-PTS
during comigrating runs in wild type (n = 53 runs collected from 23 cells). The gray dashed line indicates the middle of the mCherry-PTS1 peak
(G-H) SspA-mGFP5 and mCherry-PTS1 in a single plane of wild type (G) and pxdAΔ (H) hyphal tips. The blue dashed line was used to generat
kymograph in (D). Scale bars = 10 µm. (I) SspA-mGFP5 and PxdA-mKate comigration towards a growing hyphal tip (not shown; to the left)
White arrows indicate two comigration events. The dashed orange line in the last panel was used to generate the kymograph in (I). Scale ba
= 2 µm. (J) Kymograph depicting SspA-mGFP5 and PxdA-mKate colocalization over time. X-scale bar = 1 µm, Y-scale bar = 3 s. White arrow
i di
h
i
i
d
h
P dA
K
i h
f
l
di
S
A
GFP
f ll
i
F
B C
d E E
b As Woronin bodies and peroxisomes comigrated during
long-distance
runs,
and
most
motile
peroxisomes g
,
p p p g
, Figure 3. Woronin bodies at the hyphal tip exhibit dynamic, bidirectional movement with peroxisomes, and this movement requires
PxdA. Essential Woronin body proteins are not required for perox-
isome hitchhiking (A) Histogram of speeds of long-distance runs (>3 µm travelled in one direction) for SspA-mGFP5 and mCherry-PTS1 puncta (n directed
runs/total, mean ± SD: SspA-mGFP5 = 39/390, 1.71 ± 0.59 µm/s; mCherry-PTS1 = 34/330, 1.72 ± 0.79 µm/s). Solid lines indicate nonlinear
Gaussian fit lines (SspA-mGFP5: R2 = 0.95; mCherry-PTS1: R2 = 0.76). (B) Mean distance of long-distance runs for SspA-mGFP5 and mCherry-
PTS1 (n, mean ± SD: SspA-mGFP5 = 39 runs, 4.39 ± 1.2 µm; mCherry-PTS1 = 34 runs, 4.01 ± 0.96 µm). (C) Number of anterograde (towards
the hyphal tip) and retrograde (towards the apical septum) movements of mCherry-PTS1 (top) and SspA-mGFP5 (bottom) in wild type and
pxdAΔ adult hyphae (n: wild type = 32 cells and pxdAΔ = 64 cells. PTS1 mean ± SD puncta/30 s: anterograde wild type = 1.0 ± 1.2; anterograde
pxdAΔ = 0.17 ± 0.42; retrograde wild type = -1.1 ± 0.94; retrograde pxdAΔ = -0.16 ± 0.37. SspA mean ± SD: anterograde wild type = 0.94 ±
0.95; anterograde pxdAΔ = 0.23 ± 0.53; retrograde wild type = -1.25 ± 1.1; retrograde pxdAΔ = -0.19 ± 0.50). (D) Kymograph depicting mCherry-
PTS1 and SspA-mGFP5 colocalization over time. This kymograph was generated by the blue dashed line shown in (G). The yellow dashed line
on the kymograph is an example of a line used for (F). X-scale bar = 1 µm, Y-scale bar = 10 s. (E) Percent of long-distance runs (>3 µm) that
are colocalized; each dot represents an individual experiment, where all runs from at least 10 hyphal tips were scored for colocalization. The
number of moving SspA puncta ranged from 11-18 for pxdAΔ and from 14-30 for wild type experiments. The number of moving PTS1 puncta
ranged from 6-13 for pxdAΔ and from 7-26 for wild type experiments (n experiments, mean ± SD: wild type SspA = 4, 0.84 ± 0.13; wild type
PTS1 = 4, 0.91 ± 0.08; pxdAΔ SspA = 3, 0.71 ± 0.16; pxdAΔ PTS1 = 3, 0.95 ± 0.08). (F) Mean intensity of SspA-mGFP5 and mCherry-PTS1
during comigrating runs in wild type (n = 53 runs collected from 23 cells). The gray dashed line indicates the middle of the mCherry-PTS1 peak. (G-H) SspA-mGFP5 and mCherry-PTS1 in a single plane of wild type (G) and pxdAΔ (H) hyphal tips. The blue dashed line was used to generate
kymograph in (D). Scale bars = 10 µm. Essential Woronin body proteins are not required for perox-
isome hitchhiking The number of moving PTS1 punct
ranged from 6-13 for pxdAΔ and from 7-26 for wild type experiments (n experiments, mean ± SD: wild type SspA = 4, 0.84 ± 0.13; wild type
PTS1 = 4, 0.91 ± 0.08; pxdAΔ SspA = 3, 0.71 ± 0.16; pxdAΔ PTS1 = 3, 0.95 ± 0.08). (F) Mean intensity of SspA-mGFP5 and mCherry-PTS
during comigrating runs in wild type (n = 53 runs collected from 23 cells). The gray dashed line indicates the middle of the mCherry-PTS1 peak
(G-H) SspA-mGFP5 and mCherry-PTS1 in a single plane of wild type (G) and pxdAΔ (H) hyphal tips. The blue dashed line was used to generat
kymograph in (D). Scale bars = 10 µm. (I) SspA-mGFP5 and PxdA-mKate comigration towards a growing hyphal tip (not shown; to the left)
White arrows indicate two comigration events. The dashed orange line in the last panel was used to generate the kymograph in (I). Scale ba
= 2 µm (J) Kymograph depicting SspA mGFP5 and PxdA mKate colocalization over time X scale bar = 1 µm Y scale bar = 3 s White arrow some hitchhiking
s Woronin bodies and peroxisomes comigrated during
ong-distance
runs,
and
most
motile
peroxisomes
number of moving peroxisomes per cell (Fig. S2B). In hex
hyphae, peroxisomes showed a slight accumulation
hyphal tips (Fig. S2C), but to a lesser extent than
Figure 3. Woronin bodies at the hyphal tip exhibit dynamic, bidirectional movement with peroxisomes, and this movement requires
PxdA. (A) Histogram of speeds of long-distance runs (>3 µm travelled in one direction) for SspA-mGFP5 and mCherry-PTS1 puncta (n directe
runs/total, mean ± SD: SspA-mGFP5 = 39/390, 1.71 ± 0.59 µm/s; mCherry-PTS1 = 34/330, 1.72 ± 0.79 µm/s). Solid lines indicate nonlinea
Gaussian fit lines (SspA-mGFP5: R2 = 0.95; mCherry-PTS1: R2 = 0.76). (B) Mean distance of long-distance runs for SspA-mGFP5 and mCherry
PTS1 (n, mean ± SD: SspA-mGFP5 = 39 runs, 4.39 ± 1.2 µm; mCherry-PTS1 = 34 runs, 4.01 ± 0.96 µm). (C) Number of anterograde (toward
the hyphal tip) and retrograde (towards the apical septum) movements of mCherry-PTS1 (top) and SspA-mGFP5 (bottom) in wild type an
pxdAΔ adult hyphae (n: wild type = 32 cells and pxdAΔ = 64 cells. PTS1 mean ± SD puncta/30 s: anterograde wild type = 1.0 ± 1.2; anterograde
pxdAΔ = 0.17 ± 0.42; retrograde wild type = -1.1 ± 0.94; retrograde pxdAΔ = -0.16 ± 0.37. Woronin bodies move bidirectionally using the peroxisome
hitchhiking protein PxdA While loss of PxdA abolished most long-distance
movements, a small number of peroxisomes and Woronin
bodies still moved processively in pxdAΔ hyphal tips (Fig. S1K-L). However, these Woronin bodies were still
colocalized with peroxisomes during this movement (Fig. 3E). Additionally,
the
overall
Woronin
body
and
peroxisome co-occurrence (SspA/PTS1) in pxdAΔ hyphae
was similar to what was observed in wild type (Fig. 2E-G, Woronin body biogenesis is thought to occur primarily in
the cytoplasm near the hyphal tip17,18. Woronin bodies are
then localized to their tethering site at or near septal pores,
where they function to seal septal pores following injury19. However, the mechanism by which they are transported to
septa is unknown. We therefore wanted to characterize
Woronin body movement in hyphae and determine if 4 Songster et al., 2023 (preprint) Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
. CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidu S1F, and S1J). These findings demonstrate that the majority
of Woronin body movement occurs via association with
hitchhiking peroxisomes and that PxdA is not important for
the assembly of Woronin bodies. S1F, and S1J). These findings demonstrate that the majority
of Woronin body movement occurs via association with
hitchhiking peroxisomes and that PxdA is not important for
the assembly of Woronin bodies. colocalized with Woronin bodies while moving (Fig. 2E), we
wondered if the presence of Woronin body proteins was
required for peroxisome motility. We tested this using
mutants lacking either HexA or SspA (Fig. S2A). Loss of
HexA or SspA did not significantly affect the average
number of moving peroxisomes per cell (Fig. S2B). In hexAΔ
hyphae, peroxisomes showed a slight accumulation at
hyphal tips (Fig. S2C), but to a lesser extent than the Essential Woronin body proteins are not required for perox-
isome hitchhiking Essential Woronin body proteins are not required for perox-
some hitchhiking
As Woronin bodies and peroxisomes comigrated during
ong-distance
runs,
and
most
motile
peroxisomes
HexA or SspA did not significantly affect the avera
number of moving peroxisomes per cell (Fig. S2B). In hex
hyphae, peroxisomes showed a slight accumulation
hyphal tips (Fig. S2C), but to a lesser extent than
Figure 3. Woronin bodies at the hyphal tip exhibit dynamic, bidirectional movement with peroxisomes, and this movement requires
PxdA. (A) Histogram of speeds of long-distance runs (>3 µm travelled in one direction) for SspA-mGFP5 and mCherry-PTS1 puncta (n directe
runs/total, mean ± SD: SspA-mGFP5 = 39/390, 1.71 ± 0.59 µm/s; mCherry-PTS1 = 34/330, 1.72 ± 0.79 µm/s). Solid lines indicate nonlinea
Gaussian fit lines (SspA-mGFP5: R2 = 0.95; mCherry-PTS1: R2 = 0.76). (B) Mean distance of long-distance runs for SspA-mGFP5 and mCherry
PTS1 (n, mean ± SD: SspA-mGFP5 = 39 runs, 4.39 ± 1.2 µm; mCherry-PTS1 = 34 runs, 4.01 ± 0.96 µm). (C) Number of anterograde (toward
the hyphal tip) and retrograde (towards the apical septum) movements of mCherry-PTS1 (top) and SspA-mGFP5 (bottom) in wild type and
pxdAΔ adult hyphae (n: wild type = 32 cells and pxdAΔ = 64 cells. PTS1 mean ± SD puncta/30 s: anterograde wild type = 1.0 ± 1.2; anterograde
pxdAΔ = 0.17 ± 0.42; retrograde wild type = -1.1 ± 0.94; retrograde pxdAΔ = -0.16 ± 0.37. SspA mean ± SD: anterograde wild type = 0.94
0.95; anterograde pxdAΔ = 0.23 ± 0.53; retrograde wild type = -1.25 ± 1.1; retrograde pxdAΔ = -0.19 ± 0.50). (D) Kymograph depicting mCherry
PTS1 and SspA-mGFP5 colocalization over time. This kymograph was generated by the blue dashed line shown in (G). The yellow dashed lin
on the kymograph is an example of a line used for (F). X-scale bar = 1 µm, Y-scale bar = 10 s. (E) Percent of long-distance runs (>3 µm) tha
are colocalized; each dot represents an individual experiment, where all runs from at least 10 hyphal tips were scored for colocalization. Th
number of moving SspA puncta ranged from 11-18 for pxdAΔ and from 14-30 for wild type experiments. Woronin bodies localize at septa and plug damaged hyphae
independently of hitchhiking Woronin bodies localize at septa and plug damaged hyphae
independently of hitchhiking We next wanted to test whether peroxisome-Woronin body
hitchhiking is required for Woronin bodies to localize to
septa in undamaged hyphae. First, we quantified the
cytoplasmic localization of Woronin bodies in strains
lacking peroxisome movement (pxdAΔ and hookAΔ) as well
as in a strain with non-functional Woronin bodies (hexAΔ). We included hookAΔ because HookA is the adaptor protein
that links microtubule motors to early endosomes in A. nidulans 30, and loss of HookA therefore disrupts both early
endosome and peroxisome distribution and motility7. As
predicted, loss of peroxisome movement in both pxdAΔ and
hookAΔ hyphae results in an accumulation of SspA-labeled
Woronin bodies at the hyphal tip (Fig. 4A-B). There were
occasionally very bright Woronin bodies at the apex of wild
type hyphal tips, corresponding to a slight peak in intensity
around 0.5 μm from the tip (Fig. 4B, black line) that was
abolished in hexAΔ hyphae (Fig. 4B, red line). This peak in
SspA intensity in wild type tips could correspond to higher
levels of SspA import into peroxisomes in this region, or the Manual scoring of these localization patterns revealed
that most tip apical septa had Woronin bodies on one or
both sides in wild type hyphae (Fig. 4C-D). Furthermore,
approximately one third of tip apical septa had Woronin
bodies on both sides in wild type (Fig. 4D). As expected,
most hexAΔ hyphae lacked Woronin bodies at apical septa. Both pxdAΔ and hookAΔ hyphae had an intermediate
phenotype, with a slight reduction in the number of septa
with Woronin bodies on both sides, but similar numbers of
septa with Woronin bodies on one side compared to wild Songster et al
2023 (preprint)
Figure 4. Woronin bodies require hitchhiking to localize at septa, but this localization is not required for septal plugging after hyphal
damage. (A) SspA-mGFP5 localization at the hyphal tip in adult hyphae (max-Z projections). Scale bar = 10 µm. (B) Mean intensity of SspA-
mGFP5 from the hyphal tip inwards (n hyphae: wild type = 140; hexAΔ = 92; pxdAΔ = 225; hookAΔ = 132). Gray bar indicates approximate
position of a tip apical nucleus. (C) Association of Woronin bodies at tip apical septa when grown in glucose MM (max-Z projections). Hyphal
tips would be to the right of each image. Scale bar = 2 µm. Essential Woronin body proteins are not required for perox-
isome hitchhiking (I) SspA-mGFP5 and PxdA-mKate comigration towards a growing hyphal tip (not shown; to the left). White arrows indicate two comigration events. The dashed orange line in the last panel was used to generate the kymograph in (I). Scale bar
= 2 µm. (J) Kymograph depicting SspA-mGFP5 and PxdA-mKate colocalization over time. X-scale bar = 1 µm, Y-scale bar = 3 s. White arrow
indicates the time point at around 6 s where PxdA-mKate switches from leading SspA-mGFP5 to following. For B-C and E: Error bars represent
SEM. Unpaired t-test; P > 0.05 (labeled ns for “not significant,” or not shown), P ≤ 0.05 (*), P ≤ 0.01 (**), P ≤ 0.001 (***), P ≤ 0.0001 (****). 5 Songster et al., 2023 (preprint) Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
. CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
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bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidu presence of larger Woronin body/peroxisome organelles
that have not yet undergone fission. accumulation observed in pxdAΔ hyphae (Fig. S2D). Despite
nearly all moving peroxisomes possessing Woronin body
proteins, these data show that the ability to form Woronin
bodies is not required for peroxisome hitchhiking. We next examined Woronin body localization at tip
apical septa in undamaged, wild type hyphae as well as
pxdAΔ, hookAΔ, and hexAΔ mutants. Essential Woronin body proteins are not required for perox-
isome hitchhiking We chose tip apical
septa because these septa were most recently formed 31 and
are still capable of dynamically opening and closing via
septal plugging14. Transmission electron microscopy
studies in A. nidulans have previously reported between
four and nine Woronin bodies at septa18. In assessing
Woronin body localization at septa via fluorescence
microscopy, three classes of Woronin body localization
were identified: (i) septa with Woronin body signal on
either side likely representing more than one Woronin
body, (ii) septa with Woronin body signal on only one side
and (iii) no Woronin body signal (Fig. S3A-B). Woronin bodies localize at septa and plug damaged hyphae
independently of hitchhiking (D) Fraction apical septa with Woronin bodies, quantified as being on one side
(lighter bars; bottom) or both sides (darker bars; top) of septa. Each experiment scored 8-64 apical septa (n experiments, mean ± SD: one
side wild type = 7, 0.55 ± 0.17; one side hexAΔ = 8, 0.16 ± 0.12; one side pxdAΔ = 6, 0.50 ± 0.15; one side hookAΔ = 4, 0.47 ± 0.13; both
sides wild type = 7, 0.32 ± 0.12; both sides hexAΔ = 8, 0.012 ± 0.027; both sides pxdAΔ = 6, 0.18 ± 0.11; both sides hookAΔ = 4, 0.23 ±
0.092). (E) Hyphae expressing mCherry-SsoA as a cell membrane marker, when grown in 1% glucose agar versus 2% sorbose/0.1% glucose
agar (sum-Z projections). Scale bar = 10 µm. The white circles indicate leaked cytoplasm due to hyphal tip bursting, and the red circle is an
example of a background fluorescence measurements. (F) Leaked cytoplasm, measured as the integrated density – (background * area) to
correct for background intensity, and then normalized to the average wild type (n burst cells, mean ± SD: wild type = 73, 1.00 ± 0.64; hexAΔ
= 63, 1.61 ± 0.81; pxdAΔ = 125, 1.12 ± 0.67; hookAΔ = 119, 1.25 ± 0.65). (G) Model of peroxisome (P) and Woronin body (WB) hitchhiking
on early endosomes (EE). Dynein refers to dynein and dynactin complexes. For D and F: Error bars represent SEM. Ordinary one-way
ANOVA with post-hoc Tukey-Kramer test; P > 0.05 (labeled ns for “not significant”), P ≤ 0.05 (*), P ≤ 0.01 (**), P ≤ 0.001 (***), P ≤ 0.0001
(****). ocalization is not required for septal plugging after hypha bodies require hitchhiking to localize at septa, but this localization is not required for septal plugging after hypha Figure 4. Woronin bodies require hitchhiking to localize at septa, but this localization is not required for septal plugging after hyphal
damage. (A) SspA-mGFP5 localization at the hyphal tip in adult hyphae (max-Z projections). Scale bar = 10 µm. (B) Mean intensity of SspA-
mGFP5 from the hyphal tip inwards (n hyphae: wild type = 140; hexAΔ = 92; pxdAΔ = 225; hookAΔ = 132). Gray bar indicates approximate
position of a tip apical nucleus. (C) Association of Woronin bodies at tip apical septa when grown in glucose MM (max-Z projections). Hyphal
tips would be to the right of each image. Scale bar = 2 µm. Woronin bodies localize at septa and plug damaged hyphae
independently of hitchhiking (D) Fraction apical septa with Woronin bodies, quantified as being on one side
(lighter bars; bottom) or both sides (darker bars; top) of septa. Each experiment scored 8-64 apical septa (n experiments, mean ± SD: one
side wild type = 7, 0.55 ± 0.17; one side hexAΔ = 8, 0.16 ± 0.12; one side pxdAΔ = 6, 0.50 ± 0.15; one side hookAΔ = 4, 0.47 ± 0.13; both
sides wild type = 7, 0.32 ± 0.12; both sides hexAΔ = 8, 0.012 ± 0.027; both sides pxdAΔ = 6, 0.18 ± 0.11; both sides hookAΔ = 4, 0.23 ±
0.092). (E) Hyphae expressing mCherry-SsoA as a cell membrane marker, when grown in 1% glucose agar versus 2% sorbose/0.1% glucose
agar (sum-Z projections). Scale bar = 10 µm. The white circles indicate leaked cytoplasm due to hyphal tip bursting, and the red circle is an
example of a background fluorescence measurements. (F) Leaked cytoplasm, measured as the integrated density – (background * area) to
correct for background intensity, and then normalized to the average wild type (n burst cells, mean ± SD: wild type = 73, 1.00 ± 0.64; hexAΔ
= 63, 1.61 ± 0.81; pxdAΔ = 125, 1.12 ± 0.67; hookAΔ = 119, 1.25 ± 0.65). (G) Model of peroxisome (P) and Woronin body (WB) hitchhiking
on early endosomes (EE). Dynein refers to dynein and dynactin complexes. For D and F: Error bars represent SEM. Ordinary one-way
ANOVA with post-hoc Tukey-Kramer test; P > 0.05 (labeled ns for “not significant”), P ≤ 0.05 (*), P ≤ 0.01 (**), P ≤ 0.001 (***), P ≤ 0.0001
(****) Figure 4. Woronin bodies require hitchhiking to localize at septa, but this localization is not required for septal plugging after hyphal
damage. (A) SspA-mGFP5 localization at the hyphal tip in adult hyphae (max-Z projections). Scale bar = 10 µm. (B) Mean intensity of SspA-
mGFP5 from the hyphal tip inwards (n hyphae: wild type = 140; hexAΔ = 92; pxdAΔ = 225; hookAΔ = 132). Gray bar indicates approximate
position of a tip apical nucleus. (C) Association of Woronin bodies at tip apical septa when grown in glucose MM (max-Z projections). Hyphal
tips would be to the right of each image. Scale bar = 2 µm. (D) Fraction apical septa with Woronin bodies, quantified as being on one side
(lighter bars; bottom) or both sides (darker bars; top) of septa. Concluding thoughts 13. Mouriño-Pérez, R. R. Septum development in filamentous ascomy-
cetes. Fungal Biol Rev 27, 1–9 (2013). This
study
shows
that
Woronin
bodies
move
dynamically and bidirectionally in the hyphal tip by
hitchhiking on PxdA-labeled early endosomes in A. nidulans. Though Woronin bodies have been described to move in
some fungi (Z. tritici33; A. fumigatus19; A. nidulans26), their
motility has not been well characterized and the mechanism
by which they move was previously unknown. We showed
that Woronin bodies and peroxisomes often coexist as
connected organelles in the cytoplasm, where they
hitchhike together on early endosomes via PxdA with no
directional bias (Fig. 4G). We have identified that virtually
all peroxisomes colocalize with a Woronin body while
hitchhiking, despite only two thirds of peroxisomes
colocalizing with Woronin bodies while immotile in the
cytoplasm. Despite this intriguing finding, we show that
Woronin body proteins are not required for the
identification of peroxisomes as hitchhiking cargo. 14. Bleichrodt, R.-J. et al. Hyphal heterogeneity in Aspergillus oryzae is
the result of dynamic closure of septa by Woronin bodies. Mol Micro-
biol 86, 1334–1344 (2012). 15. Tegelaar, M. & Wösten, H. A. B. Functional distinction of hyphal com-
partments. Sci Rep 7, 6039 (2017). 16. Jedd, G. & Chua, N. H. A new self-assembled peroxisomal vesicle re-
quired for efficient resealing of the plasma membrane. Nat Cell Biol
2, 226–231 (2000). 17. Tey, W. K., North, A. J., Reyes, J. L., Lu, Y. F. & Jedd, G. Polarized gene
expression determines Woronin body formation at the leading Edge
of the fungal colony. Mol Biol Cell 16, 2651–2659 (2005). 18. Momany, M., Richardson, E. A., Van Sickle, C. & Jedd, G. Mapping
Woronin body position in Aspergillus nidulans. Mycologia 94, 260–
266 (2002). 19. Leonhardt, Y., Kakoschke, S. C., Wagener, J. & Ebel, F. Lah is a trans-
membrane protein and requires Spa10 for stable positioning of
Woronin bodies at the septal pore of Aspergillus fumigatus. Sci Rep
7, 44179 (2017). 20. Schinke, J. et al. The DenA/DEN1 interacting phosphatase DipA con-
trols septa positioning and phosphorylation-dependent stability of
cytoplasmatic DenA/DEN1 during fungal development. PLoS Genet
12, e1005949 (2016). It was previously hypothesized that Woronin body
biogenesis begins in the hyphal tip, after which they are
transported retrograde towards tethering sites at nascent
septa17–19. We found that Woronin body movement in
hyphal tips is bidirectional and requires the hitchhiking
protein PxdA. References type. This finding suggests that PxdA-mediated hitchhiking
could contribute to achieving Woronin bodies on both sides
of nascent septa. However, fluorescence measurements
show there is no significant difference in SspA signal at
septa in wild type versus pxdAΔ or hookAΔ hyphae (Fig. S3C). Overall, our data suggest that Woronin body
localization at septa does not depend on Woronin body
hitchhiking. Though Woronin body hitchhiking may have a
minor contribution to Woronin body recruitment at septa,
it is not the primary mechanism by which these organelles
localize at septa. Woronin bodies in pxdAΔ hyphae could be
potentially recruited
to tip-apical septa by other
mechanisms, such as cytoplasmic movement via ‘poleward
drift’32 or passive association with septal assembly sites
that are marked as the hyphal tip grows31. 1. Reck-Peterson, S. L., Redwine, W. B., Vale, R. D. & Carter, A. P. The cy-
toplasmic dynein transport machinery and its many cargoes. Nat Rev
Mol Cell Biol 19, 382–398 (2018). 2. Titus, M. A. Myosin-driven intracellular transport. Cold Spring Harb
Perspect Biol 10, a021972 (2018). 3. Hirokawa, N., Noda, Y., Tanaka, Y. & Niwa, S. Kinesin superfamily mo-
tor proteins and intracellular transport. Nat Rev Mol Cell Biol 10,
682–696 (2009). 4. Olenick, M. A. & Holzbaur, E. L. F. Dynein activators and adaptors at a
glance. J Cell Sci 132, jcs227132 (2019). 5. Christensen, J. R. & Reck-Peterson, S. L. Hitchhiking across kingdoms:
Cotransport of cargos in fungal, animal, and plant cells. Annu Rev Cell
Dev Biol 6, 155–178 (2022). 6. Guimaraes, S. C. et al. Peroxisomes, lipid droplets, and endoplasmic
reticulum ‘hitchhike’ on motile early endosomes. J Cell Biol 211, 945–
954 (2015). 7. Salogiannis, J., Egan, M. J. & Reck-Peterson, S. L. Peroxisomes move by
hitchhiking on early endosomes using the novel linker protein PxdA. Journal of Cell Biology 212, 289–296 (2016). Finally, we wanted to test if Woronin body hitchhiking
was important for Woronin body-based sealing of septal
pores following hyphal damage. Growth on sorbose media
induced tip lysis in just under half of cells, regardless of
genotype (Fig. S3D). Tip lysis and cytoplasmic puddling was
clearly visible on sorbose media for all strains (Fig. 4E). The
amount of leaked protein was higher in lysed hexAΔ than
lysed wild type, pxdAΔ, or hookAΔ cells (Fig. 4F), despite
leakage areas appearing similar in size (Fig. S3E). References This
pattern of cytoplasmic leakage was recapitulated when
dried mycelia were exposed to hypotonic shock via distilled
water (Fig. S3F). Together, these data demonstrate that
Woronin body hitchhiking is not required for proper septal
plugging after hyphal damage. 8. Özkan, N. et al. ER – lysosome contacts at a pre-axonal region regulate
axonal lysosome availability. Nat Commun 12, 4493 (2021). 9. Harbauer, A. B. et al. Neuronal mitochondria transport Pink1 mRNA
via synaptojanin 2 to support local mitophagy. Neuron 110, 1516-
1531.e9 (2022). 10. Oikawa, K. et al. CHLOROPLAST UNUSUAL POSITIONING1 is essential
for proper chloroplast positioning. Plant Cell 15, 2805–2815 (2003). 11. Luo, K.-R., Huang, N.-C., Chang, Y.-H. & Yu, T.-S. Arabidopsis cyclophil-
ins direct plasmodesmata-targeting of mobile mRNA via organelle
hitchhiking. Research
Square
(2022)
doi:10.21203/rs.3.rs-
1088339/v1. 12. Salogiannis, J. et al. PxdA interacts with the DipA phosphatase to reg-
ulate peroxisome hitchhiking on early endosomes. Molecular Biology
of the Cell 32, 492–503 (2021). Woronin bodies localize at septa and plug damaged hyphae
independently of hitchhiking Each experiment scored 8-64 apical septa (n experiments, mean ± SD: one
side wild type = 7, 0.55 ± 0.17; one side hexAΔ = 8, 0.16 ± 0.12; one side pxdAΔ = 6, 0.50 ± 0.15; one side hookAΔ = 4, 0.47 ± 0.13; both
sides wild type = 7, 0.32 ± 0.12; both sides hexAΔ = 8, 0.012 ± 0.027; both sides pxdAΔ = 6, 0.18 ± 0.11; both sides hookAΔ = 4, 0.23 ±
0.092). (E) Hyphae expressing mCherry-SsoA as a cell membrane marker, when grown in 1% glucose agar versus 2% sorbose/0.1% glucose
agar (sum-Z projections). Scale bar = 10 µm. The white circles indicate leaked cytoplasm due to hyphal tip bursting, and the red circle is an
example of a background fluorescence measurements. (F) Leaked cytoplasm, measured as the integrated density – (background * area) to
correct for background intensity, and then normalized to the average wild type (n burst cells, mean ± SD: wild type = 73, 1.00 ± 0.64; hexAΔ
= 63, 1.61 ± 0.81; pxdAΔ = 125, 1.12 ± 0.67; hookAΔ = 119, 1.25 ± 0.65). (G) Model of peroxisome (P) and Woronin body (WB) hitchhiking
on early endosomes (EE). Dynein refers to dynein and dynactin complexes. For D and F: Error bars represent SEM. Ordinary one-way
ANOVA with post-hoc Tukey-Kramer test; P > 0.05 (labeled ns for “not significant”), P ≤ 0.05 (*), P ≤ 0.01 (**), P ≤ 0.001 (***), P ≤ 0.0001
(****) 6 Songster et al., 2023 (preprint)
(
). Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
. CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
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preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
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bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Fungal growth conditions 36. Lee, S. B. & Taylor, J. W. 34 - Isolation of DNA from fungal mycelia and
single spores. in PCR Protocols 282–287 (Academic Press, 1990). doi:10.1016/B978-0-12-372180-8.50038-X. A. nidulans strains were grown in either liquid or solid agar containing
yeast-glucose (YG) complete media or minimal media (MM)34. YG and MM
agar plates contained 10 g/L agar-agar/gum agar (USB 10654). YG com-
plete media contained Bacto Yeast Extract (5 g/L), 2% final D+ glucose (20
g/L), trace elements solution (2 mL/L), uracil (56 mg/L), uridine (122.1
mg/L), and riboflavin (2.5 mg/L). The trace elements stock solution (500X)
contained FeSO4·7H2O (1 g/L), ZnSO4·7H2O (8.8 g/L), CuSO4·5H2O (0.4
g/L),
MnSO4·H2O
(0.15
g/L),
Na₂B₄O₇·10H2O
(0.1
g/L),
and
(NH4)6Mo7O24·4H2O (0.05 g/L). Regular MM contained 1% final D+ glucose
(10 g/L), MgSO4 (2 mL/L of 26% w/v), trace elements solution (2 mL/L),
and stock salt solution (10 mL/L). Sorbose MM, to induce hyphal tip lysis41,
contained 2% final L-sorbose (20 g/L), 0.1% final D+ glucose (1 g/L), trace
elements solution (2 mL/L), and stock salt solution (10 mL/L). The stock
salt solution (100x; pH 6-6.5) contained NaNO3 (60 g/L), KCl (5.2 g/L), and
KH2PO4 (15.2 g/L). For strains with auxotrophic alleles, MM was supple-
mented as follows: pyrG89 allele: 0.5 mM uracil and 0.5 mM uridine;
pabaA1 allele: 1.46 µM p-aminobenzoic acid; riboB2 allele: 6.6 µM ribofla-
vin; pyroA4 allele: 3.0 µM pyridoxine. 37. Rabe, B. A. & Cepko, C. A simple enhancement for Gibson isothermal
assembly. bioRxiv (2020) doi:10.1101/2020.06.14.150979. 38. Gibson, D. G. et al. Enzymatic assembly of DNA molecules up to sev-
eral hundred kilobases. Nat Methods 6, 343–345 (2009). 39. Tan, K., Roberts, A. J., Chonofsky, M., Egan, M. J. & Reck-Peterson, S. L. A microscopy-based screen employing multiplex genome sequencing
identifies cargo-specific requirements for dynein velocity. Molecular
Biology of the Cell 25, 669–678 (2014). 40. Siemering, K. R., Golbik, R., Sever, R. & Haseloff, J. Mutations that sup-
press the thermosensitivity of green fluorescent protein. Curr Biol 6,
1653–1663 (1996). 41. Soundararajan, S. et al. Woronin body function in Magnaporthe grisea
is essential for efficient pathogenesis and for survival during nitro-
gen starvation stress. Plant Cell 16, 1564–1574 (2004). 42. Nguyen, T. A. et al. Innovation and constraint leading to complex mul-
ticellularity in the Ascomycota. Nat Commun 8, 14444 (2017). To grow adult hyphae for imaging, spores were inoculated into MM
agar with supplements and incubated for 16-20hr at 37°C. Concluding thoughts Regardless, we ultimately determined that
Woronin bodies do not require PxdA-mediated hitchhiking
to reach nor associate with septa, thus disproving the
hypothesis that they are actively transported retrograde
towards septa. 21. Jedd, G. Fungal evo-devo: Organelles and multicellular complexity. Trends Cell Biol 21, 12–19 (2011). 22. Tenney, K. et al. hex-1, a gene unique to filamentous fungi, encodes
the major protein of the Woronin body and functions as a plug for
septal pores. Fungal Genet Biol 31, 205–217 (2000). 23. Liu, F. et al. Making two organelles from one: Woronin body biogen-
esis by peroxisomal protein sorting. J Cell Biol 180, 325–339 (2008). 24. Escaño, C. S. et al. Disruption of the Aopex11-1 gene involved in pe-
roxisome proliferation leads to impaired Woronin body formation in
Aspergillus oryzae. Eukaryot Cell 8, 296–305 (2009). 25. Beck, J. & Ebel, F. Characterization of the major Woronin body protein
HexA of the human pathogenic mold Aspergillus fumigatus. Int J Med
Microbiol 303, 90–97 (2013). Songster et al., 2023 (preprint) 7 . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Phylogenetic analysis of peroxisome hitchhiking proteins y
g
y
p
g p
Pezizomycotina fungi included in this analysis were previously published
to have Woronin bodies and/or have been referenced as representatives
of different clades42,43. Species were only included if they had their whole
genome sequenced and proteome annotated and/or drafted at the time of
this analysis (30 August 2022). The phylogenetic tree for fungi was drawn
manually based on the taxonomic rankings of each species on NCBI. 46. Bolte, S. & Cordelières, F. P. A guided tour into subcellular colocaliza-
tion analysis in light microscopy. J Microsc 224, 213–232 (2006). 47. Fleiβner, A. & Glass, N. L. SO, a protein involved in hyphal fusion in
Neurospora crassa, localizes to septal plugs. Eukaryot Cell 6, 84–94
(2007). Homologous genes for PxdA (AN1156) and DipA (AN10946) were
identified
using
BLASTp
available
at
NCBI
(https://blast.ncbi.nlm.nih.gov/) (parameters: E = 1.0x10-5, word size of 6,
BLOSUM62 matrix, gap costs existence 11 and extension 1, filtering low
complexity regions, minimum percent coverage 20%). Reciprocal BLASTs
were used to confirm all candidate homologs. The reference proteins data-
base (refseq_proteins) was used to reduce redundancy of search results. For species where the refseq_proteins database was unavailable, the non-
redundant protein sequences database (nr) was used instead. The E value,
query coverage, and percent identity of the top hits for a reference strain
of each species was recorded (Table S1). Author contributions 26. Dimou, S., Kourkoulou, A., Amillis, S., Percudani, R. & Diallinas, G. The
peroxisomal SspA protein is redundant for purine utilization but es-
sential for peroxisome localization in septal pores in Aspergillus nid-
ulans. Fungal Genet Biol 132, 103259 (2019). LS, JRC, and SLR-P devised the experiments. LS and DB performed the ex-
periments. JRC and SLR-P supervised the research. LS, JRC, and SLR-P
wrote and edited the manuscript. 27. Leonhardt, Y., Beck, J. & Ebel, F. Functional characterization of the
Woronin body protein WscA of the pathogenic mold Aspergillus fu-
migatus. Int J Med Microbiol 306, 165–173 (2016). Strain construction A. nidulans strains used in this study are listed in Table S2. New strains
were generated by transforming PCR-amplified targeting DNA into A. nid-
ulans protoplasts34 or via genetic crosses35. The genotypes of novel strains
were confirmed by PCR amplification from isolated genomic DNA36 and
Sanger sequencing. 29. Egan, M. J., Tan, K. & Reck-Peterson, S. L. Lis1 is an initiation factor for
dynein-driven organelle transport. J Cell Biol 197, 971–982 (2012). 30. Zhang, J., Qiu, R., Arst Jr, H. N., Peñalva, M. A. & Xiang, X. HookA is a
novel dynein-early endosome linker critical for cargo movement in
vivo. J Cell Biol 204, 1009–1026 (2014). Plasmid cloning
l
d
d 31. Kaminskyj, S. G. W. Septum position is marked at the tip of Aspergil-
lus nidulans hyphae. Fungal Genet Biol 31, 105–113 (2000). Plasmids and primers generated for this study are listed in Table S3 and
Table S4, respectively. All DNA constructs were designed for homologous
recombination at the endogenous locus with the endogenous promoter un-
less otherwise stated. Novel plasmids were cloned using Gibson isothermal
assembly37,38. Briefly, fragments were amplified using PCR (NEB Q5 high-
fidelity DNA polymerase, M0491) from other plasmids or A. nidulans ge-
nomic DNA. Then, fragments were assembled into the Blue Heron Biotech-
nology pUC vector at the 5′EcoRI and 3′HindIII restriction sites. The clon-
ing of mTagGFP2-rabA::AfpyrG, mCherry-FLAG-PTS1::AfpyroA, and 2xBFP-
PTS1::AfriboB were described previously39. The cloning of pxdA-
mKate2::AfpyroA and pxdAΔ::AfriboB were also previously published7,12. All
fluorescently tagged proteins had a GA5 linker. The sequence for mGFP5
was optimized for expression in A. thalania plants40. 32. Lin, C. et al. Active diffusion and microtubule-based transport oppose
myosin forces to position organelles in cells. Nat Commun 7, 11814
(2016). 33. Steinberg, G., Schuster, M., Hacker, C., Kilaru, S. & Correia, A. ATP pre-
vents Woronin bodies from sealing septal pores in unwounded cells
of the fungus Zymoseptoria tritici. Cell Microbiol 19, e12764 (2017). 34. Szewczyk, E. et al. Fusion pcr and gene targeting in aspergillus nidu-
lans. Nature Protocols 1, 3111–3120 (2006). 35. Todd, R. B., Davis, M. A. & Hynes, M. J. Genetic manipulation of Asper-
gillus nidulans: Meiotic progeny for genetic analysis and strain con-
struction. Nature Protocols 2, 811–821 (2007). Authors declare that they have no competing interests. 28. Ng, S. K., Liu, F., Lai, J., Low, W. & Jedd, G. A tether for Woronin body
inheritance is associated with evolutionary variation in organelle po-
sitioning. PLoS Genet 5, e1000521 (2009). oRxiv-word-template Competing interest statement p
g
Authors declare that they have no competing interests. Fungal growth conditions Individual colo-
nies were cut from the agar and inverted onto 35 mm #1.5 glass-bottom
imaging dishes (Cellvis D35C4201.5N). To grow germlings for imaging,
spores were collected into 0.01% Tween-80 (Sigma-Aldrich P1754) and
their density was measured using a hemocytometer. The spores were then
inoculated into liquid MM with supplements at a density of 5x105
spores/mL in a four-chamber 35 mm dish and incubated for 16-20 hr at
30°C in an unsealed humid plastic container. 43. Prostak, S. M., Robinson, K. A., Titus, M. A. & Fritz-Laylin, L. K. The
actin networks of chytrid fungi reveal evolutionary loss of cytoskele-
tal complexity in the fungal kingdom. Curr Biol 31, 1192–1205
(2021). 44. R Core Team. R: A language and environment for statistical compu-
ting. (2021). 45. Aaron, J. S., Taylor, A. B. & Chew, T.-L. Image co-localization – co-oc-
currence versus correlation. J Cell Sci 131, jcs211847 (2018). Phylogenetic analysis of peroxisome hitchhiking proteins Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally b Mander’s coefficient of co-occurrence algorithms via the JACoP plugin in
ImageJ45,46. To identify PxdA homologs, three query sequences were used: the
PxdA coiled-coil region, previously defined as CC1-3 (aa 1466-2115)7; the
PxdA uncharacterized N-terminus (aa 1-1465); and the full-length PxdA
protein (aa 1-2236). The conserved stretch of amino acids in the PxdA CC3
domain are aa 2033-2058. The coiled-coil region of all PxdA homologs was
individually predicted by querying each sequence in the Waggawagga
coiled-coil prediction software (https://waggawagga.motorprotein.de/)
with the following settings: Marcoil, Scorer 2.0 oligomerization, and win-
dow length of 21. PxdA possesses a predicted coiled-coil region that is nec-
essary and sufficient for peroxisome hitchhiking7. The coiled-coil predic-
tion software Waggawagga estimated between three to six distinct coiled-
coils in each PxdA homolog, with the total coiled-coil region varying from
167 to 307 aa long (Table S1). All PxdA homologs possessed an N-terminal
extension of variable length with no discernable conserved domains, based
on NCBI and PFAM databases. The fraction of SspA puncta with PTS1 and the fraction of SspA puncta
with PTS1 was manually scored for four separate experiments containing
at least ten germlings each. Germlings were imaged for 60 sec (300 ms in-
terval) with a single z-plane using simultaneous dual-color settings. Puncta
in the cytoplasm or at septa were manually segmented as an ROI and
scored as colocalized if there was a punctum from both channels that over-
lapped by >50% and if the mean gray value of the puncta of the opposite
channel was at least 10% brighter than the background. Motile puncta
were assessed by first generating kymographs, and for directed runs
where a punctum traveled >2 µm, the co-occurrence of puncta in both
channels was manually scored. To measure the fluorescence intensity ratio of different proteins,
puncta from sum Z projections of germlings were manually circled as re-
gions of interest (ROIs). The gray value of all puncta was measured in both
the 488 and 561 channel and the intensity ratio for each ROI was calculated
as the mean gray value of the 488 channels divided by the mean gray value
of the 561 channels. For identifying DipA homologs, query sequences included both the
full-length DipA protein (aa 1-704) and the DipA metallophosphatase do-
main alone (aa 45-96). Spinning disk confocal microscopy Live cell imaging was performed at room temperature using a Nikon Ti2
microscope mounted with a Yokogawa W1 spinning-disk confocal scan
head and two Prime95B cameras (Photometrics). All images were acquired
in 16-bit format. The NIS Elements Advanced Research software (Nikon)
was used to run the microscope using the 488 nm and 561 nm lasers of a
six-line LUN-F-XL laser engine (405 nm, 445 nm, 488 nm, 515 nm, 561 nm,
and 640 nm). The stage xy position was controlled by a ProScan linear mo-
tor stage controller (Prior) and its z position was controlled by a piezo
Nano-Z stage positioner (Mad City Labs). An Apo TIRF 100x 1.49 NA objec-
tive (Nikon) was used for all experiments except for the imaging of apical
septa for hyphae grown in glucose and sorbose agar, which required an S
Fluor 40x 1.30 NA objective (Nikon) to capture a larger field of view. Hyphal tip line scans Whole adult hyphae were imaged live as a Z-stack (0.2 µm step size, 8-10
µm total depth). Max-Z intensity projections of fluorescence micrographs
were obtained and the brightfield channel was used to trace from the hy-
phal tip inwards using the segmented line tool (pixel width 20). The traces
were superimposed on the fluorescence micrographs to project the aver-
age fluorescence intensity along the line. The mean background intensity
was measured for each cell and subtracted from that cell’s respective line
scan prior to binning. Cytoplasmic leakage
C
l
l
k Cytoplasmic leakage was measured for burst hyphal tips in sorbose agar. First, complete Z stacks (0.2 µm step size, 4 µm total depth) were imaged,
sum-Z projected, and blinded. The integrated density (mean intensity of
puddle times puddle area) for each cytoplasmic puddle was measured in
ImageJ and corrected by subtracting the product of the mean background
intensity and puddle area. This background-corrected integrated density
was then normalized to the mean observation for wild type to calculate the
normalized amount of leaked cytoplasm. Organelle flux Total puncta movement was estimated from single-plane, triggered-acqui-
sition movies (30 sec total length, 300 ms interval, 100 ms exposure per
laser). The number of puncta crossing a perpendicular line approximately
10 μm from the hyphal tip was manually counted. Quantitative image analysis All image analysis was performed using ImageJ/FIJI (National Institutes of
Health, Bethesda, MD). All microscopy images were blinded prior to anal-
ysis using a custom script in R44. Statistical tests were performed using
GraphPad Prism (Windows version 9.4.1). Code availability: All macros
(ImageJ, Windows version 1.53q) and data processing scripts (R, Windows
version 4.1.0; Rstudio, Windows version 2022.12.0 Build 353) are availa-
ble on GitHub (https://github.com/LiviaSongster). Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans DipA homologs were defined to have both a metal-
lophosphatase domain followed by a conserved domain of unknown func-
tion (DUF2433). The amino acid boundaries of both the metallophospha-
tase domains and the DUF2433 were identified for all DipA homologs using
NCBI domain prediction and MUSCLE multiple protein sequence align-
ments to the A. nidulans DipA reference sequence in SnapGene. Intensity profile during movement The intensity along a line (1 pixel width) was measured during a directed
run for both the 488 and 561 channel. The line scans from multiple kymo-
graphs were compiled in R. For each line scan, the maximum intensity in
the 561 channel was set as x position 0 μm and then applied to the 488
channel. Woronin body localization at tip apical septa Cells expressing mCherry-SsoA and SspA-mGFP5 were grown overnight
with supplements in either regular MM (1% glucose) or sorbose MM (2%
sorbose/0.1% glucose). Adult hyphae were imaged using the 40x objective
to collect complete volume Z-stacks (0.2 µm step size, 8-10 µm total depth). Images were max-Z projected and the apical septa were manually identi-
fied as ROIs and cropped. Crops of single septa were blinded and Woronin
body localization was manually scored as the fraction of apical septa with
an associated Woronin body per experiment. The mean fluorescence inten-
sity of SspA-mGFP5 from these max-Z projections was measured within a
0.5 µm-wide by 1 µm-long rectangle centered at an apical septum. The
mean background intensity adjacent to each septum was measured and
subtracted from the mean septal intensity. Background-corrected meas-
urements were then normalized to the average septal intensity of wild
type. Triggered acquisition of 488/561 was used when imaging Woronin
body association at apical septa with the 40x objective and when imaging
SspA-mGFP5 comigration with PxdA-mKate with the 100x objective. The
firing of the 488 nm and 561 nm lasers was synchronized by the Prime95B
camera trigger signal, which was integrated into a Nikon BB connected to
a 6723 DAQ board housed in an external Pxi chassis (National Instru-
ments). A quad bandpass filter (Chroma ZET405/488/561/640mv2) was
placed in the emission path of the W1 scan head. Speed and distance travelled of migrating puncta Adult hyphae were imaged for 60 sec (300 ms interval) with a single z-
plane using simultaneous dual-color settings. The line tool was used to
trace puncta trajectories over time and movies were resliced along these
lines to generate kymographs. The instantaneous speed and run lengths of
individual moving puncta were calculated from the inverse of the slopes of
manual kymograph traces. A punctum was scored as moving if it exhibited
a directed run (no pauses) > 3 μm during its movement. Simultaneous dual-color imaging was used to assess colocalization of
Woronin body and peroxisome proteins in germlings. Z-stacks were col-
lected to capture the complete volume of germling cells in the field of view
(0.2 µm step size, 8-10 µm total depth). The 488 nm and 561 nm lines were
used to excite mGFP5- and mCherry-tagged fusion proteins, respectively. The emission was split with a Cairn TwinCam with a 580LP filter. The
GFP/488 emission was reflected and passed through a 514/30 bandpass
filter onto camera two. The mCherry/561 fluorescence was passed
through a 617/73 and an additional 600/50 bandpass filter to camera one. The cameras were aligned manually in NIS Elements using 0.1 µm Tetra-
Speck beads (Thermofisher T14792). Image acquisition settings, such as
exposure time and laser power, were determined at the beginning of each
imaging session to eliminate fluorescent bleed through between each
channel. Acknowledgements LDS is funded by an NSF-GRFP and the UCSD Quantitative Integrative Biol-
ogy T32 from the NIH (1T32GM127235). JRC is funded by a MOSAIC award
(K99/R00) from the NIH (K99GM140269). SLRP is supported by HHMI and
NIH (1R35GM141825). We thank John Salogiannis and Valentin Wernet for
ideas and insight, Kaeling Tan for cloning RPB564, James Holcomb for clon-
ing RPB2190, and Xin Xiang for the mGFP5 plasmid. This paper was typeset
with the bioRxiv word template by @Chrelli: www.github.com/chrelli/bi- Songster et al., 2023 (preprint) 8 . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
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bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Songster et al., 2023 (preprint) Colocalization and co-occurrence To prepare Z-stacks for colocalization analysis, whole germlings were
cropped, max-Z projected, and saved as separate files. For both the 488 and
561 channel, a Gaussian Blur (sigma = 1) and background subtraction (roll-
ing = 50) were applied prior to thresholding (Yen dark) to generate a bi-
nary puncta mask. The threshold for the green channel was set at 15 to
65535, and for the red channel at 20 to 65535. All gray values outside of
that channel’s mask were cleared to eliminate background. Colocalization
was then quantified using Pearson’s coefficient of correlation and As a complimentary approach, mycelia were also subjected to hypo-
tonic shock to induce global tip lysis, using an adapted protocol for A. nid-
ulans47. Spores from strains expressing a cytoplasmic GFP were inoculated Songster et al., 2023 (preprint) 9 . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
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bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
quid YG media and grown overnight at 37°C Mycelia was collected in
. CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
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bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans into liquid YG media and grown overnight at 37°C. Mycelia was collected in
Miracloth (EMD Millipore 475855) and dried with paper towels. Approxi-
mately 300 ± 10 mg dried mycelia were submerged in 1 mL sterile ddH2O
and vortexed to induce hypotonic damage at hyphal tips. Samples were
spun at 15,000 x g for 1 min in a tabletop centrifuge to pellet cell debris
and the supernatant was diluted 1:10 in sterile ddH2O for a 96-well micro-
plate Bradford microassay (Bio-Rad 5000201) to estimate the amount of
leaked protein. The absorbance at 595 nm was measured using a Cytation
5 plate reader (BioTek) and Gen5 data analysis software (Windows version
3.05). Colocalization and co-occurrence For B, D,
H, and J: unpaired t-test. Error bars represent SEM. P > 0.05 (labeled ns for “not significant,” or not shown), P ≤ 0.05 (*), P ≤ 0.01 (**), P ≤ 0.00
(***), P ≤ 0.0001 (****). . CC BY 4.0 International license
perpetuity. It is made available under a Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans onin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans peroxisome colocalization and co-occurrence in whole germlings. (A, C, E, I) Example max-Z projections of Figure S1. Woronin body and peroxisome colocalization and co-occurrence in whole germlings. (A, C, E, I g
y
p
g
g
( ,
,
, )
p
p
j
colocalization between GFP and mCherry-tagged markers for Woronin bodies and peroxisomes in wild type (A, C, E) or pxdAΔ (I) germlings. White
arrows indicate the septum closest to the spore head. Scale bars = 5 µm. (B, D, F) Average Mander’s coefficient for each pair of markers in wild type
germlings. B) SspA-mGFP5 and mCherry-HexA puncta in wild type (n = 19 germlings; mean ± SD: SspA w/ HexA = 0.92 ± 0.13; HexA w/ SspA =
0.44 ± 0.29). D) mGFP5-HexA and mCherry-PTS1 puncta in wild type (n = 31 germlings; mean ± SD: HexA w/ PTS1 = 0.60 ± 0.13; PTS1 w/ HexA
= 0.69 ± 0.16) F) SspA-mGFP5 and mCherry-PTS1 puncta in wild type (n = 27 germlings; mean ± SD: SspA w/ PTS1 = 0.84 ± 0.085; PTS1 w/ SspA
= 0.55 ± 0.16). (G) Average intensity ratio of SspA-mGFP5 and mCherry-HexA in puncta at septa and in the cytoplasm (n puncta, mean ± SD: septal
= 24, 0.44 ± 0.45; cytoplasmic = 33, 0.29 ± 0.19). (H) Average intensity ratio of mGFP5-HexA and mCherry-PTS1 in puncta at septa and in the
cytoplasm (n, mean ± SD: septal = 36, 2.59 ± 0.89; cytoplasmic = 47, 1.1 ± 1.1). (J) SspA-mGFP5 and mCherry-PTS1 puncta in pxdAΔ germlings (n
= 43 germlings; mean ± SD: SspA w/ PTS1 = 0.73 ± 0.21; PTS1 w/ SspA = 0.45 ± 0.18). Colocalization and co-occurrence Songster et al., 2023 (preprint) 10 . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
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bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
Figure S1. Woronin body and peroxisome colocalization and co-occurrence in whole germlings. (A, C, E, I) Example max-Z projections
colocalization between GFP and mCherry-tagged markers for Woronin bodies and peroxisomes in wild type (A, C, E) or pxdAΔ (I) germlings. Whi
arrows indicate the septum closest to the spore head. Scale bars = 5 µm. (B, D, F) Average Mander’s coefficient for each pair of markers in wild typ
germlings. B) SspA-mGFP5 and mCherry-HexA puncta in wild type (n = 19 germlings; mean ± SD: SspA w/ HexA = 0.92 ± 0.13; HexA w/ SspA
0.44 ± 0.29). D) mGFP5-HexA and mCherry-PTS1 puncta in wild type (n = 31 germlings; mean ± SD: HexA w/ PTS1 = 0.60 ± 0.13; PTS1 w/ Hex
= 0.69 ± 0.16) F) SspA-mGFP5 and mCherry-PTS1 puncta in wild type (n = 27 germlings; mean ± SD: SspA w/ PTS1 = 0.84 ± 0.085; PTS1 w/ Ssp
= 0.55 ± 0.16). (G) Average intensity ratio of SspA-mGFP5 and mCherry-HexA in puncta at septa and in the cytoplasm (n puncta, mean ± SD: sept
= 24, 0.44 ± 0.45; cytoplasmic = 33, 0.29 ± 0.19). (H) Average intensity ratio of mGFP5-HexA and mCherry-PTS1 in puncta at septa and in th
cytoplasm (n, mean ± SD: septal = 36, 2.59 ± 0.89; cytoplasmic = 47, 1.1 ± 1.1). (J) SspA-mGFP5 and mCherry-PTS1 puncta in pxdAΔ germlings
= 43 germlings; mean ± SD: SspA w/ PTS1 = 0.73 ± 0.21; PTS1 w/ SspA = 0.45 ± 0.18). (K-L) Histograms of the relative frequency of all movemen
(retrograde and anterograde) for SspA-mGFP5 (K) and mCherry-PTS1 (L) in adult hyphae (n hyphal tips: wild type = 32; pxdAΔ = 64). Colocalization and co-occurrence (K-L) Histograms of the relative frequency of all movements
(retrograde and anterograde) for SspA-mGFP5 (K) and mCherry-PTS1 (L) in adult hyphae (n hyphal tips: wild type = 32; pxdAΔ = 64). For B, D, F-
H, and J: unpaired t-test. Error bars represent SEM. P > 0.05 (labeled ns for “not significant,” or not shown), P ≤ 0.05 (*), P ≤ 0.01 (**), P ≤ 0.001
(***), P ≤ 0.0001 (****). Songster et al., 2023 (preprint) 11 . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans onin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Figure S2. Peroxisome distribution and movement in cells lacking complete Woronin bodies. (A) Diagram of Woronin bodies lacking SspA or
HexA. (B) Cumulative frequency plot of the number of moving mCherry-PTS1 puncta per 30 s in adult hyphal tips (n, mean ± SD puncta/30 s: wild
type = 53 hyphae, 1.09 ± 1.5; pxdAΔ = 48 hyphae, 0.33 ± 0.56; hexAΔ = 132 hyphae, 1.02 ± 1.4; sspAΔ = 110 hyphae, 1.60 ± 1.86). The results of
a Kruskal-Wallis with post-hoc Dunn’s multiple comparisons test versus wild type are shown; P > 0.05 labeled ns for “not significant”; P ≤ 0.05 (*). (C) Examples of mCherry-PTS1 in adult hyphal tips (max-Z projections). Scale bar = 10 µm. (D) Mean intensity of mCherry-PTS1 from the hyphal tip
inwards (n: wild type = 33 hyphae; pxdAΔ = 30 hyphae; hexAΔ = 53 hyphae; sspAΔ = 54 hyphae). Error bars represent SEM. Figure S2. Peroxisome distribution and movement in cells lacking complete Woronin bodies. (A) Dia Figure S2. Peroxisome distribution and movement in cells lacking complete Woronin bodies. (A) Diagram of Woronin bodies lacking SspA or
HexA. (B) Cumulative frequency plot of the number of moving mCherry-PTS1 puncta per 30 s in adult hyphal tips (n, mean ± SD puncta/30 s: wild
type = 53 hyphae, 1.09 ± 1.5; pxdAΔ = 48 hyphae, 0.33 ± 0.56; hexAΔ = 132 hyphae, 1.02 ± 1.4; sspAΔ = 110 hyphae, 1.60 ± 1.86). Songster et al., 2023 (preprint) Colocalization and co-occurrence ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans onin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Figure S3. Woronin bodies at tip apical septa and cytoplasmic leakage assays. (A) Examples of Woronin body localization at septa. SspA-
mGFP5 puncta were scored on max-Z projections as either present on both sides, one side, or none. Scale bar = 2 µm. (B) Line scans showing
fluorescence intensity of Woronin bodies (SspA) or cell membrane at septa (SsoA) for each score category from A. Arrows indicate peak intensities
for each fluorescent protein. (C) Normalized mean intensity of SspA-mGFP5 on either side (±0.5 µm) of apical septa for cells grown in glucose MM
agar (n septa, mean ± SD AU: wild type = 43, 1.00 ± 1.24; hexAΔ = 45, 0.12 ± 0.6; pxdAΔ = 68, 1.93 ± 2.08; hookAΔ = 50, 1.80 ± 1.98). (D) Fraction
of burst or damaged hyphal tips when grown in glucose or sorbose agar. Each circle represents the fraction burst hyphae from all tips imaged in a
single experiment with 8-50 hyphae each (Glucose n experiments, mean ± SD: wild type = 4, 0.02 ± 0.03; hexAΔ = 4, 0 ± 0; pxdAΔ = 4, 0.01 ± 0.02;
hookAΔ = 4, 0 ± 0. Sorbose n, mean ± SD: wild type = 4, 0.38 ± 0.07; hexAΔ = 4, 0.39 ± 0.17; pxdAΔ = 4, 0.46 ± 0.04; hookAΔ = 4, 0.49 ± 0.08. (E)
Leakage area of cytoplasmic puddles for hyphae grown in sorbose (n burst hyphae, mean ± SD: wild type = 73, 43.7 ± 22.7 µm2; hexAΔ = 63, 62.7
± 26.8 µm2; pxdAΔ = 125, 55.6 ± 28.9 µm2; hookAΔ = 119, 62.5 ± 32.5 µm2). (F) Quantification of cytoplasmic leakage after hypotonic shock. The
amount of leaked protein in the supernatant was quantified via Bradford assay (n samples, mean ± SD: water = 5, -0.45 ± 1.3 µg/mL; wild type = 12,
62 ± 18 µg/mL; hexAΔ = 10, 189 ± 39 µg/mL; sspAΔ = 11, 66 ± 35 µg/mL; pxdAΔ = 10, 58 ± 28 µg/mL; hookAΔ = 10, 52 ± 28 µg/mL). For C: Kruskal-
Wallis test with Dunn’s multiple comparisons for nonparametric data. Colocalization and co-occurrence For D-F: Ordinary one-way ANOVA with post-hoc Tukey-Kramer test. For C-
F: Error bars represent SEM. P > 0.05 (labeled ns for “not significant,” or not shown), P ≤ 0.05 (*), P ≤ 0.01 (**), P ≤ 0.001 (***), P ≤ 0.0001 (****). Figure S3. Woronin bodies at tip apical septa and cytoplasmic leakage assays. (A) Examples of Woroni Figure S3. Woronin bodies at tip apical septa and cytoplasmic leakage assays. (A) Examples of Woronin body localization at septa. SspA-
mGFP5 puncta were scored on max-Z projections as either present on both sides, one side, or none. Scale bar = 2 µm. (B) Line scans showing
fluorescence intensity of Woronin bodies (SspA) or cell membrane at septa (SsoA) for each score category from A. Arrows indicate peak intensities
for each fluorescent protein. (C) Normalized mean intensity of SspA-mGFP5 on either side (±0.5 µm) of apical septa for cells grown in glucose MM
agar (n septa, mean ± SD AU: wild type = 43, 1.00 ± 1.24; hexAΔ = 45, 0.12 ± 0.6; pxdAΔ = 68, 1.93 ± 2.08; hookAΔ = 50, 1.80 ± 1.98). (D) Fraction
of burst or damaged hyphal tips when grown in glucose or sorbose agar. Each circle represents the fraction burst hyphae from all tips imaged in a
single experiment with 8-50 hyphae each (Glucose n experiments, mean ± SD: wild type = 4, 0.02 ± 0.03; hexAΔ = 4, 0 ± 0; pxdAΔ = 4, 0.01 ± 0.02;
hookAΔ = 4, 0 ± 0. Sorbose n, mean ± SD: wild type = 4, 0.38 ± 0.07; hexAΔ = 4, 0.39 ± 0.17; pxdAΔ = 4, 0.46 ± 0.04; hookAΔ = 4, 0.49 ± 0.08. (E)
Leakage area of cytoplasmic puddles for hyphae grown in sorbose (n burst hyphae, mean ± SD: wild type = 73, 43.7 ± 22.7 µm2; hexAΔ = 63, 62.7
± 26.8 µm2; pxdAΔ = 125, 55.6 ± 28.9 µm2; hookAΔ = 119, 62.5 ± 32.5 µm2). (F) Quantification of cytoplasmic leakage after hypotonic shock. The
amount of leaked protein in the supernatant was quantified via Bradford assay (n samples, mean ± SD: water = 5, -0.45 ± 1.3 µg/mL; wild type = 12,
62 ± 18 µg/mL; hexAΔ = 10, 189 ± 39 µg/mL; sspAΔ = 11, 66 ± 35 µg/mL; pxdAΔ = 10, 58 ± 28 µg/mL; hookAΔ = 10, 52 ± 28 µg/mL). Songster et al., 2023 (preprint) Colocalization and co-occurrence The results of
a Kruskal-Wallis with post-hoc Dunn’s multiple comparisons test versus wild type are shown; P > 0.05 labeled ns for “not significant”; P ≤ 0.05 (*). (C) Examples of mCherry-PTS1 in adult hyphal tips (max-Z projections). Scale bar = 10 µm. (D) Mean intensity of mCherry-PTS1 from the hyphal tip
inwards (n: wild type = 33 hyphae; pxdAΔ = 30 hyphae; hexAΔ = 53 hyphae; sspAΔ = 54 hyphae). Error bars represent SEM. Figure S2. Peroxisome distribution and movement in cells lacking complete Woronin bodies. (A) Diagram of Woronin bodies lacking SspA or
HexA. (B) Cumulative frequency plot of the number of moving mCherry-PTS1 puncta per 30 s in adult hyphal tips (n, mean ± SD puncta/30 s: wild
type = 53 hyphae, 1.09 ± 1.5; pxdAΔ = 48 hyphae, 0.33 ± 0.56; hexAΔ = 132 hyphae, 1.02 ± 1.4; sspAΔ = 110 hyphae, 1.60 ± 1.86). The results of
a Kruskal-Wallis with post-hoc Dunn’s multiple comparisons test versus wild type are shown; P > 0.05 labeled ns for “not significant”; P ≤ 0.05 (*). (C) Examples of mCherry-PTS1 in adult hyphal tips (max-Z projections). Scale bar = 10 µm. (D) Mean intensity of mCherry-PTS1 from the hyphal tip
inwards (n: wild type = 33 hyphae; pxdAΔ = 30 hyphae; hexAΔ = 53 hyphae; sspAΔ = 54 hyphae). Error bars represent SEM. 12 Songster et al., 2023 (preprint) 12 . CC-BY 4.0 International license
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preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
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perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. Songster et al., 2023 (preprint) Colocalization and co-occurrence For C: Kruskal-
Wallis test with Dunn’s multiple comparisons for nonparametric data. For D-F: Ordinary one-way ANOVA with post-hoc Tukey-Kramer test. For C-
F: Error bars represent SEM. P > 0.05 (labeled ns for “not significant,” or not shown), P ≤ 0.05 (*), P ≤ 0.01 (**), P ≤ 0.001 (***), P ≤ 0.0001 (****). Songster et al., 2023 (preprint) 13 Songster et al., 2023 (preprint) . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Movie S1 (separate file). Woronin body (SspA-mGFP5) and peroxisome (mCherry-PTS1) comigration in a wild type hyphal tip. A single Z plane
image was taken every 300 ms via simultaneous dual-color spinning disk confocal microscopy (Nikon). The white arrow indicates a comigrating,
bidirectional run. Scale bar = 10 µm. Movie S2 (separate file). Woronin bodies (SspA-mGFP5) and peroxisomes (mCherry-PTS1) in a pxdAΔ hyphal tip. A
taken every 300 ms via simultaneous dual-color spinning disk confocal microscopy (Nikon). Scale bar = 10 µm. Table S1 (separate file). PxdA (sheet 1) and DipA (sheet 2) BLASTp results for all 33 fungal species tested. The amino acid sequences used for
each BLASTP search are shown in row 1 on both sheets. 14 Songster et al., 2023 (preprint) 14 . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. Table S3. Plasmids generated for this study. Songster et al., 2023 (preprint) Colocalization and co-occurrence ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
Strain
Alias
Genotype
Source
RPA1256
RPA1257
SspA-GFP, mCherry-
HexA
[mCherry-HexA::Afpyro], pyroA4, [SspA-mGFP5::AfpyrG], pyrG89, nkuA::Bar
This study
RPA1252
RPA1254
SspA-GFP, mCherry-
PTS1
yA::[gpdA(p)::mCherry-FLAG-PTS1::Afpyro], pyroA4, [SspA-mGFP5::AfpyrG], pyrG89, nkuA::bar
This study
RPA1247
RPA1248
GFP-HexA, mCherry-
PTS1
yA::[gpdA(p)::mCherry-FLAG-PTS1::Afpyro], pyroA4, [mGFP5-HexA::AfpyrG], pyrG89, nkuA::bar
This study
RPA1249
RPA1250
SspA-GFP, mCherry-
PTS1, pxdAΔ
yA::[gpdA(p)::mCherry-FLAG-PTS1::Afpyro], pyroA4, [SspA-mGFP5::AfpyrG], pyrG89, [pxdAΔ::Afribo],
riboB2, pabaA1, nkuA::argB+
This study
RPA1273
SspA-GFP, BFP-
PTS1, PxdA-mKate
wA::[gpdA(p)::2xtagBFP-PTS1::AfriboB], riboB2, [PxdA-mKate::Afpyro], pyroA4, [SspA-mGFP5::AfpyrG],
pyrG89, nkuA:: argB+
This study
RPA1326
SspA-GFP, mCherry-
SsoA
yA1, [SspA-mGFP5::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, pabaA1, nkuA::argB+
This study
RPA1327
SspA-GFP, mCherry-
SsoA
[SspA-mGFP5::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, nkuA::argB+
This study
RPA1320
SspA-GFP, mCherry-
SsoA, pxdAΔ
yA1, [SspA-mGFP5::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, [pxdAΔ::AfriboB], riboB2,
pabaA1, nkuA::argB+
This study
RPA1532
SspA-GFP, mCherry-
SsoA, hookAΔ
yA1, [SspA-mGFP5::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, [hookAΔ::AfriboB], riboB2,
pabaA1, nkuA::argB+
This study
RPA1321
RPA1322
SspA-GFP, mCherry-
SsoA, hexAΔ
yA1, [SspA -mGFP5::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, [hexAΔ::AfriboB], riboB2,
pabaA1, nkuA::argB+
This study
RPA1328
RPA1329
GFP, mCherry-SsoA
yA1, wA::[mTagGFP2::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, pabaA1, nkuA::argB+
This study
RPA1315
RPA1316
GFP, mCherry-SsoA,
pxdAΔ
yA1, wA::[mTagGFP2::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, pabaA1, [pxdAΔ::AfriboB], ri-
boB2, nkuA::argB+
This study
RPA1312
RPA1323
GFP, mCherry-SsoA,
hookAΔ
yA1, wA::[mTagGFP2::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, pabaA1, [hookAΔ::AfriboB],
riboB2, nkuA::argB+
This study
RPA1313
RPA1314
GFP, mCherry-SsoA,
hexAΔ
yA1, wA::[mTagGFP2::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, pabaA1, [hexAΔ::AfriboB], ri-
boB2, nkuA::argB+
This study
RPA1317
RPA1318
GFP, mCherry-SsoA,
sspAΔ
yA1, wA::[mTagGFP2::AfpyrG], pyrG89, [mCherry-SsoA::Afpyro], pyroA4, pabaA1, [sspAΔ::AfriboB], ri-
boB2, nkuA::argB+
This study
RPA528
GFP-RabA, mCherry-
PTS1
yA::[gpdA(p)-mCherry-FLAG-PTS1::Afpyro], pyroA4, [mTagGFP2-RabA::AfpyrG], pyrG89, riboB2,
pabaA1, nkuA::argB+
Tan et al.,
201439
RPA861
GFP-RabA, mCherry-
PTS1, pxdAΔ
yA::[gpdA(p)-mCherry-FLAG-PTS1::Afpyro], pyroA4, [mTagGFP2-RabA::AfpyrG], pyrG89, [pxdAΔ::Afri-
boB], riboB2, pabaA1, nkuA::argB+
Salogiannis et
al., 201639
RPA1330
RPA1344
GFP-RabA, mCherry-
PTS1, hexAΔ
yA::[gpdA(p)-mCherry-FLAG-PTS1::Afpyro], pyroA4, [mTagGFP2-RabA::AfpyrG], pyrG89, [hexAΔ::Afri-
boB], riboB2, pabaA1, nkuA::argB+
This study
RPA1345
RPA1346
GFP-RabA, mCherry-
PTS1, sspAΔ
yA::[gpdA(p)-mCherry-FLAG-PTS1::Afpyro], pyroA4, [mTagGFP2-RabA::AfpyrG], pyrG89, [sspAΔ::Afri-
boB], riboB2, pabaA1, nkuA::argB+
This study 15 Songster et al., 2023 (preprint) 15 Songster et al., 2023 (preprint) . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
. CC-BY 4.0 International license
perpetuity. Colocalization and co-occurrence It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans onin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Plasmid ID
Plasmid Name
Source
RPB2188
hookAΔ::AfriboB
This study
RPB2007
hexAΔ::AfriboB
This study
RPB2184
sspAΔ::AfriboB
This study
RPB2042
wA::mTagGFP2::AfpyrG
This study
RPB2049
SspA-mGFP5::AfpyrG
This study
RPB2048
mGFP5-HexA::AfpyrG
This study
RPB2190
mCherry-SsoA::AfpyroA
This study
RPB564
mCherry-HexA::AfpyroA
This study Songster et al., 2023 (preprint) 16 . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint . CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. Songster et al., 2023 (preprint) Colocalization and co-occurrence ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans onin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans
Primer
Sequence (5'-3')
Purpose
Plasmid
LS65
AGCTTGGCGTAATCATGGTCATAGCTG
F amplify pBH without overhangs
all
LS66
CACTGGCCGTCGTTTTACAACGT
R amplify pBH without overhangs
all
JC192
AAAACGACGGCCAGTCATGCTTGCTTCCTCTTGCG
F amplify upstream hookA
RPB2188
LS119
cgattacatgaaggtccacctgtcatttgtcagCTTGAGCGGGCGCAGGG
R amplify upstream hookA
RPB2188
LS120
CGCCCCTGCGCCCGCTCAAGctgacaaatgacaggtggaccttcatgtaa
F amplify AfriboB
RPB2188
LS121
GGGTCATTTGTCAAGATTGAGCATGatgagtgtgacgagcatacaccgtg
R amplify AfriboB
RPB2188
LS122
cggtgtatgctcgtcacactcatCATGCTCAATCTTGACAAATGACCCCT
F amplify downstream hookA
RPB2188
JC96
GAAACAGCTATGACCATGATTACGCCAAGCAATAACTGTTGAAGGA-
GATCCTGACAGTGG
R amplify downstream hookA
RPB2188
JC202
CATGCTTGCTTCCTCTTGCGCTCGC
F targeting primer
RPB2188
JC118
AATAACTGTTGAAGGAGATCCTGAC
R targeting primer
RPB2188
JC938
GTCACGACGTTGTAAAACGACGGCCAGTGTAGCACTTCGCACGTCGAACG
F amplify upstream hexA
RPB2007
JC939
cgagccagactcctgaacggcctcttCTTGCGAGCCTTGGGGTGATCTAC
R amplify upstream hexA
RPB2007
JC940
GTAGTAGATCACCCCAAGGCTCGCAAGaagaggccgttcaggagtctgg
F amplify AfriboB
RPB2007
JC941
AGGTCGTTTTAGAGAACCCCTGTAGACAGCatgagtgtgacgagcatacaccgtg
R amplify AfriboB
RPB2007
JC942
gtcgacacggtgtatgctcgtcacactcatGCTGTCTACAGGGGTTCTCTAAAACGACC
F amplify downstream hexA
RPB2007
JC915
GAAACAGCTATGACCATGATTACGCCAAGCTCACCTGAACGATCCAAC-
GGTTTCGACG
R amplify downstream hexA
RPB2007
JC950
TAGCACTTCGCACGTCGAACGG
F targeting primer
RPB2007
JC953
CACCTGAACGATCCAACGGTTTCGACG
R targeting primer
RPB2007
LS11
CGACGTTGTAAAACGACGGCCAGTGtggaaagacgccatatctgggtctg
F amplify upstream sspA
RPB2184
LS26
AGCCAGACTCCTGAACGGCCTCTTaggaaaagcaatgaacaggaaacgcg
R amplify upstream sspA
RPB2184
LS27
ttcgcgtttcctgttcattgcttttcctAAGAGGCCGTTCAGGAGTCTGG
F amplify AfriboB
RPB2184
LS83
ACGGTGTATGCTCGTCACACTCATgaccaaaatggtccgtgctatcccat
R amplify AfriboB
RPB2184
LS29
TATGCTCGTCACACTCATaggatgtaatttcctcccggacaaatgatgac
F amplify downstream sspA
RPB2184
LS20
AGGAAACAGCTATGACCATGATTACGCCAAGCTgcggaggcggctcgacg
R amplify downstream sspA
RPB2184
LS137
tggaaagacgccatatctgggtctgg
F targeting primer
RPB2184
LS38
gcggaggcggctcgac
R targeting primer
RPB2184
JC192
AAAACGACGGCCAGTCATGCTTGCTTCCTCTTGCG
F amplify upstream hookA
RPB2582
LS628
actgtattattatattcagttatataagcgccggCTTGAGCGGGCGCAGG
R amplify upstream hookA
RPB2582
LS630
ccggcgcttatataactgaatataat
F amplify AfpabA
RPB2582
LS631
ttggaatgtttgcagcagc
R amplify AfpabA
RPB2582
LS629
acttgctgctgcaaacattccaaCATGCTCAATCTTGACAAATGACCCCT
F amplify downstream hookA
RPB2582
JC96
GAAACAGCTATGACCATGATTACGCCAAGCAATAACTGTTGAAGGA-
GATCCTGACAGTGG
R amplify downstream hookA
RPB2582
JC202
CATGCTTGCTTCCTCTTGCGCTCGC
F targeting primer
RPB2582
JC118
AATAACTGTTGAAGGAGATCCTGAC
R targeting primer
RPB2582
JC165
AGTCACGACGTTGTAAAACGACGGCCAGTGCTCTGGAACAGTCTCGCCG
F amplify upstream wA
RPB2042
JC4
TGATTCTATAGGAAGATCCAGGCACCGGTCGATCAGGAGAAGGAGAG-
TCAAGTCCGCTGA
R amplify upstream wA
RPB2042
JC3
TCAGCGGACTTGACTCTCCTTCTCCTGATCGACCGGTGCCTGGATCTTCC-
TATAGAATCA
F amplify gpdA promoter
RPB2042
JC745
CAATTCTTCACCTCCTGACATTGTGATGTCTGCTCAAGCGGGG
R amplify gpdA promoter
RPB2042
JC743
CGCTTGAGCAGACATCACAATGTCAGGAGGTGAAGAATTGTTCG-
CAGGTATTGTTCCTGT
F amplify mTagGFP2::AfpyrG::downstream
wA
RPB2042
wA DS R
GAAACAGCTATGACCATGATTACGCCAAGCTACTCG-
GAAAGGGTGGTGAATGCGGCGTGC
R amplify mTagGFP2::AfpyrG::downstream
wA
RPB2042
LS45
CTCTGGAACAGTCTCGCCGTCTTG
F targeting primer
RPB2042
LS46
ACTCGGAAAGGGTGGTGAATGCG
R targeting primer
RPB2042
LS21
TCACGACGTTGTAAAACGACGGCCAGTGtttccttgagctcaccgcgttc
F amplify sspA CDS
RPB2049
LS22
TGGCACCGGCTCCAGCGCCTGCACCAGCTCCccggtagtcgggtccaggg
R amplify sspA CDS
RPB2049
LS23
gagtacgagaagggccctggacccgactaccggGGAGCTGGTGCAGGCGC
F amplify mGFP5
RPB2049
LS24
ggaaattacatcctTTATTTGTATAGTTCATCCATGCCATGTGTAATCCC
R amplify mGFP5
RPB2049
LS25
GGATGAACTATACAAATAAaggatgtaatttcctcccggacaaatgatga
F amplify sspA 3' UTR
RPB2049
LS16
GCGAAGAGGGTGAAGAGCATTGtaaagaaataaagatgcaccgagcggcg
R amplify sspA 3' UTR
RPB2049
LS17
gccgctcggtgcatctttatttctttaCAATGCTCTTCACCCTCTTCGCG
F amplify AfpyrG
RPB2049
LS18
atgggatagcacggaccattttggtcCTGTCTGAGAGGAGGCACTGATGC
R amplify AfpyrG
RPB2049
LS19
GCATCAGTGCCTCCTCTCAGACAGgaccaaaatggtccgtgctatcccat
F amplify downstream sspA
RPB2049
LS20
AGGAAACAGCTATGACCATGATTACGCCAAGCTgcggaggcggctcgacg
R amplify downstream sspA
RPB2049
LS37
tttccttgagctcaccgcgttct
F targeting primer
RPB2049
LS38
gcggaggcggctcgac
R targeting primer
RPB2049
LS30
CGACGTTGTAAAACGACGGCCAGTGggaagatactcgaacctctgcccct
F amplify upstream hexA
RPB2048
LS31
ACTCCAGTGAAAAGTTCTTCTCCTTTCATcttgcgagccttggggtgatc
R amplify upstream hexA
RPB2048
LS32
ccccaaggctcgcaagATGAAAGGAGAAGAACTTTTCACTGGAGTTGTCC
F amplify mGFP5
RPB2048
LS33
taacccatTCCGGAGCCACTTCCTTTGTATAGTTCATCCATGCCATGTGT
R amplify mGFP5
RPB2048
LS34
ATGAACTATACAAAGGAAGTGGCTCCGGAatgggttactacgacgacgac
F amplify hexA CDS + 3' UTR
RPB2048
JC956
GGTATTTCAGACCCGCGAAGAGGGTGAAGAGCATT-
Gacaggccctacatgcagccttatc
R amplify hexA CDS + 3' UTR
RPB2048
JC958
ttttacttttttgataaggctgcatgtagggcctgtCAATGCTCTTCACCCTCTTCGCGG
F amplify AfpyrG
RPB2048
JC959
tttcgacccatacggtgccgagcagcgcgacctgcCTGTCTGAGAGGAGGCACTGATGCG
R amplify AfpyrG
RPB2048
JC960
GATAACAGCTTGGCATCACGCATCAGTGCCTCCTCTCAGA-
CAGgcaggtcgcgctgctcg
F amplify downstream hexA
RPB2048
JC915
GAAACAGCTATGACCATGATTACGCCAAGCTcacctgaacgatccaacggtttcgacg
R amplify downstream hexA
RPB2048
LS39
ggaagatactcgaacctctgcccct
F targeting primer
RPB2048
LS40
cacctgaacgatccaacggtttcga
R targeting primer
RPB2048
LS77
AGTCACGACGTTGTAAAACGACGGCCAGTGcaccatgttgggggtc
F amplify upstream ssoA
RPB2190
LS107
tcctcgcccttgctcaccatCGTGAAGATATAATGGAATCAATGAATCAA
R amplify upstream ssoA
RPB2190
LS103
TGATTCATTGATTCCATTATATCTTCACGatggtgagcaagggcgaggag
F amplify mCherry
RPB2190
LS104
CACCGGCTCCAGCGCCTGCACCAGCTCCcttgtacagctcgtccatgccg
R amplify mCherry
RPB2190
LS108
gccactccaccggcggcatggacgagctgtacaagGGAGCTGGTGCAGGC
F amplify ssoA CDS + 3' UTR
RPB2190
LS124
AGCATCTGATGTCCgtaacaaaaagatattaagattattaggtgatgact
R amplify ssoA CDS + 3' UTR
RPB2190
LS125
tcttaatatctttttgttacGGACATCAGATGCTGGATTACTAAGGTAAT
F amplify AfpyroA
RPB2190 Songster et al., 2023 (preprint) 17 . Colocalization and co-occurrence CC-BY 4.0 International license
perpetuity. It is made available under a
preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in
The copyright holder for this
this version posted January 21, 2023. ;
https://doi.org/10.1101/2023.01.20.524968
doi:
bioRxiv preprint Woronin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans onin bodies move dynamically and bidirectionally by hitchhiking on early endosomes in Aspergillus nidulans Primer
Sequence (5'-3')
Purpose
Plasmid
LS126
gattagattatatatacccaGCGAGTGTCTACATAATGAAGGACAAATGC
R amplify AfpyroA
RPB2190
LS123
TATGTAGACACTCGCtgggtatatataatctaatccacgttaacagctcc
F amplify downstream ssoA
RPB2190
JC925
AAACAGCTATGACCATGATTACGCCAAGCTaagcgcggcgagagataagg
R amplify downstream ssoA
RPB2190
JC954
caccatgttgggggtcttggagtatc
F targeting primer
RPB2190
JC955
aagcgcggcgagagataagg
R targeting primer
RPB2190
K147
CGAACAGCGAGTTCGCGCG
F amplify upstream hexA
RPB564
K148
GAGGGAGAAGTCAACCTCGTGGACATCAGATGCTGGATTACTAAGGTAAT
R amplify upstream hexA
RPB564
S669
GGACATCAGATGCTGGATTAC
F amplify AfpyroA
RPB564
S670
CTTCATTATGTAGACACTCGC
R amplify AfpyroA
RPB564
K149
CATTTGTCCTTCATTATGTAGACACTCGCTAGCACTTCGCACGTCGAACG
F amplify hexA promoter
RPB564
K150
CACCCCAAGGCTCGCAAGATGGTGAGCAAGGGCGAGGAGGATAACA
R amplify hexA promoter
RPB564
K071
GTGAGCAAGGGCGAGGAGG
F amplify mCherry
RPB564
K152
GGCATGGACGAGCTGTACAAGGGAGCTGGTGCAGGCGCTG-
GAGCCGGTGCC
R amplify mCherry
RPB564
K154
GGTGCAGGCGCTGGAGCCGGTGCCGGTTACTACGACGACGACGGTAACT
F amplify hexA CDS + downstream
RPB564
K155
GACACGAAACGAACGCCTCG
R amplify hexA CDS + downstream
RPB564
K157
CCGTCAACGAAGGGTATGGAAC
F targeting primer
RPB564
K156
CAGACAAGCGCGCGAGCTCC
R targeting primer
RPB564
Table S4. Primers used to make plasmids for this study. Songster et al., 2023 (preprint) 18
|
https://openalex.org/W3037206681
|
https://europepmc.org/articles/pmc7349252?pdf=render
|
English
| null |
Mass Spectrometry Based-Proteomic Analysis of Anisakis spp.: A Preliminary Study towards a New Diagnostic Tool
|
Genes
| 2,020
|
cc-by
| 10,221
|
Keywords: anisakiasis; Anisakis spp.; proteomics; MALDI–TOF MS; LC–ESI–MS/MS Keywords: anisakiasis; Anisakis spp.; proteomics; MALDI–TOF MS; LC–ESI–MS/MS Keywords: anisakiasis; Anisakis spp.; proteomics; MALDI–TOF MS; LC–ESI–MS/MS genes
G C A T
T A C G
G C A T genes
G C A T
T A C G
G C A T genes Article
Mass Spectrometry Based-Proteomic Analysis of
Anisakis spp.: A Preliminary Study towards a New
Diagnostic Tool Valeria Marzano 1
, Stefania Pane 2
, Gianluca Foglietta 2, Stefano Levi Mortera 1,
Pamela Vernocchi 1, Andrea Onetti Muda 3 and Lorenza Putignani 4,* Valeria Marzano 1
, Stefania Pane 2
, Gianluca Foglietta 2, Stefano Levi Mortera 1,
Pamela Vernocchi 1, Andrea Onetti Muda 3 and Lorenza Putignani 4,* 1
Unit of Human Microbiome, Bambino Gesù Children’s Hospital IRCCS, Piazza Sant’Onofrio 4,
00165 Rome, Italy; valeria.marzano@opbg.net (V.M.); stefano.levimortera@opbg.net (S.L.M.);
pamela.vernocchi@opbg.net (P.V.) 1
Unit of Human Microbiome, Bambino Gesù Children’s Hospital IRCCS, Piazza Sant’Onofrio 4,
00165 Rome, Italy; valeria.marzano@opbg.net (V.M.); stefano.levimortera@opbg.net (S.L.M.);
pamela.vernocchi@opbg.net (P.V.) 1
Unit of Human Microbiome, Bambino Gesù Children’s Hospital IRCCS, Piazza Sant’Onofrio 4,
00165 Rome, Italy; valeria.marzano@opbg.net (V.M.); stefano.levimortera@opbg.net (S.L.M.);
pamela.vernocchi@opbg.net (P.V.) p
p g
2
Unit of Parasitology, Bambino Gesù Children’s Hospital IRCCS, Piazza Sant’Onofrio 4, 00165 Rome, Ita
stefania.pane@opbg.net (S.P.); gianluca.foglietta@opbg.net (G.F.) p
p g
g
g
p g
3
Department of Laboratories, Bambino Gesù Children’s Hospital IRCCS, Piazza Sant’Onofrio 4,
00165 Rome, Italy; andrea.onettimuda@opbg.net 4
Units of Parasitology and Human Microbiome, Bambino Gesù Children’s Hospital IRCCS, Piazza
Sant’Onofrio 4, 00165 Rome, Italy y
*
Correspondence: lorenza.putignani@opbg.net; Tel.: +39-0668594127 Received: 30 May 2020; Accepted: 22 June 2020; Published: 24 June 2020 Abstract: Anisakiasis is nowadays a well-known infection, mainly caused by the accidental ingestion
of Anisakis larvae, following the consumption of raw or undercooked fishes and cephalopods. Due
to the similarity of symptoms with those of common gastrointestinal disorders, this infection is
often underestimated, and the need for new specific diagnostic tools is becoming crucial. Given
the remarkable impact that MALDI–TOF MS biotyping had in the last decade in clinical routine
practice for the recognition of bacterial and fungi strains, a similar scenario could be foreseen for the
identification of parasites, such as nematodes. In this work, a MALDI–TOF MS profiling of Anisakis
proteome was pursued with a view to constructing a first spectral library for the diagnosis of Anisakis
infections. At the same time, a shotgun proteomics approach by LC–ESI–MS/MS was performed on
the two main fractions obtained from protein extraction, to evaluate the protein species enriched by
the protocol. A set of MALDI–TOF MS signals associated with proteins originating in the ribosomal
fraction of the nematode extract was selected as a potential diagnostic tool for the identification of
Anisakis spp. 1. Introduction Among food biological hazards, parasites are particularly dangerous for human health. Globalization has markedly increased the change in eating habits, including the widespread
consumption of raw, marinated, or smoked fish. Moreover, a quota of food allergies of unknown origin
among the general population may be due to sensitization to Anisakis spp. (roundworms), representing
a public health issue, whose clinical manifestations are characterized by digestive disorders, asthma,
dermatitis, and even anaphylaxis. Nematodes of the Anisakidae family are fish parasites that can be
found all over the world. The larvae live in the gut, visceral peritoneum, and flesh of many marine fish
and cephalopod species and can colonize through different trophic bridges, ensuring and widening
the parasite life cycle. Genes 2020, 11, 693; doi:10.3390/genes11060693 www.mdpi.com/journal/genes www.mdpi.com/journal/genes Genes 2020, 11, 693 2 of 18 Humans can become accidental hosts of the Anisakis parasite by eating parasitized raw or
undercooked fish containing larvae in stage 3 [1,2]. Within hours of being ingested, Anisakis larvae
penetrate the mucosal layers of the gastrointestinal tract, causing direct tissue damage that may lead to
the zoonotic disease known as anisakiasis. This acute gastrointestinal form of Anisakis infection is
usually transient, with the worm dying within a few weeks. It is manifested by clinical symptoms
ranging from nausea to vomiting, diarrhea, mild to severe abdominal pain, and intestinal obstruction [3],
mimicking other common gastrointestinal disturbances, such as acute appendicitis, gastric ulcer, or
tumors, thus making the diagnosis of anisakiasis extremely difficult. Diagnosis is generally obtained
through anamnestic data, endoscopy, radiography, serum-specific anti-Anisakis IgE determination, or
surgery if the worm has embedded. Visualization and morphological identification of the larva(e),
removed by endoscopy or surgery or expelled by patients’ cough is the conclusive assessment. To
date, no unambiguous diagnostic criteria and laboratory algorithm have been established; the lack of
highly skilled microscopists in biomedical laboratories and the high number of false positives due to
cross-reactivities with numerous panallergens have underlined the need to improve the diagnostic
approaches. Indeed, because of technical difficulties in their diagnosis, these infections are likely to
be under-diagnosed. Nowadays, mass spectrometry (MS) biotyping is a rapid, easy, and validated method for
accurate microbial phenotypic identification (ID). It takes advantage of the matrix-assisted laser
desorption/ionization time-of-flight MS (MALDI–TOF MS) technology. 1. Introduction In particular, three platforms,
i.e., MALDI Biotyper (Bruker Daltonics GmbH, Bremen, Germany), VITEK MS (bioMerieux,
Marcy-l’Étoile, France), and Andromas MS (Paris, France) are currently approved for routine use and
adopted by many clinical microbiological laboratories [4–7], facilitating the clinical identification of
many pathogenic microorganisms, including bacteria, yeasts, and filamentous fungi. However, an
increase of applications of this technology has been observed in the last 10 years, with encouraging
results also in studies regarding parasites [8,9]. A recent application of MALDI–TOF MS for Dirofilaria
and Ascaris protein-based profiling showed a promising scenario towards clinical applications involving
nematodes biotyping [10]. The aim of this study is to extend the MALDI–TOF MS Biotyper approach to Anisakis spp. ID
and to define a preliminary assessment of its potential in anisakiasis diagnosis. In parallel, a shotgun
identification profiling of Anisakis proteins by liquid chromatography–electrospray ionization–tandem
MS (LC–ESI–MS/MS) was performed on the two main fractions of the extraction protocol, with the aim
of detecting a relationship with the specifically detected MALDI–TOF MS Biotyper signals. 2. Materials and Methods Infection by several live parasite larvae isolated from salmon portions, bought in a local
supermarket in Rome in late 2019, was assessed by macroscopic observation. Additionally, microscopic
analysis was performed using an Axiovert 25 microscope (Zeiss, Jena, Germany). Specimens were
identified as Anisakis spp. larvae. 2.1. Protein Extraction Five specimens were washed several times in 0.9% NaCl solution, and each larva was stored in
a sterile 0.9% NaCl solution in a ratio of 1:3 (parasite weight/volume of the isotonic solution) at −80
◦C. Mechanical homogenization of the frozen material was carried out with a steel pestle, followed
by an ultrasonic treatment of the biomass at 100% power (BactoSonic, BANDELIN electronic GmbH
& Co KG, Berlin, Germany) in five cycles of 30 s. Two-hundred µL of Lysis buffer from the MALDI
Sepsityper Kit (Bruker Daltonics GmbH, Bremen, Germany) was added to the resulting sample and
mixed by vortexing for 10 s. After centrifugation, the pellet was suspended with 1 mL of Washing
Buffer (MALDI Sepsityper Kit) and, after another centrifugation, the supernatant (“sample A”) was
used for LC–ESI–MS/MS analysis. Genes 2020, 11, 693 3 of 18 Last, the obtained pellet was resuspended in 1.2 mL of a solution water/ethanol 1:3, and 2/3 of it
was centrifuged, obtaining a second pellet (“B”), which was resuspended in 35% formic acid (FA), 15%
water, and 50% acetonitrile (ACN) for MALDI–TOF MS analysis (“sample BM”, M as the abbreviation
for MALDI–TOF MS). Genes 2020, 11, x FOR PEER REVIEW
3 of 18
15% water, and 50% acetonitrile (ACN) for MALDI–TOF MS analysis (“sample BM”, M as the
abbreviation for MALDI–TOF MS). In parallel, 1/3 of the solution was centrifuged for 2 min at 14,000 rpm, and the resulting
pellet (“B”) was sonicated (VibraCell Ultrasonic Liquid Processor, Sonics & Materials Inc,
Newtown, CT, USA) 7 times, 60% amplitude, in Sample Buffer (7 M urea, 2 M thiourea, 4%
3-[(3-cholamidopropyl)dimethylammonio]-1-propanesulfonate hydrate (CHAPS), 40 mM trizma,
and 50 mM dithiothreitol (DTT)) and incubated for 1 h at 37 ◦C. After centrifugation at 14,000 rpm for
15 min, the supernatant (“sample BLC “, LC as the abbreviation for LC–ESI–MS/MS) was collected in
order to perform the LC–ESI–MS/MS analysis (Figure 1). In parallel, 1/3 of the solution was centrifuged for 2 min at 14,000 rpm, and the resulting pellet
(“B”) was sonicated (VibraCell Ultrasonic Liquid Processor, Sonics & Materials Inc, Newtown, CT,
USA) 7 times, 60% amplitude, in Sample Buffer (7 M urea, 2 M thiourea, 4% 3-[(3-
cholamidopropyl)dimethylammonio]-1-propanesulfonate hydrate (CHAPS), 40 mM trizma, and 50
mM dithiothreitol (DTT)) and incubated for 1 h at 37 °C. 2.1. Protein Extraction After centrifugation at 14,000 rpm for 15
min, the supernatant (“sample BLC “, LC as the abbreviation for LC–ESI–MS/MS) was collected in
order to perform the LC–ESI–MS/MS analysis (Figure 1). Figure 1. Sketch of the two proteomic experimental approaches exploited for Anisakis spp. identification. Figure 1. Sketch of the two proteomic experimental approaches exploited for Anisakis spp. identification. 2 Matrix-Assisted Laser Desorption/Ionization–Time of Flight Mass Spectrometry (MALDI–TOF MS) Figure 1. Sketch of the two proteomic experimental approaches exploited for Anisakis spp. Figure 1. Sketch of the two proteomic experimental approaches exploited for Anisakis spp. identification. ntification. trix-Assisted Laser Desorption/Ionization–Time of Flight Mass Spectrometry (MALDI–TOF MS) identification. .2. Matrix-Assisted Laser Desorption/Ionization–Time of Flight Mass Spectrometry (MALDI–TOF MS) 2.2. Matrix-Assisted Laser Desorption/Ionization–Time of Flight Mass Spectrometry (MALDI–TOF MS)
One microliter of sample BM was placed on an MSP 96 polished steel target (Bruker Daltonics,
GmbH, Bremen, Germany), air-dried, and overlaid with 1 µL of the matrix, consisting in a solution
of 5 mg/mL of α-cyano-4-hydroxycinnamic acid (Bruker Daltonics GmbH, Bremen, Germany) in 50%
ACN, 47.5% water, 2.5% trifluoroacetic acid (TFA). Each sample was spotted onto eight target spots
of the MALDI target plate, and spectral measurements were performed with a Microflex LT mass
spectrometer (Biotyper, Bruker Daltonics GmbH, Bremen, Germany), equipped with the FlexControl
software package, (version 3.4, Bruker Daltonics GmbH, Bremen, Germany), operating in the positive
linear mode (laser frequency 20 Hz; ion source 1 voltage, 20 kV; ion source 2 voltage, 18.4 kV; lens
One microliter of sample BM was placed on an MSP 96 polished steel target (Bruker Daltonics,
GmbH, Bremen, Germany), air-dried, and overlaid with 1 µL of the matrix, consisting in a solution of
5 mg/mL of α-cyano-4-hydroxycinnamic acid (Bruker Daltonics GmbH, Bremen, Germany) in 50%
ACN, 47.5% water, 2.5% trifluoroacetic acid (TFA). Each sample was spotted onto eight target spots
of the MALDI target plate, and spectral measurements were performed with a Microflex LT mass
spectrometer (Biotyper, Bruker Daltonics GmbH, Bremen, Germany), equipped with the FlexControl
software package, (version 3.4, Bruker Daltonics GmbH, Bremen, Germany), operating in the positive
linear mode (laser frequency 20 Hz; ion source 1 voltage, 20 kV; ion source 2 voltage, 18.4 kV; lens
voltage, 6 kV; mass range, 2000 to 20,000 m/z). 2.4. Liquid Chromatography–Electrospray Ionization–Tandem MS (LC–ESI–MS/MS) LC–ESI–MS/MS experiments were performed on an UltiMate3000 RSLCnano System directly
coupled to an Orbitrap Fusion Tribrid mass spectrometer, operating in positive ionization mode,
equipped with a nanoESI source (EASY-Spray NG) (Thermo Fisher Scientific, Waltham, MA, USA). The digested proteins (1.25 µg) were first trapped and desalted onto a µ-precolumn cartridge C18
PepMap100 (5 µm particle size, 100 Å pore size, 300 µm i.d. × 5 mm length, Thermo Fisher Scientific,
Waltham, MA, USA) for 3 min at 10 µL/min, with an aqueous solution of 2% ACN and 0.1% TFA,
and then separated by reverse-phase chromatography performed on an EASY-Spray PepMap RSLC
C18 column (2 µm particle size, 100 Å pore size, 75 µm i.d. × 50 cm length, Thermo Fisher Scientific,
Waltham, MA, USA) at a flow rate of 250 nL/min and a temperature of 35 ◦C, by a one-step linear
gradient from 95% eluent A (0.1% FA in water) to 25% eluent B (99.9% ACN, 0.1% FA) in 113 min and
total LC run of 160 min. Precursor (MS1) survey scans were recorded in the Orbitrap, at resolving
powers of 120 K (at m/z 200). Data-dependent MS/MS (MS2) analysis was performed in top speed mode
with a 3 s cycle time, during which most abundant multiple-charged (2+–7+) precursor ions detected
within the range of 375–1500 m/z were selected for activation in order of abundance and detected in ion
trap at rapid scan rate. Quadrupole isolation with a 1.6 m/z isolation window was used, and dynamic
exclusion was enabled for 60 s after a single scan. Automatic gain control targets were 4.0 × 105 for MS1
and 2.0 × 103 for MS2, with 50 and 300 ms maximum injection times, respectively. For MS2, the signal
intensity threshold was 5.0 ×103, and the option “Injection Ions for All Available Parallelizable Time”
was set. High-energy collisional dissociation (HCD) was performed using 30% normalized collision
energy. Lock mass was set as an internal calibration using polydimethylcyclosiloxane (445.12003 m/z). 2.1. Protein Extraction Three independent mass spectra with 240 shots (from 4 of 18 Genes 2020, 11, 693 different positions of the target spot) for each spectrum were acquired from each spot, to obtain 24
spectra replicas, externally calibrated by using the Bacterial Test Standard (Bruker Daltonics GmbH,
Bremen, Germany). Subsequently, spectra datasets were imported into ClinPro Tools software (version
3.0, Bruker Daltonics, GmbH, Bremen, Germany) for data mining after peak picking on the calculated
total average spectrum, setting the signal-to-noise (S/N) threshold at 3, baseline subtraction (Top Hat),
and peak intensity calculation. 2.3. In-Solution Protein Digestion The protein extracts (sample A and BLC) were subjected to reduction, alkylation, and trypsin
digestion according to the filter-aided sample preparation (FASP) protocol [11]. Briefly, the protein
extracts were loaded on the Microcon-10kDa Centrifugal Filter Unit with an Ultracel-10 membrane
(Merck, Burlington, MA, USA) in the presence of 8 M urea and 100 mM Tris-HCl, pH 8.5; disulfide
bonds were reduced for 15 min at 37 ◦C with 8 mM DTT, then the samples were incubated with 50 mM
iodoacetamide for 15 min and subsequently with DTT and digested with 1 µg of sequencing-grade
trypsin (Promega, Milan, Italy) at 37 ◦C in 50 mM ammonium bicarbonate buffer pH 8.0, overnight
(16 h). Peptides were eluted from the Microcon, speedvac-dried, and resuspended in a water solution
with 2% ACN and 0.1% FA. Total peptide content was determined by NanoDrop 2000 (Thermo Fisher
Scientific, Waltham, MA, USA) analysis, with a standard curve of MassPrep Escherichia coli digestion
(Waters, Milford, MA, USA). 2.5. Database Searching and Protein Identification Protein IDs were obtained with the embedded search engine (Sequest HT) of the Proteome
Discoverer software (PD, version 2.4, Thermo Fisher Scientific, Waltham, MA, USA) after searching
a custom-made database containing the complete UniProtKB/Swiss-Prot sequence entries catalogue
(561,568 proteins, release: 2019_11) to which Anisakis UniProtKB/TrEMBL (25,874 proteins, release:
2019_11) and “Salmon” UniProtKB/TrEMBL (233,298 proteins, release: 2020_01) sequence entries
were appended. The search parameters included trypsin as the proteolytic enzyme with a maximum
of 2 missed cleavages per peptide allowed and oxidation of methionine as a variable modification, 5 of 18 Genes 2020, 11, 693 whereas carbamidomethylation of cysteine was set as static modification. Precursor and fragment
mass tolerance were set to 10 ppm and 0.6 Da, respectively. False discovery rate (FDR) was calculated
by the Percolator algorithm, and a cut-offof 0.01 was used for the identifications (i.e., the expected
fraction of incorrect protein match in the entire data set was set to less than 1%, calculated on a decoy
database). At least two peptides were considered for protein ID. 3.1. Experimental Pipeline After mechanical homogenization and sonication, the samples obtained from five larvae were
treated according with the MALDI Sepsityper Kit protocol (Bruker Daltonics, GmbH, Bremen, Germany). To exploit the advantages of different proteomic strategies, a combined approach based on two mass
spectrometry platforms was undertaken in the current study (Figure 1). 2.6. Functional Analysis The mapping of orthologous genes from protein lists to Caenorhabditis elegans was carried out by
the g:Orth tool of the g:Profiler web server based on data collected into the Ensembl database [12,13]
and by STRING (version 11.0, database 11_0) [14,15]. Bioinformatic analyses were performed by
the g:GOSt function of the g:Profiler software in order to perform statistical enrichment analysis to
find over-representation of information from Gene Ontology (GO) terms and Kyoto Encyclopedia of
Genes and Genomes (KEGG) biological pathways. The most significant categories associated with the
uploaded datasets were identified by calculating the related significance (p-value) when comparing the
protein list to the whole C. elegans proteome. The p-value measures the likelihood that the association
between the genes/proteins in the datasets and each GO and KEGG terms is not due to random chance
alone, identifying a significant over-representation of molecules in association with a given process. We applied an experiment-wide p-value threshold of 0.05, limiting the FDR (i.e., the expected fraction
of false positives among significant terms) to less than 5%; g:GOSt uses multiple testing correction and
applies the tailor-made algorithm g:SCS for reducing significance scores. Protein–protein interaction networks analysis was performed using the STRING application. The highest confidence of 0.9 was chosen as the minimum required interaction score threshold, such
that only interactions above this score were included in the predicted networks. Networks were
clustered by the Markov clustering (MCL) algorithm with inflation parameter set as 3 (indirectly related
to the precision of the clustering, i.e., the higher the inflation, the more abundant the clusters). 3.2. Protein Profiling by MALDI–TOF MS Analysis Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-
to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the right
y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the
right y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). The phenotypic variability of the larvae, inspected by the clustering analysis performed on t
plete dataset, was underlined: mass spectra of larva 1 and 4 clustered together and formed o
with larva 5; larva 2 and 3 were more similar and identified a different cluster (Figure 4). The phenotypic variability of the larvae, inspected by the clustering analysis performed on th
mplete dataset, was underlined: mass spectra of larva 1 and 4 clustered together and formed on
de with larva 5; larva 2 and 3 were more similar and identified a different cluster (Figure 4). Figure 4 Spectra dendrogram (by unsupervised hierarchical clustering) obtained by analyzing all
Figure 4. Spectra dendrogram (by unsupervised hierarchical clustering) obtained by analyzing all
MALDI–TOF MS spectral replicas from Anisakis larvae. Fi
4 S
d
d
(b
i
d hi
hi
l
l
i
)
b
i
d b
l
i
ll
Figure 4. Spectra dendrogram (by unsupervised hierarchical clustering) obtained by analyzing all
MALDI–TOF MS spectral replicas from Anisakis larvae. Figure 4. Spectra dendrogram (by unsupervised hierarchical clustering) obtained by analyzing all
MALDI–TOF MS spectral replicas from Anisakis larvae. g
p
g
y
p
g
y
y
g
MALDI–TOF MS spectral replicas from Anisakis larvae. 3.2. Protein Profiling by MALDI–TOF MS Analysis Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the
right y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-
to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the right
y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). The phenotypic variability of the larvae, inspected by the clustering analysis performed on the
mplete dataset, was underlined: mass spectra of larva 1 and 4 clustered together and formed one
de with larva 5; larva 2 and 3 were more similar and identified a different cluster (Figure 4). Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-
to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the right
y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-
to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the right
y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the
right y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). The phenotypic variability of the larvae, inspected by the clustering analysis performed on
lete dataset, was underlined: mass spectra of larva 1 and 4 clustered together and formed o
with larva 5; larva 2 and 3 were more similar and identified a different cluster (Figure 4). Figure 3. 3.2. Protein Profiling by MALDI–TOF MS Analysis The mass-
to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the right
y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). The phenotypic variability of the larvae, inspected by the clustering analysis performed on th
plete dataset, was underlined: mass spectra of larva 1 and 4 clustered together and formed on
e with larva 5; larva 2 and 3 were more similar and identified a different cluster (Figure 4). Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the
right y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-
to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the right
y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). The phenotypic variability of the larvae, inspected by the clustering analysis performed on th
plete dataset, was underlined: mass spectra of larva 1 and 4 clustered together and formed on
with larva 5; larva 2 and 3 were more similar and identified a different cluster (Figure 4). Figure 4. Spectra dendrogram (by unsupervised hierarchical clustering) obtained by analyzing all
MALDI–TOF MS spectral replicas from Anisakis larvae. Figure 4. Spectra dendrogram (by unsupervised hierarchical clustering) obtained by analyzing all
MALDI–TOF MS spectral replicas from Anisakis larvae. The mass spectra dataset of each larva were grouped in a different class, and a cut-off≤8 on
erence between the maximum and the minimum average peak intensities of all classes (DAve Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. The mass-
to-charge values (m/z, Da) are reported on the x-axis, while the gray scale bar, reported on the right
y-axis, shows the relationship between the color intensity and the peak intensity, expressed by
arbitrary units (arb. u.). The left y-axis evidences the spectra numbers (Sp.#). Figure 3. 3.2. Protein Profiling by MALDI–TOF MS Analysis After protein extraction, spotting, and MS analysis, high-intensity peaks in the range of 2000–12,000
Da (m/z) were highlighted from the five larvae (sample BM), with the highest density in the region
comprised between 2500 and 8000 Da, with clusters of signals in ranges corresponding to 2700–2900,
5400–5700, and 7100–7500 Da (Figure 2; Figure 3). The phenotypic variability of the larvae, inspected by the clustering analysis performed on the
complete dataset, was underlined: mass spectra of larva 1 and 4 clustered together and formed one
clade with larva 5; larva 2 and 3 were more similar and identified a different cluster (Figure 4). 6 of 18
6
f 18 Genes 2020, 11, 693 Genes 2020, 11, x FOR PEER REVIEW
6 of 18
Figure 2. Representative protein profiling of Anisakis spp. by Biotyper MALDI–TOF MS. The average
spectrum for each sample is depicted, as well as the average spectrum obtained from the entire spectra
dataset. The m/z values are expressed in Da, and the signal intensities are reported in a scale of
arbitrary units (arb. u.). Figure 2. Representative protein profiling of Anisakis spp. by Biotyper MALDI–TOF MS. The average
spectrum for each sample is depicted, as well as the average spectrum obtained from the entire spectra
dataset. The m/z values are expressed in Da, and the signal intensities are reported in a scale of arbitrary
units (arb. u.). Figure 2. Representative protein profiling of Anisakis spp. by Biotyper MALDI–TOF MS. The average
spectrum for each sample is depicted, as well as the average spectrum obtained from the entire spectra
dataset. The m/z values are expressed in Da, and the signal intensities are reported in a scale of
arbitrary units (arb. u.). Figure 2. Representative protein profiling of Anisakis spp. by Biotyper MALDI–TOF MS. The average
spectrum for each sample is depicted, as well as the average spectrum obtained from the entire spectra
dataset. The m/z values are expressed in Da, and the signal intensities are reported in a scale of arbitrary
units (arb. u.). 7 of 18
7 of 18 Genes 2020, 11, 693
G
2020 11
FOR 2020, 11, x FOR PEER REVIEW
7 of
Figure 3. Pseudogel view of the five larvae (samples BM) from MALDI–TOF MS profiling. 3.2. Protein Profiling by MALDI–TOF MS Analysis # Peak
m/z
DAve
Ave
CV (%)
1
2
3
4
5
1
2
3
4
5
1
2597.26
0.97
2.63
2.57
2.55
3.52
3.12
19.32
16.09
15.34
15.86
18.74
2
2654.85
3.6
4.41
7.84
7.78
4.24
5.08
17.66
15.12
12.49
10.57
14.7
3
2704.25
1.26
2.91
3.7
3.51
4.15
2.89
10.86
11.12
15.85
16.27
14.07
4
2724.12
3.66
4.6
7.84
7.4
4.18
4.47
18.86
12.1
12.99
13.48
17.98
5
2733.01
0.98
3.52
4.5
4.26
3.68
3.56
16.22
14.21
9.88
17.98
13.54
6
2741.79
1.25
3.63
4.47
4.47
3.94
3.22
15.67
13.38
11.7
13.73
15.86
7
2758.46
1.13
4.21
3.22
3.98
4.35
3.35
14.8
12.06
8.77
11.37
18.26
8
2781.06
1.35
4.0
4.5
5.11
4.0
3.76
9.79
11.77
9.01
11.98
19.07
9
2807.87
0.82
3.39
3.71
3.61
3.75
2.92
16.69
12.95
11.4
17.88
16.87
10
2827.16
0.6
3.25
3.72
3.55
3.29
3.12
14.97
14.59
14.48
17.82
19.86
11
2834.32
0.71
3.85
4.56
3.99
4.15
4.13
10.02
14.2
14.82
12.6
16.51
12
2840.23
1.8
3.91
2.82
3.98
4.54
4.63
14.68
7.22
11.06
10.73
19.48
13
4969.15
1.4
4.23
4.33
4.24
3.73
2.92
12.47
14.59
12.16
10.67
12.37
14
5335.65
3.25
2.98
4.36
5.38
2.81
6.05
14.79
12.28
12
11.62
15.81
15
5370.57
1.75
2.73
3.57
4.47
3.14
3.91
16.47
16.83
16.68
14.81
12
16
5656.33
7.86
8.48
13.73
12.95
5.87
5.9
10.17
11.46
9.92
14.32
19.42
17
5694.2
1.87
5.67
5.31
5.46
7.19
7.08
7.24
7.8
10.33
18.31
12.79
18
5712.76
6.26
5.97
11.04
9.91
4.78
5.74
8.99
9.07
9.14
13.13
13.56
19
7166.45
5.19
7.98
2.79
3.43
2.98
5.14
14.63
14.19
14.1
14.43
15.45
3 3 P
t i
P
fili
b T
d
M
S
t
t 3.3. Protein Profiling by Tandem Mass Spectrometry After enzymatic digestion and peptide purification, we identified the total protein content of
two extraction steps of the adopted protocol by LC–ESI–MS/MS on a high-resolution platform. From
sample A of larvae 1, 2, 3, 4, and 5 we identified an overall number of 2179 different proteins, of
which 561 were identified as shared; in sample BLC, we identified a total of 3091 diverse proteins, of
which 210 were common to the five larvae (Supplementary material S1). 3.2. Protein Profiling by MALDI–TOF MS Analysis The mass spectra dataset of each larva were grouped in a different class, and a cut-off ≤8 on the
difference between the maximum and the minimum average peak intensities of all classes (DAve), a
The mass spectra dataset of each larva were grouped in a different class, and a cut-off≤8 on the
difference between the maximum and the minimum average peak intensities of all classes (DAve), a
minimum peak intensity average of 2.5 (Ave), and 20% of the coefficient of variation (CV) for each
class were applied. Regardless of the variability addressed by dendrogram analysis, 19 signals (among
a total of 179) for all samples were furthermore identified, representing a collection of fingerprinting
classifiers of Anisakis spp. (Table 1). 8 of 18 Genes 2020, 11, 693 Table 1. Selected reference signals for the identification of Anisakis spp. DAve, difference between the
maximum and the minimum average peak intensities, Ave, peak intensity average, CV, coefficient
of variation. 3.2. Protein Profiling by MALDI–TOF MS Analysis We focused our functional
analysis only on identified proteins belonging to Anisakis species and to organisms selected according
to phylogenetic similarity (Rhabditida order [16], 1732 and 1543 total different proteins in sample A
and B, respectively) (Figure 5, Supplementary Material S2). Lists of identified proteins belonging to the Rhabditida order were filtered by a three-step process
(Figure 6): 1. only proteins identified in at least four out of five larvae (Supplementary material S3)
were considered; 2. proteins with different UniProtKB accession code but the same name were collapsed into
single hit; 3. proteins defined as unknown were deleted (Supplementary material S4). 9 of 18
9
f 18 Genes 2020, 11, 693
G
11
FO enes 2020, 11, x FOR PEER REVIEW
9 of 18
Figure 5. Overview of proteins identified by LC–ESI–MS/MS analysis. Venn diagrams show the
number of Rhabditida proteins and their distribution in the five analyzed larvae, highlighting shared
and exclusive proteins (numbers in colored areas) in samples A (a) and BLC (b). The organism
distribution (as percentage of identified proteins) at the Rhabditida order taxonomy level in sample
A and B is depicted with histograms (c). Figure 5. Overview of proteins identified by LC–ESI–MS/MS analysis. Venn diagrams show the number
of Rhabditida proteins and their distribution in the five analyzed larvae, highlighting shared and
exclusive proteins (numbers in colored areas) in samples A (a) and BLC (b). The organism distribution
(as percentage of identified proteins) at the Rhabditida order taxonomy level in sample A and B is
depicted with histograms (c). Figure 5. Overview of proteins identified by LC–ESI–MS/MS analysis. Venn diagrams show the
number of Rhabditida proteins and their distribution in the five analyzed larvae, highlighting shared
and exclusive proteins (numbers in colored areas) in samples A (a) and BLC (b). The organism
distribution (as percentage of identified proteins) at the Rhabditida order taxonomy level in sample
A and B is depicted with histograms (c). Figure 5. Overview of proteins identified by LC–ESI–MS/MS analysis. Venn diagrams show the number
of Rhabditida proteins and their distribution in the five analyzed larvae, highlighting shared and
exclusive proteins (numbers in colored areas) in samples A (a) and BLC (b). The organism distribution
(as percentage of identified proteins) at the Rhabditida order taxonomy level in sample A and B is
depicted with histograms (c). 3.2. Protein Profiling by MALDI–TOF MS Analysis 10 of 18
10 of 18 Genes 2020, 11, 693
Genes 2020 11 x FO Figure 6. Filters applied to protein lists prior to performing functional bioinformatic analyses. KEGG, Kyoto Encyclopedia of Genes and Genomes. Figure 6. Filters applied to protein lists prior to performing functional bioinformatic analyses. KEGG,
Kyoto Encyclopedia of Genes and Genomes. Figure 6. Filters applied to protein lists prior to performing functional bioinformatic analyses. KEGG, Kyoto Encyclopedia of Genes and Genomes. Figure 6. Filters applied to protein lists prior to performing functional bioinformatic analyses. KEGG,
Kyoto Encyclopedia of Genes and Genomes. Functional Analysis
Functional Analysis y
The filtered protein lists were examined for their known GO terms, retrieved by the
ProteinCenter application of PD software, and grouped in the respective categories as percentage
with respect to the total terms of each sample. The most represented biological process, cellular
component, and molecular function were, as expected, similar between sample A and BLC and were
linked to metabolic process membrane and catalytic activity (Figure 7)
The filtered protein lists were examined for their known GO terms, retrieved by the ProteinCenter
application of PD software, and grouped in the respective categories as percentage with respect to
the total terms of each sample. The most represented biological process, cellular component, and
molecular function were, as expected, similar between sample A and BLC and were linked to metabolic
process, membrane, and catalytic activity (Figure 7). linked to metabolic process, membrane, and catalytic activity (Figure 7). In order to highlight an over-representation of information from GO terms and biological pathways,
as well as protein–protein interaction networks, related to our dataset, we converted the two protein
lists into orthologous genes of C. elegans (Figure 6 and Supplementary Material S5), as this model
organism is the most investigated one for biomedical research and available in enrichment analysis web
applications, contrary to Anisakis spp. Orthologous genes are likely conserved through evolution from
a common ancestor, may carry out similar function, and are therefore relevant in functional analysis. 11 of 18
11 of 18 Genes 2020, 11, 693
Genes 2020, 11, x FO Figure 7 Pie chart of Gene Ontology (GO) distribution terms associated with the identified proteins
Figure 7. Pie chart of Gene Ontology (GO) distribution terms associated with the identified proteins. Figure 7. Pie chart of Gene Ontology (GO) distribution terms associated with the identified proteins. Figure 7. Pie chart of Gene Ontology (GO) distribution terms associated with the identified proteins. Figure 7. Pie chart of Gene Ontology (GO) distribution terms associated with the identified proteins. In order to highlight an over-representation of information from GO terms and biological
pathways, as well as protein–protein interaction networks, related to our dataset, we converted the
two protein lists into orthologous genes of C. Functional Analysis
Functional Analysis The x-axis represents
functional terms that are grouped and color-coded by data sources (e.g., Molecular Function, MF,
Biological Process, BP, Cellular Component, CC from GO, and KEGG pathways, are red, green,
orange, and violet, respectively). The y-axis shows the adjusted enrichment p-values in negative log10
scale). Term circles with p-values less than 1.0 × 10−16 (highly significant) in at least one sample are
highlighted and numbered. The circle sizes are in accordance with the corresponding term sizes (i.e.,
larger terms, which means more hits of the specific term retrieved from the dataset, correspond to
Figure 8. Manhattan plot of GO terms and biological pathways (KEGG) enrichment analysis, results of
a multiquery with the two input gene lists (A and BLC, obtained from protein). The x-axis represents
functional terms that are grouped and color-coded by data sources (e.g., Molecular Function, MF,
Biological Process, BP, Cellular Component, CC from GO, and KEGG pathways, are red, green, orange,
and violet, respectively). The y-axis shows the adjusted enrichment p-values in negative log10 scale). Term circles with p-values less than 1.0 × 10−16 (highly significant) in at least one sample are highlighted
and numbered. The circle sizes are in accordance with the corresponding term sizes (i.e., larger terms,
which means more hits of the specific term retrieved from the dataset, correspond to larger circles). functional terms that are grouped and color-coded by data sources (e.g., Molecular Function, MF,
Biological Process, BP, Cellular Component, CC from GO, and KEGG pathways, are red, green,
orange, and violet, respectively). The y-axis shows the adjusted enrichment p-values in negative log10
scale). Term circles with p-values less than 1.0 × 10−16 (highly significant) in at least one sample are
highlighted and numbered. The circle sizes are in accordance with the corresponding term sizes (i.e.,
larger terms, which means more hits of the specific term retrieved from the dataset, correspond to
Biological Process, BP, Cellular Component, CC from GO, and KEGG pathways, are red, green, orange,
and violet, respectively). The y-axis shows the adjusted enrichment p-values in negative log10 scale). Term circles with p-values less than 1.0 × 10−16 (highly significant) in at least one sample are highlighted
and numbered. The circle sizes are in accordance with the corresponding term sizes (i.e., larger terms,
which means more hits of the specific term retrieved from the dataset, correspond to larger circles). larger circles). Table 2. Functional Analysis
Functional Analysis GO terms and biological pathways (KEGG) enrichment analysis. Term
Group
Circle
Number
(Figure 8)
Term Name
Term id
Adjusted p-value
Sample A
Sample BLC
MF
1
structural constituent of ribosome
GO:0003735
4.07 × 10−26
1.10 × 10-04
2
structural molecule activity
GO:0005198
1.42× 10−18
6.53 × 10-07
BP
3
translation
GO:0006412
5.30× 10−21
1.10 × 10-04
4
peptide biosynthetic process
GO:0043043
1.11× 10−20
1.38 × 10-04
5
amide biosynthetic process
GO:0043604
2.53× 10−20
2.32 × 10−05
20
generation of precursor metabolites and energy
GO:0006091
1.23× 10−16
6.24 × 10−18
CC
6
cytoplasm
GO:0005737
2.19× 10−82
6.58 × 10−40
7
intracellular
GO:0005622
7.43× 10−55
1.82 × 10−22
8
cytosolic ribosome
GO:0022626
7.86× 10−38
4.04 × 10−10
9
cytosol
GO:0005829
3.35× 10−36
1.37 × 10−21
10
ribosome
GO:0005840
4.02× 10−28
8.32 × 10−06
11
ribosomal subunit
GO:0044391
1.05× 10−27
5.91 × 10−07
12
intracellular organelle
GO:0043229
7.65× 10−23
1.76 × 10−05
13
organelle
GO:0043226
1.01× 10−21
8.60 × 10−05
14
cytosolic large ribosomal subunit
GO:0022625
1.98× 10−20
9.33 × 10−05
15
protein-containing complex
GO:0032991
6.21× 10−20
5.83 × 10−08
16
mitochondrion
GO:0005739
3.42× 10−19
6.19 × 10−13
17
ribonucleoprotein complex
GO:1990904
6.95× 10−18
5.88 × 10−03
18
cytosolic small ribosomal subunit
GO:0022627
4.34× 10−17
1.23 × 10−04
KEGG
19
carbon metabolism
KEGG:01200
9.55× 10−20
1.69 × 10−27
Table 2. GO terms and biological pathways (KEGG) enrichment analysis. Functional Analysis
Functional Analysis elegans (Figure 6 and Supplementary material S5), as
h
d l
h
d
f
b
d
l
h
d
l bl
h
Our protein extraction pipeline followed by tandem mass spectrometry analysis led us to a
great enrichment of proteins from ribosome and related to carbon metabolism pathway (Figure 8 and
Table 2) as well as many other GO terms and biological pathways, such as glycolysis/gluconeogenesis,
glyoxylate and dicarboxylate metabolism, metabolic pathways (Supplementary Material S6). 12 of 18 Genes 2020, 11, 693 nes 2020, 11, 693
12 o
Genes 2020, 11, x FOR PEER REVIEW
12 of 18
Figure 8. Manhattan plot of GO terms and biological pathways (KEGG) enrichment analysis, results
of a multiquery with the two input gene lists (A and BLC, obtained from protein). The x-axis represents
functional terms that are grouped and color-coded by data sources (e.g., Molecular Function, MF,
Biological Process, BP, Cellular Component, CC from GO, and KEGG pathways, are red, green,
orange, and violet, respectively). The y-axis shows the adjusted enrichment p-values in negative log10
scale). Term circles with p-values less than 1.0 × 10−16 (highly significant) in at least one sample are
highlighted and numbered. The circle sizes are in accordance with the corresponding term sizes (i.e.,
larger terms, which means more hits of the specific term retrieved from the dataset, correspond to
Figure 8. Manhattan plot of GO terms and biological pathways (KEGG) enrichment analysis, results of
a multiquery with the two input gene lists (A and BLC, obtained from protein). The x-axis represents
functional terms that are grouped and color-coded by data sources (e.g., Molecular Function, MF,
Biological Process, BP, Cellular Component, CC from GO, and KEGG pathways, are red, green, orange,
and violet, respectively). The y-axis shows the adjusted enrichment p-values in negative log10 scale). Term circles with p-values less than 1.0 × 10−16 (highly significant) in at least one sample are highlighted
and numbered. The circle sizes are in accordance with the corresponding term sizes (i.e., larger terms,
which means more hits of the specific term retrieved from the dataset, correspond to larger circles). Figure 8. Manhattan plot of GO terms and biological pathways (KEGG) enrichment analysis, results
of a multiquery with the two input gene lists (A and BLC, obtained from protein). Functional Analysis
Functional Analysis Term
Group
Circle Number
(Figure 8)
Term Name
Term id
Adjusted p-Value
Sample A
Sample BLC
MF
1
structural constituent of ribosome
GO:0003735
4.07 × 10−26
1.10 × 10−04
2
structural molecule activity
GO:0005198
1.42 × 10−18
6.53 × 10−07
BP
3
translation
GO:0006412
5.30 × 10−21
1.10 × 10−04
4
peptide biosynthetic process
GO:0043043
1.11 × 10−20
1.38 × 10−04
5
amide biosynthetic process
GO:0043604
2.53 × 10−20
2.32 × 10−05
20
generation of precursor
metabolites and energy
GO:0006091
1.23 × 10−16
6.24 × 10−18
CC
6
cytoplasm
GO:0005737
2.19 × 10−82
6.58 × 10−40
7
intracellular
GO:0005622
7.43 × 10−55
1.82 × 10−22
8
cytosolic ribosome
GO:0022626
7.86 × 10−38
4.04 × 10−10
9
cytosol
GO:0005829
3.35 × 10−36
1.37 × 10−21
10
ribosome
GO:0005840
4.02 × 10−28
8.32 × 10−06
11
ribosomal subunit
GO:0044391
1.05 × 10−27
5.91 × 10−07
12
intracellular organelle
GO:0043229
7.65 × 10−23
1.76 × 10−05
13
organelle
GO:0043226
1.01 × 10−21
8.60 × 10−05
14
cytosolic large ribosomal subunit
GO:0022625
1.98 × 10−20
9.33 × 10−05
15
protein-containing complex
GO:0032991
6.21 × 10−20
5.83 × 10−08
16
mitochondrion
GO:0005739
3.42 × 10−19
6.19 × 10−13
17
ribonucleoprotein complex
GO:1990904
6.95 × 10−18
5.88 × 10−03
18
cytosolic small ribosomal subunit
GO:0022627
4.34 × 10−17
1.23 × 10−04
KEGG
19
carbon metabolism
KEGG:01200
9.55 × 10−20
1.69 × 10−27 circles). Table 2. GO terms and biological pathways (KEGG) enrichment analysis. Genes 2020, 11, 693
Genes 2020, 11, x FOR 13 of 18
13 of 18 Consequently, network analysis evidenced a main cluster of ribosomal proteins in sample A
(Figure 9) and sample BLC (Figure 10). In fact, a group of proteins at least partially biologically
connected present more interactions than a random set of proteins of similar size drawn from the
genome; it indicated an enrichment of the ribosome-associated structural constituents and translation. (Figure 9) and sample BLC (Figure 10). In fact, a group of proteins at least partially biologically
connected present more interactions than a random set of proteins of similar size drawn from the
genome; it indicated an enrichment of the ribosome-associated structural constituents and
translation. Figure 9. Network analysis of sample A. The network nodes are proteins, and the edges represent the
predicted functional associations. The highlighted red cluster is related to ribosomal proteins. Figure 9. Network analysis of sample A. 4. Discussion 4. Discussion
Clinical laboratories take advantage of the MALDI–TOF MS technology to identify pathogenic
microorganisms, including bacteria, yeasts, and filamentous fungi, thanks to the ease of use, speed
of analysis, cost-effectiveness, and accuracy of IDs. MALDI–TOF MS analysis allows the detection of
different types of biomolecules in a range of concentrations close to sub-femtomoles; in clinical
diagnosis, peptides and proteins are fingerprinting classifiers [17]. In particular, one of the main
advantages of this particular approach, i.e., rapidity, is grounded on the availability of mass spectra
collections unambiguously identifying an organism by matching these spectral libraries with signals
Clinical laboratories take advantage of the MALDI–TOF MS technology to identify pathogenic
microorganisms, including bacteria, yeasts, and filamentous fungi, thanks to the ease of use, speed
of analysis, cost-effectiveness, and accuracy of IDs. MALDI–TOF MS analysis allows the detection
of different types of biomolecules in a range of concentrations close to sub-femtomoles; in clinical
diagnosis, peptides and proteins are fingerprinting classifiers [17]. In particular, one of the main
advantages of this particular approach, i.e., rapidity, is grounded on the availability of mass spectra
collections unambiguously identifying an organism by matching these spectral libraries with signals
obtained from the samples. collections unambiguously identifying an organism by matching these spectral libraries with signals
obtained from the samples. Moreover, the applications comply with the European In Vitro Diagnostic Devices Directive
(98/79/EC), which means that MALDI–TOF MS is a CE Marking for all in vitro diagnostic (IVD)
devices, may be legally commercialized in the EU as a diagnostic tool, and the associated processes
are similar to those of medical devices. In fact, the Bruker Biotyper and the VITEK MS system received
first CE-IVD status in 2009 and 2011, respectively, and FDA clearance (for both) in 2013 [17]. Functional Analysis
Functional Analysis The network nodes are proteins, and the edges represent the
predicted functional associations. The highlighted red cluster is related to ribosomal proteins. Figure 9. Network analysis of sample A. The network nodes are proteins, and the edges represent the
predicted functional associations. The highlighted red cluster is related to ribosomal proteins. Figure 9. Network analysis of sample A. The network nodes are proteins, and the edges represent the
predicted functional associations. The highlighted red cluster is related to ribosomal proteins. 14 of 18
14 of 18 Genes 2020, 11, 693
Genes 2020 11 x FOR Figure 10. Network analysis of sample BLC. The highlighted blue cluster is related to ribosomal
Figure 10. Network analysis of sample BLC. The highlighted blue cluster is related to ribosomal proteins. Figure 10. Network analysis of sample BLC. The highlighted blue cluster is related to ribosomal
Figure 10. Network analysis of sample BLC. The highlighted blue cluster is related to ribosomal proteins. 4. Discussion y
The aim of our study was to assess the proof of concept that MBT Sepsityper Kit-based protein
extraction from Anisakis larvae and subsequent MALDI–TOF MS Biotyper-based collection of spectra
may provide diagnostic signals of biomedical interest related to this Anisakis life stage. The proposed
method will work for the identification of already extracted nematode larvae from patients to improve
the current diagnostic approaches. Although a variability in the MS peaks was ascertained, a few
detected signals were statistically significant in representing all the larvae samples. This evidence
is promising for the development of new diagnostic tools for Anisakis. We are aware that a definite
assessment of the herein hypothesized diagnostic pipeline will require a collection of more Anisakis
larvae samples, also with different geographical origin, as well as control samples from different
nematodes in order to obtain a precise taxonomic typing. Hopefully, in the near future, efforts towards
this development will be made in a consortium of research and clinical laboratories. An interesting outcome of our study was the confirmation that the adopted protein extraction
protocol and the MALDI–TOF MS analysis resulted in fingerprinting spectra attributable to peptides and
proteins belonging to the plethora of ribosome molecular species, as already known [21]. The molecular
weight of ribosomal proteins is within/around the mass range of the linear MALDI–TOF MS acquisition
set-up, and our shotgun profiling experiments, by tandem MS on an higher resolution platform,
highlighted the enrichment of ribosome proteins in two experimental steps. g
g
p
p
p
Moreover, among the 448 proteins identified in four out of five larvae (Supplementary material
S4), we identified also proteins related to infection molecular mechanisms, which have not yet been
fully understood [22]. Ingested Anisakis has to survive in the highly acidic human stomach, penetrate
the gastrointestinal wall, through degradation of the mucosa and submucosa, and migrate to the final
location, causing tissue damage and inflammation. At the end, anisakiasis arises from both the tissue
damage and the interplay between the host immune system and substances secreted by or contained
within the larvae [2]. 4. Discussion The
technique and the expertise have been growing over time; the implementation of associated software
and reference databases, as well as sample preparation kits commercialized by the vendor have
allowed researchers and laboratory specialists to both increase the type of microorganisms that can
be identified and potentially treat/process “direct samples” (e.g., blood cultures), facilitating the
management of infected patients As an example Bruker has developed the MBT Sepsityper IVD Kit
Moreover, the applications comply with the European In Vitro Diagnostic Devices Directive
(98/79/EC), which means that MALDI–TOF MS is a CE Marking for all in vitro diagnostic (IVD) devices,
may be legally commercialized in the EU as a diagnostic tool, and the associated processes are similar to
those of medical devices. In fact, the Bruker Biotyper and the VITEK MS system received first CE-IVD
status in 2009 and 2011, respectively, and FDA clearance (for both) in 2013 [17]. The technique and
the expertise have been growing over time; the implementation of associated software and reference
databases, as well as sample preparation kits commercialized by the vendor have allowed researchers
and laboratory specialists to both increase the type of microorganisms that can be identified and
potentially treat/process “direct samples” (e.g., blood cultures), facilitating the management of infected
patients. As an example, Bruker has developed the MBT Sepsityper IVD Kit for the identification of
microorganisms from blood cultures using a MALDI–TOF MS platform [18–20]. Interestingly, a recent Genes 2020, 11, 693 15 of 18 article reported the use of the MBT Sepsityper Kit in order to profile four nematodes (Dirofilaria repens,
Dirofilaria immitis, Ascaris suum, and Ascaris lumbricoides) [10], which intrigued and prompted us to
test this method on Anisakis spp. In fact, our future goal, that has driven the preliminary study here
presented, is to develop a pipeline for a proteomic profiling of Anisakis spp. for diagnostic purposes;
the existence of an IVD kit will facilitate this future application of our method. Although widely used as a diagnostic tool for accurate identification of bacteria, very few studies
have tried to translate the advantages of the MALDI–TOF MS technique to clinical parasitology [8,9],
and therefore, as far as we know, there are no related commercially MALDI–TOF MS ID spectral
library databases. 4. Discussion We identified some harmful antigens (proteinase inhibitor, somatic paramyosin,
tropomyosin, and heat shock proteins), including Ani s 2 (UniProtKB accession number: L7V1I9), Ani
s 4 (Q14QT4), Ani s 5 (A1IKL2), and Ani s 8 allergens (two isoforms: 1 and 10, A7M6S9 and A1IKL2,
respectively), which are present in the Allergome database [23] and registered as Anisakis allergenic
proteins by WHO/IUIS [24]. Ani s 2 is a cytoskeletal paramyosin protein, showing highly conserved
sequences with respect to paramyosins of different origin (other nematodes, insects, shellfish), which
account for the cross-reactivity in IgE binding. The excretory–secretory (ES) Ani s 4 allergen is a
cysteine-type endopeptidase with inhibitor activity, present both in excretory glands and below the
cuticle. Ani s 5 and Ani s 8 are other heat-stable ES allergens and members of the nematode SXP/RAL-2
protein family. In particular, Ani s 5 is assumed to be secreted in the human gastrointestinal tract from
the third-stage larvae of Anisakis simplex; its putative magnesium ion transporter functional feature may
be inferred by its magnesium ion binding capability and structural similarity to Calmodulin [25–27]. ES molecules are responsible for a multitude of functions during infection, such as penetration of
host tissues and evasion of host immune responses, and at the same time are known to elicit immune
responses. Therefore, ES proteins are hypothesized to be the major contributors in clinical manifestation
of the disease in humans [28]. The identified Synthase trehalose-6-phosphate (A0A0M3JTQ2) may be important for the infection
mechanism because it can be associated with a plethora of physiological and biochemical adaptive Genes 2020, 11, 693 16 of 18 16 of 18 mechanisms that parasitic nematodes put in place under adverse environmental conditions, such as
the unfavorable pH that Anisakis finds in the human gastrointestinal milieu, in order to survive [29]. Proteolytic enzymes, such as peptidases, are responsible for Anisakis pathogenicity because of
their role in biological pathways linked to fundamental host–pathogen interactions. Among the several
peptidases present in our dataset, we identified Metalloendopeptidase (A0A3G5BC99) belonging to
the Astacin peptidase family M12A (Pfam code: Pf01400, secreted or membrane-anchored proteases
that requires zinc for catalysis) and Carboxypeptidase (A0A158PN74), part of the Peptidase_S10
family (Pf00450). Interestingly, both protein families were recently identified amongst the upregulated
transcripts in the pharynx of A. simplex and Anisakis pegreffii [22]. Moreover, the Metalloendopeptidase
mRNA expression level was found to be higher in A. 4. Discussion simplex third-stage larvae compared to the
fourth-stage larvae, enforcing the role of this enzyme as a significant player in host tissues invasion [30]. 5. Conclusions A set of MALDI-TOF MS signals was identified as potential consensus “biomarkers” peak list,
characterized by specific averaged m/z and intensity, for the identification of Anisakis spp. from
nematode larvae present in patients tissue to improve the current diagnostic approaches. In fact, due to
the similarity of symptoms with those of common gastrointestinal disorders and lack of highly skilled
microscopists in biomedical laboratories, Anisakis infection is often underestimated and alternative
diagnostic tools are enviable. Additionally, the shotgun bottom-up analysis of Anisakis proteins, obtained by the extraction
method based on the MBT Sepsityper Kit and performed by LC–ESI–MS/MS on a high-resolution
platform, underlined the presence, in the nematode extract, of both an enrichment of ribosome proteins
and specific proteins potentially associated with molecular mechanisms that accompany infection. Supplementary Materials: The following are available online at http://www.mdpi.com/2073-4425/11/6/693/s1,
Supplementary material S1: List of identified proteins by LC–ESI–MS/MS; Supplementary material S2: List of
identified proteins by LC–ESI–MS/MS and belonging to Rhabditida taxonomy order; Supplementary material S3:
List of Rhabditida proteins identified in at least four out of five larvae of samples A and BLC, Supplementary
material S4: List of Rhabditida proteins identified in at least four out of five larvae of samples A and BLC and filtered
by collapsing proteins with the same name into one single hit and deleting unknown proteins; Supplementary
material S5: Results of gene orthology conversion; Supplementary material S6: Functional analysis enrichment. Author Contributions: Conceptualization, L.P.; Funding acquisition, L.P.; Investigation, V.M., S.P. and G.F.;
Supervision, L.P.; Visualization, V.M. and G.F.; Writing—original draft, V.M. and S.P.; Writing—review & editing,
V.M., S.P., G.F., S.L.M., P.V., A.O.M. and L.P. All authors have read and agreed to the published version of
the manuscript. Funding: This research was funded by Fondazione Bambino Gesù, grant number 201903_SBG, and Ricerca
Corrente of the Minister of Italian Health, grant number 201905_genetica, to L.P. Funding: This research was funded by Fondazione Bambino Gesù, grant number 201903_SBG, and Ric
Corrente of the Minister of Italian Health, grant number 201905_genetica, to L.P. Acknowledgments: We would like to thank A. Buchicchio (Bruker Italia S.r.l. Daltonics Division) for helpful ad Acknowledgments: We would like to thank A. Buchicchio (Bruker Italia S.r.l. Daltonics Division) for helpful advice. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 4.
Putignani, L.; Del Chierico, F.; Onori, M.; Mancinelli, L.; Argentieri, M.; Bernaschi, P.; Coltella, L.; Lucignano, B.;
Pansani, L.; Ranno, S.; et al. MALDI-TOF mass spectrometry proteomic phenotyping of clinically relevant
fungi. Mol. Biosyst. 2011, 7, 620–629. [CrossRef] [PubMed] References Distler, U.; Kuharev, J.; Navarro, P.; Tenzer, S. Label-free quantification in ion mobility-enhanced
data-independent acquisition proteomics. Nat. Protoc. 2016, 11, 795–812. [CrossRef] [PubMed] 12. g:Profiler. Available online: https://biit.cs.ut.ee/gprofiler/orth (accessed on 21 May 2020). 13. Reimand, J.; Arak, T.; Adler, P.; Kolberg, L.; Reisberg, S.; Peterson, H.; Vilo, J. g:Profiler—A web server for
functional interpretation of gene lists (2016 update). Nucleic Acids Res. 2016, 44, W83–W89. [CrossRef] 14. STRING. Available online: https://string-db.org/ (accessed on 20 May 2020). 14. STRING. Available online: https://string-db.org/ (accessed on 20 May 2020). 15. Szklarczyk, D.; Gable, A.L.; Lyon, D.; Junge, A.; Wyder, S.; Huerta-Cepas, J.; Simonovic, M.; Doncheva, N.T.;
Morris, J.H.; Bork, P.; et al. STRING v11: Protein–protein association networks with increased coverage,
supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res. 2019, 47,
D607–D613. [CrossRef] [PubMed] 16. Stryi´nski, R.; Mateos, J.; Pascual, S.; González, Á.F.; Gallardo, J.M.; Łopie´nska-Biernat, E.; Medina, I.;
Carrera, M. Proteome profiling of L3 and L4 Anisakis simplex development stages by TMT-based quantitative
proteomics. J. Proteom. 2019, 201, 1–11. [CrossRef] [PubMed] p
17. Holmes, D.T.; Romney, M.G.; Angel, P.; DeMarco, M.L. Proteomic Applications in Pathology and Laboratory
Medicine: Present State and Future Prospects. Clin. Biochem. 2020, S0009912020300813. [CrossRef] [PubMed] 18. Jeddi, F.; Yapo-Kouadio, G.C.; Normand, A.-C.; Cassagne, C.; Marty, P.; Piarroux, R. Performance assessment
of two lysis methods for direct identification of yeasts from clinical blood cultures using MALDI-TOF mass
spectrometry. Med. Myco. 2017, 55, 185–192. [CrossRef] 19. Kayin, M.; Mert, B.; Aydemir, S.; Özenci, V. Comparison of rapid BACpro®II, Sepsityper®kit and in-house
preparation methods for direct identification of bacteria from blood cultures by MALDI-TOF MS with and
without Sepsityper®module analysis. Eur. J. Clin. Microbiol. Infect. Dis. 2019, 38, 2133–2143. [CrossRef]
[PubMed] 20. Luethy, P.M.; Johnson, J.K. The Use of Matrix-Assisted Laser Desorption/Ionization Time-of-Flight Mass
Spectrometry (MALDI-TOF MS) for the Identification of Pathogens Causing Sepsis. J. Appl. Lab. Med. 2019,
3, 675–685. [CrossRef] [PubMed] 1. Ryzhov, V.; Fenselau, C. Characterization of the protein subset desorbed by MALDI from whole bacte
cells. Anal. Chem. 2001, 73, 746–750. [CrossRef] [PubMed] 22. Cavallero, S.; Lombardo, F.; Su, X.; Salvemini, M.; Cantacessi, C.; D’Amelio, S. Tissue-specific transcriptomes
of Anisakis simplex (sensu stricto) and Anisakis pegreffii reveal potential molecular mechanisms involved in
pathogenicity. Parasites Vectors 2018, 11, 31. [CrossRef] 23. Mari, A.; Rasi, C.; Palazzo, P.; Scala, E. Allergen databases: Current status and perspectives. Curr. Allergy
Asthma Rep. 2009, 9, 376–383. [CrossRef] [PubMed] 24. References 1. Nieuwenhuizen, N.E.; Lopata, A.L. Allergic Reactions to Anisakis Found in Fish. Curr. Allergy Asthma Rep. 2014, 14, 455. [CrossRef] [PubMed] 2. Nieuwenhuizen, N.E. Anisakis—Immunology of a foodborne parasitosis. Parasite Immunol. 2016, 38, 548–557. [CrossRef] 3. Hochberg, N.S.; Hamer, D.H. Anisakidosis: Perils of the Deep. Clin. Infect. Dis. 2010, 51, 806–812. [CrossRef]
[PubMed] 3. Hochberg, N.S.; Hamer, D.H. Anisakidosis: Perils of the Deep. Clin. Infect. Dis. 2010, 51, 806–812. [CrossRef]
[PubMed] 4. Putignani, L.; Del Chierico, F.; Onori, M.; Mancinelli, L.; Argentieri, M.; Bernaschi, P.; Coltella, L.; Lucignano, B.;
Pansani, L.; Ranno, S.; et al. MALDI-TOF mass spectrometry proteomic phenotyping of clinically relevant
fungi. Mol. Biosyst. 2011, 7, 620–629. [CrossRef] [PubMed] 4. Putignani, L.; Del Chierico, F.; Onori, M.; Mancinelli, L.; Argentieri, M.; Bernaschi, P.; Coltella, L.; Lucignano, B.;
Pansani, L.; Ranno, S.; et al. MALDI-TOF mass spectrometry proteomic phenotyping of clinically relevant
fungi. Mol. Biosyst. 2011, 7, 620–629. [CrossRef] [PubMed] 4. Putignani, L.; Del Chierico, F.; Onori, M.; Mancinelli, L.; Argentieri, M.; Bernaschi, P.; Coltella, L.; Lucignano, B.;
Pansani, L.; Ranno, S.; et al. MALDI-TOF mass spectrometry proteomic phenotyping of clinically relevant
fungi. Mol. Biosyst. 2011, 7, 620–629. [CrossRef] [PubMed] 17 of 18 Genes 2020, 11, 693 17 of 18 5. Del Chierico, F.; Masotti, A.; Onori, M.; Fiscarelli, E.; Mancinelli, L.; Ricciotti, G.; Alghisi, F.; Dimiziani, L.;
Manetti, C.; Urbani, A.; et al. MALDI-TOF MS proteomic phenotyping of filamentous and other fungi from
clinical origin. J. Proteom. 2012, 75, 3314–3330. [CrossRef] [PubMed] 6. Del Chierico, F.; Petrucca, A.; Vernocchi, P.; Bracaglia, G.; Fiscarelli, E.; Bernaschi, P.; Muraca, M.; Urbani, A.;
Putignani, L. Proteomics boosts translational and clinical microbiology. J. Proteom. 2014, 97, 69–87. [CrossRef]
[PubMed] 7. Greco, V.; Piras, C.; Pieroni, L.; Ronci, M.; Putignani, L.; Roncada, P.; Urbani, A. Applications of MALDI-TOF
mass spectrometry in clinical proteomics. Expert Rev. Proteom. 2018, 15, 683–696. [CrossRef] 8. Murugaiyan, J.; Roesler, U. MALDI-TOF MS Profiling-Advances in Species Identification of Pests, Parasites,
and Vectors. Front. Cell. Infect. Microbiol. 2017, 7, 184. [CrossRef] 9. Feucherolles, M.; Poppert, S.; Utzinger, J.; Becker, S.L. MALDI-TOF mass spectrometry as a diagnostic tool in
human and veterinary helminthology: A systematic review. Parasites Vectors 2019, 12, 245. [CrossRef] 10. Nagorny, S.A.; Aleshukina, A.V.; Aleshukina, I.S.; Ermakova, L.A.; Pshenichnaya, N.Y. The application
of proteomic methods (MALDI-toffMS) for studying protein profiles of some nematodes (dirofilaria and
ascaris) for differentiating species. Int. J. Infect. Dis. 2019, 82, 61–65. [CrossRef] 11. References Aibinu, I.E.; Smooker, P.M.; Lopata, A.L. Anisakis Nematodes in Fish and Shellfish- from infection to allergies. Int. J. Parasitol. Parasites Wildl. 2019, 9, 384–393. [CrossRef] [PubMed] 25. Audicana, M.T.; Kennedy, M.W. Anisakis simplex: From Obscure Infectious Worm to Inducer of Immune
Hypersensitivity. CMR 2008, 21, 360–379. [CrossRef] [PubMed] 26. Kobayashi, Y.; Ishizaki, S.; Shimakura, K.; Nagashima, Y.; Shiomi, K. Molecular cloning and expression of
two new allergens from Anisakis simplex. Parasitol. Res. 2007, 100, 1233–1241. [CrossRef] [PubMed] 18 of 18 18 of 18 Genes 2020, 11, 693 27. García-Mayoral, M.F.; Treviño, M.A.; Pérez-Piñar, T.; Caballero, M.L.; Knaute, T.; Umpierrez, A.; Bruix, M.;
Rodríguez-Pérez, R. Relationships between IgE/IgG4 Epitopes, Structure and Function in Anisakis simplex
Ani s 5, a Member of the SXP/RAL-2 Protein Family. PLoS Negl. Trop. Dis. 2014, 8, e2735. [CrossRef]
[PubMed] 28. Mehrdana, F.; Buchmann, K. Excretory/secretory products of anisakid nematodes: Biological and pathological
roles. Acta Vet. Scand. 2017, 59, 42. [CrossRef] 29. Łopie´nska-Biernat, E.; Stryi´nski, R.; Dmitryjuk, M.; Wasilewska, B. Infective larvae of Anisakis simplex
(Nematoda) accumulate trehalose and glycogen in response to starvation and temperature stress. Biol. Open
2019, 8. [CrossRef] 30. Kim, J.-H.; Kim, J.-O.; Jeon, C.-H.; Nam, U.-H.; Subramaniyam, S.; Yoo, S.-I.; Park, J.-H. Comparative
transcriptome analyses of the third and fourth stage larvae of Anisakis simplex (Nematoda: Anisakidae). Mol. Biochem. Parasitol. 2018, 226, 24–33. [CrossRef] © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Citation: Cardoso D, Moonlight PW,
Ramos G, Oatley G, Dudley C,
Gagnon E, Queiroz LP, Pennington RT
and Särkinen TE (2021) Defining
Biologically Meaningful Biomes
Through Floristic, Functional,
and Phylogenetic Data. Front. Ecol. Evol. 9:723558. doi: 10.3389/fevo.2021.723558 ORIGINAL RESEARCH
published: 24 December 2021
doi: 10.3389/fevo.2021.723558 Keywords: biome delimitation, functional diversity, macroecology, phylogenetic diversity, SDTF, species
distribution modeling, transition zones, bioregionalization Specialty section: Specialty section:
This article was submitted to
Biogeography and Macroecology,
a section of the journal
Frontiers in Ecology and Evolution Received: 10 June 2021
Accepted: 22 November 2021
Published: 24 December 2021 Reviewed by: Reviewed by:
Thaís Guedes,
State University of Maranhão, Brazil
Adeline Fayolle,
University of Liège, Belgium Reviewed by:
Thaís Guedes,
State University of Maranhão, Brazil
Adeline Fayolle,
University of Liège, Belgium 1 National Institute of Science and Technology in Interdisciplinary and Transdisciplinary Studies in Ecology and Evolution
(INCT IN-TREE), Instituto de Biologia, Universidade Federal da Bahia, Salvador, Brazil, 2 Tropical Diversity Section, Royal
Botanic Garden Edinburgh, Edinburgh, United Kingdom, 3 Department of Biological Sciences, The University of Edinburgh,
Edinburgh, United Kingdom, 4 Department of Geography, University of Exeter, Exeter, United Kingdom, 5 Departamento
de Ciências Biológicas, Universidade Estadual de Feira de Santana, Feira de Santana, Brazil *Correspondence:
Domingos Cardoso
cardosobot@gmail.com
†ORCID: †ORCID: While we have largely improved our understanding on what biomes are and their
utility in global change ecology, conservation planning, and evolutionary biology is
clear, there is no consensus on how biomes should be delimited or mapped. Existing
methods emphasize different aspects of biomes, with different strengths and limitations. We introduce a novel approach to biome delimitation and mapping, based upon
combining individual regionalizations derived from floristic, functional, and phylogenetic
data linked to environmentally trained species distribution models. We define “core
Biomes” as areas where independent regionalizations agree and “transition zones”
as those whose biome identity is not corroborated by all analyses. We apply this
approach to delimiting the neglected Caatinga seasonally dry tropical forest biome in
northeast Brazil. We delimit the “core Caatinga” as a smaller and more climatically
limited area than previous definitions, and argue it represents a floristically, functionally,
and phylogenetically coherent unit within the driest parts of northeast Brazil. “Caatinga
transition zones” represent a large and biologically important area, highlighting that
ecological and evolutionary processes work across environmental gradients and that
biomes are not categorical variables. We discuss the differences among individual
regionalizations in an ecological and evolutionary context and the potential limitations
and utility of individual and combined biome delimitations. Our integrated ecological and
evolutionary definition of the Caatinga and associated transition zones are argued to
best describe and map biologically meaningful biomes. Domingos Cardoso
orcid.org/0000-0001-7072-2656
Peter W. Moonlight
orcid.org/0000-0003-4342-2089
Gustavo Ramos
orcid.org/0000-0002-4539-394X
Graeme Oatley
orcid.org/0000-0003-0896-9994
Edeline Gagnon
orcid.org/0000-0003-3212-9688
Luciano Paganucci de Queiroz
orcid.org/0000-0001-7436-0939
R. Toby Pennington
orcid.org/0000-0002-8196-288X
Tiina E. Särkinen
orcid.org/0000-0002-6956-3093
‡These authors have contributed
equally to this work and share first
authorship Edited by:
Danilo M. Neves,
Federal University of Minas Gerais,
Brazil Edited by:
Danilo M. Neves,
Federal University of Minas Gerais,
Brazil Domingos Cardoso1*†‡, Peter W. Moonlight2†‡, Gustavo Ramos2,3†, Graeme Oatley4†,
Christopher Dudley2, Edeline Gagnon2†, Luciano Paganucci de Queiroz5†,
R. Toby Pennington2,4† and Tiina E. Särkinen2† Domingos Cardoso1*†‡, Peter W. Moonlight2†‡, Gustavo Ramos2,3†, Graeme Oatley4†,
Christopher Dudley2, Edeline Gagnon2†, Luciano Paganucci de Queiroz5†,
R. Toby Pennington2,4† and Tiina E. Särkinen2† INTRODUCTION Biomes are a key concept in ecology and biogeography (Higgins et al., 2016; Mucina, 2019) and
have been largely used in global change ecology (Prentice et al., 2007; Williams et al., 2007;
Lehmann et al., 2014; Moncrieffet al., 2016), conservation planning (Hoekstra et al., 2005),
and evolutionary biology (Donoghue and Edwards, 2014; Landis et al., 2021a). Although biome
definitions have differed (Mucina, 2019), the scientific community has generally settled on an December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 1 Biologically Meaningful Biomes Cardoso et al. agreed biome definition: “a biotic community finding its
expression at large geographic scales, shaped by climatic factors,
and perhaps better characterized by physiognomy and functional
aspects, rather than by species or life-form composition”
(Mucina, 2019). Despite this accord over the definition of a
biome, there remains no universally recognized method of
delimiting and mapping biomes. Different approaches focus
upon different elements of biomes – their physiognomic, floristic,
environmental, or functional characteristics – which in turn
produce different biome maps. Although such single-criterion-
based biome schemes are helpful for understanding plant
communities from an operational point of view, and at the
local to the global scale (Conradi et al., 2020), they cannot
define the nature of biomes through time and fail to capture
the distribution, structure, and functioning of biomes in an
evolutionary continuum. leading to distinct biome assemblies (see also Donoghue and
Edwards, 2014). Biome conservatism and environmental filtering are of course
not universal. For example, depending on the “evolutionary
accessibility” of a new ecological setting or a lineage’s biome
affinity and location relative to the spatial distribution of other
biomes at any given time, there is a varying spectrum of
possible biogeographical scenarios, including those at which
lineages can transcend ecological barriers more easily than
geographical barriers (Edwards and Donoghue, 2013; Landis
et al., 2021a). Evidence from global tropical grasslands shows
that many lineages were able to colonize the biome over the
past 10 million years from other biomes (Simon et al., 2009;
Maurin et al., 2014), indicating that perhaps some biomes
are more open to outsiders (i.e., non-native or pre-adapted
lineages; Edwards and Donoghue, 2013; Donoghue and Edwards,
2014). INTRODUCTION Such evolutionary biome switching reflects that some
environmental gradients (i.e., biome borders) are more easily
crossed than others, perhaps due to the ease at which adaptations
to these gradients can be acquired (Pennington et al., 2006;
Simon and Pennington, 2012). The intermediate disturbance
hypothesis (Connell, 1978) posits that if a disturbance is not
too extreme, many plant lineages may already have or can
evolve traits required to survive it, but the more extreme the
disturbance (e.g., extreme drought and extreme cold or extreme
heat), an increasingly small number of species will have these
traits because they are hard to evolve. Quantitative evidence
across floras is now needed to understand the relative roles
of niche conservatism and the species-environment interactions
(environmental filtering) across ecological gradients, particularly
in the Neotropics where much biome complexity is found
(Pennington et al., 2009; Hughes et al., 2013; Dexter et al., 2018;
Silva-de-Miranda et al., 2018). Most recently, a global-scale conceptual view of biomes
has been proposed which considers biomes as the confluence
of ecology, evolution, and biogeography (Pennington et al.,
2009, 2018; Oliveira-Filho et al., 2013a,b; Moncrieffet al.,
2016; Pennington and Lavin, 2016; Mucina, 2019, 2020; Nürk
et al., 2020; Ringelberg et al., 2020). While there is a consensus
in ecology and biogeography that biomes should be defined
based
on
physiognomy
and
functional
aspects
(Mucina,
2019; Pennington et al., 2018), an evolutionary dimension
emphasizes the processes that have led to current biome
distributions. This concept defines biomes as “evolutionary
theaters” within which lineages interact and evolve through
time, and as meta-communities regulated by community
assembly at large spatial scale (Pennington et al., 2009;
Oliveira-Filho et al., 2013b; Pennington and Lavin, 2016). The concept has emerged partly in response to increasing
evidence for the prevalence of phylogenetic niche conservatism
(Crisp et al., 2009; Pennington et al., 2009; Oliveira-Filho
et al., 2013a,b; Kerkhoffet al., 2014; Gagnon et al., 2019;
Ringelberg et al., 2020; Segovia et al., 2020). This tendency of
plant lineages to inherit their overall ancestral environmental
niches is based upon evidence that many plant lineages have
dispersed across large distances over evolutionary timescales
yet occupy similar ecological conditions. The general lack
of
dispersal
limitation
and
difficulty
of
accruing
novel
environmental adaptations had led to the popularity of the
phrase that for plants, it is “easier to move than evolve”
(Donoghue, 2008). Frontiers in Ecology and Evolution | www.frontiersin.org INTRODUCTION If
phylogenetic
niche
conservatism
and
environmental
filtering have shaped the macroevolutionary patterns of floristic
and
functional
diversity
that
make
up
the
evolutionary
theaters or biomes, then exploring variation in taxonomic,
functional trait, and community phylogenetic data may help
delimiting more biologically meaningful biomes that are globally
comparable. While biomes defined exclusively by individual,
distinct operational criteria will result in different biome maps
fit for different purposes such as comparative ecology and
global change research (Conradi et al., 2020), comparisons of
biomes delimited under different or combinations of criteria
remain rare, particularly across geologically and ecologically
complex biogeographic regions like the Caatinga domain of
northeast Brazil (NE Brazil, Figure 1) (Queiroz et al., 2017;
Fernandes et al., 2020). That plant phylogenies are often more structured ecologically
than geographically suggests that ecological gradients are
evolutionarily important (Crisp et al., 2009; Oliveira-Filho et al.,
2013a). The concept of phylogenetic niche conservatism is
strongly linked to environmental filtering, i.e., the process
whereby environmental gradients act as strong filters for species
distributions (Cavender-Bares et al., 2009; Hardy et al., 2012;
Blonder et al., 2015). For example, a previous study across plant
lineages has shown that environmental filtering has played an
important role in shaping the flora of the Galapagos Islands
(Carvajal-Endara et al., 2017). In the presence of environmental
filtering, lineages cannot successfully establish unless they have
traits that leave them pre-adapted to pass environmental filters, The
Caatinga
region
is
often
treated
in
biodiversity,
evolutionary, conservation, and biogeographical studies of plants
and animals as a single, homogeneous unit, generally termed a
“biome” (Instituto Brasileiro de Geografia e Estatística [IBGE],
2012; The Brazil Flora Group [BFG], 2015; Garda et al.,
2017; Mesquita et al., 2017; Araujo and Silva, 2017; Antonelli
et al., 2018; Manhães et al., 2018; Nascimento et al., 2018;
Silva and Souza, 2018; Medeiros et al., 2019; Prieto-Torres
et al., 2019; Souza-e-Silva et al., 2019; Correia et al., 2020; December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 2 Biologically Meaningful Biomes Cardoso et al. FIGURE 1 | The main biogeographical regions of northeast Brazil (including the state of Minas Gerais) where three biomes predominate: the geographically disjunct
Amazonian and Atlantic rainforests [(A), green; (D), blue], the succulent-rich Caatinga seasonally dry tropical forests [(B), red], and the grass-rich, fire-prone
savannas of the Cerrado [(C), yellow]. INTRODUCTION For geographic reference, the whole north and northeastern borders of the inset are the Atlantic Ocean. Photos by PWM (A)
and DC (B–D). FIGURE 1 | The main biogeographical regions of northeast Brazil (including the state of Minas Gerais) where three biomes predominate: the geographically disjunct
Amazonian and Atlantic rainforests [(A), green; (D), blue], the succulent-rich Caatinga seasonally dry tropical forests [(B), red], and the grass-rich, fire-prone
savannas of the Cerrado [(C), yellow]. For geographic reference, the whole north and northeastern borders of the inset are the Atlantic Ocean. Photos by PWM (A)
and DC (B–D). Dória and Dobrovolski, 2021). However, this definition of the
Caatinga as a “biome” is in conflict with the more generally
accepted definition of a biome at a global scale; it is in fact a
biogeographic region. Whilst the Caatinga region may have a
broadly similar, seasonally dry climate, it includes interdigitating,
distinct biomes (as defined and recognized at global scale) such as
rainforest and fire-prone savannas within a predominant matrix
of Caatinga seasonally dry tropical forests (SDTF biome). The
use of maps with a geographic delimitation of the Caatinga
as a “biome” may impact upon downstream analyses aimed
at disentangling the ecological and historical drivers that have
shaped the evolutionary trajectories of all Caatinga species
diversity (Queiroz, 2006; Cardoso and Queiroz, 2010; Queiroz
et al., 2017; Guedes et al., 2014). It may also impact assessing
priority areas for conservation in the severely impacted SDTF
biome across Brazil, which it is not just confined to the
Caatinga, but is found across the Cerrado and Pantanal regions
(DRYFLOR, 2016; the Cerrado and Pantanal are also termed
“biomes” by IBGE). Dória and Dobrovolski, 2021). However, this definition of the
Caatinga as a “biome” is in conflict with the more generally
accepted definition of a biome at a global scale; it is in fact a
biogeographic region. Whilst the Caatinga region may have a
broadly similar, seasonally dry climate, it includes interdigitating,
distinct biomes (as defined and recognized at global scale) such as
rainforest and fire-prone savannas within a predominant matrix
of Caatinga seasonally dry tropical forests (SDTF biome). Frontiers in Ecology and Evolution | www.frontiersin.org INTRODUCTION The
use of maps with a geographic delimitation of the Caatinga
as a “biome” may impact upon downstream analyses aimed
at disentangling the ecological and historical drivers that have
shaped the evolutionary trajectories of all Caatinga species
diversity (Queiroz, 2006; Cardoso and Queiroz, 2010; Queiroz
et al., 2017; Guedes et al., 2014). It may also impact assessing
priority areas for conservation in the severely impacted SDTF
biome across Brazil, which it is not just confined to the
Caatinga, but is found across the Cerrado and Pantanal regions
(DRYFLOR, 2016; the Cerrado and Pantanal are also termed
“biomes” by IBGE). from nearby and interdigitating ecologically and evolutionarily
distinct rainforest and savanna biomes and occupies a unique
environmental space. We use the three distinct data sources to
measure the degree to which the Caatinga SDTF biome differs
floristically, phylogenetically, and in functional trait composition,
as first step to understand the ease at which these differences
can and have been traversed adaptively by plant lineages through
time (Wiens et al., 2010; Crisp and Cook, 2012; Donoghue and
Edwards, 2014). We use standard clustering algorithms, which in a geographic
context have been termed regionalization approaches (Kreft and
Jetz, 2010; Linder et al., 2012; Vilhena and Antonelli, 2015;
Daru et al., 2017), to delimit clusters. Several authors have used
biogeographic regionalization methods on a relatively similar
(Linder et al., 2012; Fayolle et al., 2018; Aleman et al., 2020) or
even larger scales (e.g., Kreft and Jetz, 2010; Holt et al., 2013;
Vilhena and Antonelli, 2015; Ficetola et al., 2017) and argued
that the results are comparable to biomes (Vilhena and Antonelli,
2015; Aleman et al., 2020). However, while extremely useful,
previous regionalizations have been based on only a single type of
data (e.g., floristic data; Linder et al., 2012) so cannot encompass
all aspects of biomes. Our approach differs because we use
three independent regionalizations, each based upon a different
type of data (floristic, functional, and phylogenetic). By both
combining and comparing the results of these regionalizations, Here we explore how taxonomic, functional, and community
phylogenetic data can be used to delimit biomes in NE Brazil and
explore how biomes defined in these different ways are shaped
by climatic variables. INTRODUCTION We aim to demonstrate that a Caatinga
SDTF biome, lying at the extremely dry end of the tropical
seasonality and rainfall gradient of NE Brazil, greatly differs December 2021 | Volume 9 | Article 723558 3 Biologically Meaningful Biomes Cardoso et al. homogenous in floristic, functional, and phylogenetic space, so it
was important to include areas of all biomes that surround the
Caatinga (i.e., areas known to differ in these respects). According
to the Instituto Brasileiro de Geografia e Estatística [IBGE] (2012)
classification, this includes the Cerrado (Brazilian savanna), Mata
Atlantica (Brazilian Atlantic rainforest), and Amazonia (Amazon
rainforest). Our study area has an area of 2.144 million km2 and
includes a buffer of at least 200 km around the IBGE definition of
the Caatinga in all directions (Figure 1). we argue that our results approach for the first time a data-driven
and repeatable biome map that considers all facets of agreed
biome definitions. MATERIALS AND METHODS Our approach differs from classical and modern approaches that
fall under the umbrella of “biogeographical regionalization” or
“bioregionalization” (e.g., Kreft and Jetz, 2010; Linder et al.,
2012; Holt et al., 2013; Vilhena and Antonelli, 2015; Daru et al.,
2016, 2017; Edler et al., 2017; Ficetola et al., 2017). Most such
analyses are essentially focused on understanding the signature
of historical (i.e., geographic barriers) processes in explaining
the spatial distribution of specific “groups” of organisms across
geographically confined areas, rather than delimiting biomes
that are applicable across the tree of life. Those that do include
broader ranges of taxa still rely only on floristic (e.g., Linder et al.,
2012) or phylogenetic (e.g., Daru et al., 2017) data to classify
the “bioregions,” rather than attempting to integrate floristic,
functional, and phylogenetic data. The resulting areas are more
akin to “biogeographic regions” (sensu Wallace, 1876; Holt et al.,
2013) than “biomes.” In our study, biomes were delimited by
comparing and combining independent regionalization analyses
based upon floristic, functional, and phylogenetic data. We
therefore consider the impact of geography and the evolutionary
and functional distinctiveness of areas, as well as how the
environment [here incorporated indirectly by the use of
Species Distribution Models (SDMs)] defines where lineages are
confined. We consider the results of our analyses biologically
meaningful biomes. Species Distribution Modeling Species Distribution Modeling
Climatic
predictors
were
derived
from
remotely
sensed
temperature (MODIS; Wan and Dozier, 1996; Wan, 2014),
rainfall (CHIRPS; Funk et al., 2014), and cloud cover data
(MODCF; Wilson and Jetz, 2016). These data are calibrated with
data from ground weather stations and outperform those derived
from ground data alone (e.g., WorldClim) for SDMs (Deblauwe
et al., 2016). All data were downloaded at a 0.05◦resolution (c. 5.5 km2 at the equator). Edaphic data were derived from the
SoilGrids 250 m database (accessed February 2017)4 interpolated
to a 0.05◦resolution. Edaphic factors are believed to be important
in determining species distributions in NE Brazil (Queiroz et al.,
2017) and have been shown to increase SDM performance in the
tropical Americas (Figueiredo et al., 2017; Moulatlet et al., 2017; Species Distribution Data The ongoing Flora do Brasil 2020 project (2021)1 provides a
robust taxonomic framework to work in the region with currently
16,351 species of flowering plants recorded for NE Brazil (Flora
do Brasil 2020, 2021). A relatively large amount of species
occurrence data is available for the region (Supplementary
Figure 1) thanks to two dynamic network of local herbaria
across Brazil available through CRIA speciesLink2 and the Reflora
specimen database3. In this study, we attempted to produce an SDM for every
angiosperm species with recorded distributions in NE Brazil
(Reflora, 2021) using data from CRIA speciesLink and the Reflora
specimen database. While many NE Brazilian species have
distributions outside Brazil, we only included Brazilian specimen
records due to difficulties matching taxonomic backbones across
countries. We used the latest version of Reflora (2021) to
harmonize the taxonomy of the two specimen databases and
update synonymy. Data were cleaned in six stages as described
in Appendix S2 of Moonlight et al. (2020), which were designed
to remove misidentified specimens and those with coordinate
errors. We addressed environmental bias in occurrence data
using spatial filtering by retaining a single specimen record
within each 10 km radius for every species following Kramer-
Schadt et al. (2013). We retained and attempted to model all
species with ≥5 records collected in different grid cells at a
0.05◦resolution, resulting in 296,439 unique occurrence records
for 9,134 species. Floristic
data
were
based
on
thresholded,
statistically
significant SDMs for 3,457 flowering plant species, which were
also included in a molecular phylogeny. SDMs were used to
estimate species lists for all grid cells across the study area. Functional and phylogenetic data for each grid cell were based
on seven functional traits and a community phylogeny generated
for all the species present for the study area, respectively. Regionalization analyses were carried out using hierarchical
clustering based upon floristic, functional, and phylogenetic
distance among all cells. All three distance matrices (floristic,
functional, and phylogenetic) were summed and used to delimit
“total evidence” biomes. Study Area Four and five axes were selected,
which each explained >80% of variation (see Appendix S4 of
Moonlight et al., 2020). This process reduces the number of
explanatory variables, thus minimizing collinearity (Dormann
et al., 2013) and model overfitting (Peterson et al., 2007) while
maximizing the explanatory data available for modeling. SDMs for 9,134 were run using MaxEnt v.3.3.3 in the
R package “dismo” (Hijmans et al., 2017). MaxEnt was
chosen because it has been shown to outperform other SDM
methodologies, particularly when species have few distribution
points. MaxEnt was used with the default settings, with 5-fold
cross-validation, and all feature classes allowed. Background
data (also known as pseudo-absence data) were sampled from
a unique area for each species, consisting of NE Brazil plus
circles of 250 km around each species’ known occurrence points. This was a compromise between predicting species into areas
not covered by background points, providing a large number of
climatically unsuitable points (Anderson and Raza, 2010), and
including a biologically realistic extent for each species’ model. We controlled for bias in sampling effort (Stolar and Nielsen,
2015) by selecting 10,000 background points for each species
using an Epanechnikov kernel (Wiegand and Moloney, 2013)
calculated from all angiosperm presence data for Brazil. g
We evaluated model performance using the Continuous Boyce
Index (CBI; Hirzel et al., 2006). This evaluation index that relies
upon presence and pseudo-absence data is based upon the Boyce
Index (Boyce et al., 2002), calculated with code available at https:
//rdrr.io/github/adamlilith/enmSdm/man/contBoyce.html. CBI
has been shown to be less stochastic to variation at low numbers
of presence points than alternative indices (Hirzel et al., 2006). A CBI of ≥0 indicates that a model is better than chance and
from the SDMs of 9,134 species we retained all models with
a mean CBI of ≥0.25 over the five replicates (6,823 species,
75%, see Supplementary Table 3). Retained replicates were
summed and converted into binary presence-absence maps using
the 10th percentile logistic threshold. This was chosen because
it was the strictest of the commonly used threshold values,
so it limits the well-documented over-estimated of summed
SDMs. To maximize the compatibility of analyses, we retained
models only for species included in the community phylogeny
(see section “Phylogenetic Delimitation” below) for downstream
analyses (3,457 species). Predicted species lists were estimated for
every 0.05◦grid cell in NE Brazil, which were aggregated to a
0.25◦resolution due to computation constraints. 5https://www.ncbi.nlm.nih.gov/genbank/ Study Area We applied our biome delimitation approaches to NE Brazil
because of our long-term experience working on the taxonomy,
distribution, ecology, and evolution of flowering plants in the
region (e.g., Rocha et al., 2004; Queiroz, 2006; Queiroz et al.,
2010, 2017; Särkinen et al., 2011; Santos et al., 2012; Cardoso
et al., 2014; Fernandes et al., 2020; Moonlight et al., 2020). We
defined our study area as NE Brazil (including the state of Minas
Gerais) in order to include all areas defined as the Caatinga
by Instituto Brasileiro de Geografia e Estatística [IBGE] (2012)
and alternative biome classifications (e.g., Queiroz et al., 2017;
Silva-de-Miranda et al., 2018; Moonlight et al., 2020). We have
a particular interest in identifying “core” areas that are relatively 1http://floradobrasil.jbrj.gov.br/
2http://www.splink.org.br/
3http://floradobrasil.jbrj.gov.br/reflora/herbarioVirtual/
4https://soilgrids.org/ December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 4 Biologically Meaningful Biomes Cardoso et al. grid cells and not nestedness (Baselga, 2010). The floristic
distance matrix was used in unbiased cluster analysis, where
the row order of the distance matrix was randomized 100
times using the “recluster” package in R (Dapporto et al.,
2013, 2015). RogueNaRok (Aberer et al., 2012; Available at:
https://rnr.h-its.org/) was used to identify rogue grid cells
responsible for reducing resolution in the resulting 50% majority
rule consensus dendrogram. A total of 138 rogue grid cells were
identified and removed. Clusters were mapped based upon a
process of reciprocal illumination following Moonlight et al. (2020) and analogous to the approaches taken by similar analyses
(Silva-de-Miranda et al., 2018; Moonlight et al., 2020). Clusters
were labeled based on comparing the mapped distribution
of sub-clusters to our biological knowledge of the vegetation
patterns in NE Brazil. Our priorities were to delimit clusters that
could be matched with confidence to four biomes recognized
by the Instituto Brasileiro de Geografia e Estatística [IBGE]
(2012) classification, and to maximize similarity with the
mapped clusters from the phylogenetic and functional biome
classifications (see below). We acknowledge that this approach
is not fully repeatable, but argue that it is the best currently
available considering that alternative approaches (e.g., k-means
clustering, Amaral et al., 2017) also rely upon prior knowledge
to define an expected number of biomes. We term this approach
“floristic regionalization.” Rapini et al., 2021). Climatic and edaphic predictors (35 and
55, respectively) were converted into two independent principal
component analysis (PCA) axes. Study Area Presence in a
species list was assigned based upon predicted presence in any
constituent cell at the original 0.05◦resolution. Phylogenetic Delimitation To delimit clusters based upon phylogenetic distances between
plant communities (phylogenetic regionalization), we produced
a novel community phylogeny for the flora of NE Brazil
based on DNA sequences mostly downloaded from GenBank
(Benson et al., 2017). We attempted to download sequence
data for all 16,351 species recorded in NE Brazil by Flora
do Brasil 2020 (2021) for the following regions: matK, atpB,
ndhF, rbcL, and trnL. Regions were chosen based upon: (i)
wide use across angiosperms; (ii) ease of alignment across
angiosperms; (iii) adequate level of sequence variation across
orders, families, and genera. To augment our species sampling in the community
phylogeny, we have newly generated 445 matK and 444
rbcL sequences from herbarium and field-collected leaf tissues
preserved through silica gel desiccation of 546 species. DNA
extraction, PCR amplification, and robotic sequencing largely
followed standard protocols of DNA barcoding for community
phylogenetics (e.g., Kress et al., 2009). The newly generated DNA
sequences are publicly available in GenBank (see Supplementary
Table 1 for voucher and accession number details)5. The R package “rentrex” (Winters, 2017) was used to query
GenBank, specifying a sequence length of 500–5,000 base pairs. For species in NE Brazil for which no sequence data were
available in GenBank, we repeated the steps above to locate
sequences for congeners from outside of Brazil (for genera with
one or two species within NE Brazil) because any one or two
species for these genera would provide the same phylogenetic
distance in our analyses as those present in NE Brazil. Alignments Combined Cluster Delimitation Combined analyses of floristic, phylogenetic, and functional
distance matrices were run to delimit “total evidence” clusters
based on all three approaches. All possible combinations
of the three approaches were also run to see subsets of
results (i.e., floristic + phylogenetic, floristic + functional, and
phylogenetic + functional). Distance matrices were scaled from
0 to 1 to give equal weight to each matrix before being summed,
so the distance matrix values could range from 0 to 2 in analyses
with two approaches, or 0 to 3 in analyses with three approaches. Clusters were estimated, mapped, and named following the
hierarchical clustering method described under section “Floristic
Delimitation.” The results of the “total evidence” clusters are
named herein as biomes because they are the result of three,
independent lines of evidence. No rogue grid cells were removed. Phylogenetic distances between all grid cells in NE Brazil
were calculated by estimating the phylogenetic β-diversity among
estimated species lists. The phylogenetic Simpson’s index was
used following Chave et al. (2007) because it is comparable with
β-sim (see above). Phylogenetic regionalization was carried out
following the hierarchical clustering method described above
under section “Floristic Delimitation.” No rogue grid cells were
identified and removed. Comparison of Regionalizations: Clusters as Biomes
Comparisons of regionalizations based on individual approaches
(functional, phylogenetic, and floristic) were carried out in
both geographic and environmental space to highlight areas
of “core” biomes (areas where all regionalizations analyses
agreed on biome identity) and transition zones (areas where
regionalizations differed between analyses). “Core” biome areas
were visualized by highlighting areas of agreement between
the three individual regionalizations (e.g., “core Caatinga”). Transitional biome areas were visualized by highlighting areas of
disagreement where one or two approaches showed disagreement
regarding biome distribution (e.g., “transitional Caatinga”). A raster file depicting the core Caatinga and associated transition
zones is available as Supplementary Figure 5. Cluster Delimitation
Floristic Delimitation To
delimit
clusters
based
upon
floristic
data
(floristic
regionalization), a distance matrix was computed based on
β-diversity (Simpson’s dissimilarity: β-sim) in the R package
“betapart” (Baselga et al., 2018). This approach was chosen
because it measures floristic turnover (i.e., dissimilarity) between December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 5 Biologically Meaningful Biomes Cardoso et al. were done in Mafft v.7.450 for each DNA region with default
settings with a maximum of six iterations performed per region. Data cleaning was done by identifying poorly aligned sequences
based on visual assessment, using Vsearch v2.14.2 to identify
highly variable sequences with <40% sequence similarity, and by
identifying misplaced species based on neighbor-joining trees run
for each DNA region with FastTree v2.1.10 (Price et al., 2010). Replacements for any species removed during the cleaning were
searched in GenBank if alternative sequences were available. The
final cleaned community phylogeny contained 10,279 sequences
from GenBank and 662 newly generated sequences for a total
of 6,296 species (Supplementary Table 2). All DNA regions
were combined and analyzed using RaxML-HPC2 on XSEDE
on the CIPRES Science Gateway v.3.3 on-line portal (Miller
et al., 2010)6. The phylogeny was rooted with Nymphaeales. The
community phylogeny included 6,296 species from 209 families
and 1,775 genera (Supplementary Figure 2). The relationships
among them were consistent with the phylogeny of flowering
plants (The Angiosperm Phylogeny Group et al., 2016). A total
of 3,457 species from 184 families and 1,325 genera in the
phylogeny were also included in the SDMs so were retained for
downstream analyses. of a trait, which leads to overestimation of functional similarity
at broad spatial scales where almost all grid cells had at least
one predicted species with every trait. Functional regionalization
was carried out following the hierarchical clustering method
described above under section “Floristic Delimitation.” No rogue
grid cells were identified and removed. 6www.phylo.org Functional Delimitation To delimit clusters based upon functional distances between
plant communities (functional regionalization), we scored seven
independent plant traits for all 3,457 species for which SDMs
were generated and which were included in the community
phylogeny (100% coverage for 3,457 species for all seven
traits). These included 931 species scored by Moonlight et al. (2020). Traits were chosen on the basis of: (i) that they were
simple and unambiguous to score from herbarium specimens or
literature; and (ii) had hypothesized links with environmental
and functional differences among biomes in NE Brazil. The seven
traits chosen were: (i) latex; (ii) corky bark; (iii) spines; (iv)
compound leaves; (v) nitrogen nodulation; (vi) Crassulacean acid
metabolism (CAM) photosynthesis; and (vii) C4 photosynthesis
(Supplementary Table 2). The literature used to score traits is
detailed in Appendix S7 of Moonlight et al. (2020). To
investigate
whether
core
biomes
overlapped
in
environmental space, environmental comparison of biome
delimitations was achieved by plotting clusters from different
analyses in environmental space based on mean annual
temperature (bio1) and rainfall data (bio12) extracted for each
grid cell. The bio1 and bio12 values for each biome grid cell
from each analysis were summed. The mean annual temperature
(bio1) from MODIS temperature data (Wan and Dozier, 1996;
Wan, 2014) and mean annual rainfall (bio12) from CHIRPS
rainfall data (Funk et al., 2014) were used. Functional distance matrices between all grid cells in NE
Brazil were created based upon estimated species lists. Euclidean
distances of grid cells in 6-dimensional trait space based on the
proportion of species with each trait in each grid cell was used
for measuring functional distance. Published functional diversity
metrics (e.g., Ricotta et al., 2016) were found inappropriate
for measuring functional distance between plant communities
because they are based on the presence rather than the proportion RESULTS Major Biomes Across NE Brazil Major Biomes Across NE Brazil
All three individual regionalizations identified two clusters of
Caatinga SDTF, two clusters as Mata Atlantica, and three clusters
as Cerrado (Figures 2A–C). The functional analysis resulted in
the identification of an additional cluster within both the Mata
Atlantica and Cerrado, and an extra cluster that we were unable December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 6 Biologically Meaningful Biomes Cardoso et al. FIGURE 2 | Cluster classifications across northeast Brazil based upon hierarchical clustering analyses of functional, phylogenetic, and floristic data alone (A–C) and
in combination (D–F): (A) functional data; (B) phylogenetic data; (C) floristic data; (D) functional and phylogenetic data; (E) phylogenetic and floristic data; (F)
functional and floristic data; and (G) functional, phylogenetic, and floristic data. The black line indicates the limits of the Caatinga domain sensu Instituto Brasileiro de
Geografia e Estatística (IBGE) (2012). azil based upon hierarchical clustering analyses of functional, phylogenetic, and floristic data alone (A–C) and
etic data; (C) floristic data; (D) functional and phylogenetic data; (E) phylogenetic and floristic data; (F) FIGURE 2 | Cluster classifications across northeast Brazil based upon hierarchical clustering analyses of functional, phylogenetic, and floristic data alone (A–C) and
in combination (D–F): (A) functional data; (B) phylogenetic data; (C) floristic data; (D) functional and phylogenetic data; (E) phylogenetic and floristic data; (F)
functional and floristic data; and (G) functional, phylogenetic, and floristic data. The black line indicates the limits of the Caatinga domain sensu Instituto Brasileiro de
Geografia e Estatística (IBGE) (2012). to assign to any recognized biome (Figure 2A). The combined
“total evidence” analyses of all three approaches suggested seven
major clusters based on functional, phylogenetic, and floristic
data (Figure 2G). identify most of this area as Mata Atlantica but the phylogenetic
regionalization identifies most of these areas as Cerrado
(Figures 2, 3). Comparison of clusters delimited by single approaches shows
that clusters delimited by floristic and phylogenetic approaches
are highly similar both in spatial extent and number of major
clusters where both analyses resolve seven major clusters in
largely similar areas across NE Brazil (Figures 2, 3). Functional
clusters show largest differences compared to phylogenetic and
floristic clusters, and resolve ten major clusters indicating higher
resolution of functional data for biome delimitation within
NE Brazil, enabling further splitting of vegetation types as Differences Between Approaches The areas where differences between the three regionalizations
are seen can be considered as transitional areas (Figure 3 and
Supplementary Figure 4). Most disagreement between the three
individual regionalizations is seen in the southern part of the
Caatinga biogeographic domain in the Chapada Diamantina
area (Figures 2, 3). Functional and floristic regionalizations December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org Biologically Meaningful Biomes Cardoso et al. FIGURE 3 | Areas of agreement and disagreement among biome delimitations across northeast Brazil based upon hierarchical clustering analyses of functional,
phylogenetic, and floristic data alone (see Figures 2A–C). Areas of agreement are shown as “core” clusters (A–C) or biomes (D) and areas of disagreement are
shown as “transitional zones.” (A) functional and phylogenetic data; (B) phylogenetic and floristic data; (C) functional and floristic data; and (D) functional,
phylogenetic, and floristic data. The black line indicates the limits of the Caatinga domain sensu Instituto Brasileiro de Geografia e Estatística (IBGE) (2012). Alternative plots showing the identity of transitional zones are given in Supplementary Figure 4. FIGURE 3 | Areas of agreement and disagreement among biome delimitations across northeast Brazil based upon hierarchical clustering analyses of functional,
phylogenetic, and floristic data alone (see Figures 2A–C). Areas of agreement are shown as “core” clusters (A–C) or biomes (D) and areas of disagreement are
shown as “transitional zones.” (A) functional and phylogenetic data; (B) phylogenetic and floristic data; (C) functional and floristic data; and (D) functional,
phylogenetic, and floristic data. The black line indicates the limits of the Caatinga domain sensu Instituto Brasileiro de Geografia e Estatística (IBGE) (2012). Alternative plots showing the identity of transitional zones are given in Supplementary Figure 4. Caatinga within the driest and hottest areas of NE Brazil
(Figure 4A). These areas are dominated by a floristically,
functionally, and phylogenetically distinct flora adapted to dry
conditions with seasonal rainfall. This “core” Caatinga area is
found in areas with 353–1,271 mm annual rainfall and with
a mean annual temperature from 19.6 to 28.0◦, and does
not overlap with other core biomes in environmental space
(Figure 4A). The flora of the “core” Caatinga is characterized
by a high proportion of species that are succulent, nodulating
(Figure 4B), and with spines but without corky bark (Figure 4C). The low rainfall in the “core” Caatinga is notable. Differences Between Approaches Dry forests
in the Americas are found in areas with up to 1800 mm
rainfall (DRYFLOR, 2016; Dexter et al., 2018) but none of the
“core” Caatinga dry forests approach this threshold, despite
the prevalence of areas with higher rainfall in the wider study
area of NE Brazil. functionally distinct clusters (Figures 2, 3 and Supplementary
Figure 3). This is despite our functional classification being based
on only seven categorical traits. The “Core” Caatinga In terms of the SDTF biome, all three analyses identified two
groups as Caatinga SDTF (Figures 2A–C). A large area within
NE Brazil is identified here as the “core Caatinga” biome
supported by all three regionalizations (functional, phylogenetic,
and floristic) (Figure 4). Areas surrounding the “core” Caatinga
are identified as “transitional Caatinga” (Figure 4): these include
areas supported as Caatinga by one or two regionalizations but
not all three. Transitional Caatinga is found across the western
and southern borders of the “core” Caatinga, much less so
along the eastern side along the boundary with the coastal Mata
Atlantica domain (Figures 3, 4). Floristic and phylogenetic data
support transitional Caatinga in the South and West of the “core”
Caatinga, but functional data identify these areas as savanna-like
Cerrado (e.g., Chapada do Araripe; Figures 2, 3). In common
with the individual analyses, all mapped Caatinga groups were
largely congruent with the Caatinga domain along its eastern
border but included several differences along the eastern border,
which are discussed in detail below. DISCUSSION Core Biomes and Transition Zones Frontiers in Ecology and Evolution | www.frontiersin.org Core Biomes and Transition Zones Biomes have been delimited in various ways, including based on
the spatial distribution of physiognomic, floristic or functional
discontinuities amongst plant communities (Mucina, 2019) or
even dynamic global vegetation biome modeling involving the Our integrated biome delimitation using a combination of
floristic, functional, and phylogenetic data identifies the “core” December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 8 Biologically Meaningful Biomes Cardoso et al. FIGURE 4 | Distribution of the Caatinga seasonally dry forest biome within NE Brazil in geographic, environmental (A) and trait (B,C) space. Colors indicate areas
delimited as Caatinga in no analyses (gray), one or two analyses (“transitional Caatinga,” yellow and orange), and three analyses (“core” Caatinga, red). The black line
in the map indicates the limits of the Caatinga domain sensu Instituto Brasileiro de Geografia e Estatística (IBGE) (2012). ombination of physical environment, plant functional types,
hysiology, and biochemical fluxes (Prentice et al., 1992; Kaplan
growth form and canopy structure (Woodward et al., 2004)
floristic maps have focused on dominant plant families, genera FIGURE 4 | Distribution of the Caatinga seasonally dry forest biome within NE Brazil in geographic, environmental (A) and trait (B,C) space. Colors indicate areas
delimited as Caatinga in no analyses (gray), one or two analyses (“transitional Caatinga,” yellow and orange), and three analyses (“core” Caatinga, red). The black line
in the map indicates the limits of the Caatinga domain sensu Instituto Brasileiro de Geografia e Estatística (IBGE) (2012). FIGURE 4 | Distribution of the Caatinga seasonally dry forest biome within NE Brazil in geographic, environmental (A) and trait (B,C) space. Colors indicate areas
delimited as Caatinga in no analyses (gray), one or two analyses (“transitional Caatinga,” yellow and orange), and three analyses (“core” Caatinga, red). The black line
in the map indicates the limits of the Caatinga domain sensu Instituto Brasileiro de Geografia e Estatística (IBGE) (2012). combination of physical environment, plant functional types,
physiology, and biochemical fluxes (Prentice et al., 1992; Kaplan
et al., 2003). Physiognomic delimitations have followed plant growth form and canopy structure (Woodward et al., 2004);
floristic maps have focused on dominant plant families, genera,
and species and the associated ecological correlates (e.g., in December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 9 Biologically Meaningful Biomes Cardoso et al. Core Biomes and Transition Zones These different approaches based upon
different types of data produce different biome maps, but no map
produced using a single type of data can possibly satisfy all aspects
of the multifaceted definition of a biome expected to have shaped
their biodiversity over evolutionary time, i.e., delimited biomes
may not be floristically, functionally, or ecologically distinct. Our approach differs in two ways from previous methods
depicting global or regional distribution of biomes, including
the Caatinga (e.g., Whittaker, 1970; White, 1983; Schrire et al.,
2005; Instituto Brasileiro de Geografia e Estatística [IBGE], 2012;
Conradi et al., 2020; Ringelberg et al., 2020): firstly, we identify
“core” biome areas supported by three distinct lines of evidence
(floristic, functional, and phylogenetic), and secondly, we identify
transition zones that are supported by distinct data sources that
point to biologically important areas of transition previously
neglected by most biome maps. Our integrated biome analyses
are able to highlight “core” areas where all three data sources
(floristic, functional, and phylogenetic) agree on the distribution
of the same biome (Figure 4). We suggest that such areas
of congruence based on multiple lines of evidence may be of
particular interest to biology and earth system science. (
)
While comparative analyses have employed multiple taxa
to interrogate biomes, other approaches seek to identify key
taxa or functional groups that can be used to delimit biomes. One such technique was employed by Ringelberg et al. (2020),
who used modeled distributions of a single functional group
(i.e., stem succulents) to map the “succulent biome” (Schrire
et al., 2005; Ringelberg et al., 2020). The results do not
adequately capture the biome complexity in Brazil. For example,
Ringelberg et al. (2020) delimit not just the Caatinga as
succulent biome, but also parts of the Chaco and the campos
rupestres of the Chapada Diamantina, which are ecologically,
historically, and functionally distinct biomes (Pennington et al.,
2000; DRYFLOR, 2016; Silva-de-Miranda et al., 2018; Rapini
et al., 2021). Indeed, we demonstrate that not just the “core”
Caatinga but also transitional and non-Caatinga areas have high
proportions of stem succulents (Figure 4B). Such single-criterion
approaches to biome delimitation do not differ much from an
operational view of biomes (Conradi et al., 2020). If biomes
are to be defined as evolutionary theaters, the distributions of
as general group of taxa as possible should be examined in
conjunction with their phylogenetic relationships and functional
characteristics. Core Biomes and Transition Zones diversified under a regime of regular and prolonged drought and
without the influences of fire and other physical disturbances
(Schrire et al., 2005; Pennington et al., 2009; Ringelberg et al.,
2020). The climate space of the global succulent biome as
recently modeled by the distribution of stem succulents involves
a mean annual rainfall that closely matches that of South
American SDTFs (Ringelberg et al., 2020), which also have a
high proportion of stem succulents (DRYFLOR, 2016; Queiroz
et al., 2017). Also at intercontinental scales, Segovia et al. (2020)
underlines the structuring of evolutionary diversity of trees
in the Neotropics along precipitation gradients. Precipitation-
related bioclimatic variables were singled out as the most
important precipitation measures predicting the succulent biome
with a MaxEnt approach to large-scale biome distribution
modeling of South American SDTFs (Särkinen et al., 2011). These same precipitation variables were found by Oliveira-
Filho et al. (2013a) to be most important in distinguishing
the succulent (including the Caatinga) and savanna (including
the Cerrado) biomes. The analysis of community phylogenetic
distances and the biome assignments of 466 floristic sites across
eastern Brazil were best explained, of all the bioclimatic variables,
by only annual precipitation at a threshold of <1,200 mm
(Oliveira-Filho et al., 2013a). This ecological structure reflects
the link between annual precipitation and phylogenetic niche
conservatism (Oliveira-Filho et al., 2013a; Segovia et al., 2020). Substrate conditions were shown to be ecologically significant
(with or without water-holding capacity), but this ecological
variable may not mask the more important influence of annual
precipitation as explanatory of the community phylogenetic
structure (Oliveira-Filho et al., 2013a). Africa, White, 1983; Power et al., 2017; Aleman et al., 2020;
South America, Silva-de-Miranda et al., 2018); and functional
systems on the presence of functional groups, such as evergreen
trees found in the tropical rainforest biome, succulents in
the seasonally dry tropical forest or succulent biome, and a
continuous grass layer in savannas (Whittaker, 1970; Scholes
and Archer, 1997; Schrire et al., 2005). Additionally, strictly
environmental-based delimitations of biomes based on climate,
edaphic composition or degree of fire disturbance have provided
important insights into our understanding of the ecological limits
driving the assembly of plant communities (Archibald et al.,
2013; Langan et al., 2017). Core Biomes and Transition Zones Our integrated ecological and evolutionary
approach involving multiple taxa across all growth forms
and associated measurements of functional and phylogenetic
diversity seem to better describe “core” evolutionary arenas. Ultimately, the identification of biologically relevant areas
should depend upon its intended purpose. If you are interested in
the response of the Caatinga to climate change, for example, you
should focus on the areas that independent data sources agree are
“core” Caatinga (Figure 4), not areas where data sources disagree
(i.e., transition zones), where the species, ecological function,
or phylogenetic diversity may overlap that of other biomes. Likewise, if you wish to measure the functional traits of a species,
you measure the traits of an individual at the “core” of the species
concept, not a hybrid of dubious identification. Also, because
the transition zones may be particularly dynamic or vulnerable
to climate change (i.e., “zones of tension,” Clements, 1905), if
your interest is in conserving the maximum species diversity
and ecosystem function of Caatinga dry forests in the face of
climate change, it may be best to model a set of species/geographic
area/set of traits that all data agree are Caatinga. Transitional Biome Areas The identity of clusters identified in the functional analysis
that could not be linked to any previously indicated biomes
is unclear. They might reflect that the functional data is
capturing the complexity with respect to the high within-
biomes habitat heterogeneity across NE Brazil. For example, each
of the most predominant savanna, rainforest, and the “core”
Caatinga seasonally dry forest biomes are not physiognomically,
floristically, and edaphically homogeneous, rather they also
exhibit highly specialized habitats. Just in the “core” Caatinga,
plant communities seem to have been evolutionarily structured
by major soil types like karst, sand, and crystalline (Santos
et al., 2012; Moro et al., 2015; Queiroz et al., 2017); the
savanna here encompasses all the campos rupestres vegetation on
mountaintops of the Chapada Diamantina, which mostly involve
fire-sensitive plant lineages, including succulents (Rapini et al.,
2021); and the Mata Atlantica involves habitats as distinct as the
more open coastal restingas (Scarano, 2002; Oliveira et al., 2014;
Fernandes and Queiroz, 2015). These habitats may not be unique
in their phylogenetic or floristic composition as potentially
distinct biomes but are in their functional composition. One of the perhaps most important messages of our study relates
to areas where the three regionalizations disagree in their cluster
delimitation (Figure 3). These areas of disagreement between
floristic, functional, and phylogenetic data indicate the presence
of transition zones between two or more biomes, presumably
along environmental gradients. An alternative method of
visualizing transition zones is presented in Supplementary
Figure 3. Most previous biome delimitation analyses have not
included transition zones, treating biomes as categorical variables
with no intermediates (e.g., Instituto Brasileiro de Geografia
e Estatística [IBGE] (2012); see Figure 1). Here we highlight
transition zones as biologically interesting areas in their own right
that cover a large percentage of our study area. For example,
the area we delimit as “core” Caatinga covers 420k km2 and
the areas we delimit as transition zones cover 480k km2 (254k
km2 delimited as Caatinga by two analyses; 227k km2 delimited
as Caatinga by one analysis), or 14% larger than the “core”
Caatinga itself. The existence and extent of transition zones raises an
important question: what may underlie the differences among
the results from our individual regionalizations and what may
these differences tell us about biomes in NE Brazil? The “Core” Caatinga The Caatinga and other seasonally dry tropical forests have often
been considered equivalent to the trans-continentally distributed
“succulent biome,” typically characterized by nutrient-rich
substrates with little water holding capacity, and by a highly
seasonal, drought-prone climate in which succulent plant
lineages (e.g., columnar and arborescent members of Agavaceae,
Bromeliaceae, Cactaceae, and Euphorbiaceae) evolved and Our results show that the “core” Caatinga area is in fact
narrower than the widely used definition of Caatinga by Instituto December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 10 Biologically Meaningful Biomes Cardoso et al. Brasileiro de Geografia e Estatística [IBGE], 2012. It excludes
the wetter end of dry forests and transitional areas between
savanna and dry forests (Figure 4). Not only that, but other
major biomes exist within the Caatinga region (Queiroz et al.,
2017). Disagreement between the three regionalizations in
the Chapada Diamantina region, for example, highlights the
biological reality of complex variation across environmentally
highly heterogeneous areas, and should not be ignored. Thus,
areas delimited by an essentially geographic approach such as
that used by Instituto Brasileiro de Geografia e Estatística [IBGE]
(2012) should not be termed “biomes.” These approaches not
only oversimplify the complexity of the interdigitating nature of
biomes, but also disregard the global nature dimension of biomes,
which is fundamental to a more biologically realistic use of
biomes in ecology, conservation, and evolutionary biogeography. adaptations to successfully thrive in dry forests identified here as
Caatinga). Functional clusters, however, show clear differences to
floristic and phylogenetic clusters, both in the number of clusters
and the geographic distribution of those clusters (Figure 3). The
differences between the functional (Figure 3A) and phylogenetic
(Figure 3B) regionalizations indicate that the functional traits
included in our analyses are not conserved across the phylogeny
of the angiosperms, or that phylogenetic trait conservatism acts
differently for different traits. This may relate to the specific
traits used here (e.g., we do not expect spines or corky bark
to be conserved) but our analyses do include several well
conserved traits (e.g., nodulation, latex, and C4 photosynthesis). The differences between the floristic (Figure 3A) and functional
(Figure 3C) regionalizations may indicate that the possession of
certain trait combinations may allow limited sets of species to
span borders created by ecological and evolutionary processes. Transitional Biome Areas Transition
zones may reveal areas along environmental gradients between
“core” biomes where sets of traits from more than one biome may
permit survival, as suggested by the “environmental crossroads
hypothesis” (Neves et al., 2020). Additionally, we predict that
differences in the adaptations required to successfully persist
under different rainfall regimes lead to distinct floristic and
functional compositions across biomes. The level of phylogenetic
distinctiveness, on the other hand, will depend on the relative ease
at which plants have acquired adaptations required for crossing
environmental gradients, i.e., the level of phylogenetic niche and
trait conservatism (Donoghue, 2008; Crisp et al., 2009). Agreement in clusters delimited by all three regionalizations
in areas such as along the eastern border of the “core” Caatinga
suggests ecological filtering is acting in conjunction with
phylogenetic niche conservatism along the same environmental
gradient
(Caatinga-Mata
Atlantica
border;
Figure
4). Transitional Caatinga areas in the southern parts of the
Caatinga biogeographic domain indicate that ecological filtering
is acting along different environmental gradients to phylogenetic
niche conservatism, at least for some of the traits included
in our analyses. Frontiers in Ecology and Evolution | www.frontiersin.org SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online at: https://www.frontiersin.org/articles/10.3389/fevo.2021. 723558/full#supplementary-material Supplementary Figure 1 | Species richness across northeast Brazil showing (A)
“raw” species richness from cleaned occurrence data for 9,134 species with ≥5
records; (B) “raw” species richness from cleaned occurrence data for 3,547
species included in all analyses; (C) modeled species richness for 3,547 species
included in all analyses. ACKNOWLEDGMENTS We thank Centro de Referência em Informação Ambiental
(CRIA) and Reflora for sharing their complete distribution
datasets; Alexandre Brunello, Luiza Cosme, Moabe Fernandes,
Raquel Miatto, Marcelo Mizushima, Tony Oliveira, Oliver
Phillips,
Desirée
Ramos,
Raphael
Rocha,
Rubens
Santos,
Valdemir Silva, and Elmar Veenendaal for helping collecting
silica-gel
dried
leaf
samples
during
fieldwork;
Glaucia
Drummond (Fundação Biodiversitas, Canudos) and Eudes
Velozo (Fazenda Esperança, Boa Vista do Tupim) for their
support during fieldwork; Matt Lavin and two reviewers for
their valuable suggestions to improve the manuscript; and
Associate Editor Danilo Neves for inviting us to contribute
with the special issue “Temporal and large-scale spatial patterns
of plant diversity and diversification.” DC acknowledges Jon
Lloyd for inviting him to be speaker of the 44th New Phytologist
Symposium “Determinants of tropical vegetation structure and
function” in Accra, Ghana, when most ideas of this article were
originally presented. That lineages can transcend geographic barriers is also a
product of the evolutionary accessibility of distinct biomes that
create geographical opportunity (Edwards and Donoghue, 2013). So, by inferring biotic interchange across biogeographic regions
(e.g., Antonelli et al., 2018), without considering the biotic
complexity within them, it is impossible to uncover the true
balance of phylogenetic biome conservatism versus evolutionary
biome shifts. Fortunately, recent progress has been made toward
developing more biogeographically realistic approaches that
model how lineages shift between biomes depending on the
temporal availability and geographical connectivity of biomes
(Landis et al., 2021a,b). A definition that captures the most
biologically meaningful nature of a biome in space and time is
clearly critical for comparative analyses involving Landis et al.’s
(2021a) phylogenetic biome shift model. Thus, we believe that
our approach of combining the multiple dimensions describing
the spatial distribution of biomes will help to more reliably map
and understand the evolution and functioning of biodiversity. Biologically Meaningful Biomes in
Evolutionary Biogeography Our results show that similar clusters are delimited using
phylogenetic and floristic data across NE Brazil, some of which
we suggest correspond to biomes that can be recognized at global
scale, including SDTF, rainforest, and savanna. This indicates
that phylogenetic niche conservatism is operating and preventing
plant lineages from crossing environmental gradients across
evolutionary time (e.g., extreme drought constrained species Comparative phylogenetic approaches of multiple taxa to
understand the evolutionary history of the biodiversity in
species-rich, yet geologically and climatically complex regions
like the Neotropics have revealed important insights into
how lineages and species interact with ecology and geography
over evolutionary time. Such analyses often employ the
reconstruction of ancestral areas across phylogenies to estimate December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 11 Biologically Meaningful Biomes Cardoso et al. AUTHOR CONTRIBUTIONS Thus, such comparative approaches cannot allow
us to deepen our understanding of whether the “core”
Caatinga or the other putatively distinct biomes of NE Brazil
(Figure 3) are more evolutionarily accessible to lineages from
Amazonian tropical rainforests. In other words, some Amazon
to Caatinga “switches” may be to “rainforests” within the
Caatinga biogeographic region and thus represent geographic
movements, not evolutionary switches. Likewise, most studies
neglect that the grass-rich, fire-prone savanna biome that
predominates in the Cerrado domain is criss-crossed by a
network of gallery forests (i.e., rainforests; Silva-de-Miranda
et al., 2018), as well as fire-sensitive seasonally dry, evergreen
or semideciduous forests, depending on water availability, in
patches of high fertility soils (Oliveira-Filho et al., 2013b; Bueno
et al., 2018). DC, PWM, and TS designed the study and led the writing with
significant contributions from all co-authors. DC, GR, and PWM
entered functional trait data. GO generated sequence data for
community phylogeny. CD designed the pipeline for producing
community phylogenies. PWM led all analyses. All authors
commented and agreed on the last version of the manuscript. FUNDING This research was funded by the Natural Environment Research
Council-Newton grant NE/N012526/1 and Fundação de Amparo
à Pesquisa do Estado de São Paulo grant 2015/50488-5 “Nordeste:
New Science for a Neglected Biome,” and Royal Society
Advanced Fellowship grant NAF/R1/180331. DC’s research in
plant biodiversity is also funded by Fundação de Amparo à
Pesquisa do Estado da Bahia (Universal no. APP0037/2016) and
Conselho Nacional de Desenvolvimento Científico e Tecnológico
Research Productivity PQ-2 grant 308244/2018-4. AUTHOR CONTRIBUTIONS the rates of biotic interchange between biogeographic regions. For example, Antonelli et al. (2018) showed an impressively
large number of dispersal events out of Amazonia to other
major neotropical regions, where at least 85 species among
angiosperms, birds, ferns, frogs, mammals, and squamates
inhabiting the Caatinga region were inferred to have derived
from an Amazonian ancestor. Biogeographic regions are often
treated as homogeneous units (i.e., synonymous with biomes)
in estimates of ancestral distributions. This approach cannot
take into account the complexity of climatic, evolutionary,
and functional spaces that confine species ecologically as we
demonstrate for NE Brazil here. As such, it risks conflating
the primary roles of geography and ecology, such that
biome switching is likely to be overestimated in ecologically
confined groups with broad distributions but underestimated
in biogeographically confined groups with broad ecological
distributions. Thus, such comparative approaches cannot allow
us to deepen our understanding of whether the “core”
Caatinga or the other putatively distinct biomes of NE Brazil
(Figure 3) are more evolutionarily accessible to lineages from
Amazonian tropical rainforests. In other words, some Amazon
to Caatinga “switches” may be to “rainforests” within the
Caatinga biogeographic region and thus represent geographic
movements, not evolutionary switches. Likewise, most studies
neglect that the grass-rich, fire-prone savanna biome that
predominates in the Cerrado domain is criss-crossed by a
network of gallery forests (i.e., rainforests; Silva-de-Miranda
et al., 2018), as well as fire-sensitive seasonally dry, evergreen
or semideciduous forests, depending on water availability, in
patches of high fertility soils (Oliveira-Filho et al., 2013b; Bueno
et al., 2018). the rates of biotic interchange between biogeographic regions. For example, Antonelli et al. (2018) showed an impressively
large number of dispersal events out of Amazonia to other
major neotropical regions, where at least 85 species among
angiosperms, birds, ferns, frogs, mammals, and squamates
inhabiting the Caatinga region were inferred to have derived
from an Amazonian ancestor. Biogeographic regions are often
treated as homogeneous units (i.e., synonymous with biomes)
in estimates of ancestral distributions. This approach cannot
take into account the complexity of climatic, evolutionary,
and functional spaces that confine species ecologically as we
demonstrate for NE Brazil here. As such, it risks conflating
the primary roles of geography and ecology, such that
biome switching is likely to be overestimated in ecologically
confined groups with broad distributions but underestimated
in biogeographically confined groups with broad ecological
distributions. REFERENCES Carvajal-Endara, S., Hendry, A. P., Emery, N. C., and Davies, J. (2017). Habitat
filtering not dispersal limitation shapes oceanic island floras: species assembly
of the Galápagos archipelago. Ecol. Lett. 20, 495–504. doi: 10.1111/ele.12753 Aberer, A. J., Krompass, D., and Stamatakis, A. (2012). Pruning rogue taxa
improves phylogenetic accuracy. Syst. Biol. 62, 162–166. doi: 10.1093/sysbio/
sys078 Cavender-Bares, J., Kozak, K., Fine, P., and Kembel, S. (2009). The merging of
community ecology and phylogenetic biology. Ecol. Lett. 12, 693–715. doi:
10.1111/j.1461-0248.2009.01314.x Aleman, J. C., Fayolle, A., Favier, C., Staver, A. C., Dexter, K. G., Ryan, C. M., et al. (2020). Floristic evidence for alternative biome states in tropical Africa. Proc. Natl. Acad. Sci. U.S.A. 117, 28183–28190. doi: 10.1073/pnas.2011515117 j
Chave, J., Chust, G., and Thébaud, C. (2007). “The importance of phylogenetic
structure in biodiversity studies,” in Scaling Biodiversity, eds D. Storch, P. Chave, J., Chust, G., and Thébaud, C. (2007). “The importance of phylogenetic
structure in biodiversity studies,” in Scaling Biodiversity, eds D. Storch, P. Marquet, and J. H. Brown (Santa Fe: Institute Editions), 151–167. Amaral, A. G., Munhoz, C. B. R., Walter, B. M. T., Aguirre-Gutiérrez, J., and
Raes, N. (2017). Richness pattern and phytogeography of the Cerrado herb–
shrub flora and implications for conservation. J. Veg. Sci. 28, 848–858. doi:
10.1111/jvs.12541 Clements, F. E. (1905). Research Methods in Ecology. Lincoln, NB: University of
Nebraska Publishing Company. Connell, J. H. (1978). Diversity in tropical rain forests and coral reefs. Science 199,
1302–1310. doi: 10.1126/science.199.4335.1302 Anderson, R. P., and Raza, A. (2010). The effect of the extent of the study region
on GIS models of species geographic distributions and estimates of niche
evolution: preliminary tests with montane rodents (genus Nephelomys) in
Venezuela. J. Biogeogr. 37, 1378–1393. doi: 10.1111/j.1365-2699.2010.02290.x Conradi, T., Slingsby, J. A., Midgley, G. F., Nottebrock, H., Schweiger, A. H., and
Higgins, S. I. (2020). An operational definition of the biome for global change
research. New Phytol. 227, 1294–1306. doi: 10.1111/nph.16580 Correia, I., Nascimento, E. R., and Gouveia, S. F. (2020). Effects of climate
and land-use gradients on avian phylogenetic and functional diversity in a
tropical dry forest. J. Arid Environ. 173:104024. doi: 10.1016/j.jaridenv.2019.10
4024 Antonelli, A., Zizka, A., Carvalho, F. A., Scharn, R., Bacon, C. D., Silvestro, D., et al. (2018). Amazonia is the primary source of Neotropical biodiversity. Proc. Natl. Acad. Sci. U.S.A. 115, 6034–6039. doi: 10.1073/pnas.1713819115 Araujo, H. F. P., and Silva, J. M. C. (2017). REFERENCES “The avifauna of the Caatinga:
biogeography, ecology, and conservation,” in Caatinga: The Largest Tropical Dry
Forest Region in South America, eds J. M. C. Silva I, R. Leal, and M. Tabarelli
(Cham: Springer), 181–210. Crisp, M. D., and Cook, L. G. (2012). Phylogenetic niche conservatism: what are
the underlying evolutionary and ecological causes? New Phytol. 196, 681–694. doi: 10.1111/j.1469-8137.2012.04298.x Archibald, S., Lehmann, C. E. R., Gómez-Dans, J. L., and Bradstock, R. A. (2013). Defining pyromes and global syndromes of fire regimes. Proc. Natl. Acad. Sci. U.S.A. 110, 6442–6447. doi: 10.1073/pnas.1211466110 Crisp, M. D., Arroyo, M. T. K., Cook, L. G., Gandolfo, M. A., Jordan, G. J.,
McGlone, M. S., et al. (2009). Phylogenetic biome conservatism on a global
scale. Nature 458, 754–756. doi: 10.1038/nature07764 Baselga, A. (2010). Partitioning the turnover and nestedness components of beta
diversity. Glob. Ecol. Biogeogr. 19, 134–143. doi: 10.1111/j.1466-8238.2009. 00490.x Dapporto, L., Ramazzotti, M., Fattorini, S., Talavera, G., Vila, R., and Dennis,
R. L. H. (2013). Package recluster: an unbiased clustering procedure for beta-
diversity turnover. Ecography 36, 1070–1075. doi: 10.1111/j.1600-0587.2013. 00444.x Baselga, A., Orme, D., Villéger, S., de Bortolli, J., and Leprieur, F. (2018). Package ‘betapart’: Partitioning Beta Diversity into Turnover and Nestedness. R Package Version 1.5.0. Available online at: https://CRAN.R-project.org/
package=betapart (accessed April 11, 2021). Dapporto, L., Ramazzotti, M., Fattorini, S., Talavera, G., Vila, R., and Dennis,
R. L. H. (2015). Package Recluster: Ordination Methods for The analysis of Beta-
Diversity Indices. R. Package Version 2.8. Available online at: https://CRAN.R-
project.org/package=recluster (accessed July 26, 2020). Benson, D. A., Cavanaugh, M., Clark, K., Karsch-Mizrachi, I., Lipman, D. J., Ostell,
J., et al. (2017). GenBank. Nucleic Acid Res. 45, D37–D42. doi: 10.1093/nar/
gkw1070 Daru, B. H., Elliott, T. L., Park, D. S., and Davies, T. J. (2017). Understanding the
processes underpinning patterns of phylogenetic regionalization. Trends Ecol. Evol. 32, 845–860. doi: 10.1016/j.tree.2017.08.013 Blonder, B., Nogués-Bravo, D., Borregaard, M. K., Donoghue, J. C., Jørgensen,
P. M., Kraft, N. J. B., et al. (2015). Linking environmental filtering and
disequilibrium to biogeography with a community climate framework. Ecology
96, 972–985. doi: 10.1890/14-0589.1 Daru, B. H., Van der Bank, M., Maurin, O., Yessoufou, K., Schaefer, H., Slingsby,
J. A., et al. (2016). A novel phylogenetic regionalization of the phytogeographic
zones of southern Africa reveals their hidden evolutionary affinities. J. Biogeogr. 43, 155–166. doi: 10.1111/jbi.12619 Boyce, M. S., Vernier, P. R., Nielsen, S. E., and Schmiegelow, F. K. A. (2002). Supplementary Figure 5 | Raster file used to produce Figure 4A that highlights
the “core” Caatinga and associated transition zones. Supplementary Table 1 | Voucher details for DNA sequences newly
generated in this study. Supplementary Figure 4 | Areas of agreement and disagreement among biome
classifications across northeast Brazil based upon hierarchical clustering analyses of functional, phylogenetic, and floristic data alone (see Figures 2A–C). Areas of Supplementary Table 2 | Species included in the analyses, including taxonomic
family, functional traits, and model performance statistics. reement (“core” biomes) are highlighted as per the legend and are disagreement (“transitional zones”) are shown with intermediate colors between core biomes. (A) functional and phylogenetic data; (B) phylogenetic and floristic Supplementary Table 3 | The relationship between Continuous Boyce Index
(CBI) and the number of independent records by species. data; (C) functional and floristic data; and (D) functional, phylogenetic, and floristic DATA AVAILABILITY STATEMENT The datasets presented in this study can be found in online
repositories. The
names
of
the
repository/repositories
and
accession
number(s)
can
be
found
in
the
article/Supplementary Material. Supplementary Figure 2 | Community phylogeny for northeast Brazil. Supplementary Figure 3 | Dendrograms showing the major clusters from the
cluster analyses based upon: (A) phylogenetic data; (B) floristic data; (C) Frontiers in Ecology and Evolution | www.frontiersin.org December 2021 | Volume 9 | Article 723558 12 Biologically Meaningful Biomes Cardoso et al. data. The black line indicates the limits of the Caatinga domain sensu Instituto
Brasileiro de Geografia e Estatística [IBGE] (2012). data. The black line indicates the limits of the Caatinga domain sensu Instituto
Brasileiro de Geografia e Estatística [IBGE] (2012). functional data; (D) taxonomic and functional data combined; (E) taxonomic and
phylogenetic data combined; (F) functional and phylogenetic data combined; (G)
taxonomic, functional, and phylogenetic data combined. Clusters are colored by
their biome classification and are mapped in geographic space in Figures 2A–G. functional data; (D) taxonomic and functional data combined; (E) taxonomic and
phylogenetic data combined; (F) functional and phylogenetic data combined; (G)
taxonomic, functional, and phylogenetic data combined. Clusters are colored by
their biome classification and are mapped in geographic space in Figures 2A–G. Supplementary Figure 5 | Raster file used to produce Figure 4A that highlights
the “core” Caatinga and associated transition zones. REFERENCES doi: 10.1038/s41559-017-
0089 Landis, M., Edwards, E. J., and Donoghue, M. J. (2021a). Modeling phylogenetic
biome shifts on a planet with a past. Syst. Biol. 70, 86–107. doi: 10.1093/sysbio/
syaa045 Figueiredo, O. G., Zuquim, G., Tuomisto, H., Moulatlet, G. M., Balslev, H., and
Costa, F. R. C. (2017). Beyond climate control on species range: the importance
of soil data to predict distribution of Amazonian plant species. J. Biogeogr. 45,
190–200. doi: 10.1111/jbi.13104 Landis, M., Eaton, D. A. R., Clement, W. L., Park, B., Spriggs, E. L., Sweeney,
P., et al. (2021b). Joint phylogenetic estimation of geographic movements and
biome shifts during the global diversification of Viburnum. Syst. Biol. 70, 67–85. doi: 10.1093/sysbio/syaa027 Flora do Brasil 2020 (2021). Jardim Botânico do Rio de Janeiro. Available online at:
http://floradobrasil.jbrj.gov.br/ (accessed Jun 04, 2021). Langan, L., Higgins, S. I., and Scheiter, S. (2017). Climate-biomes, pedo-biomes or
pyro-biomes: which world view explains the tropical forest–savanna boundary
in South America? J. Biogeogr. 44, 2319–2330. doi: 10.1111/jbi.13018 Funk, C. C., Peterson, P. J., Landsfeld, M. F., Pedreros, D. H., Verdin, J. P.,
Rowland, J. D., et al. (2014). A quasi-global precipitation time series for drought
monitoring. U.S. Geological Survey Data Series 832, 1–4. doi: 10.3133/ds832 Lehmann, C. E. R., Anderson, T. M., Sankaran, M., Higgins, S. I., Archibald, S., and
Hoffmann, W. A. (2014). Savanna vegetation-fire-climate relationships differ
among continents. Science 343, 548–552. doi: 10.1126/science.1247355 Gagnon, E., Ringelberg, J. J., Bruneau, A., Lewis, G. P., and Hughes, C. E. (2019). Global succulent biome phylogenetic conservatism across the pantropical
Caesalpinia group (Leguminosae). New Phytol. 222, 1994–2008. doi: 10.1111/
nph.15633 Linder, H. P., De Klerk, H. M., Born, J., Burgess, N. D., Fjeldsa, J., and Rahbek, C. (2012). The partitioning of Africa: statistically defined biogeographical regions
in sub-Saharan Africa. J. Biogeogr. 39, 1189–1205. doi: 10.1111/j.1365-2699. 2012.02728.x Garda, A. A., Stein, M. G., Machado, R. B., Lion, M. B., Juncá, F. A., and Napoli,
M. F. (2017). “Ecology, biogeography, and conservation of amphibians of the
Caatinga,” in Caatinga: The Largest Tropical Dry Forest Region in South America,
eds J. M. C. Silva I, R. Leal, and M. Tabarelli (Cham: Springer), 133–150. doi: 10.1007/978-3-319-68339-3_5 Manhães, A. P., Loyola, R., Mazzochini, G. M., Ganade, G., Oliveira-Filho, A. T.,
and Carvalho, A. R. (2018). Low-cost strategies for protecting ecosystem
services and biodiversity. Biol. Conserv. 217, 187–194. doi: 10.1016/j.biocon. 2017.11.009 Guedes, T. B., Sawaya, R. J., and Nogueira, C. C. (2014). REFERENCES Evaluating resource selection functions. Ecol. Modell. 157, 281–300. doi: 10. 1016/s0304-3800(02)00200-4 Deblauwe, V., Droissart, V., Bose, R., Sonké, B., Blach-Overgaard, A., Svenning, J.-
C., et al. (2016). Remotely sensed temperature and precipitation data improve
species distribution modelling in the tropics. Global Ecol. Biogeogr. 25, 443–454. doi: 10.1111/geb.12426 Bueno, M. L., Dexter, K. G., Pennington, R. T., Pontara, V., Neves, D. M., Ratter,
J. A., et al. (2018). The environmental triangle of the Cerrado domain: ecological
factors driving shifts in tree species composition between forests and savannas. J. Ecol. 106, 2109–2120. doi: 10.1111/1365-2745.12969 Dexter, K. G., Pennington, R. T., Oliveira-Filho, A. T., Bueno, M. L., Silva de
Miranda, P. L., and Neves, D. M. (2018). Inserting tropical dry forests into
the discussion on biome transitions in the tropics. Front. Ecol. Evol. 6:104. doi: 10.3389/fevo.2018.00104 Cardoso, D. B. O. S., and Queiroz, L. P. (2010). “Caatinga no contexto de
uma metacomunidade: evidências da biogeografia, padrões filogenéticos e
abundância de espécies em leguminosas,” in Biogeografia da América do Sul:
Padrões e Processos, eds C. J. B. Carvalho and E. A. B. Almeida (São Paulo: Roca),
241–260. Donoghue, M. J. (2008). A phylogenetic perspective on the distribution of plant
diversity. Proc. Natl. Acad. Sci. U.S.A. 105, 11549–11555. doi: 10.1073/pnas. 0801962105 Cardoso, D. B. O. S., Queiroz, L. P., and Lima, H. C. (2014). A taxonomic revision
of the South American papilionoid genus Luetzelburgia (Fabaceae). Bot. J. Linn. Soc. 175, 328–375. doi: 10.1111/boj.12153 Donoghue, M. J., and Edwards, E. J. (2014). Biome shifts and niche evolution in
plants. Annu. Rev. Ecol. Evol. Syst. 45, 547–572. doi: 10.1146/annurev-ecolsys-
120213-091905 Frontiers in Ecology and Evolution | www.frontiersin.org December 2021 | Volume 9 | Article 723558 13 Cardoso et al. Biologically Meaningful Biomes Dória, T. A. F., and Dobrovolski, R. (2021). Improving post-2020 conservation of
terrestrial vertebrates in Caatinga. Biol. Conserv. 253:108894. doi: 10.1016/j. biocon.2020.108894 Holt, B. G., Lessard, J. P., Borregaard, M. K., Fritz, S. A., Araújo, M. B., Dimitrov,
D., et al. (2013). An update of Wallace’s zoogeographic regions of the world. Science 339, 74–78. doi: 10.1126/science.1228282 Hughes, C. E., Pennington, R. T., and Antonelli, A. (2013). Neotropical plant
evolution: assembling the big picture. Bot. J. Linn. Soc. 171, 1–18. doi: 10.1111/
boj.12006 Dormann, C. F., Elith, J., Bacher, S., Buchmann, C., Carl, G., Carré, G., et al. (2013). Collinearity: a review of methods to deal with it and a simulation study
evaluating their performance. REFERENCES Ecography 36, 27–46. doi: 10.1111/j.1600-0587. 2012.07348.x Instituto Brasileiro de Geografia e Estatística [IBGE] (2012). Manual Técnico da
Vegetação Brasileira (2a Edição Revista e Ampliada). Rio de Janeiro: IBGE. DRYFLOR. (2016). Plant diversity patterns in neotropical dry forests and their
conservation implications. Science 353, 1383–1387. doi: 10.1126/science. aaf5080 Kaplan, J. O., Bigelow, N. H., Prentice, I. C., Harrison, S. P., Bartlein, P. J.,
Christensen, T. R., et al. (2003). Climate change and arctic ecosystems: 2. Modeling, paleodata-model comparisons, and future projections. J. Geophys. Res. 108:8171. doi: 10.1029/2002JD002559 Edler, D., Guedes, T., Zizka, A., Rosvall, M., and Antonelli, A. (2017). Infomap
bioregions: interactive mapping of biogeographical regions from species
distributions. Syst. Biol. 66, 197–204. doi: 10.1093/sysbio/syw087 Kerkhoff, A. J., Moriarty, P. E., and Weiser, M. D. (2014). The latitudinal species
richness gradient in New World woody angiosperms is consistent with the
tropical conservatism hypothesis. Proc. Natl. Acad. Sci. U.S.A. 111, 8125–8130. doi: 10.1073/pnas.1308932111 Edwards, E. J., and Donoghue, M. J. (2013). Is it easy to move and easy to
evolve? Evolutionary accessibility and adaptation. J. Exp. Bot. 64, 4047–4052. doi: 10.1093/jxb/ert220 Kramer-Schadt, S., Niedballa, J., Pilgrim, J. D., Schröder, B., Lindenborn, J.,
Reinfelder, V., et al. (2013). The importance of correcting for sampling bias
in MaxEnt species distribution models. Divers. Distrib. 19, 1366–1379. doi:
10.1111/ddi.12096 Fayolle, A., Swaine, M. D., Aleman, J., Azihou, A. F., Bauman, D., te Beest, M.,
et al. (2018). A sharp floristic discontinuity revealed by the biogeographic
regionalization of African savannas. J. Biogeogr. 46, 454–465. doi: 10.1111/jbi. 13475 Kreft, H., and Jetz, W. (2010). A framework for delineating biogeographical regions
based on species distributions. J. Biogeogr. 37, 2029–2053. doi: 10.1016/j.ympev. 2017.01.018 Fernandes, M. F., and Queiroz, L. P. (2015). Floristic surveys of Restinga forests
in southern Bahia, Brazil, reveal the effects of geography on community
composition. Rodriguésia 66, 51–73. doi: 10.1590/2175-7860201566104 Kress, W. J., Erickson, D. L., Jones, F. A., Swenson, N. G., Perez, R., Sanjur, O.,
et al. (2009). Plant DNA barcodes and a community phylogeny of a tropical
forest dynamics plot in Panama. Proc. Natl. Acad. Sci. U.S.A. 106, 18621–18626. doi: 10.1073/pnas.0909820106 Fernandes, M. F., Cardoso, D., and Queiroz, L. P. (2020). An updated plant
checklist of the Brazilian Caatinga seasonally dry forests and woodlands reveals
high species richness and endemism. J. Arid Environ. 174:104079. doi: 10.1016/
j.jaridenv.2019.104079 Ficetola, G. F., Mazel, F., and Thuiller, W. (2017). Global determinants of
zoogeographical boundaries. Nat. Ecol. Evol. 1:0089. REFERENCES Biogeography,
vicariance and conservation of snakes of the neglected and endangered
Caatinga region, north-eastern Brazil. J. Biogeogr. 41, 919–931. doi: 10.1111/jbi. 12272 Maurin, O., Davies, T. J., Burrows, J. E., Daru, B. H., Muasya, K. Y. A. M., van der
Bank, M., et al. (2014). Savanna fire and the origins of the ‘underground forests’
of Africa. New Phytol. 204, 201–214. doi: 10.1111/nph.12936 Medeiros, E. S. S., Machado, C. C. C., Galvíncio, J. D., Moura, M. S. B., and
Araujo, H. F. P. (2019). Predicting plant species richness with satellite images
in the largest dry forest nucleus in South America. J. Arid Environ. 166, 43–50. doi: 10.1016/j.dib.2019.104335 Hardy, O. J., Couteron, P., Munoz, F., Ramesh, B. R., and Pélissier, R. (2012). Phylogenetic turnover in tropical tree communities: impact of environmental
filtering, biogeography and mesoclimatic niche conservatism. Global Ecol. Biogeogr. 21, 1007–1016. doi: 10.1111/j.1466-8238.2011.00742.x Mesquita, D. O., Costa, G. C., Garda, A. A., and Delfim, F. R. (2017). “Species
composition, biogeography, and conservation of the Caatinga lizards,” in
Caatinga: The Largest Tropical Dry Forest Region in South America, eds J. M. C. Silva, I. R. Leal, and M. Tabarelli (Cham: Springer), 151–180. doi: 10.1007/978-
3-319-68339-3_6 Higgins, S. I., Buitenwerf, R., and Moncrieff, G. R. (2016). Defining functional
biomes and monitoring their change globally. Glob. Change Biol. 22, 3583–3593. doi: 10.1111/gcb.13367 Hijmans, R. J., Phillips, S., Leathwick, J., and Elith, J. (2017). Package Dismo:
Species Distribution Modelling. R Package Version 1.1-4. Available online at:
https://CRAN.R-project.org/package=dismo (accessed October 11, 2021). Miller, M. A., Pfeiffer, W., and Schwartz, T. (2010). “Creating the CIPRES science
gateway for inference of large phylogenetic trees,” in Proceedings of the Gateway
Computing Environments Workshop (GCE), (New Orleans). Hirzel, A. H., Le Lay, G., Helfer, V., Randin, C., and Guizan, A. (2006). Evaluating
the ability of habitat suitability models to predict species presences. Ecol. Modell. 199, 142–152. doi: 10.1016/j.ecolmodel.2006.05.017 Moncrieff, G. R., Bond, W. J., and Higgins, S. I. (2016). Revising the biome
concept for understanding and predicting global change impacts. J. Biogeogr. 43, 863–873. doi: 10.1111/jbi.12701 Hoekstra, J. M., Boucher, T. M., Ricketts, T. H., and Roberts, C. (2005). Confronting
a biome crisis: global disparities of habitat loss and protection. Ecol. Lett. 8,
23–29. doi: 10.1111/j.1461-0248.2004.00686.x Moonlight, P. W., Silva-de-Miranda, P. L., Cardoso, D., Dexter, K. G., Oliveira-
Filho, A. T., Pennington, R. T., et al. (2020). REFERENCES Disentangling phylogenetic from non-phylogenetic functional structure of bird
assemblages in a tropical dry forest. Oikos 127, 1177–1185. doi: 10.1111/oik. 04910 Queiroz, L. P., Lewis, G. P., and Wojciechowski, M. F. (2010). Tabaroa, a new
genus of Leguminosae tribe Brongniartieae from Brazil. Kew Bull. 65, 189–203. doi: 10.1007/s12225-010-9202-7 Neves, D. M., Dexter, K. G., Baker, T. R., Souza, F. C., Oliveira-Filho, A. T., Queiroz,
L. P., et al. (2020). Evolutionary diversity in tropical tree communities peaks at
intermediate precipitation. Sci. Rep. 10:1188. doi: 10.1038/s41598-019-55621-
w Rapini, A., Bitencourt, C., Luebert, F., and Cardoso, D. (2021). An escape-to-
radiate model for explaining the high plant diversity and endemism in campos
rupestres. Biol. J. Linn. Soc. 133, 481–498. doi: 10.1093/biolinnean/blaa179 Nürk, N. M., Linder, H. P., Onstein, R. E., Larcombe, M. J., Hughes, C. E.,
Fernández, L. P., et al. (2020). Diversification in evolutionary arenas—
Assessment and synthesis. Ecol. Evol. 10, 6163–6182. doi: 10.1002/ece3.6313 Ricotta, C., Podani, J., and Pavoine, S. (2016). A family of functional dissimilarity
measures for presence and absence data. Ecol. Evol. 6, 5383–5389. doi: 10.1002/
ece3.2214 Ringelberg, J. J., Zimmermann, N. E., Weeks, A., Lavin, M., and Hughes, C. E. (2020). Biomes as evolutionary arenas: convergence and conservatism in the
trans-continental succulent biome. Global Ecol. Biogeogr. 29, 1100–1113. doi:
10.1111/geb.13089 Oliveira, A. A., Vicentini, A., Chave, J., Castanho, C. T., Davies, S. J., Martini,
A. M. Z., et al. (2014). Habitat specialization and phylogenetic structure of
tree species in a coastal Brazilian white-sand forest. J. Plant Ecol. 7, 134–144. doi: 10.1093/jpe/rtt073 g
Rocha, P. L. B., Queiroz, L. P., and Pirani, J. R. (2004). Plant species and habitat
structure in a sand dune field in the Brazilian Caatinga: a homogeneous habitat
harbouring an endemic biota. Rev. Bras. Bot. 27, 739–755. doi: 10.1590/s0100-
84042004000400013 Oliveira-Filho, A. T., Cardoso, D., Schrire, B. D., Lewis, G. P., Pennington, R. T.,
Brummer, T. J., et al. (2013a). Stability structures tropical woody plant diversity
more than seasonality: insights into the ecology of high legume-succulent-plant
biodiversity. S. Afr. J. Bot. 89, 42–57. doi: 10.1016/j.sajb.2013.06.010 Reflora. (2021). Virtual Herbarium. Available online at: http://floradobrasil.jbrj. gov.br/reflora/herbarioVirtual/ (accessed June 04, 2021). Oliveira-Filho, A. T., Pennington, R. T., Rotella, J., and Lavin, M. (2013b). “Exploring evolutionarily meaningful vegetation definitions in the tropics: a
community phylogenetic approach,” in Forests and Global Change, eds D. A. Coomes, D. F. R. P. Burslem, and W. D. Simonsen (Cambridge: Cambridge
University Press), 239–260. REFERENCES doi: 10.1017/cbo9781107323506.012 Santos, R. M., Oliveira-Filho, A. T., Eisenlohr, P. V., Queiroz, L. P., Cardoso,
D. B. O. S., and Rodal, M. J. N. (2012). Identity and relationships of the Arboreal
Caatinga among other floristic units of seasonally dry tropical forests (SDTFs)
of north-eastern and Central Brazil. Ecol. Evol. 2, 409–428. doi: 10.1002/ece3.91 Pennington, R. T., and Lavin, M. (2016). The contrasting nature of woody plant
species in different neotropical forest biomes reflects differences in ecological
stability. New Phytol. 210, 25–37. doi: 10.1111/nph.13724 Särkinen, T. E., Iganci, J. R. V., Linares-Palomino, R., Simon, M. F., and Prado,
D. E. (2011). Forgotten forests – issues and prospects in biome mapping using
seasonally dry tropical forests as a case study. BMC Ecol. 11:27. doi: 10.1186/
1472-6785-11-27 Pennington, R. T., Lavin, M., and Oliveira-Filho, A. (2009). Woody plant diversity,
evolution, and ecology in the tropics: perspectives from seasonally dry tropical
forests. Annu. Rev. Ecol. Evol. Syst. 40, 437–457. doi: 10.1146/annurev.ecolsys. 110308.120327 Scarano, F. R. (2002). Structure, function and floristic relationships of plant
communities in stressful habitats marginal to the Brazilian Atlantic Rainforest. Ann. Bot. 90, 517–524. doi: 10.1093/aob/mcf189 Pennington, R. T., Lehmann, C. E. R., and Rowland, L. M. (2018). Tropical
savannas and dry forests. Curr. Biol. 28, R541–R545. Ann. Bot. 90, 517–524. doi: 10.1093/aob/mcf189 Scholes, R. J., and Archer, S. R. (1997). Tree-grass interactions in savannas. Annu. Rev. Ecol. Evol. Syst. 28, 517–544. doi: 10.1146/annurev.ecolsys.28.1.517 Pennington, R. T., Prado, D. E., and Pendry, C. A. (2000). Neotropical seasonally
dry forests and Quaternary vegetation changes. J. Biogeogr. 27, 261–273. doi:
10.1046/j.1365-2699.2000.00397.x Schrire, B. D., Lavin, M., and Lewis, G. P. (2005). Global distribution patterns of
the Leguminosae: insights from recent phylogenies. Biol. Skr. 55, 375–422. Pennington, R. T., Richardson, J. E., and Lavin, M. (2006). Insights into the
historical construction of species-rich biomes from dated plant phylogenies,
neutral ecological theory and phylogenetic community structure. New Phytol. 172, 605–616. doi: 10.1111/j.1469-8137.2006.01902.x Segovia, R. A., Pennington, T., Baker, T. R., Souza, F. C., Neves, D. M., Davis, C. C.,
et al. (2020). Freezing and water availability structure the evolutionary diversity
of trees across the Americas. Sci. Adv. 6:aaz5373. doi: 10.1126/sciadv.aaz5373 Silva, A. C., and Souza, A. F. (2018). Aridity drives plant biogeographical sub
regions in the Caatinga, the largest tropical dry forest and woodland block
in South America. PLoS One 13:e0196130. doi: 10.1371/journal.pone.019
6130 Peterson, A. T., Pape?, M., and Eaton, M. (2007). REFERENCES The strengths and weaknesses of December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 14 Cardoso et al. Biologically Meaningful Biomes species distribution models in biome delimitation. Global Ecol. Biogeogr. 29,
1770–1784. species distribution models in biome delimitation. Global Ecol. Biogeogr. 29,
1770–1784. Price, M. N., Dehal, P. S., and Arkin, A. P. (2010). FastTree 2 – Approximately
maximum-likelihood trees for large alignments. PLoS One 5:e9490. doi: 10. 1371/journal.pone.0009490 Moro, M. F., Silva, I. A., Araújo, F. S., Lughadha, E. N., Meagher, T. R., and Martins,
F. R. (2015). The role of edaphic environment and climate in structuring
phylogenetic pattern in seasonally dry tropical plant communities. PLoS One
10:e0119166. doi: 10.1371/journal.pone.0119166 Prieto-Torres, D. A., Rojas-Soto, O. R., Bonaccorso, E., Santiago-Alarcon, D.,
and Navarro-Sigüenza, A. G. (2019). Distributional patterns of Neotropical
seasonally dry forest birds: a biogeographical regionalization. Cladistics 35,
446–460. doi: 10.1111/cla.12366 Moulatlet, G. M., Zuquim, G., Figueiredo, F. O. G., Lehtonen, S., Emilio, T.,
Ruokolainen, K., et al. (2017). Using digital soil maps to infer edaphic affinities
of plant species in Amazonia: problems and prospects. Ecol. Evol. 7, 8463–8477. doi: 10.1002/ece3.3242 Queiroz, L. P. (2006). “The Brazilian Caatinga: phytogeographical patterns inferred
from distribution data of the Leguminosae,” in Neotropical Savannas and
Seasonally Dry Forests: Plant Diversity, Biogeography, and Conservation, eds
R. T. Pennington, G. P. Lewis, and J. A. Ratter (London: CRC Press), 121–158. doi: 10.1201/9781420004496-6 Queiroz, L. P. (2006). “The Brazilian Caatinga: phytogeographical patterns inferred
from distribution data of the Leguminosae,” in Neotropical Savannas and
Seasonally Dry Forests: Plant Diversity, Biogeography, and Conservation, eds
R T P
i
t
G P L
i
d J A R tt
(L
d
CRC P
) 121 158 Mucina, L. (2019). Biome: evolution of a crucial ecological and biogeographical
concept. New Phytol. 222, 97–114. doi: 10.1111/nph.15609 R. T. Pennington, G. P. Lewis, and J. A. Ratter (London: CRC Press), 121–158. doi: 10.1201/9781420004496-6 Mucina, L. (2020). Biomes are everybody’s kingdom: a platform where ecology and
biogeography meet. New Phytol. 228, 1463–1466. doi: 10.1111/nph.16933 Queiroz, L. P., Cardoso, D., Fernandes, M. F., and Moro, M. F. (2017). “Diversity
and evolution of flowering plants of the Caatinga domain,” in Caatinga: The
Largest Tropical Dry Forest Region in South America, eds J. M. C. Silva, I. R. Leal, and M. Tabarelli (Cham: Springer), 23–63. doi: 10.1099/ijsem.0.004193 Nascimento, E. R., Correia, I., Ruiz-Esparza, J. M., and Gouveia, S. F. (2018). REFERENCES Transferability and model
evaluation in ecological niche modeling: a comparison of GARP and MaxEnt. Ecography 30, 550–560. doi: 10.1111/j.0906-7590.2007.05102.x Silva-de-Miranda, P., Oliveira-Filho, A. T., Pennington, R. T., Neves, D. M., Baker,
R. T., and Dexter, K. G. (2018). Using tree species inventories to map biomes
and assess their climatic overlaps in lowland tropical South America. Global
Ecol. Biogeogr. 27, 899–912. doi: 10.1111/geb.12749 Power, S. C., Verboom, G. A., Bond, W. J., and Cramer, M. D. (2017). Environmental correlates of biome-level floristic turnover in South Africa. J. Biogeogr. 44, 1745–1757. doi: 10.1111/jbi.12971 Prentice, I. C., Bondeau, A., Cramer, W., Harrison, S. P., Hickler, T., Lucht, W., et al. (2007). “Dynamic global vegetation modeling: quantifying terrestrial ecosystem
responses to large-scale environmental change,” in Terrestrial Ecosystems in a
Changing World, eds J. G. Canadell, D. E. Pataki, and L. F. Pitelka (Berlin:
Springer), 175–192. doi: 10.1002/eap.2313 Ecol. Biogeogr. 27, 899–912. doi: 10.1111/geb.12749 Simon, M. F., and Pennington, R. T. (2012). Evidence for adaptation to fire regimes
in the tropical savannas of the Brazilian Cerrado. Int. J. Plant Sci. 173, 711–723. doi: 10.1086/665973 Simon, M. F., Grether, R., Queiroz, L. P., Skema, C., Pennington, R. T., and Hughes,
C. E. (2009). Recent assembly of the Cerrado, a neotropical plant diversity
hotspot, by in situ evolution of adaptations to fire. Proc. Natl. Acad. Sci. U.S.A. 106, 20359–20364. doi: 10.1073/pnas.0903410106 Prentice, I. C., Cramer, W., Harrison, S. P., Leemans, R., Monserud, R. A., and
Solomon, A. M. (1992). A global biome model based on plant physiology and
dominance, soil properties and climate. J. Biogeogr. 19, 117–134. December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 15 Cardoso et al. Biologically Meaningful Biomes Souza-e-Silva, J. L., Cruz-Neto, O., Peres, C. A., Tabarelli, M., and Lope, A. V. (2019). Climate change will reduce suitable Caatinga dry forest habitat for
endemic plants with disproportionate impacts on specialized reproductive
strategies. PLoS One 14:e0217028. doi: 10.1371/journal.pone.0217028 conservation biology. Ecol. Lett. 13, 1310–1324. doi: 10.1111/j.1461-0248.2010. 01515.x conservation biology. Ecol. Lett. 13, 1310–1324. doi: 10.1111/j.1461-0248.2010. 01515.x Williams, J. W., Jackson, S. T., and Kutzbach, J. E. (2007). Projected
distributions of novel and disappearing climates by 2100 AD. Proc. Natl. Acad. Sci. U.S.A. 104,
5738–5742. doi:
10.1073/pnas.06062
92104 Stolar, J., and Nielsen, S. E. (2015). Accounting for spatially biased sampling effort
in presence-only species distribution modelling. Divers. Distrib. 21, 595–608. doi: 10.1111/brv.12359 Wilson, A. M., and Jetz, W. REFERENCES (2016). Remotely sensed high-resolution global cloud
dynamics for predicting ecosystem and biodiversity distributions. PLoS Biol. 14:e1002415. doi: 10.1371/journal.pbio.1002415 The Angiosperm Phylogeny Group, Chase, M. W., Christenhusz, M. J. M., Fay,
M. F., Byng, J. W., Judd, W. S., et al. (2016). An update of the Angiosperm
Phylogeny Group classification for the orders and families of flowering plants:
APG IV. Bot. J. Linn. Soc. 181, 1–20. doi: 10.1111/boj.12385 14:e1002415. doi: 10.1371/journal.pbio.1002415 Winters, D. J. (2017). rentrez: an R package for the NCBI eUtils API. R J. 9, 520–526. doi: 10.32614/rj-2017-058 The Brazil Flora Group [BFG] (2015). Growing knowledge: an overview of
seed plant diversity in Brazil. Rodriguesia 66, 1085–1113. doi: 10.1590/2175-
7860201566411 Woodward, F. I., Lomas, M. R., and Kelly, C. K. (2004). Global climate and the
distribution of plant biomes. Phil. Trans. R. Soc. Lond. B 359, 1465–1476. doi: 10.1098/rstb.2004.1525 Vilhena, D. A., and Antonelli, A. (2015). A network approach for identifying
and delimiting biogeographical regions. Nat. Commun. 6:6848. doi: 10.1038/
ncomms7848 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. Wallace, A. R. (1876). The Geographical Distribution of Animals: with a Study of
the Relations of Living and Extinct Faunas as Elucidating the Past Changes of the
Earth’s Surface. Cambridge: Cambridge University Press. Publisher’s Note: All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations, or those of
the publisher, the editors and the reviewers. Any product that may be evaluated in
this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. Earth’s Surface. Cambridge: Cambridge University Press. Wan, Z. (2014). New refinements and validation of the collection-6 MODIS land-
surface temperature/emissivity product. Remote Sens. Environ. 140, 36–45. doi:
10.1016/j.rse.2013.08.027 Wan, Z., and Dozier, J. (1996). A generalized split-window algorithm for retrieving
land-surface temperature from space. IEEE Trans. Geosci. Remote Sens. 34,
892–905. doi: 10.1109/36.508406 Copyright © 2021 Cardoso, Moonlight, Ramos, Oatley, Dudley, Gagnon, Queiroz,
Pennington and Särkinen. This is an open-access article distributed under the
terms of the Creative Commons Attribution License (CC BY). Frontiers in Ecology and Evolution | www.frontiersin.org December 2021 | Volume 9 | Article 723558 REFERENCES The use, distribution
or reproduction in other forums is permitted, provided the original author(s)
and the copyright owner(s) are credited and that the original publication
in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with
these terms. White, F. (1983). The Vegetation of Africa: A Descriptive Memoir to Accompany the
UNESCO/ETFAT/UNSO Vegetation Map of Africa. Paris: UNESCO. Whittaker, R. H. (1970). Communities and Ecosystems. New York, NY: MacMillan. ,
(
)
y
,
Wiegand, T., and Moloney, K. A. (2013). Handbook of Spatial Point-Analysis in
Ecology. Boca Raton, FL: CRC Press. Wiens, J. J., Ackerly, D. D., Allen, A. P., Buckley, L. B., Cornell, H. V., Damschen,
E. I., et al. (2010). Niche conservatism as an emerging principle in ecology and Wiegand, T., and Moloney, K. A. (2013). Handbook of Spatial Point-Analysis in
Ecology. Boca Raton, FL: CRC Press. Wiens, J. J., Ackerly, D. D., Allen, A. P., Buckley, L. B., Cornell, H. V., Damschen,
E. I., et al. (2010). Niche conservatism as an emerging principle in ecology and December 2021 | Volume 9 | Article 723558 Frontiers in Ecology and Evolution | www.frontiersin.org 16
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Comparison between Aptima Assays (Hologic) and the Allplex STI Essential Assay (Seegene) for the diagnosis of Sexually transmitted infections
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RESEARCH ARTICLE Editor: S.M. Bruisten, GGD Amsterdam,
NETHERLANDS Editor: S.M. Bruisten, GGD Amsterdam,
NETHERLANDS
Received: June 3, 2019
Accepted: August 29, 2019
Published: September 12, 2019
Copyright: © 2019 de Salazar et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Received: June 3, 2019
Accepted: August 29, 2019
Published: September 12, 2019 Copyright: © 2019 de Salazar et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: Data underlying the
findings described in this study have been
deposited to Figshare and they are accessible via
https://doi.org/10.6084/m9.figshare.9159746.v2. Funding: The authors received no specific funding
for this work. Comparison between Aptima Assays (Hologic)
and the Allplex STI Essential Assay (Seegene)
for the diagnosis of Sexually transmitted
infections Adolfo de Salazar1, Beatriz Espadafor2, Ana Fuentes-Lo´pez1, Antonio Barrientos-Dura´n1,
Luis Salvador2, Marta A´ lvarez1, Federico Garcı´aID1* 1 Hospital Universitario San Cecilio, Servicio de Microbiologı´a, Instituto de Investigacio´n Ibs, Granada,
Spain, 2 Hospital Universitario Virgen de las Nieves, Servicio de Dermatologı´a, Centro de ETS, Granada,
Spain a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * fegarcia@ugr.es * fegarcia@ugr.es * fegarcia@ugr.es OPEN ACCESS Sexually transmitted infections (STIs) remain a worldwide problem and a severe threat to
public health. The purpose of this study was to compare Aptima® Assays (Hologic®) and the
Allplex™STI Essential Assay (Seegene®) for the simultaneous detection of Chlamydia tra-
chomatis, Neisseria gonorrhoeae, Trichomonas vaginalis and Mycoplasma genitalium in
clinical practice. The Aptima® assays (Hologic®) are based on a transcription-mediated
amplification (TMA) method. The Allplex™STI Essential assay (Seegene®) is based on a
multiplex Real-Time PCR (RT-PCR) method. A total of 622 clinical samples from different
anatomical sites were tested using both methods. A total of 88 (14.1%) and 66 (10.6%) posi-
tive samples were found for any of the TMA assays used and for the RT-PCR assay, respec-
tively. Aptima® assays showed a slightly higher rate of positive results for all pathogens
except for T. vaginalis, the results of which were similar to those obtained with Allplex™. The most commonly detected pathogen was C. trachomatis (37 samples; 5.9% using TMA
assays) and the anatomical site with the highest prevalence of microorganisms was a non-
urogenital site, the pharynx (27 positive samples; 4.3%). Using the Aptima® assays as refer-
ence method, the comparison showed that the average specificity of multiplex RT-PCR was
100.0% for the four pathogens. However an average sensitivity of 74.5% was observed,
showing 95.2% (CI95%; 93.6–96.9) of overall concordance (κ = 0.80). In conclusion, the
Aptima® assays show a higher sensitivity on a wide range of sample types compared to the
Allplex™assay. Citation: de Salazar A, Espadafor B, Fuentes-Lo´pez
A, Barrientos-Dura´n A, Salvador L, A´lvarez M, et al. (2019) Comparison between Aptima Assays
(Hologic) and the Allplex STI Essential Assay
(Seegene) for the diagnosis of Sexually transmitted
infections. PLoS ONE 14(9): e0222439. https://doi. org/10.1371/journal.pone.0222439 Aptima Assays vs Allplex STI Essential Assay for STI our adherence to PLOS ONE policies on sharing
data and materials. The other authors declare no
conflict of interest. estimated globally [1]. For Mycoplasma genitalium, prevalence has been estimated at 1.3% in
high-income countries and 3.9% in low-income countries [2]. These microorganisms are
responsible for a variety of clinical syndromes in women and men, such as urethritis, cervicitis,
prostatitis and vaginitis [3–6], which may lead to severe complications and long-term sequelae,
including pelvic inflammatory disease, infertility, chronic pelvic pain, ectopic pregnancy, neu-
rological and cardiovascular disease in adults, premature delivery, neonatal death, severe dis-
ability or blindness in infants, and increased risk of HIV acquisition and transmission [7, 8]. our adherence to PLOS ONE policies on sharing
data and materials. The other authors declare no
conflict of interest. Prompt recognition and appropriate treatment are essential for the control of transmission
of STIs, and this requires sensitive and accurate laboratory diagnostic methods. The imple-
mentation of nucleic acid amplification tests (NAATs) has revolutionized diagnostics in the
detection of C. trachomatis, N. gonorrhoeae, T. vaginalis and M. genitalium, due to their
numerous advantages over conventional methods [9]. However, these tests traditionally
required separate processes for nucleic acid extraction and amplification/detection, which may
increase the risk of errors (manipulation errors, contamination during the extraction step,
etc.), especially in high-volume diagnostic laboratories. Another limitation is the need for
batch samples, which may delay diagnosis and treatment initiation. The use of multiplex RT-PCR for the diagnosis of STI is widespread in Microbiology labo-
ratories, because they offer a large panel of microorganisms in a simple reaction, at a low cost. However, these techniques may have a lower sensitivity than others commercially available. Currently there are assays for the diagnosis of STI based on transcription-mediated amplifi-
cation (TMA) targeting directly ribosomal RNA (rRNA), with the advantage of a higher num-
ber of copies per cell compared to DNA-based tests, which only target one copy. Assays based
on TMA potentially increase sensitivity of detection compared to assays based on RT-PCR tar-
geting single-copy genes [10–15]. To date, only a few studies compare these two methodologies
for the simultaneous diagnosis of the 4 most important pathogens causing STIs [16, 17]. The objective of this study was to assess the performance of multiplex RT-PCR [Allplex™
STI Essential (Seegene1, Seoul, South Korea)]. Patients The study was conducted between May 2017 and November 2017 in Granada, Spain. A total
of 375 patients from the Centre for Sexually Transmitted Diseases in Granada were enrolled in
the study. The median age of males (n = 243; 65%) and females (n = 132; 35%) was 29 years
[IQR: 23–37]. The study was designed and conducted according to the principles expressed in
the Declaration of Helsinki and it was approved by the local Ethics Committee of Hospital
Universitario San Cecilio. Verbal informed consent was obtained from all participants. Data underlying the findings described in this study have been deposited to Figshare and
they are accessible via https://doi.org/10.6084/m9.figshare.9159746.v2. All other relevant data
are shown in the present manuscript. This is an in vitro diagnostic (IVD) and CE-
marked system for the simultaneous detection of C. trachomatis, N. gonorrhoeae, T. vaginalis
and M. genitalium. The following FDA-cleared assays based on TMA were used as the refer-
ence method: Aptima Combo 21 (for C. trachomatis and N. gonorrhoea), Aptima1 T. vagina-
lis and Aptima1 M. genitalium (Hologic1, San Diego, USA)]. Introduction Competing interests: Federico Garcı´a has received
honoraria from Werfen, Hologic and Roche for
participation in advisory boards and lectures
related to the topic of the paper. This does not alter Sexually transmitted infections (STIs) remain a worldwide problem and a severe threat to pub-
lic health. In 2012, approximately 130.9, 78.3, and 142.6 million new cases of Chlamydia tra-
chomatis, Neisseria gonorrhoeae, and Trichomonas vaginalis infections, respectively, were 1 / 9 PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Specimen collection A total of 622 prospective clinical specimens from different anatomical sites (urine and endo-
cervical, pharyngeal and anal swabs) according to the reported type of sexual practices (vagi-
nal, oral and/or anal intercourse) of 375 participants were collected in duplicate. Table 1 2 / 9 PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Aptima Assays vs Allplex STI Essential Assay for STI Table 1. Distribution of the collected samples. Anatomical site
Male n (%) of patients
Female n (%) of patients
Pharyngeal
16 (6.6%)
23 (17.4%)
Endocervical
-
22 (16.7%)
Urine
130 (53.5%)
0
Pharyngeal and Urine
37 (15.2%)
0
Anal and Urine
1 (0.4%)
0
Anal and Pharyngeal
14 (5.8%)
2 (1.5%)
Anal and Endocervical
-
3 (2.3%)
Endocervical and Urine
-
1 (0.8%)
Endocervical and Pharyngeal
-
63 (47.7%)
Endocervical and Pharyngeal and Urine
-
1 (0.8%)
Anal and Endocervical and Pharyngeal
-
17 (12.9%)
Anal and Urine and Pharyngeal
45 (18.5%)
0
Total number of Patients (375)
243 (64.8%)
132 (35.2%)
Total number of Samples (622)
385 (61.9%)
237 (38.1%)
https://doi.org/10.1371/journal.pone.0222439.t001 shows a detailed description of the anatomical location of the collected samples. Specimens
for routine testing were collected with dry swabs. The swabs were suspended in 2 mL of 1X
Phosphate Buffered Saline solution (PBS) as transport system. Urine samples for TMA-assay
testing were collected using the Aptima1 Urine Collection Kit for Male and Female Speci-
mens (Hologic, San Diego, USA). Female endocervical and male urethral samples were col-
lected with the Aptima1 Unisex Swab Specimen collection kit (Hologic, San Diego, USA). The Aptima1 Multitest Swab Specimen Collection Kit (Hologic, San Diego, USA) was used
for the collection of pharyngeal and anal specimens. Random sampling was performed by
alternating the collection of specimens for routine testing and specimens for Aptima1 test-
ing. The distribution of the types of clinical specimens (622) was the following: 218 (35%)
pharyngeal swabs, 214 (35%) first-void urine samples, 107 (17%) endocervical swabs and 83
(13%) rectal swabs. After collection, specimens were stored at 4˚C until testing, generally, for
two or three days after specimen collection. All NAATs were performed in parallel by the
same technician. PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Real-Time multiplex PCR assay Testing was performed using the multiplex RT-PCR Allplex™STI Essential Assay (Seegene,
Seoul, Korea). This assay can simultaneously detect 7 STI pathogens (C. trachomatis, N. gonor-
rhoeae, T. vaginalis, M. genitalium, M. hominis, U. urealyticum and U. parvum) in a single tube
by using dual priming oligonucleotide (DPO™) and multiple detection temperatures (MuDT™)
technologies, providing individual Ct values for multiple pathogens in a single channel. The
DPO system differs structurally and functionally from the conventional primer system by
including a poly deoxyinosine (I) linker, between two segments of primer sequences. This poly
(I) linker allows dividing the DPO primer into two perfectly functional segments with different
hybridization temperatures [18]. The elongation will be conducted when the two segments
hybridize correctly giving rise to a high specificity between similar or related sequences. Previ-
ous nucleic acid extraction was performed (400 μL sample volume) using MagNA Pure 96 Sys-
tem (Roche); nucleic acids were eluted in 50 μL (final volume). Real-time PCR was performed
in a CFX-96 real-time thermocycler (Bio-Rad, CA, USA), according to the manufacturer’s
instructions. To maximize cost-efficiency without a significant delay in reporting, routine 3 / 9 PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Aptima Assays vs Allplex STI Essential Assay for STI testing was performed in batches every Tuesday and Friday. For this study, only the results for
C. trachomatis, N. gonorrhoeae, T. vaginalis and M. genitalium were analyzed. Data analysis Sensitivity (SE), specificity (SP) and kappa coefficient (κ) of the multiplex RT-PCR were
calculated and compared with TMA assays for detection of C. trachomatis, N. gonorrhoeae,
M. genitalium and T. vaginalis using the statistical package SPSS, version 23 (IBM, Chicago,
IL, USA). The corresponding two-tailed 95% score (Wilson) confidence intervals (CIs) were
also estimated. Transcription-mediated amplification assay The Aptima1 assays comprise three main steps: target capture, TMA of the species-specific
targets in the rRNA, and target detection by hybridization with complementary probes linked
to chemiluminescent labels. The TMA step consists of a target nucleic acid amplification
method using RNA transcription (RNA polymerase) and DNA synthesis (reverse transcrip-
tase) to produce a RNA amplicon from a target nucleic acid; TMA can be used to target both
RNA and DNA [19]. Aptima1 M. genitalium (MG), Aptima1 Combo 2 (detecting both C. trachomatis, N. gonorrhoeae in one sample) and Aptima1 T. vaginalis assays were used on the Panther1 sys-
tem (Hologic, San Diego). This system is a fully automated testing platform with true sample-
to-result automation allowing sample testing with Aptima1 assays, therefore avoiding the sep-
arate DNA extraction step. For this evaluation, samples collected for the Aptima1 assays were
stored at 4˚C and run on the same day as the RT-PCR. https://doi.org/10.1371/journal.pone.0222439.t002 genitalium identified using the Allplex™STI Essential assay
(n = 10); ten of these Aptima-positive samples were collected from pharyngeal swabs. The diagnostic performance of the Allplex assay was evaluated by the calculation of SE and
SP parameters. Concordance between the Aptima1 and the Allplex assays was determined
through the calculation of the Cohen’s Kappa index, κ coefficient of the Allplex assay in rela-
tion to the Aptima1 assays (reference method) for the detection of C. trachomatis, N. gonor-
rhoeae, M. genitalium and T. vaginalis (Table 2). A specificity of 100.0% was found for the four
pathogens, however an average sensitivity of 74.5% was observed for the Allplex assay. Both
methods (TMA and multiplex RT-PCR) have shown a variable consistency depending on the
microorganism detected, with κ values ranging between 0.58 for M. genitalium and 0.91 for
C. trachomatis. In general, a concordance of 95.2% (CI95%; 93.6–96.9) and κ = 0.80 were
obtained between both methods. Among the 622 samples, there were 28 discrepancies: 4 anal,
3 endocervical, 13 pharyngeal and 8 urine samples. Co-infections were observed in 7 samples
from 7 different patients and inconsistent results were detected in 6 of these patients. A
detailed description of these results is shown in Table 5. Results A total of 622 samples were tested using both methods. Positive results were found in 88
(14.1%) out of 622 samples for all the Aptima1 assays used. Regarding the Allplex™assay, only
66 (10.6%) out of 622 samples showed positive results. Table 2 and S1 Table show the diagnos-
tic performance of the systems used for detection of the different pathogens. The TMA-based
assays performed on the Panther1 platform showed slightly higher positive results for C. tra-
chomatis, N. gonorrhoeae and M. genitalium, while results for the T. vaginalis samples were
similar for both RT-PCR (Allplex™) and TMA (Aptima1) assays. The most frequently detected
pathogen was C. trachomatis (37 samples; 5.9%). The TMA-positive samples were further analyzed according to their anatomical site. Results
revealed that a non-urogenital sample, the pharynx, was the most frequent site with a positive
result (29 positive samples; 4.7%) followed by urine (27 positive samples; 4.3%), endocervical Table 2. Diagnostic performance of Allplex™STI Essential assays in relation to the Aptima1 assays for C. trachomatis, N. gonorrhoeae, M. genitalium and T. vaginalis. Aptima1
Allplex™
DIAGNOSTIC PERFORMANCE
PATHOGENS
Positive
n (%)
Positive
n (%)
SENSITIVITY
% SE (C.I. 95%)
SPECIFICITY
% SP (C.I. 95%)
Kappa (k)
C. trachomatis
37 (5.9%)
31 (5.0%)
83.8% (67.3–93.2)
100.0% (99.2–100)
0.91
N. gonorrhoeae
29 (4.7%)
21 (3.4%)
72.4% (52.5–86.6)
100.0% (99.2–100)
0.83
M. genitalium
24 (3.9%)
10 (1.6%)
41.7% (22.8–63.1)
100.0% (99.2–100)
0.58
T. vaginalis
5 (0.8%)
5 (0.8%)
100.0% (46.3–100)
100.0% (99.2–100)
1
CI, confidence interval. formance of Allplex™STI Essential assays in relation to the Aptima1 assays for C. trachomatis, N. gonorrhoeae, M. genita I Essential assays in relation to the Aptima1 assays for C. trachomatis, N. gonorrhoeae, M. genitalium and T. le 2. Diagnostic performance of Allplex™STI Essential assays in relation to the Aptima1 assays for C. trachomatis, N. go
i
li Table 2. Diagnostic performance of Allplex™STI Essential assays in relation to the Aptima1 assays for C. trachomat
vaginalis. PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 4 / 9 Aptima Assays vs Allplex STI Essential Assay for STI Table 3. Anatomical distribution and prevalence of the Aptima1-positive samples. Site
n
C. trachomatis
n (%)
N. gonorrhoeae
n (%)
M. genitalium
n (%)
T. vaginalis
n (%)
Anal
83
6 (7.2%)
6 (7.2%)
4 (4.8%)
1 (1.2%)
Endocervical
107
12 (11.2%)
2 (1.9%)
4 (3.7%)
4 (3.7%)
Pharyngeal
218
9 (4.1%)
10 (4.6%)
10 (4.6%)
0.0%
Urine
214
10 (4.7%)
11 (5.1%)
6 (2.8%)
0.0%
https://doi.org/10.1371/journal.pone.0222439.t003
Table 4. Anatomical distribution and prevalence of the Allplex™-positive samples. Site
n
C. trachomatis
n (%)
N. gonorrhoeae
n (%)
M. genitalium
n (%)
T. vaginalis
n (%)
Anal
83
5 (6.0%)
6 (7.2%)
1 (1.2%)
1 (1.2%)
Endocervical
107
11 (10.3%)
1 (0.9%)
3 (2.8%)
4 (3.7%)
Pharyngeal
218
6 (2.8%)
8 (3.7%)
2 (0.9%)
0.0%
Urine
214
9 (4.2%)
6 (2.8%)
4 (1.9%)
0.0%
https://doi.org/10.1371/journal.pone.0222439.t004 Table 3. Anatomical distribution and prevalence of the Aptima1-positive samples. Site
n
C. trachomatis
n (%)
N. gonorrhoeae
n (%)
M. genitalium
n (%)
T. vaginalis
n (%)
Anal
83
6 (7.2%)
6 (7.2%)
4 (4.8%)
1 (1.2%)
Endocervical
107
12 (11.2%)
2 (1.9%)
4 (3.7%)
4 (3.7%)
Pharyngeal
218
9 (4.1%)
10 (4.6%)
10 (4.6%)
0.0%
Urine
214
10 (4.7%)
11 (5.1%)
6 (2.8%)
0.0%
https://doi.org/10.1371/journal.pone.0222439.t003 Table 3. Anatomical distribution and prevalence of the Aptima1-positive samples. Table 4. Anatomical distribution and prevalence of the Allplex™-positive samples. Site
n
C. trachomatis
n (%)
N. gonorrhoeae
n (%)
M. genitalium
n (%)
T. vaginalis
n (%)
Anal
83
5 (6.0%)
6 (7.2%)
1 (1.2%)
1 (1.2%)
Endocervical
107
11 (10.3%)
1 (0.9%)
3 (2.8%)
4 (3.7%)
Pharyngeal
218
6 (2.8%)
8 (3.7%)
2 (0.9%)
0.0%
Urine
214
9 (4.2%)
6 (2.8%)
4 (1.9%)
0.0%
https://doi.org/10.1371/journal.pone.0222439.t004 Table 4. Anatomical distribution and prevalence of the Allplex™-positive samples. https://doi.org/10.1371/journal.pone.0222439.t004 (22 positive samples; 3.5%) and anal samples (17 positive samples; 2.7%) (Tables 3 and 4). A
total of 14 more samples were found positive for M. genitalium using Aptima1 assays (n = 24)
than positive samples for M. genitalium identified using the Allplex™STI Essential assay
(n = 10); ten of these Aptima-positive samples were collected from pharyngeal swabs. (22 positive samples; 3.5%) and anal samples (17 positive samples; 2.7%) (Tables 3 and 4). A
total of 14 more samples were found positive for M. genitalium using Aptima1 assays (n = 24)
than positive samples for M. PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Discussion The relatively high prevalence of STIs and the need for a rapid and accurate diagnostic tool for
their detection justifies that any new methodology must be thoroughly evaluated before its
implementation in routine laboratory practice. In this study, we evaluated the performance of
TMA-based assays (Aptima Combo 21 (for C. trachomatis and N. gonorrhoea), Aptima1 T. vaginalis and Aptima1 M. genitalium) on the Panther1 platform for simultaneous detection
of C. trachomatis, N. gonorrhoeae, T. vaginalis and M. genitalium in comparison with a multi-
plex RT-PCR assay (Allplex™STI Essential, Seegene1). Although Aptima1 assays have previ-
ously shown good performances in the diagnosis of these pathogens [10–15], this is, to our
knowledge, the first time that the detection of these four pathogens together has been com-
pared to Allplex™STI Essential RT-PCR-based assay. The effectiveness of the Allplex™assay
has also been previously proven [20–22]. 5 / 9 PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Aptima Assays vs Allplex STI Essential Assay for STI Table 5. Discordant results between Aptima1 and Allplex™assays regarding the detection of C. trachomatis, M. genitalium and N. gonorrhoeae. Sample (n)
Aptima1
Allplex™
Anal (1)
CT GC
GC
Anal (2)
MG
Negative
Anal (1)
MG CT
CT
Endocervical (1)
GC
Negative
Endocervical (1)
MG
Negative
Endocervical (1)
MG CT
MG
Pharyngeal (3)
CT
Negative
Pharyngeal (2)
GC
Negative
Pharyngeal (6)
MG
Negative
Pharyngeal (2)
MG CT
CT
Urine (1)
CT
Negative
Urine (5)
GC
Negative
Urine (1)
MG
Negative
Urine (1)
MG GC
GC
CT, C. trachomatis; MG, M. genitalium; NG, N. gonorrhoeae. https://doi.org/10.1371/journal.pone.0222439.t005 Table 5. Discordant results between Aptima1 and Allplex™assays regarding the detection of C. trachomatis, M. genitalium and N. gonorrhoeae. https://doi.org/10.1371/journal.pone.0222439.t005 Both systems showed the highest prevalence of C. trachomatis in the analyzed samples,
which is in line with this pathogen being the most frequently reported STI in Europe [23]. The
sensitivity of the TMA assays was higher for most pathogens compared to multiplex RT-PCR. It is very remarkable that most of the samples responsible for this higher sensitivity were pha-
ryngeal swab samples, and that M. genitalium was more frequently detected in this location
with TMA assays. For most bacterial STI, the throat is the anatomical location with the lowest
number of positive samples [24] however our findings at least in the case of M. genitalium,
confirm the results of recent reports in the literature [25]. PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Author Contributions Conceptualization: Adolfo de Salazar, Beatriz Espadafor, Federico Garcı´a. Conceptualization: Adolfo de Salazar, Beatriz Espadafor, Federico Garcı´a. Data curation: Beatriz Espadafor, Luis Salvador. Data curation: Beatriz Espadafor, Luis Salvador. Methodology: Adolfo de Salazar, Ana Fuentes-Lo´pez, Antonio Barrientos-Dura´n, Marta
A´lvarez. Writing – original draft: Adolfo de Salazar, Federico Garcı´a. Writing – review & editing: Adolfo de Salazar, Beatriz Espadafor, Federico Garcı´a. Writing – review & editing: Adolfo de Salazar, Beatriz Espadafor, Federico Garcı´a. Discussion Our results confirm that other sites
should always be considered based on patient’s sexual habits [26]. In fact, using urogenital
samples alone overlooks many infections, resulting in many patients failing to receive proper
treatment [27]. The sensitivity and specificity of these TMA assays have been evaluated previously, with
sensitivities and specificities > 90% [13, 14, 28], however recently, false-negative Chlamydia
trachomatis have been reported using Aptima Combo21 assays in Finland and Sweden due to
a 23S rRNA C1515T mutation [29, 30]. It is important to mention that a single genetic target
region should not be trusted in molecular diagnosis of infections to avoid underdiagnosis of
possible mutants, this could be a limitation of this assay, that only amplify chlamydial 23S
rRNA. Our study has two important limitations. First, we could not resolve all discordant results
with a third test because our sample volume was low and we did not want to dilute the sample
to prevent losing sensitivity. Thereof, we could not calculate the positive predictive value and
negative predictive value of this test, and we could not rule out that the higher sensitivity of the
TMA assays could be due to false positive detections. Second, T. vaginalis specimens found in
pharyngeal swabs with the RT-PCR test were not included in the final analysis. In fact, we
found 19 pharyngeal samples that were scored positive for T. vaginalis only with the Allplex™
test; it is well documented that DNA-based methods may lack specificity for discriminating T. vaginalis from some other oral Trichomonas species existing in the pharyngeal microbiota,
such as Trichomonas tenax [31, 32]. 6 / 9 PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Aptima Assays vs Allplex STI Essential Assay for STI Our results confirm the effectiveness of the Aptima1 assays for STI diagnosis, providing
additional evidence supporting the implementation of this methodology for routine testing in
clinical diagnostics. Importantly, this TMA technology provides important features for labora-
tory automation and daily clinical practice. Thus, patients might benefit highly from this tech-
nology, as they can be evaluated and diagnosed at the same medical visit. Acknowledgments The results published here are part of the PhD thesis of candidate Adolfo de Salazar, in the Bio-
medicine Doctoral Program of the University of Granada. g
y
We thank Nutraceutical Translations for English language editing of this manuscript. Supporting information S1 Table. Details regarding the number of positive and negative samples identified with
Aptima1 and Allplex™assays. (DOCX) References 1. World Health Organization. Report on global sexually transmitted infection surveillance 2015. WHO;
2016. https://apps.who.int/iris/handle/10665/249553 2. Baumann L, Cina M, Egli-Gany D, Goutaki M, Halbeisen FS, Lohrer G-R, et al. Prevalence of Myco-
plasma genitalium in different population groups: systematic review andmeta-analysis. Sex Transm
Infect. 2018; 94(4):255–62. https://doi.org/10.1136/sextrans-2017-053384 PMID: 29440466 3. Manhart LE, Broad JM, Golden MR. Mycoplasma genitalium: Should We Treat and How? Clin Infect
Dis. 2011; 53(suppl_3):S129–42. 4. Malhotra M, Sood S, Mukherjee A, Muralidhar S, Bala M. Genital Chlamydia trachomatis: An update. Indian J Med Res. 2013; 138(3):303–16. PMID: 24135174 5. Alirol E, Wi TE, Bala M, Bazzo ML, Chen X-S, Deal C, et al. Multidrug-resistant gonorrhea: A research
and development roadmap to discover new medicines. PLOS Medicine. 2017; 14(7):e1002366. https://
doi.org/10.1371/journal.pmed.1002366 PMID: 28746372 6. Edwards T, Burke P, Smalley H, Hobbs G. Trichomonas vaginalis: Clinical relevance, pathogenicity
and diagnosis. Crit Rev Microbiol. 2014;1–12. 7. Vos T, Barber RM, Bell B, Bertozzi-Villa A, Biryukov S, Bolliger I, et al. Global, regional, and national
incidence, prevalence, and years lived with disability for 301 acute and chronic diseases and injuries in
188 countries, 1990–2013: a systematic analysis for the Global Burden of Disease Study 2013. The
Lancet. 2015; 386(9995):743–800. 8. Sieving RE, Gewirtz O’Brien JR, Saftner MA, Argo TA. Sexually transmitted diseases among us adoles-
cents and young adults. Nursing Clinics of North America. 2019; 54(2):207–25. https://doi.org/10.1016/
j.cnur.2019.02.002 PMID: 31027662 9. Nye MB, Schwebke JR, Body BA. Comparison of APTIMA Trichomonas vaginalis transcription-medi-
ated amplification to wet mount microscopy, culture, and polymerase chain reaction for diagnosis of
trichomoniasis in men and women. Am J Obstet Gynecol. 2009; 200(2):188.e1–188.e7. 7 / 9 PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Aptima Assays vs Allplex STI Essential Assay for STI 10. Boyadzhyan B, Yashina T, Yatabe JH, Patnaik M, Hill CS. Comparison of the APTIMA CT and GC
Assays with the APTIMA Combo 2 Assay, the Abbott LCx Assay, and Direct Fluorescent-Antibody and
Culture Assays for Detection of Chlamydia trachomatis and Neisseria gonorrhoeae. J Clin Microbiol. 2004; 42(7):3089–93. https://doi.org/10.1128/JCM.42.7.3089-3093.2004 PMID: 15243065 11. Golparian D, Tabrizi SN, Unemo M. Analytical Specificity and Sensitivity of the APTIMA Combo 2 and
APTIMA GC Assays for Detection of Commensal Neisseria Species and Neisseria gonorrhoeae on the
Gen-Probe Panther Instrument: Sex Transm Dis. 2013; 40(2):175–8. https://doi.org/10.1097/OLQ. 0b013e3182787e45 PMID: 23324980 12. Wroblewski JKH, Manhart LE, Dickey KA, Hudspeth MK, Totten PA. References Comparison of transcription-medi-
ated amplification and PCR assay results for various genital specimen types for detection of Myco-
plasma genitalium. J Clin Microbiol. 2006; 44(9):3306–12. https://doi.org/10.1128/JCM.00553-06
PMID: 16954265 13. Tabrizi SN, Unemo M, Limnios AE, Hogan TR, Hjelmevoll S-O, Garland SM, et al. Evaluation of Six
Commercial Nucleic Acid Amplification Tests for Detection of Neisseria gonorrhoeae and Other Neis-
seria Species. J Clin Microbiol. 2011; 49(10):3610–5. https://doi.org/10.1128/JCM.01217-11 PMID:
21813721 14. Chernesky M, Jang D, Luinstra K, Chong S, Smieja M, Cai W, et al. High Analytical Sensitivity and Low
Rates of Inhibition May Contribute to Detection of Chlamydia trachomatis in Significantly More Women
by the APTIMA Combo 2 Assay. J Clin Microbiol. 2006; 44(2):400–5. https://doi.org/10.1128/JCM.44.2. 400-405.2006 PMID: 16455891 15. Hokynar K, Hiltunen-Back E, Mannonen L, Puolakkainen M. Prevalence of Mycoplasma genitalium and
mutations associated with macrolide and fluoroquinolone resistance in Finland. Int J STD AIDS. 2018;
29(9):904–7. https://doi.org/10.1177/0956462418764482 PMID: 29631509 16. Rumyantseva T, Golparian D, Nilsson CS, Johansson E, Falk M, Fredlund H, et al. Evaluation of the
new AmpliSens multiplex real-time PCR assay for simultaneous detection of Neisseria gonorrhoeae,
Chlamydia trachomatis, Mycoplasma genitalium, and Trichomonas vaginalis. APMIS. 2015; 123
(10):879–86. https://doi.org/10.1111/apm.12430 17. Levett PN, Brandt K, Olenius K, Brown C, Mont- gomery K, Horsman GB. Evaluation of three automated
nucleic acid amplification systems for detection of Chlamydia trachomatis and Neisseria gonorrhoeae in
first-void urine specimens. J Clin Microbiol 2008; 46:2109–11. https://doi.org/10.1128/JCM.00043-08
PMID: 18400919 18. Chun J-Y, Kim K-J, Hwang I-T, Kim Y-J, Lee D-H, Lee I-K, et al. Dual priming oligonucleotide system for
the multiplex detection of respiratory viruses and SNP genotyping of CYP2C19 gene. Nucleic Acids
Res. 2007; 35(6):e40. https://doi.org/10.1093/nar/gkm051 PMID: 17287288 19. Gonzales F, McDonough SH. Application of transcription-mediated amplification to quantification of
gene sequences. In: Ferre´ F. (eds). Gene Quantification. Advanced Biomedical Technologies. Bir-
kha¨user Boston; 1998. p. 189–201. http://link.springer.com/10.1007/978-1-4612-4164-5_11 20. Choe H-S, Lee DS, Lee S-J, Hong S-H, Park DC, Lee M-K, et al. Performance of Anyplex™II multiplex
real-time PCR for the diagnosis of seven sexually transmitted infections: comparison with currently
available methods. Int J Infect Dis. 2013; 17(12):e1134–40. https://doi.org/10.1016/j.ijid.2013.07.011 21. Del Prete R, Ronga L, Lestingi M, Addati G, Angelotti UF, Di Carlo D, et al. Simultaneous detection and
identification of STI pathogens by multiplex Real-Time PCR in genital tract specimens in a selected
area of Apulia, a region of Southern Italy. Infection. 2017; 45(4):469–77. https://doi.org/10.1007/
s15010-017-1002-7 PMID: 28260146 22. Robinet S, Parisot F. PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 References Accreditation of a multiplex real time PCR assay for detection and semi-quantita-
tive determination of pathogens responsible of sexually-transmitted infections. Ann Biol Clin (Paris). 2018 7–8;(4):459–476. 23. European Centre for Disease Prevention and Control. Chlamydia infection. In: ECDC. Annual epidemio-
logical report for 2017. Stockholm: ECDC; 2019. http://ecdc.europa.eu/sites/portal/files/documents/
AER_for_2017-chlamydia-infection.pdf 24. Hananta IPY, de Vries HJC, van Dam AP, van Rooijen MS, Soebono H, Schim van der Loeff MF. Spon-
taneous clearance of pharyngeal gonococcal infections: a retrospective study in patients of the sexually
transmitted infections clinic, Amsterdam, the Netherlands 2012–2015. Sexually Transmitted Diseases. 2018; 1. 25. Le Roy C, Pereyre S, He´nin N, Be´be´ar C. French Prospective Clinical Evaluation of the Aptima Myco-
plasma genitalium CE-IVD Assay and Macrolide Resistance Detection Using Three Distinct Assays. Munson E, editor. J Clin Microbiol. 2017; 55(11):3194–200. https://doi.org/10.1128/JCM.00579-17
PMID: 28794183 26. Whittles LK, Didelot X, Grad YH, White PJ. Testing for gonorrhoea should routinely include the pharynx. Lancet Infect Dis. 2018; 18(7):716–7. 8 / 9 PLOS ONE | https://doi.org/10.1371/journal.pone.0222439
September 12, 2019 Aptima Assays vs Allplex STI Essential Assay for STI 27. Garner AL, Schembri G, Cullen T, Lee V. Should we screen heterosexuals for extra-genital chlamyd-
ial and gonococcal infections? Int J STD AIDS. 2015; 26(7):462–6. https://doi.org/10.1177/
0956462414543120 PMID: 25013220 28. Cheng A, Kirby JE. Evaluation of the Hologic Gen-Probe PANTHER, APTIMA Combo 2 Assay in a Ter-
tiary Care Teaching Hospital. Am J Clin Pathol. 2014; 141(3):397–403. https://doi.org/10.1309/
AJCPFQ25SQVZAWHZ PMID: 24515768 29. Rantakokko-Jalava K, Hokynar K, Hieta N, Keskitalo A, Jokela P, Muotiala A, et al. Chlamydia tracho-
matis samples testing falsely negative in the Aptima Combo 2 test in Finland, 2019. Eurosurveillance. 2019; 24(22):1900298. 30. Unemo M, Hansen M, Hadad R, Lindroth Y, Fredlund H, Puolakkainen M, et al. Finnish new variant of
Chlamydia trachomatis escaping detection in the Aptima Combo 2 assay also present in O¨ rebro
County, Sweden, May 2019. Eurosurveillance. 2019; 24(26):1900370. 31. Chapin K, Andrea S. APTIMA® Trichomonas vaginalis, a transcription-mediated amplification assay for
detection of Trichomonas vaginalis in urogenital specimens. Expert Review of Molecular Diagnostics. 2011; 11(7):679–88. https://doi.org/10.1586/erm.11.53 32. Kucknoor AS, Mundodi V, Alderete J. Genetic identity and differential gene expression between Tricho-
monas vaginalis and Trichomonas tenax. BMC Microbiol. 2009; 9(1):58. 9 / 9
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English
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Non-equilibrium dynamics of a scalar field with quantum backreaction
|
The Journal of high energy physics/The journal of high energy physics
| 2,021
|
cc-by
| 16,524
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Open Access, c⃝The Authors.
Article funded by SCOAP3. Non-equilibrium dynamics of a scalar field with
quantum backreaction JHEP12(2021)190 Published for SISSA by
Springer Received: May 25, 2021
Revised: December 13, 2021
Accepted: December 20, 2021
Published: December 27, 2021 Received: May 25, 2021
Revised: December 13, 2021
Accepted: December 20, 2021
Published: December 27, 2021 Received: May 25, 2021
Revised: December 13, 2021
Accepted: December 20, 2021
Published: December 27, 2021 Published for SISSA by
Springer Keywords: Nonperturbative Effects, Thermal Field Theory, Quantum Dissipative Sys-
tems Kimmo Kainulainen and Olli Koskivaara Kimmo Kainulainen and Olli Koskivaara
Department of Physics, University of Jyväskylä,
P.O. Box 35 (YFL), FI-40014 Jyväskylä, Finland
Helsinki Institute of Physics, University of Helsinki,
P.O. Box 64, FI-00014 Helsinki, Finland E-mail: kimmo.kainulainen@jyu.fi, olli.a.koskivaara@student.jyu.fi Abstract: We study the dynamical evolution of coupled one- and two-point functions of
a scalar field in the 2PI framework at the Hartree approximation, including backreaction
from out-of-equilibrium modes. We renormalize the 2PI equations of motion in an on-shell
scheme in terms of physical parameters. We present the Hartree-resummed renormalized
effective potential at finite temperature and critically discuss the role of the effective poten-
tial in a non-equilibrium system. We follow the decay and thermalization of a scalar field
from an initial cold state with all energy stored in the potential, into a fully thermalized
system with a finite temperature. We identify the non-perturbative processes of parametric
resonance and spinodal instability taking place during the reheating stage. In particular
we study the unstable modes in the region where the vacuum 1PI effective action becomes
complex and show that such spinodal modes can have a dramatic effect on the evolution
of the one-point function. Our methods can be easily adapted to simulate reheating at the
end of inflation. Keywords: Nonperturbative Effects, Thermal Field Theory, Quantum Dissipative Sys-
tems ArXiv ePrint: 2105.09598 ArXiv ePrint: 2105.09598 Open Access, c⃝The Authors. Article funded by SCOAP3. https://doi.org/10.1007/JHEP12(2021)190 Contents
1
Introduction
1
2
2PI effective action and equations of motion
2
2.1
Hartree approximation
4
3
Renormalization
5
3.1
Renormalized equations of motion
8
3.2
Effective potential and physical parameters
9
3.3
Finite temperature effective potential
10
4
Wigner space equations
13
5
Numerical results
15
5.1
Particle production and reheating via parametric resonance
16
5.2
Strong spinodal instability
18
5.3
Self-thermalization
21
6
Conclusions
25
A Numerical implementation
26 Contents
1
Introduction
1
2
2PI effective action and equations of motion
2
2.1
Hartree approximation
4
3
Renormalization
5
3.1
Renormalized equations of motion
8
3.2
Effective potential and physical parameters
9
3.3
Finite temperature effective potential
10
4
Wigner space equations
13
5
Numerical results
15
5.1
Particle production and reheating via parametric resonance
16
5.2
Strong spinodal instability
18
5.3
Self-thermalization
21
6
Conclusions
25
A Numerical implementation
26 JHEP12(2021)190 A Numerical implementation 1
Introduction Classical scalar fields coupled to quantum matter play an important role in various settings
in cosmology. They are used to study the creation of seed perturbations for structure
formation, reheating processes, particle production and the creation of baryon asymmetry. Almost exclusively in these treatments it is assumed that the scalar field evolves in some
classical, possibly quantum corrected but fixed effective potential. One rarely accounts for
the backreaction of the non-equilibrium quanta that may be created during the dynamical
process. However, such quanta may be produced copiously during out-of-equilibrium phase
transitions [1, 2] by parametric resonance [3–7] or by spinodal instability [6, 8–13], and they
could significantly affect the evolution of the system [14–18]. In this paper we study the
effects of quantum backreaction on the scalar field evolution using two-particle irreducible
(2PI) effective action methods. A crucial step in the rigorous analysis of the problem is performing a consistent renor-
malization of the equations of motion derived from the 2PI effective action. This is a
highly non-trivial task, because in any finite truncation of the 2PI expansion, a number of
auxiliary vertex and self-energy functions appear that require setting up consistent renor-
malization conditions [19]. Other works on the renormalization of 2PI-truncated theories – 1 – include for example references [20–22]. In this paper we carefully go through the renor-
malization of our model using the method of cancellation of the sub-divergences [23–26]. We emphasize that while the renormalization counterterms are constants, the divergences
that get subtracted, and hence also the vacuum state of the system, depend on the infrared
physics, such as temperature, or even the shape of the non-equilibrium particle spectrum. To be specific, we study a simple λφ4-model with a spontaneous symmetry breaking
tree-level potential. We work in the Hartree approximation and perform the auxiliary
renormalizations using the MS subtraction scheme. The renormalized equations of motion
and the 2PI effective action are however scale independent and completely specified in terms
of physical parameters. We present explicit results for the vacuum and finite temperature
effective potentials as well as for the vacuum potential in the presence of non-equilibrium
fluctuations. We stress that in the non-equilibrium case the effective potential can only be
constructed a posteriori and it is not in general a useful quantity for solving the equations
of motion. 1
Introduction JHEP12(2021)190 With our renormalized equations we can follow in real time how the potential energy
of the classical field is transferred into quantum fluctuations by the non-perturbative pro-
cesses. We identify a strong parametric resonance, even though our self-coupled system
is too complicated to admit a comprehensive analytical stability analysis. We also show
that due to backreaction from spinodal instability the field can pass through a potential
barrier even when starting with less energy than the initial barrier height. We also follow
the full thermal history of a system that starts with pure potential energy, until it is fully
thermalized with nearly all of its energy stored in thermal plasma. We also show that at
the initial stages of reheating the quantum system is highly coherent, but the coherence is
gradually erased by interactions as the system thermalizes. This paper is organized as follows. In section 2 we review the 2PI effective action
techniques and introduce our truncation scheme, the Hartree approximation. In section 3
we show how to self-consistently renormalize the 2PI equations of motion and express them
in terms of physical quantities. We also study both resummed vacuum and thermal effective
potentials in the Hartree case and compare them with other approximations. In section 4 we
write our equations of motion in the Wigner space in terms of moment functions following
references [27, 28], and also complement the equations with phenomenological friction
terms. Section 5 is dedicated to numerical results. We compute the evolution of various
quantities, such as the classical field, particle number and coherence functions using the
fully coupled 2PI equations. Finally, section 6 contains our conclusions. 2
2PI effective action and equations of motion We will study the non-equilibrium dynamics of a scalar field theory with the potential
V (φ) = −1
2µ2φ2 + 1
4!λφ4 using the two-particle irreducible (2PI) effective action technique
of non-equilibrium quantum field theory [29, 30]. The 2PI effective action for this theory is Γ2PI[ϕ, ∆] = S[ϕ] −i
2TrC
ln(∆)
+ i
2TrC
∆−1
0 ∆
+ Γ2[ϕ, ∆],
(2.1) (2.1) – 2 – Figure 1. The Keldysh contour in the complex time plane, running from some initial time to an
arbitrary future time and back again. Figure 1. The Keldysh contour in the complex time plane, running from some initial time to an
arbitrary future time and back again. JHEP12(2021)190 where ϕ(x) is the classical field and ∆(x, y) is the classical connected two-point function
and the trace contains integration over the Keldysh contour [31] C of figure 1. Moving to
a real-time representation the classical action can be written as S[ϕ] = P
a=± aδabS[ϕb],
where a and b indicate the branch on the complex time-contour, and S[ϕb] =
Z
d4x
1
2(∂µϕb)2 + 1
2µ2ϕ2
b −1
4!λϕ4
b
. (2.2) (2.2) Similarly, the inverse classical propagator is given by i∆−1
0,ab(x, y; ϕ) = −
□x −µ2 + 1
2λϕ2
a
δ(4)(x −y)δab. (2.3) (2.3) Finally, Γ2 consists of all 2PI vacuum graphs with lines corresponding to the full propagator
∆and interactions inferred from the shifted action Sint
ϕ, φq
= −
X
a=±
aδab
Z
d4x
1
3!λϕbφ3
qb + 1
4!λφ4
qb
,
(2.4) (2.4) where φ = ϕ + φq and φq is the quantum field. where φ = ϕ + φq and φq is the quantum field. The stationarity conditions of Γ2PI will give the equations of motion for the one- and
two-point functions: The stationarity conditions of Γ2PI will give the equations of motion for the one- an
two-point functions: δΓ2PI
δϕa
= 0
and
δΓ2PI
δ∆ab
= 0. (2.5) (2.5) When the classical solution to the latter equation, parametrized in terms of ϕ, is reinserted
back into the effective action, we formally recover the 1PI action ˆΓ1PI[ϕ] = Γ2PI[ϕ, ∆[ϕ]]. In the full dynamical case the two equations are however strongly coupled and should be
solved simultaneously, as we will do in our study. 2
2PI effective action and equations of motion For the classical field ϕ+(x) = ϕ−(x)
and we may drop the branch index and find: When the classical solution to the latter equation, parametrized in terms of ϕ, is reinserted
back into the effective action, we formally recover the 1PI action ˆΓ1PI[ϕ] = Γ2PI[ϕ, ∆[ϕ]]. In the full dynamical case the two equations are however strongly coupled and should be
solved simultaneously, as we will do in our study. For the classical field ϕ+(x) = ϕ−(x)
and we may drop the branch index and find:
□x −µ2 + 1
6λϕ2(x) + 1
2λ∆(x, x)
ϕ(x) =
δΓ2
δϕ(x). (2.6) (2.6) We also left the branch indices out from the local correlation function ∆(x, x), which is the
same for all components of the two-point function ∆ab(x, y). The stationarity condition We also left the branch indices out from the local correlation function ∆(x, x), which is the
same for all components of the two-point function ∆ab(x, y). The stationarity condition – 3 – ∼λ
(0)
R + δ
(0)
λ
+
∼ λ
(1)
R + δ
(1)
λ
2
+
∼ λ
(0)
R + δ
(0)
λ
2
+
∼ λ
(1)
R + δ
(1)
λ
4
+
∼ λ
(0)
R + δ
(0)
λ
λ
(1)
R + δ
(1)
λ
2
+ · · · ∼λ
(0)
R + δ
(0)
λ
+
∼ λ
(1)
R + δ
(1)
λ
2
+
∼ λ
(0)
R + δ
(0)
λ
2
+
∼ λ
(1)
R + δ
(1)
λ
4
+
∼ λ
(0)
R + δ
(0)
λ
λ
(1)
R + δ
(1)
λ
2
+ · · · Figure 2. The first few terms contributing to Γ2, including their precise coupling constant depen-
dences. JHEP12(2021)190 JHEP12(2021)190 for ∆ab(x, y) leads to the Schwinger-Dyson equation for ∆ab(x, y) leads to the Schwinger-Dyson equation
□x −µ2 + 1
2λϕ2(x)
i∆ac(x, y) = aδacδ(4)(x −y) + b
Z
d4z Πab(x, z)∆bc(z, y),
(2.7) (2.7) where summation over b is implied and the self-energy function is given by Πab(x, y) = 2iab δΓ2[ϕ, ∆]
δ∆ba(y, x) = aδabδ(4)(x −y)Πsg(x) + Πab
nsg(x, y). (2.8) (2.8) To proceed we also have to specify an approximation for the interaction term Γ2. 2.1
Hartree approximation The first few terms contributing to Γ2, arising from the action (2.4), are shown in figure 2
(the role of the indices in the couplings is related to renormalization and will be explained
in the next section). In this work we shall work in the Hartree approximation, which
includes only the first term in the series, given by ΓH
2 = −λ
8
Z
d4x ∆2(x, x). (2.9) (2.9) In this case the self-energy has only a singular or local part: In this case the self-energy has only a singular or local part: Πsg(x) = −iλ
2 ∆(x, x),
(2.10) (2.10) while Πab
nsg(x, y) = 0. Obviously ∂ΓH
2 /∂ϕ = 0 as well, so there is no contribution to
equation (2.6) in the Hartree approximation. We can now write the non-renormalized
equations of motion compactly as
□x −µ2 + 1
6λϕ2(x) + 1
2λ∆(x, x)
ϕ(x) = 0,
(2.11a)
□x −µ2 + 1
2λϕ2(x) + 1
2λ∆(x, x)
i∆ab(x, y) = aδabδ(4)(x −y),
(2.11b) (2.11a) (2.11b) Eventually we will move to the Wigner space defined in section 4 and solve these equations
numerically in some example cases for homogeneous systems, but before we can do that,
we have to address the divergences in ∆ab and in particular in the local correlation function
∆(x, x). – 4 – 3
Renormalization Systematic renormalization in the context of the 2PI expansion was thoroughly discussed in
reference [19]. Here we use the method introduced in reference [23], and later used in refer-
ences [24, 26], and we include also a connection to physical parameters. The key issue is that
any finite order truncation of Γ2[ϕ, ∆] leads to an approximation for ˆΓ1PI[ϕ] that contains
infinite resummations of 1PI diagrams and the associated counterterms. This gives rise to a
number of auxiliary n-point functions which need independent renormalization conditions. These conditions can be defined by requiring that all sub-divergences cancel [23], but one
needs to introduce a different renormalized parameter for each different operator. To be
precise, all n-point functions can be classified in terms of the number of classical fields that
connect to them, and all functions that are connected also to propagator lines are auxiliary. JHEP12(2021)190 Below we shall first renormalize the auxiliary n-point functions in the MS-scheme and
show that the resulting 1PI action is independent of the renormalization scale. We start
by defining the renormalized fields, propagators, couplings and masses: φ ≡Z1/2
(2) φR,
λ ≡λ
(I)
R + δλ(I),
∆≡Z(0)∆R,
µ2 ≡µ2
R(I) −δµ2
(I),
(3.1) (3.1) where the index, I = 0, 1, 2, 4, follows the power of the classical field associated with the
n-point function. Written in terms of the renormalized quantities, the 2PI effective action
becomes: Γ2PI[ϕR, ∆R] = S[ϕR] −i
2TrC
ln(Z(0)∆R)
+ i
2TrC
h
∆−1
0R∆R
i
+ δS[ϕR] + i
2TrC
δ∆−1
0 ∆R
+ Γ2
h
ϕR, ∆R; λ
(I)
R + δ
(I)
λ
i
,
(3.2) (3.2) where S[ϕR] is the same as in equation (2.2) with ϕ →ϕR, µ2 →µ2
R(2) and λ →λ
(4)
R , and
∆−1
0R is the same as (2.3) with ϕ →ϕR, µ2 →µ2
R(0) and λ →λ
(2)
R . Moreover we defined the
classical counterterm action where S[ϕR] is the same as in equation (2.2) with ϕ →ϕR, µ2 →µ2
R(2) and λ →λ
(4)
R , and
∆−1
0R is the same as (2.3) with ϕ →ϕR, µ2 →µ2
R(0) and λ →λ
(2)
R . 3
Renormalization Moreover we defined the
classical counterterm action δS[ϕRb] ≡
Z
d4x
"
δ(2)
ϕ
2 (∂µϕRb)2 −1
2δ(2)
µ ϕ2
Rb −1
4!δ
(4)
λ ϕ4
Rb
#
(3.3) (3.3) and the inverse classical counterterm propagator and the inverse classical counterterm propagator iδ∆−1
0,ab(x, y; ϕR) ≡−
δ(0)
ϕ □x + δ(0)
µ + 1
2δ
(2)
λ ϕ2
Ra
δ(4)(x −y)δab,
(3.4) (3.4) where δ(I)
ϕ ≡Z(I) −1 and the other effective counterterms are defined as: δ
(0)
λ ≡Z2
(0)
λ
(0)
R + δλ(0) −λ
(0)
R ,
(3.5a)
δ
(2)
λ ≡Z(0)Z(2)
λ
(2)
R + δλ(2) −λ
(2)
R ,
(3.5b)
δ
(4)
λ ≡Z2
(2)
λ
(4)
R + δλ(4) −λ
(4)
R ,
(3.5c)
δ(I)
µ ≡Z(I)
−µ2
R(I) + δµ2
(I)
+ µ2
R(I). (3.5d) δ
(0)
λ ≡Z2
(0)
λ
(0)
R + δλ(0) −λ
(0)
R ,
(3.5a)
δ
(2)
λ ≡Z(0)Z(2)
λ
(2)
R + δλ(2) −λ
(2)
R ,
(3.5b)
δ
(4)
λ ≡Z2
(2)
λ
(4)
R + δλ(4) −λ
(4)
R ,
(3.5c)
δ(I)
µ ≡Z(I)
−µ2
R(I) + δµ2
(I)
+ µ2
R(I). (3.5d) – 5 – – 5 – Also in the interaction term in (3.2) the renormalized couplings in the combination λ
(I)
R +δ
(I)
λ
follow the power of the classical field in the interaction term (2.4), rewritten in terms of
the renormalized quantities. Also in the interaction term in (3.2) the renormalized couplings in the combination λ
(I)
R +δ
(I)
λ
follow the power of the classical field in the interaction term (2.4), rewritten in terms of
the renormalized quantities. The renormalized equations of motion can now be derived from the renormalized ef-
fective action, or more directly from (2.11a) and (2.11b), by writing the non-renormalized
quantities in terms of the renormalized ones:
Z(2)□x −µ2
R(2) + δ(2)
µ + 1
6
λ
(4)
R + δ
(4)
λ
ϕ2
R + 1
2
λ
(2)
R + δ
(2)
λ
∆R
ϕR = 0,
(3.6a)
Z(0)□x −µ2
R(0) + δ(0)
µ + 1
2
λ
(2)
R + δ
(2)
λ
ϕ2
R + 1
2
λ
(0)
R + δ
(0)
λ
∆R
i∆ab
R (x, y) = aδabδ(4). 1These choices are partly specific for the Hartree approximation, where the self-energy Πab is propor-
tional to the local correlation function. In any higher order 2PI truncation λ
(0)
R and λ
(2)
R would need to be
renormalized separately. 3
Renormalization (3.6b) (3.6a) (3.6b) JHEP12(2021)190 Here we suppressed the arguments in the local functions ϕR(x) and ∆R(x, x), as well as in
δ(4)(x −y), for brevity. We now proceed to determine the various counterterms appearing
in these equations and in the end find the renormalized equations of motion that include
the effects of quantum corrections. Auxiliary renormalization conditions. Because the operator acting on ∆ab
R in (3.6b)
is independent of branch indices, we can concentrate on the time ordered component ∆11
R of
the two-point function. We choose the mass-shell renormalization condition in the vacuum
configuration ϕR = vR, which simultaneously minimizes the effective action. That is, we set i
∆11
R
−1 = p2 −m2
R,
d
dp2 i
∆11
R
−1 = 1,
and
δΓ2PI
δϕR
ϕR=vR
= 0. (3.7) (3.7) These conditions imply that Z(0) = 1 in the Hartree approximation, and in our current
scheme we can also set Z(2) = 1 (see footnote 2 below). The renormalization conditions (3.7)
then become: −µ2
R(2) + δ(2)
µ + 1
6
λ
(4)
R + δ
(4)
λ
v2
R + 1
2
λ
(2)
R + δ
(2)
λ
∆R(vR) = 0,
(3.8a)
−µ2
R(0) + δ(0)
µ + 1
2
λ
(2)
R + δ
(2)
λ
v2
R + 1
2
λ
(0)
R + δ
(0)
λ
∆R(vR
= m2
R,
(3.8b) (3.8a) (3.8b) where ∆R(vR) refers to the still divergent local correlator computed at the renormaliza-
tion point. It should be noted that ∆ab
R is an auxiliary function and the parameter m2
R is
not yet related to any physical mass. Similarly, none of the couplings are yet related to
observables, and there is considerable amount of choice related to their definition. We will
choose the following conditions:1 δ
(0)
λ = δ
(2)
λ ,
(3.9a)
−µ2
R(0) + δ(0)
µ = −µ2
R(2) + δ(2)
µ ,
(3.9b)
λ
(4)
R = λ
(2)
R −1
3δ
(4)
λ + δ
(2)
λ . (3.9c) (3.9a) (3.9c) 1These choices are partly specific for the Hartree approximation, where the self-energy Πab is propor-
tional to the local correlation function. In any higher order 2PI truncation λ
(0)
R and λ
(2)
R would need to be
renormalized separately. 3
Renormalization 1These choices are partly specific for the Hartree approximation, where the self-energy Πab is propor-
tional to the local correlation function. In any higher order 2PI truncation λ
(0)
R and λ
(2)
R would need to be
renormalized separately. – 6 – Because Z(0,2) = 1 here, equation (3.9), together with eqs. (3.1) and (3.5) implies that
λ
(0)
R = λ
(2)
R . Equation (3.9b) is less restrictive: it merely states that both renormalized mass
terms are related to the same bare mass term. Conditions (3.9b) and (3.9c) still allow us
to choose δ(2)
µ
and δ
(4)
λ
such that m2
R and λ
(4)
R can be matched to a physical mass parame-
ter and a physical coupling. Using the conditions (3.9) and equation (3.8b) we can write
equation (3.8a) simply as
1 m2
R −1
3λ
(4)
R v2
R = 0. (3.10) (3.10) That is, we are able to keep the tree-level relation between the coupling λ
(4)
R , the background
field vR and the mass parameter m2
R. That is, we are able to keep the tree-level relation between the coupling λ
(4)
R , the background
field vR and the mass parameter m2
R. JHEP12(2021)190 Cancelling the sub-divergences. In order to proceed, we need to find out the diver-
gence structure of the local correlation function. Using dimensional regularization we can
write ∆R(vR) = Qϵ
Z
ddp
(2π)d ∆11
R (p) = −m2
R
16π2
2
ϵ + 1 −ln
m2
R
Q2
,
(3.11) ∆R(vR) = Qϵ
Z
ddp
(2π)d ∆11
R (p) = −m2
R
16π2
2
ϵ + 1 −ln
m2
R
Q2
,
(3.11)
where ϵ ≡4 −d and 2/ϵ ≡2/ϵ −γE + ln(4π) and Q is an arbitrary renormalization scale. We now separate ∆R into divergent and finite parts as follows: ∆R(vR) = Qϵ
Z
ddp
(2π)d ∆11
R (p) = −m2
R
16π2
2
ϵ + 1 −ln
m2
R
Q2
,
(3.11)
where ϵ ≡4 −d and 2/ϵ ≡2/ϵ −γE + ln(4π) and Q is an arbitrary renormalization scale. We now separate ∆R into divergent and finite parts as follows: (3.11) ∆R(vR)
Q
Z
(2π)d ∆R (p)
16π2
ϵ + 1
ln
Q2
,
(3.11)
where ϵ ≡4 −d and 2/ϵ ≡2/ϵ −γE + ln(4π) and Q is an arbitrary renormalization scale. 3
Renormalization We now separate ∆R into divergent and finite parts as follows: where ϵ ≡4 −d and 2/ϵ ≡2/ϵ −γE + ln(4π) and Q is an arbitrary renormalization scal
We now separate ∆R into divergent and finite parts as follows: ∆R(vR) ≡m2
R∆ϵ + ∆F0
m2
R, Q
,
(3.12) (3.12) where ∆ϵ ≡−1/
8π2ϵ
. In what follows we will suppress the Q-dependence of the function
∆F0 for brevity. Next we insert the decomposition (3.12) back into equation (3.8b), use
relations (3.9) and let the leading order terms define the renormalized mass independently
from the terms containing divergences or counterterms. In this way we get two equations
out of the equation (3.8b): m2
R ≡−µ2
R(2) + 1
2λ
(2)
R
h
v2
R + ∆F0
m2
R
i
,
(3.13)
0 = δ(2)
µ + 1
2δ
(2)
λ
h
v2
R + ∆F0
m2
R
i
+ 1
2
λ
(2)
R + δ
(2)
λ
m2
R∆ϵ. (3.14) (3.13) Using definition (3.13) again in equation (3.14) and rearranging we get δ(2)
µ −1
2
λ
(2)
R + δ
(2)
λ
µ2
R(2)∆ϵ + 1
2
h
v2
R + ∆F0
m2
R
i
δ
(2)
λ + 1
2
λ
(2)
R + δ
(2)
λ
λ
(2)
R ∆ϵ
= 0. (3.1 This equation has a consistent solution where the leading constant terms and the terms
multiplying the combination (the sub-divergence part) v2
R+∆F0 cancel independently. This
gives two constraint equations, δ
(2)
λ + 1
2
λ
(2)
R + δ
(2)
λ
λ
(2)
R ∆ϵ = 0,
(3.16a)
δ(2)
µ −1
2
λ
(2)
R + δ
(2)
λ
µ2
R(2)∆ϵ = 0,
(3.16b) (3.16a) (3.16b) from which we can finally solve the counterterms δ
(2)
λ
and δ(2)
µ : δ
(2)
λ = −
1
2
λ
(2)
R
2∆ϵ
1 + 1
2λ
(2)
R ∆ϵ
and
δ(2)
µ = µ2
R(2)
1
2λ
(2)
R ∆ϵ
1 + 1
2λ
(2)
R ∆ϵ
. (3.17) δ
(2)
λ = −
1
2
λ
(2)
R
2∆ϵ
1 + 1
2λ
(2)
R ∆ϵ (3.17) – 7 – Scale dependence. 3
Renormalization The scale dependence of the auxiliary couplings and the mass pa-
rameters can now be worked out as usual by requiring that the bare parameters do not
run: ∂Q
Qϵ λ
(2)
R + δ
(2)
λ
= 0 and ∂Q
Qϵ µ2
R(I) −δ(I)
µ
= 0. Using equations (3.17) one then
immediately finds: Q∂λ
(2)
R
∂Q =
λ
(2)
R
2
16π2
and
Q
∂µ2
R(2)
∂Q
=
λ
(2)
R µ2
R(2)
16π2
. (3.18) (3.18) The latter equation applies for both mass parameters, assuming that δ(0)
µ and δ(2)
µ differ by
at most a finite and Q-independent term, which is the case in the Hartree approximation. Equations (3.18) can be easily integrated: The latter equation applies for both mass parameters, assuming that δ(0)
µ and δ(2)
µ differ by
at most a finite and Q-independent term, which is the case in the Hartree approximation. Equations (3.18) can be easily integrated: JHEP12(2021)190 JHEP12(2021)190 λ
(2)
R (Q) =
λ
(2)
R (Q0)
1 + λ(2)
R (Q0)
32π2
ln
Q2
0
Q2
and
µ2
R(I)(Q) =
µ2
R(I)(Q0)
1 + λ(2)
R (Q0)
32π2
ln
Q2
0
Q2
. (3.19) (3.19) Remember that as a result of equation (3.9a) λ
(0)
R = λ
(2)
R . On the other hand, the coupling
λ
(4)
R does not run at all; indeed, to keep λ
(4)
R finite, we must have δ
(4)
λ
= 3δ
(2)
λ
up to finite
terms according to equation (3.9c), which implies Q∂λ
(4)
R
∂Q = 0
⇒
λ
(4)
R = constant. (3.20) (3.20) We shall see below that λ
(4)
R can be further fixed by some physical condition. 3.2
Effective potential and physical parameters Let us now consider the adiabatic limit of the evolution equations, where ∆F is given purely
by vacuum fluctuations with no physical excitations. In this case definition (3.21) reduces to m2(ϕR) ≡−µ2
R(2) + 1
2λ
(2)
R
h
ϕ2
R + ∆F0
m2(ϕR)
i
,
(3.25) (3.25) and correspondingly ∆R(ϕR) ≡m2(ϕR)∆ϵ + ∆F0
m2(ϕR)
. (3.26) (3.26) Note that m2(ϕR) and ∆R differ from definitions (3.21) and (3.22) only through a different
value of the background field ϕR. Using the equation of motion (3.6b) in the renormalized
2PI action (3.2) we can write down the 1PI effective potential in the Hartree approximation
as follows: Note that m2(ϕR) and ∆R differ from definitions (3.21) and (3.22) only through a different
value of the background field ϕR. Using the equation of motion (3.6b) in the renormalized
2PI action (3.2) we can write down the 1PI effective potential in the Hartree approximation
as follows: VH(ϕR) = −1
V ΓH
2PI
ϕR, ∆
= V0(ϕR) +
i
2V Tr
h
ln
∆R
i
−1
8
λ
(2)
R + δ
(2)
λ
∆
2
R(ϕR),
(3.27) VH(ϕR) = −1
V ΓH
2PI
ϕR, ∆
= V0(ϕR) +
i
2V Tr
h
ln
∆R
i
−1
8
λ
(2)
R + δ
(2)
λ
∆
2
R(ϕR),
(3.27) (3.27) where V is the space-time volume and the tree-level effective potential is V0(ϕR) = 1
2
−µ2
R(2) + δ(2)
µ
ϕ2
R + 1
4!
λ
(4)
R + δ
(4)
λ
ϕ4
R = −λ
(4)
R
12 ϕ4
R,
(3.28) (3.28) where in the last step we dropped all terms of order ϵ. Writing iTr
h
ln
∆R
i
= V
R dm2 ∆R
and using equation (3.26) one finds that the divergences cancel between the two last terms
in equation (3.27) and the finite part of Tr
h
ln
∆R
i
creates the one-loop correction to the
effective potential. After a little algebra one finds the result: VH(ϕR) = −λ
(4)
R
12 ϕ4
R + m4(ϕR)
2λ
(2)
R
−m4(ϕR)
64π2
ln
m2(ϕR)
Q2
−1
2
. (3.29) (3.29) This is the vacuum effective potential in the Hartree approximation, found for example in
reference [32]. Despite the apparent Q-dependence, VH(ϕR) is in fact scale-independent. 3.1
Renormalized equations of motion It is essential to impose a correct treatment of the local correlation function away from the
renormalization point in the equations of motion (3.6a) and (3.6b). Analogously to (3.13),
we first define a leading order mass function that contains all finite terms in equation (3.6b): m2(ϕR, ∆F) ≡−µ2
R(2) + 1
2λ
(2)
R
ϕ2
R + ∆F
. (3.21) (3.21) Here ∆F is the finite part of the local correlation function, which must be defined analo-
gously to equation (3.12): Here ∆F is the finite part of the local correlation function, which must be defined analo-
gously to equation (3.12):
2 ∆R ≡m2(ϕR, ∆F)∆ϵ + ∆F. (3.22) (3.22) Note that both the finite part and the divergence contain non-trivial contributions from
both the vacuum and the non-equilibrium fluctuations. Using definitions (3.21) and (3.22)
we can write equation (3.6b) as follows: Note that both the finite part and the divergence contain non-trivial contributions from
both the vacuum and the non-equilibrium fluctuations. Using definitions (3.21) and (3.22)
we can write equation (3.6b) as follows:
□x + m2(ϕR, ∆F) + δ(2)
µ + 1
2δ
(2)
λ
ϕ2
R + ∆F
+1
2
λ
(2)
R + δ
(2)
λ
m2(ϕR, ∆F)∆ϵ
i∆ab
R (x, y) = aδabδ(4)(x −y). (3.23) (3.23) Using definition (3.21) again one can show that all divergent terms in equation (3.23)
arrange as in equation (3.15) and cancel as a result of the renormalization conditions (3.16). Using definition (3.21) again one can show that all divergent terms in equation (3.23)
arrange as in equation (3.15) and cancel as a result of the renormalization conditions (3.16). – 8 – Then, noting that λ
(4)
R + δ
(4)
λ = −2λ
(4)
R + O(ϵ), the same manipulations can be done also in
equation (3.6a). This results in the final renormalized equations of motion: h
□x + m2(ϕR, ∆F)
i
ϕR = 1
3λ
(4)
R ϕ3
R,
(3.24a)
h
□x + m2(ϕR, ∆F)
i
i∆ab
R (x, y) = aδabδ(4)(x −y). 3.2
Effective potential and physical parameters 3.2
Effective potential and physical parameters 3.1
Renormalized equations of motion (3.24b) (3.24a) (3.24b) These equations appear deceivingly simple: when written for the Wightman function ∆<
R =
∆+−
R , equation (3.24b) takes the form of a wave equation with a time-dependent mass and,
as we shall see in the next section, equation (3.24a) describes the motion of the one-
point function in a quantum corrected effective potential including backreaction from non-
equilibrium modes. However, despite their apparent simplicity, the equations are strongly
coupled through the local correlator in the gap equation (3.21) for the mass term. JHEP12(2021)190 3.2
Effective potential and physical parameters Indeed, one can first show from definition (3.25), using (3.18), that ∂Qm2(ϕR) = 0. Then by
a direct differentiation and using equations (3.18) and (3.20) one finds that ∂QVH(ϕR) = 0. – 9 – Physical parameters. Differentiating (3.25) with respect to ϕR one can first derive the
identity Physical parameters. Differentiating (3.25) with respect to ϕR one can first derive the
identity ∂m2
∂ϕR
1 −λ
(2)
R
32π2 ln
m2
Q2
= λ
(2)
R ϕR. (3.30) (3.30) Using (3.30) it is simple to show that the first derivative of the potential can be written as ∂VH
∂ϕR
= −1
3λ
(4)
R ϕ3
R + m2(ϕR)ϕR. (3.31) (3.31) Comparing equation (3.31) with equation (3.24a) we can see that in the case of pure vacuum
fluctuations the equation of motion can be written as ∂2
t ϕR+∂VH/∂ϕR = 0. Differentiating
equation (3.31) once more with respect to ϕR one finds Comparing equation (3.31) with equation (3.24a) we can see that in the case of pure vacuum
fluctuations the equation of motion can be written as ∂2
t ϕR+∂VH/∂ϕR = 0. Differentiating
equation (3.31) once more with respect to ϕR one finds JHEP12(2021)190 ∂2VH
∂ϕ2
R
= m2(ϕR) +
h
λ
(2)
R
m2(ϕR)
−λ
(4)
R
i
ϕ2
R. (3.32) (3.32) Because m2(vR) = m2
R, we now see that the on-shell mass parameter mR of the auxiliary
propagator can be identified with a physical mass,2 if we at the same time define λ
(2)
R
m2
R
≡λ
(4)
R . (3.33) (3.33) This is the choice of parameters we shall use in the rest of this paper. So far we have defined the counterterm δ
(4)
λ only up to a finite constant. This, and other
remaining freedom in choosing the counterterms (see footnote 2) would allow us to further
match λ
(4)
R to some observable. Given that λ
(4)
R does not run, equations (3.33) and (3.32) are
enough to fix the parameters of the theory. Going beyond the Hartree approximation would
lead to more complicated calculations and relations between the auxiliary parameters, but
would not change the derivation conceptually. 2In fact these relations imply that mR corresponds to a mass defined at p2 = 0, but in the Hartree case
this is the same as the physical pole mass. Going beyond Hartree approximation, one can still make mR
agree with the physical on-shell mass using the remaining freedom in definitions (3.9) and in the definition
of the wave-function counterterm Z(2), which allow adding finite parts to δ
(2)
ϕ , δ
(2)
µ
and δ
(4)
λ . 3.3
Finite temperature effective potential In our derivation in section 3.1 we did not specify the finite part of the local correlation
function ∆F, and in what follows we will compute it numerically from the equations of mo-
tion. Before that it is useful to make one more observation concerning thermal corrections. Indeed, we can include thermal corrections by a simple generalization of equations (3.25)
and (3.26): (
)
m2(ϕR, T) ≡−µ2
R(2) + 1
2λ
(2)
R
h
ϕ2
R + ∆F(ϕR, T)
i
,
(3.34)
with ∆R(ϕR, T) ≡m2(ϕR, T)∆ϵ + ∆F(ϕR, T) and
∆F(ϕR, T) ≡∆F0
m2(ϕR, T)
+ T 2I
m2(ϕR, T)/T 2,
(3.35) (3.34) ∆F(ϕR, T) ≡∆F0
m2(ϕR, T)
+ T 2I
m2(ϕR, T)/T 2,
(3.35) (3.35) 2In fact these relations imply that mR corresponds to a mass defined at p2 = 0, but in the Hartree case
this is the same as the physical pole mass. Going beyond Hartree approximation, one can still make mR
agree with the physical on-shell mass using the remaining freedom in definitions (3.9) and in the definition
of the wave-function counterterm Z(2), which allow adding finite parts to δ
(2)
ϕ , δ
(2)
µ
and δ
(4)
λ . 2In fact these relations imply that mR corresponds to a mass defined at p2 = 0, but in the Hartree case
this is the same as the physical pole mass. Going beyond Hartree approximation, one can still make mR
agree with the physical on-shell mass using the remaining freedom in definitions (3.9) and in the definition
of the wave-function counterterm Z(2), which allow adding finite parts to δ
(2)
ϕ , δ
(2)
µ
and δ
(4)
λ . – 10 – where I
x
= 2∂xJ
x
and J
x
is the dimensionless bosonic one-loop thermal integral J (x) ≡
1
2π2 Re
Z ∞
0
dy y2 ln
1 −e−√
y2+x−iε
. (3.36) (3.36) Here the infinitesimal imaginary part iε defines the correct branch of the logarithm for
a negative m2. 3.3
Finite temperature effective potential With these definitions one can go through the analysis of the previ-
ous paragraph and show that the equation of motion of the homogeneous field is now
∂2
t ϕR + ∂VH(ϕR, T)/∂ϕR = 0, where VH(ϕR, T) is the thermally corrected, scale indepen-
dent effective potential in the Hartree approximation: VH(ϕR, T) = VH
ϕR
m→mT
−1
2m2
T T 2I
m2
T /T 2 + T 4J
m2
T /T 2,
(3.37) JHEP12(2021)190 (3.37) where m2
T ≡m2(ϕR, T). Note that in the 2PI approach also the vacuum part VH(ϕR)
of the potential is computed with the thermally corrected mass, which is the solution to
equations (3.34) and (3.35). It is worth mentioning that in each special case considered
above, from the vacuum renormalization (3.12) to the quantum corrected effective action
with (3.35) and without (3.26) thermal corrections, and finally to the general case (3.22),
the divergence that gets removed by counterterms is different and depends on the value of
the background field, the temperature and the particle distribution. This is an unavoidable
feature of the 2PI equations with a finite order truncation. However, in all cases the
counterterms themselves remain the same, uniquely defined constants. Comparison to ring-resummed potentials. Equations (3.34), (3.35) and (3.37) pro-
vide a consistent resummation of the thermal potential to super-daisy level. They can be
seen as a consistent generalization of the Parwani resummation method [33]. In these ap-
proaches the thermal corrections affect all modes on equal footing, while in the usual ring re-
summation method [34, 35] only the long wavelength modes are screened by the short wave-
length modes in a thermal plasma. The advantage of the potential (3.37) is that it provides
a consistently renormalized, smooth continuation between the non-relativistic and relativis-
tic regimes. In all other ring-resummed potentials this behaviour has to be put in by hand. To effect a fair comparison of different approximations, we write all potentials using the
same renormalization conditions. To be concrete, we use the conditions ∂2
ϕV (vR) = m2
R and
∂4
ϕV (vR) = λR. 3.3
Finite temperature effective potential The critical temperatures are
Tc ≈169.20 GeV in the ring, Tc ≈153.29 GeV in the Parwani and Tc ≈155.67 GeV in the Hartree
approximation. We used mR = 100 GeV and λR = 6 (which implies λ
(4)
R ≃5.2). The vertical line
in the left panel shows T0 =
p
12/λRmR, where the high-temperature limit approximated thermal
mass vanishes at ϕR = 0. where only the zero-mode is dressed by thermal corrections, one finds: VRing(ϕR, T) ≡V1L(ϕR, T) + T
12πRe
m3
0(ϕR) −m3
0(ϕR, T)
. (3.40) (3.40) Above we wrote the Hartree potential in terms of the scale dependent variables. However,
since the potential is actually scale independent, we can rewrite it at the scale Q = mR,
explicitly in terms of the physical parameters: VH(ϕR, T)=−λ
(4)
R
12 ϕ4
R + m4
T
2λ
(4)
R
−m4
T
64π2
ln
m2
T
m2
R
−1
2
−m2
T T 2
2
I
m2
T
T 2
+T 4J
m2
T
T 2
, (3.41) where m2
T is the solution to the gap equation, which now becomes m2
T ≡m2
R + 1
2λ
(4)
R (ϕ2
R −v2
R) + λ
(4)
R
32π2
m2
T ln
m2
T
m2
R
+ m2
T −m2
R
+ T 2I
m2
T
T 2
,
(3.42) m2
T ≡m2
R + 1
2λ
(4)
R (ϕ2
R −v2
R) + λ
(4)
R
32π2
m2
T ln
m2
T
m2
R
+ m2
T −m2
R
+ T 2I
m2
T
T 2
,
(3.42) (3.42) with m2
R = 1
3λ
(4)
R v2
R and where finally λ
(4)
R is related to the renormalized coupling λR ≡
∂4
ϕVH(vR, 0) by λR = λ
(4)
R
1 + 3
3λ
(4)
R
32π2
+ 3
3λ
(4)
R
32π2
2
,
(3.43) (3.43) as can be shown by direct differentiation of equation (3.41). as can be shown by direct differentiation of equation (3.41). In the left panel of figure 3 we show the evolution of the second ϕ-derivatives of the
potentials near the critical temperature at ϕR = 0. 3.3
Finite temperature effective potential With these conditions the standard one-loop corrected potential without
the ring-corrections becomes V1L(ϕR, T) ≡−1
2µ2
Rϕ2
R + 1
4!λRϕ4
R + V1−loop(ϕR) + T 4J
m2
0(ϕR)
T 2
,
(3.38) (3.38) where m2
0(ϕR) = −µ2
R + 1
2λRϕ2
R and the standard one-loop vacuum potential is (this
potential also satisfies the condition ∂ϕV1−loop(vR) = 0) V1−loop(ϕR) =
1
64π2
m4
0(ϕR)
ln
m2
0(ϕR)
m2
R
−3
2
+ 2m2
Rm2
0(ϕR)
. (3.39) (3.39) In the Parwani approximation [33] one replaces m2
0(ϕR) with the lowest order thermal mass
m2
0(ϕR, T) = m2
0(ϕR) + 1
24λRT 2 in equation (3.38) and in the ring approximation [34, 35], – 11 – Figure 3. Left: the evolution of the second ϕ-derivatives of the different potentials at ϕR = 0. Middle: the evolution of the ratio v(T)/T, where v(T) is the position of the second minimum. Right: the potential at critical temperature in each approximation. The critical temperatures are
Tc ≈169.20 GeV in the ring, Tc ≈153.29 GeV in the Parwani and Tc ≈155.67 GeV in the Hartree
approximation. We used mR = 100 GeV and λR = 6 (which implies λ
(4)
R ≃5.2). The vertical line
in the left panel shows T0 =
p
12/λRmR, where the high-temperature limit approximated thermal
mass vanishes at ϕR = 0. JHEP12(2021)190 gure 3. Left: the evolution of the second ϕ-derivatives of the different potentials at ϕR = 0. Figure 3. Left: the evolution of the second ϕ-derivatives of the different potentials at ϕR = 0. Middle: the evolution of the ratio v(T)/T, where v(T) is the position of the second minimum. Right: the potential at critical temperature in each approximation. The critical temperatures are
Tc ≈169.20 GeV in the ring, Tc ≈153.29 GeV in the Parwani and Tc ≈155.67 GeV in the Hartree
approximation. We used mR = 100 GeV and λR = 6 (which implies λ
(4)
R ≃5.2). The vertical line
in the left panel shows T0 =
p
12/λRmR, where the high-temperature limit approximated thermal
mass vanishes at ϕR = 0. Figure 3. Left: the evolution of the second ϕ-derivatives of the different potentials at ϕR = 0. Middle: the evolution of the ratio v(T)/T, where v(T) is the position of the second minimum. Right: the potential at critical temperature in each approximation. 3.3
Finite temperature effective potential The sharp kinks seen in the ring
(green dashed line) and Parwani (red dash-dotted line) cases at T = T0 result from the
non-analytic dependence of the resummed potentials on the thermally corrected mass term
(we are using the high-temperature expansion for m2(ϕ, T) in these schemes). The one-
loop result (blue dotted line) does not share this feature, because there we are using the – 12 – non-resummed mass term. Interestingly, the Hartree result (black line) does not show signs
of similar non-analyticity. In the middle panel we show the evolution of the ratio v(T)/T,
where v(T) is the position of the asymmetric minimum as a function of T. There are
significant differences between the approximations: in all resummed potentials a metastable
minimum emerges, and it has the largest jump in the Hartree case. In the one-loop case
the metastability does not develop, but there is a jump in v(T)/T at T ≈120 GeV due to
the non-analytic behaviour, now of the vacuum mass term as a function of ϕ. In the right
panel we show the potentials at the critical temperature (whose value for each model is
given in the figure caption). The transition strength is dramatically different in the different
approximations and it is by far the strongest in the Hartree case. Of course one should keep
in mind that this is a very simple model, with only a single scalar field. However, when one
compares the one-loop results with lattice calculations, one typically finds that both ring
and Parwani approximations give weaker transitions than the lattice or 3d-perturbation
theory calculations [36]. It would be interesting to see if the Hartree approximation was in
better agreement with these schemes when applied in more complex models. JHEP12(2021)190 4
Wigner space equations (4.3) (4.3) Then taking the real and imaginary parts of equation (4.2) integrated over k0 and the
imaginary part of the same equation integrated over k0 and weighted by k0, we get three Then taking the real and imaginary parts of equation (4.2) integrated over k0 and the
imaginary part of the same equation integrated over k0 and weighted by k0, we get three – 13 – equations coupling the moments ρnk with n = 0, 1, 2 to the field equation for a homogeneous
field ϕR(t): equations coupling the moments ρnk with n = 0, 1, 2 to the field equation for a homogeneous
field ϕR(t): 1
4∂2
t ρ0k −ρ2k + ω2
k(t) ρ0k = 0,
(4.4a)
∂tρ1k = 0,
(4.4b)
∂tρ2k −1
2
h
∂t
m2
eff(t)
i
ρ0k = 0,
(4.4c)
h
∂2
t + m2
eff(t)
i
ϕR = 1
3λ
(2)
R ϕ3
R. (4.4d) (4.4d) JHEP12(2021)190 We used the shorthand m2
eff(t) ≡m2(ϕR, ∆R) for the mass defined in (3.22) and (3.21) and
defined ω2
k(t) ≡k2 + m2
eff(t). The gap equation (3.21), including the out-of-equilibrium (or
thermal) modes, can be written explicitly as We used the shorthand m2
eff(t) ≡m2(ϕR, ∆R) for the mass defined in (3.22) and (3.21) and
defined ω2
k(t) ≡k2 + m2
eff(t). The gap equation (3.21), including the out-of-equilibrium (or
thermal) modes, can be written explicitly as m2
eff(t) = −µ2
R(2) + 1
2λ
(2)
R
(
ϕ2
R + ∆F0
m2
eff(t)
+
Z
k
"
ρ0k(t) −θ
ω2
k(t)
2ωk(t)
#)
,
(4.5) (4.5) where we defined
R
k ≡
1
2π2
R ∞
0 d|k||k|2, and the Heaviside theta-function θ
ω2
k(t)
ensures
that the vacuum does not contain the unstable spinodal modes.3 If ρ0k(t) is identified with a thermal distribution (including the vacuum part), equa-
tion (4.5) clearly reduces to (3.34). After discretizing the momentum variable, equa-
tions (4.4c), (4.4a), (4.4d) and (4.5) can be written as a closed set of coupled first order
differential equations, which include backreaction from the non-equilibrium modes into the
evolution of the homogeneous field ϕR. The gap equation (4.5) must be solved first at the
entry to the routine, after which the solution is advanced using (4.4c), (4.4a) and (4.4d). 3Spinodal modes are the unstable modes that appear when the effective mass function is negative. We
define them explicitly in equation (5.1) below. Note that the vacuum energy integral in the spinodal region,
computed with the Heaviside function, is identical with the integral computed taking the absolute value of
the mass squared function and integrating over all momenta. 4
Wigner space equations We now proceed to solving the general equations (3.24b) and (3.24a) for homogeneous non-
equilibrium systems. Of these, equation (3.24a) is already in the desired form, when we
assume that field ϕR is homogeneous, but equation (3.24b) for the correlation function will
be easier to handle in the mixed representation. Because of the homogeneity an ordinary
Fourier transformation is sufficient for the spatial coordinates, but for the time variable we
need the Wigner transformation: ∆ab
Rk(k0, t) =
Z
dr0 ∆ab
Rk
t + r0
2 , t −r0
2
eik0r0,
(4.1) (4.1) where t ≡1
2(x0 + y0) and r0 ≡x0 −y0. Because all correlation functions ∆ab(x, y) have
the same local limit, it suffices to consider the equation for the lesser Wightman function
∆+−≡∆<. Starting from equation (3.24b), we find that in the Wigner representation it
satisfies the equation, 1
4∂2
t −k2 −ik0∂t + e−i
2 ∂m
t ∂k0m2 ϕR, ∆R
∆<
Rk(k0, t) = 0. (4.2) (4.2) Here the index m in the derivative ∂m
t
signals that the time-derivative acts only on the
mass function and not on the propagator. Equation (4.2) is still equivalent to (3.24b) and
highly complicated because of the infinite tower of t- and k0-derivatives involved. It can
be recast into a simpler form by introducing a moment expansion. Following reference [27]
we first introduce the moment functions: Here the index m in the derivative ∂m
t
signals that the time-derivative acts only on the
mass function and not on the propagator. Equation (4.2) is still equivalent to (3.24b) and
highly complicated because of the infinite tower of t- and k0-derivatives involved. It can
be recast into a simpler form by introducing a moment expansion. Following reference [27]
we first introduce the moment functions: ρkn(t) =
Z dk0
2π kn
0 ∆<
Rk(k0, t). 4
Wigner space equations The former can be further related to the particle and antiparticle number
densities nk and nk, so that one eventually finds [27, 28]: nk = 1
ωk
ρ2k + ρ1k,
(4.7a)
nk = 1
ωk
ρ2k −ρ1k −1,
(4.7b)
fc±
k
= ωkρ0k −1
ωk
ρ2k ± i
2∂tρ0k. (4.7c) (4.7a) (4.7b) (4.7c) The coherence functions fc±
k
measure the degree of quantum coherence, or squeezing,
between particle-antiparticle pairs with opposite 3-momenta [39]. A non-coherent vacuum
state must then be defined as a state with no squeezing in addition to having no particles. This corresponds to setting nk = nk = fc±
k
≡0, which is equivalent to: ρvac
0k = Θk
2ωk
,
∂tρvac
0k = 0,
ρvac
1k = −1
2
and
ρvac
2k = ωk
2 Θk,
(4.8) (4.8) where Θk ≡θ
ω2
k(t)
. Because we are assuming that ϕR is a real scalar field we also have
nk = nk, which implies that ρ1k = −1/2 at all times, so that the equation for ρ1k is actually
redundant. This is indeed a consistent solution even with the friction terms included. 4
Wigner space equations In practice one must introduce a UV-cutofffor the magnitude of the momentum |k|, but
results should not depend on its precise value, because all non-trivial physics results from
gradient terms acting in the infrared region. We have indeed shown that this is the case
in our numerical examples. Friction. Our main goal is to study the dynamical evolution of ϕR including the backre-
action from the modes excited during the zero-crossings (parametric resonance) and from
the unstable modes (spinodal, or tachyonic, instability). We would also like to study
dissipative interactions in our system. To do this correctly, we should go beyond the
Hartree approximation. This would be in principle a straightforward but very laborious
task. Some formal results can be found for example in [37]. Here we will instead add
phenomenological friction terms to our equations. Following references [27] and [28] we – 14 – generalize equations (4.4a), (4.4b) and (4.4c) as follows: 1
4∂2
t ρ0k −ρ2k + ω2
k(t)ρ0k = −c1∂tρ0k,
(4.6a)
∂tρ1 = −c2
δρ1k −δρeq
1k
,
(4.6b)
∂tρ2k −1
2
h
∂t
m2
eff(t)
i
ρ0k = −c2
δρ2k −δρeq
2k
,
(4.6c) (4.6a) (4.6b) (4.6c) where δρnk ≡ρnk −ρvac
nk with ρvac
nk being the vacuum moments defined in equations (4.8)
below, and the explicit forms for the equilibrium distributions ρeq
nk have to be provided
externally depending on the problem. Collision integrals could be computed accurately
in the context of the cQPA formalism following reference [28] (see also [38]), but here we
are only interested in qualitative effects, for which the above phenomenological approach is
sufficient. Even then the coefficients ci could be some momentum dependent functions, but
for simplicity we will assume that they are constants. Note that ρnk and ρeq
nk in general have
different vacuum distributions due to different respective solutions to mass gap equations. JHEP12(2021)190 Number densities and coherence function. We can get a better understanding of
the physical meaning of the moments by comparing them with the spectral cQPA solutions
found in reference [27]. As explained in section 4.2 of reference [27], the moments are in
a one-to-one correspondence with the cQPA mass-shell functions fm
k± and the coherence
function fc
k. 5.1
Particle production and reheating via parametric resonance JHEP12(2021)190 We first consider a case where the field starts from a relatively large value and oscillates
several times between positive and negative field values. Because we are also interested
in the spinodal instability, we consider a tree-level potential with a negative mass term. As physical parameters we use mR = 100 GeV and λ
(4)
R = 1, given which, µ2
R(2)(Q0) can
be solved from (3.13), while the running couplings and masses are defined in (3.19). We
compute the initial value for the effective mass function m2(ϕR, ∆R) using the vacuum
Hartree approximation (3.25). We used running parameters everywhere in our calculations. This served as a useful consistency check, since all final results must be (and indeed were)
scale independent. In this example we also set the friction terms to zero, ci = 0. The essential results for this run are shown in figures 4 and 5. In the left panel of figure 4
we show the evolution of the classical field ϕR, which here displays an orderly oscillation
pattern with a slowly decaying amplitude. The middle panel of figure 4 shows the evolution
of the fluctuations in the zeroth moment integrated over the 3-momentum, which is the
non-equilibrium contribution to the local correlation function:
R
k δρ0k =
R
k
ρ0k −ρvac
0k
≡
δ∆F(t, t). These results are in good agreement with reference [16], where this problem
was studied earlier using the mode equation approach. The rapid increase of δ∆F(t, t) at
early times is caused by two non-perturbative processes, the spinodal instability and the
parametric resonance. Spinodal instability. The presence of a spinodal instability is manifest in the right
panel of figure 4, where the effective mass term m2(ϕR, ∆R) is seen to become periodically
negative in the region t ≲0.25. Indeed, whenever the mass-function is negative, all k-modes
satisfying k2 + m2(ϕR, ∆R) < 0
(5.1) (5.1) 4The use of the term phase transition is not very accurate here, as we do not have a phase transition
in the same sense as for example in the electroweak transition. Rather, we have a situation where the
universe evolves from a cold initial state to a hot final state. It is a common practice however to refer to
this phenomenon as a phase transition as well, and we will also do so in what follows. 5
Numerical results We shall now solve the coupled dynamical equations (4.6a), (4.6b), (4.6c), (4.5) and (4.4d)
in a few examples chosen to illustrate the rich physics of the strongly coupled system – 15 – including the quantum backreaction. We will uncover some known results and find new
phenomena associated with spinodal and resonant particle production at phase transitions.4
We will show that a strong spinodal instability can cause a quantum assisted barrier pene-
tration without tunneling, and we emphasize the difficulty of giving any sensible definition
for the effective potential in a non-equilibrium system. Eventually, we will follow the full
thermalization process of a scalar field starting at rest in the vacuum potential until the end,
when the energy in the field is almost completely transformed into thermal fluctuations.5 5.1
Particle production and reheating via parametric resonance 5Let us make a note on units: in section 3.3, when discussing the thermal effective potentials, we gave
the mass parameter a value characteristic for the electroweak phase transition, mR = 100 GeV. Below we
continue to use the same value as a benchmark, and we shall be measuring all dimensionful quantities in the
GeV-units. In particular, we will be measuring time in units GeV−1, while we will be suppressing time-units
in all plots. However, in all examples that we will consider below, the physical mass mR is the only mass
scale in the problem. Thus, all results are in fact valid as such for an arbitrary mass value, if only one
rescales all dimensionful parameters by a suitable power of mR/GeV. – 16 – 0
0.5
1
1.5
2
-400
-200
0
200
400
0
0.5
1
1.5
2
0.0
0.5
1.0
1.5
104
0
0.5
1
1.5
2
0
1
2
3
4
104
Figure 4. Shown is the evolution of the classical field as a function of time (left), evolution of the
integrated non-equilibrium part of the local correlation function (middle), and the effective mass
function m2(ϕR, ∆R) (right). We used λ
(4)
R = 1, mR = 100 GeV, ϕR,in = 300 GeV and ∂tϕR,in = 0. The moment functions were initialized to the non-coherent vacuum values (4.8). We also assumed
no friction, setting ci to zero. 0
0.5
1
1.5
2
0.0
0.5
1.0
1.5
104 0
0.5
1
1.5
2
0
1
2
3
4
104 0
0.5
1
1.5
2
-400
-200
0
200
400 Figure 4. Shown is the evolution of the classical field as a function of time (left), evolution of the
integrated non-equilibrium part of the local correlation function (middle), and the effective mass
function m2(ϕR, ∆R) (right). We used λ
(4)
R = 1, mR = 100 GeV, ϕR,in = 300 GeV and ∂tϕR,in = 0. The moment functions were initialized to the non-coherent vacuum values (4.8). We also assumed
no friction, setting ci to zero. JHEP12(2021)190 are unstable and can grow exponentially. This is the spinodal or tachyonic instability. One might then be tempted to associate the growth in fluctuations in the period t ≲0.25
fully to the spinodal instability. If this was true, the excited modes should satisfy the
condition (5.1), which here translates to |k| ≲60 GeV. 5.1
Particle production and reheating via parametric resonance However, from figure 5 we see
that this is not the case. The fast production of modes is clearly visible in the upper
panels which show the integrated particle number (left) and the integrated modulus of
the coherence functions (right). But from the lower panels, showing time-momentum heat
plots of the same quantities, we see that the excited modes are concentrated on a frequency
band which lies entirely above the spinodal region (5.1). Parametric resonance. While our equations are highly non-linear and strongly self-
coupled, it is apparent that the structures seen in the heat plots in figure 5 correspond
to Mathieu instabilities associated with parametric resonance, familiar from the studies
of inflationary reheating [4]. This problem was also studied using 2PI methods in ref-
erence [7], albeit with a different set of approximations and a different potential. If we
identify the mass squared of the mode function in the Mathieu equation with our mass
function m2(ϕR, ∆R), and follow the analysis of section V in reference [4], we can (very
roughly) estimate the Mathieu equation q-parameter in our case to be q ∼2 ∆m2
eff
(2πν)2 ≈2,
(5.2) (5.2) where ∆m2
eff≈2 × 104 GeV2 is the instantaneous amplitude and ν ≈21 GeV is the local
frequency of oscillations of the effective mass term m2(ϕR, ∆R), shown in figure 4. The
value of the q-parameter, which remains roughly the same throughout the calculation,
suggests an intermediate resonance between the narrow and broad regimes. Similarly, the
expected position of the first resonance band is by and large estimated to be |k|rb ∼πν
4√
2 ≈60 GeV. (5.3) (5.3) This result, and the expected width of the resonance [4] ∆|k| ∼|k|rb ≈60 GeV are in quali-
tative agreement with our results. In figure 5 we can even observe a second, much narrower This result, and the expected width of the resonance [4] ∆|k| ∼|k|rb ≈60 GeV are in quali-
tative agreement with our results. In figure 5 we can even observe a second, much narrower – 17 – Figure 5. Shown is the evolution of the integrated number density (top left) and the absolute
value of the integrated coherence function
f c±
k
(top right), defined in equations (4.7), for the
same parameters as in figure 4. 5.1
Particle production and reheating via parametric resonance The bottom row shows the heat plots in the momentum and time
variables for the unintegrated distributions multiplied by the phase space factors:
k2
2π2 nk (lower
left) and
k2
2π2
f c±
k
(lower right). JHEP12(2021)190 Figure 5. Shown is the evolution of the integrated number density (top left) and the absolute
value of the integrated coherence function
f c±
k
(top right), defined in equations (4.7), for the
same parameters as in figure 4. The bottom row shows the heat plots in the momentum and time
variables for the unintegrated distributions multiplied by the phase space factors:
k2
2π2 nk (lower
left) and
k2
2π2
f c±
k
(lower right). band below the first one, which dominates the particle production at t ≈1. While this is
again in agreement with the qualitative expectations, its interpretation via Mathieu equa-
tion methods becomes even more tenuous. At late times t ≳0.3 the shape of the growth
pattern fits well in the standard picture [4], but in the spinodal region the resonant pro-
duction appears to be more efficient than usual: upon spinodal zero-crossings the resonant
production that normally shows (as it indeed does at later times also in our example) a pe-
riod of anti-correlation, is here always positively correlated. While individual growth bursts
are not enhanced, this positive correlation leads to particularly strong particle production. Because we did not include interactions in this run, the fluctuation band structure
remains stable at all times. The system also remains highly coherent, as is evident both
from the increase of the integrated coherence function and the stability of the heat plot of
the coherence function shown in the right panels of figure 5. 5.2
Strong spinodal instability In the above analysis we made little reference to the effective potential. Indeed, the one-
particle irreducible effective action is not a very useful quantity in an out-of-equilibrium
setting and it can even be defined only after the equations of motion have been solved. Even then one cannot define it universally, but only as a quantity evaluated locally in
time. We will now study this question in the case of a very strong spinodal instability. To be specific, we still use the values mR = 100 GeV, λ
(4)
R = 1 and ∂tϕR,in = 0, but we
take ϕR,in = 243.5 GeV and include also friction. We assume that collisions drive the
system to the vacuum state, i.e. we take δρeq
nk ≡0, and we specify the coefficients to be – 18 – 0
0.5
1
1.5
-200
0
200
-200
-100
0
100
200
-1
0
1
2
3
4
5
107
0
0.5
1
1.5
-1
0
1
2
104
Figure 6. The upper left panel shows the time evolution of ϕR (in units GeV) and the lower
left panel that of the effective mass function m2(ϕR, ∆R) (in units GeV2) in the case of a strong
spinodal instability. In the right panel we show the time-evolution of the instantaneous effective
potential (5.4) (dashed black line), embedded in a plot of the vacuum Hartree potential (dashed red
line). The colored dots indicate select times at which the instantaneous potential was evaluated as
indicated in the left panels. The solid blue line shows the instantaneous value of the non-equilibrium
vacuum potential (5.5). -200
-100
0
100
200
-1
0
1
2
3
4
5
107 0
0.5
1
1.5
-200
0
200
0
0.5
1
1.5
-1
0
1
2
104 JHEP12(2021)190 Figure 6. The upper left panel shows the time evolution of ϕR (in units GeV) and the lower
left panel that of the effective mass function m2(ϕR, ∆R) (in units GeV2) in the case of a strong
spinodal instability. In the right panel we show the time-evolution of the instantaneous effective
potential (5.4) (dashed black line), embedded in a plot of the vacuum Hartree potential (dashed red
line). The colored dots indicate select times at which the instantaneous potential was evaluated as
indicated in the left panels. The solid blue line shows the instantaneous value of the non-equilibrium
vacuum potential (5.5). 6Although we gave the friction terms only in a qualitative form, we can provide an estimate for the
magnitude of the ci-coefficients. From equations (4.6) it is clear that ci have the dimensions of mass. The
lowest order contribution to the collision integrals arises at the second order in coupling in the 2PI expansion.
Hence the naïve scale of the coefficients ci is given by λ
4π
2m, which for λ
(4)
R = 1 and mR = 100 GeV gives
ci ≃0.6 GeV. 5.2
Strong spinodal instability c1,2 = 0.6 GeV.6 In this case the initial potential energy of the field is lower than the peak
of the vacuum potential at ϕR = 0. This can be seen in the right panel of figure 6, where
we plot the Hartree-resummed vacuum potential (red dashed line) and indicate the initial
field value by the black dot. Obviously, if the potential was held fixed, the field would simply oscillate around the
positive minimum with a decaying amplitude. However, when backreaction is included, the
picture changes dramatically. The actual field evolution is shown in the upper left panel of
figure 6. Curiously, the field stays around the positive minimum during only one oscillation
cycle, after which it apparently passes through the potential barrier, spending a rather long
time near the middle of the potential with the effective mass function close to zero. Of
course what happens is that in the first passage of the field into the spinodal region, an
explosive creation of fluctuations takes place. This is clearly demonstrated in figure 7,
which shows the integrated fluctuations in the moment functions (upper panels) and the
associated heat plots in the time-momentum plane (lower panels). These fluctuations
absorb a large amount of entropy, which decreases the free energy in the system and lowers
the barrier between the minima allowing the field to pass to the negative side. The key
issue is to not confuse the total internal energy of the system and the free energy, which
may vary strongly depending on the entropy production. – 19 – 0
0.5
1
1.5
0.0
0.5
1.0
104
0
0.5
1
1.5
0
1
2
107
0
0.5
1
1.5
20
40
60
80
100
0
200
400
600
0
0.5
1
1.5
20
40
60
80
100
0
2
4
6
8
105
Figure 7. The upper panels: shown are the integrated non-equilibrium fluctuations of the moment
functions,
R
k δρ0,2k. The colored dots have the same interpretation as in figure 6. The lower panels:
heat plots showing the momentum distributions
1
2π2 k2δρnk corresponding to the upper panels. The
left panels show the zeroth moment n = 0 and the right panels the second moment n = 2. 7In reference [16] yet another dynamical potential was defined as the difference between the total ener
of the system and the kinetic energy of the classical field. 5.2
Strong spinodal instability 0
0.5
1
1.5
0
1
2
107
0
0.5
1
1.5
20
40
60
80
100
0
2
4
6
8
105 0
0.5
1
1.5
0.0
0.5
1.0
104 JHEP12(2021)190 Figure 7. The upper panels: shown are the integrated non-equilibrium fluctuations of the moment
functions,
R
k δρ0,2k. The colored dots have the same interpretation as in figure 6. The lower panels:
heat plots showing the momentum distributions
1
2π2 k2δρnk corresponding to the upper panels. The
left panels show the zeroth moment n = 0 and the right panels the second moment n = 2. Non-equilibrium effective potentials. While the effective potential cannot be defined
a priori, it is illustrative to construct it a posteriori as a time dependent potential that
reproduces the equation of motion (4.4d) at all times. This potential can be constructed
as the definite integral V1PI(t; ϕR) ≡
Z t
tin
−1
3λ
(2)
R ϕ3
R + m2(ϕR, ∆R)ϕR
(∂˜tϕR)d˜t,
(5.4) (5.4) where ϕR and ∆R are the solutions of the equations of motion. We show this potential
as the dashed black line in figure 6. After the crossing to the negative side, the shape
of the potential function settles and the field oscillates around the negative minimum
with a decaying amplitude. We stress that V1PI is only useful for the visualization and
interpretation of results and there is no unique definition of the effective potential in the
non-equilibrium case. As was already mentioned in section 3.3, in any finite truncation the renormalized 2PI
vacuum becomes dependent on the IR-physics. Another interesting potential7 function
then is the equivalent of the vacuum Hartree potential in the presence of fluctuations. This
potential is defined as VH∆(ϕR, ∆R) ≡VH(ϕR, ∆R) −1
2m2(ϕR, ∆R)
Z
k
δρ0k,
(5.5) (5.5) where VH(ϕR, ∆R) is the 2PI vacuum potential (3.29) evaluated replacing the vacuum mass
function m2(ϕR) with the general mass function m2(ϕR, ∆R). Note that the integral term 7In reference [16] yet another dynamical potential was defined as the difference between the total energy
of the system and the kinetic energy of the classical field. – 20 – 0
1
2
3
4
5
6
-400
-200
0
200
400
0
1
2
3
4
5
6
0
5
10
15
107
Figure 8. 5.2
Strong spinodal instability Shown is the time-evolution of the classical field (left panel) and that of the total energy
in the fluctuations and the classical field (right panel). Hϕ(t) is the energy in the classical field
and H∆(t) is the energy in the fluctuations. The physical parameters and the specific form of the
collision integrals used in this run are described in the text. 0
1
2
3
4
5
6
0
5
10
15
107 0
1
2
3
4
5
6
-400
-200
0
200
400 Figure 8. Shown is the time-evolution of the classical field (left panel) and that of the total energy
in the fluctuations and the classical field (right panel). Hϕ(t) is the energy in the classical field
and H∆(t) is the energy in the fluctuations. The physical parameters and the specific form of the
collision integrals used in this run are described in the text. JHEP12(2021)190 over the fluctuations of the zeroth moment is a part of the vacuum Hartree potential,
similarly to the case with the thermal potential (3.37). The potential (5.5) is shown with
the blue solid line in the right panel of figure 6. It represents changes in the 2PI Hartree
vacuum energy including the backreaction effects, and like the instantaneous V1PI-potential,
its barrier around ϕR = 0 is temporarily lowered by the backreaction. This example
demonstrates that the final stages of a phase transition may involve very complicated
quantum dynamics, where classical expectations and constraints do not hold. We conclude this subsection by stressing on the difference of the fluctuation spectra in
the present case, shown in the lower panels of figure 7, and in the parametric resonance case
shown in figure 5. Even though we used the same mass and coupling parameters, essentially
all fluctuations are here created by the spinodal instability. Indeed, they occupy a region
in the phase space which is consistent with the instability constraint (5.1), continues all
the way to zero momentum and lies entirely below the parametric resonance band. 5.3
Self-thermalization As our final example we study thermalization of the scalar field energy in a self-interacting
system. We use the same physical parameters and initial conditions as in section 5.1
but include collision terms with the friction coefficients c0,1 = 0.6 GeV, and assume that
the collisions drive the system to thermal equilibrium, i.e. we take δρeq
nk ≡δρth
nk. With
rigorously computed collision terms the thermal state would emerge automatically as an
attractor solution, but in our phenomenological approach we need to give a definition for
the instantaneous temperature. In thermal equilibrium a general moment can be written as ρth
nk = 1
2 ωn−1
k
h
nBE(ωk) + (−1)n 1 + nBE(ωk)
i
,
(5.6) (5.6) where nBE(k0) = (ek0/T −1)−1 is the Bose-Einstein distribution function. In particular k0/T −1)−1 is the Bose-Einstein distribution function. In particular δρth
0k = 1
ωk
nBE(ωk)
and
δρth
2k = ωknBE(ωk). (5.7) (5.7) – 21 – – 21 – 0
2
4
6
0.0
0.5
1.0
106
0
2
4
6
0
2
4
6
105
0
2
4
6
50
100
150
200
0
1
2
3
4
104
0
2
4
6
50
100
150
200
1
2
3
4
104
Figure 9. Shown are the evolution of the number density (left) and the modulus of the coherence
functions (right). In the upper panels the quantities are integrated over momentum. We used the
same parameters as in figure 5, except for non-zero friction coefficients ci = 0.6 GeV in the collision
integrals with thermal equilibrium solutions. 0
2
4
6
0
2
4
6
105
0
2
4
6
50
100
150
200
1
2
3
4
104 0
2
4
6
0
2
4
6
105 0
2
4
6
0.0
0.5
1.0
106 0
2
4
6
50
100
150
200
0
1
2
3
4
104 0
2
4
6
50
100
150
200
1
2
3
4
104 JHEP12(2021)190 Figure 9. Shown are the evolution of the number density (left) and the modulus of the coherence
functions (right). In the upper panels the quantities are integrated over momentum. We used the
same parameters as in figure 5, except for non-zero friction coefficients ci = 0.6 GeV in the collision
integrals with thermal equilibrium solutions. while δρth
1k = 0. 5.3
Self-thermalization We define the equivalent temperature T = T(t) by requiring that the
thermal state has the same energy as what is stored in the fluctuations: while δρth
1k = 0. We define the equivalent temperature T = T(t) by requiring that the
thermal state has the same energy as what is stored in the fluctuations: H∆(t) ≡
Z
k
δρ2k(t) ≡
Z
k
ωknBE(ωk). (5.8) (5.8) In all these equations ω2
k = k2 + m2(ϕR, ∆R) is a function of time. The energy stored in
the classical field is Hϕ(t) ≡1
2
∂tϕR(t)
2 + VH∆(ϕR(t), ∆R(t)). (5.9) (5.9) With our definitions of the temperature and the collision integrals the total energy H =
Hϕ + H∆should be conserved, and we checked that this is indeed the case to a high accu-
racy in our calculations. For more details on this, and on the numerical setup in general,
see appendix A. Spinodal slowing. In the left panel of figure 8 we show the evolution of the classical
field ϕR. Initially ϕR evolves as in the collisionless case, oscillating with a nearly constant
frequency and a large amplitude, but around t ∼2 the frequency starts to decrease until
it reaches a minimum around t ∼3. After this the field gets trapped around the positive
minimum while the oscillation frequency increases again. This spinodal slowing effect was
already seen in connection with the barrier crossing in section 5.2. The bearing of the
spinodal modes is revealed in the inset in the left panel of figure 11, which shows that the
effective mass term m2(ϕR, ∆R) repeatedly becomes negative in this region. In the right
panel of figure 8 we show the energy components Hϕ and H∆. Initially all energy is stored
in the classical field, but the fraction of energy in the fluctuations increases until the system
is reheated, with almost all of the energy contained in the fluctuations. – 22 – 0
200
400
600
800
0
0.5
1
1.5
2
2.5
3
106
0
500
1000
1500
0
0.5
1
1.5
2
105
0
200
400
600
800
0.0
0.5
1.0
1.5
104
0
500
1000
1500
0.0
0.1
0.1
103
Figure 10. 5.3
Self-thermalization Shown are the momentum distributions
k2
2π2 δρ2k (left) and
k2
2π2
f c±
k
(right) for three
different times: t = 0.2 (solid blue lines) t = 1.3 (red dotted lines) and t = 6 (black dashed lines). Also shown in the left plot is the weighted thermal distribution
k2
2π2 ωknBE(ωk) for the equivalent
temperature T(t = 6) = 144.9 GeV (black dotted line). 0
200
400
600
800
0.0
0.5
1.0
1.5
104
0
500
1000
1500
0.0
0.1
0.1
103 0
200
400
600
800
0
0.5
1
1.5
2
2.5
3
106
0
500
1000
1500
0
0.5
1
1.5
2
105 JHEP12(2021)190 Figure 10. Shown are the momentum distributions
k2
2π2 δρ2k (left) and
k2
2π2
f c±
k
(right) for three
different times: t = 0.2 (solid blue lines) t = 1.3 (red dotted lines) and t = 6 (black dashed lines). Also shown in the left plot is the weighted thermal distribution
k2
2π2 ωknBE(ωk) for the equivalent
temperature T(t = 6) = 144.9 GeV (black dotted line). Mode transfer and decoherence. In figure 9 we again show the evolution of the
number density and coherence functions, including both the integrated quantities and the
time-momentum heat plots. There are striking, but expected differences between these
plots and the corresponding non-interacting results shown in figure 5. First, the number
density stops growing already at t ∼1 and eventually starts to decrease for t ≳2. As
is seen from figure 8, fluctuations dominate the total energy already for t ≳1, and the
subsequent decrease of particle number results from a transfer of modes to higher energies. Thermalization process should also lead to decoherence, and this is indeed clearly visible in
the upper right panel of figure 9, which shows the integrated function
fc±
k
. From the heat
plots we see that particle production gets progressively less efficient and moves to smaller
frequencies, as less and less energy is left in the classical field. From the heat plot in the
lower right panel we see that coherence is erased throughout the phase space at late times. Thermalization. In figure 10 we show the |k|-distributions of δρ2k (left panel) and the
coherence function
fc±
k
(right panel) weighted by the phase space factor, for selected times
during the evolution. 5.3
Self-thermalization The black arrows indicate
the limiting cases of vacuum (w = −1) and kinetic (w = 1) energy dominance as well as matter
(w = 0) and radiation (w = 1/3) EOS’s, shown by horizontal lines. In all graphs shown the red
arrow points the region of maximal spinodal slowing. JHEP12(2021)190 Also the fluctuations in the equivalent temperature have but a small residual amplitude
left. For the final time we also plotted (black dotted line in the left panel of figure 10)
the equivalent thermal spectrum
k2
2π2 ωknBE(ωk) with T = 144.9 GeV, corresponding to the
equivalent temperature at t = 6. The close agreement between the actual and thermal
distributions shows that the system has indeed thermalized to a very high accuracy. Also the fluctuations in the equivalent temperature have but a small residual amplitude
left. For the final time we also plotted (black dotted line in the left panel of figure 10)
the equivalent thermal spectrum
k2
2π2 ωknBE(ωk) with T = 144.9 GeV, corresponding to the
equivalent temperature at t = 6. The close agreement between the actual and thermal
distributions shows that the system has indeed thermalized to a very high accuracy. Equation of state. Let us finally study the evolution of the equation of state (EOS) in
the system. The EOS-parameter is defined as w ≡P
H,
(5.10) (5.10) where H = Hϕ+H∆is the total energy and the total pressure P = Pϕ+P∆is similarly the
sum of the pressures in the classical field and in the fluctuations. The former is given by Pϕ = 1
2(∂tϕR)2 −VH∆(ϕR, ∆R),
(5.11) (5.11) where VH∆was defined in (5.5). The pressure contained in the fluctuations can be com-
puted as the spatial component of the energy-momentum tensor [27], and it can be written
in terms of the moment functions as follows: where VH∆was defined in (5.5). The pressure contained in the fluctuations can be com-
puted as the spatial component of the energy-momentum tensor [27], and it can be written
in terms of the moment functions as follows: P∆(ϕR, ∆R) =
Z
k
δρ2k(t) +
1
3k2 −ω2
k
δρ0k(t)
. (5.12) (5.12) It is easy to see that in the thermal limit (5.12) reduces to the negative of the thermal part
of the effective potential in the Hartree approximation: P∆= −T 4J
m2
T /T 2. 5.3
Self-thermalization At a relatively early time t = 0.2 the distributions shown in solid
blue still display a clear parametric resonance band structure. At a later time t = 1.3
(red dotted lines) the resonant spectrum is already much more complex, apparently with
contributions from many narrow bands. Also a significant mode-transfer to the thermal
region has already taken place. Indeed, from the main plot in the left panel of figure 11
we see that the equivalent temperature at t = 1.3 is roughly 140 GeV, and as the field
is relatively light, ⟨m2
eff⟩1/2/T ≲1 with ⟨m2
eff⟩being the local average of the oscillating
effective mass function, the expected maximum of the thermal spectrum is located at
⟨|k|⟩≈3T ≈400 GeV. At the end of the simulation, t = 6 (black dashed curve), the
system has essentially thermalized. Almost all energy is in the fluctuations and very little
particle production activity remains. The particle number in the resonance bands is small
and the coherence is almost vanishing everywhere and in particular in the thermal region. – 23 – 6
0
1
2
3
4
5
6
-1
-0.5
0
0.5
1 0
1
2
3
4
5
6
0
50
100
150
2
3
4
5
6
0
0.5
1
0
1
2
3
4
5
6
-1
-0.5
0
0.5
1
Figure 11. In the left panel we show the equivalent temperature defined through equation (5.8) as
a function of time. The inset shows the parameter xeff≡sgn
m2
eff
m2
eff
1/2/T. In the right panel
we show the EOS-parameter of the system defined in equation (5.10). The black arrows indicate
the limiting cases of vacuum (w = −1) and kinetic (w = 1) energy dominance as well as matter
(w = 0) and radiation (w = 1/3) EOS’s, shown by horizontal lines. In all graphs shown the red
arrow points the region of maximal spinodal slowing. 0
1
2
3
4
5
6
0
50
100
150
2
3
4
5
6
0
0.5
1 Figure 11. In the left panel we show the equivalent temperature defined through equation (5.8) as
a function of time. The inset shows the parameter xeff≡sgn
m2
eff
m2
eff
1/2/T. In the right panel
we show the EOS-parameter of the system defined in equation (5.10). 6
Conclusions JHEP12(2021)190 We have studied the non-equilibrium evolution of a system consisting of a classical scalar
field coupled to the two-point function describing quantum fluctuations. We derived renor-
malized evolution equations for the system using 2PI methods in the Hartree approxima-
tion. We derived the effective potential for this system in vacuum and in thermal equi-
librium and compared the latter with the known one-loop-resummed effective potentials. We showed that the Parwani-resummed thermal potential [33] is closest in spirit to the
Hartree-resummed effective potential. We showed that in a non-equilibrium situation the
2PI method, in any finite truncation, leads to an effective vacuum potential (the vacuum
state) that depends on the infrared physics. Indeed, even though the renormalization pro-
cedure provides unique and constant counterterms, the split of the system into divergent
and non-divergent parts depends on the IR-physics. We wrote our renormalized evolution equations as a set of coupled moment-equations
for the correlation function and a field equation for the one-point function in the mixed
representation and included phenomenological collision integrals describing friction. We
used this system to study the non-perturbative particle production and spinodal instabil-
ity at the end of phase transitions. We found out that quantum backreaction can have
significant effects on the evolution of the system and addressed the problems in trying to
define any practical effective potential for such dynamical systems. In particular we were
able to follow the full thermal history of a self-interacting system starting from a cold
initial state where all energy in the system was stored in the classical potential, until the
end when the system was reheated and thermalized and the field stayed at the minimum
of the thermal (Hartree) effective potential. In this work we assumed that the quantum system lived in the Minkowski space-time. Generalization to an expanding FRLW space-time is straightforward by a simple transform
to conformal coordinates [40]. Moreover, in many realistic systems the time scales involved
in the phase transition are much faster than the Hubble expansion. In those cases our
results are representative of the physics as such. Also, we used only a phenomenological
form for the collision integrals. It would be interesting to derive more realistic collision
terms using the methods developed in [28, 39]. Also it would be interesting to couple the
scalar field also to other quantum fields. 5.3
Self-thermalization We plot the EOS-parameter w in the right panel of figure 11. The EOS-parameter
starts from w = −1 and initially oscillates between w = −1, corresponding to total vac-
uum energy dominance, and w = 1, corresponding to kinetic energy dominance (kina-
tion) in the classical field sector. However, as the energy is moved out from the field
and the system thermalizes, the EOS-parameter moves to the band 0 < w < 1/3 corre-
sponding to normal matter. From the inset of the left panel we see that the average value – 24 – ⟨|xeff|⟩= ⟨|m2
eff|1/2/T⟩≈0.6 at late times. This indicates that the reheated thermal plasma
is almost relativistic and indeed, the EOS-parameter is asymptoting close to w = 1/3 at
late times. (In a purely thermal plasma with xeff= 0.6 one would get w ≈0.315.) The
periodic deviation below this value seen in figure 11 is due to the field contributions to
energy and pressure. 6
Conclusions This should be straightforward by combining the
current results with the quantum transport equations for fermions developed in [41]. In
this way one should be able to study reheating at the end of inflation in a realistic setup. – 25 – Acknowledgments This work was supported by the Academy of Finland grant 318319. OK was in addition
supported by a grant from the Magnus Ehrnrooth Foundation. We wish to thank Alexandre
Alvarez, Amitayus Banik, Haye Hinrichsen, Sami Nurmi, Werner Porod and Anna Tokareva
for discussions and comments on the manuscript. A
Numerical implementation In this appendix we discuss some technical points that are relevant for an accurate and
efficient solution of the evolution equations. The first one concerns identifying a conserved
quantity in the non-interacting limit. The equations rewritten using this variable are much
more stable than the original equations. The second point concerns discretization. In
a naïve binning of the momentum variable, the discrete integral of the vacuum term in
equation (4.5) is badly behaved numerically near the edges of the spinodal regions. This
problem can be avoided by a more careful definition of the binned variables. Finally, we
show how our numerical setup conserves the total energy of the solved system to a high
accuracy with the self-thermalizing system as a case study. JHEP12(2021)190 Stabilized equations. It was noted already in reference [27] that the moment equa-
tions (4.4a), (4.4b) and (4.4c) can be written in a form that is more resistant to numerical
instabilities, using the variable Xk ≡2ρ0kρ2k −ω2
k(t)ρ2
0k −1
4(∂tρ0k)2. (A.1) (A.1) Indeed, if we multiply (4.4a) by 2∂tρ0k and (4.4c) by 2ρ0k and subtract the resulting
equations, we can show that Xk is conserved in the collisionless limit: ∂tXk = 0. With non-
vanishing friction terms Xk is no longer conserved, but the derivation with equations (4.6)
including friction proceeds analogously, and one finds: 1
4∂2
t ρ0k −ρ2k + ω2
k(t)ρ0k = −c1∂tρ0k,
(A.2a)
∂tρ1k = −c2
δρ1k −δρeq
1k
,
(A.2b)
∂tXk = 2c1
∂tρ0k
2 −2c2ρ0k
δρ2k −δρeq
2k
. (A.2c) (A.2b) (A.2c) We have thus replaced ρ2k by Xk as a dynamical variable. We will use (A.1) to set the
initial condition for Xk in terms of the initial values for ρ0k, ∂tρ0k and ρ2k, and at any
point during and at the end of the calculation we can compute ρ2k from Xk using the
inverse relation
1
1
We have thus replaced ρ2k by Xk as a dynamical variable. We will use (A.1) to set the
initial condition for Xk in terms of the initial values for ρ0k, ∂tρ0k and ρ2k, and at any
point during and at the end of the calculation we can compute ρ2k from Xk using the
inverse relation ρ2k =
1
2ρ0k
Xk + 1
4(∂tρ0k)2 + ω2
k(t)ρ2
0k
. (A.3) (A.3) (A.3) Coarse-grained binning. A
Numerical implementation Whenever the effective mass term is negative there is a mo-
mentum for which m2(ϕR, ∆R) = −k2 and at this point the zeroth momentum vacuum
function ρvac
0k = Θk/(2ωk) diverges. This is a mild, integrable singularity that does not Coarse-grained binning. Whenever the effective mass term is negative there is a mo-
mentum for which m2(ϕR, ∆R) = −k2 and at this point the zeroth momentum vacuum
function ρvac
0k = Θk/(2ωk) diverges. This is a mild, integrable singularity that does not – 26 – Figure 12. Shown is the relative change in energy δH = H/H0 −1 during calculation in
the self-thermalization case studied in section 5.3. Inset shows a close-up on the first spinodal
instability region. JHEP12(2021)190 Figure 12. Shown is the relative change in energy δH = H/H0 −1 during calculation in
the self-thermalization case studied in section 5.3. Inset shows a close-up on the first spinodal
instability region. affect the continuum limit, but it can cause overflows and numerical inaccuracy in a sys-
tem with a finite discretization. This problem can be avoided by a careful choice of binned
variables for the vacuum distribution. That is, we replace the vacuum distribution by a
coarse-grained distribution defined by an integration over each momentum bin q ∈[qi, qi+1]: affect the continuum limit, but it can cause overflows and numerical inaccuracy in a sys-
tem with a finite discretization. This problem can be avoided by a careful choice of binned
variables for the vacuum distribution. That is, we replace the vacuum distribution by a
coarse-grained distribution defined by an integration over each momentum bin q ∈[qi, qi+1]: 1
2ωqci
→
1
2q2
ci∆qi
i0(qi+1) −i0(qi)
,
(A.4)
where qci ≡1
2(qi + qi+1), ∆qi ≡qi+1 −qi and
i0(q) ≡1
2
qωq −m2artanh
q
ωq
. (A.5) 1
2ωqci
→
1
2q2
ci∆qi
i0(qi+1) −i0(qi)
,
(A.4) (A.4) where qci ≡1
2(qi + qi+1), ∆qi ≡qi+1 −qi and i0(q) ≡1
2
qωq −m2artanh
q
ωq
. (A.5) (A.5) When the bin width goes to zero, the replacement (A.4) does not make any difference. However, for a finite discretization it avoids the singularity that would occur in the spinodal
region when the effective mass function coincides with one of the bin-momenta squared,
m2(ϕR, ∆R) = −q2
ci. When the bin width goes to zero, the replacement (A.4) does not make any difference. A
Numerical implementation However, for a finite discretization it avoids the singularity that would occur in the spinodal
region when the effective mass function coincides with one of the bin-momenta squared,
m2(ϕR, ∆R) = −q2
ci. Energy conservation. In figure 12 we show the relative change in the total energy
δH ≡H/H0−1 in the example we studied in section 5.3. The total energy is H = Hϕ+H∆,
where partial energies in the fluctuations H∆and in the classical field Hϕ were defined in
equations (5.8) and (5.9). In this example the total energy should be conserved, and
this is indeed true to a very high accuracy. In this run we used a discretized momentum
|k| ∈[0, 2000] GeV with 1000 grid points. As can be seen in the figure, the error is essentially
negligible between the spinodal regions. Within the spinodal regions there is some residual
noise at early times. This arises from the integrable singularity near m2(ϕR, ∆R) = 0, even
with the coarse grained binning, but even this error is small and can be further reduced by
reducing the bin width. We conclude that numerical errors are well under control in our
calculations. – 27 – Open Access. This article is distributed under the terms of the Creative Commons
Attribution License (CC-BY 4.0), which permits any use, distribution and reproduction in
any medium, provided the original author(s) and source are credited. References Smit and A. Tranberg, Equilibration in φ4 theory in 3 + 1 dimensions,
Phys. Rev. D 72 (2005) 025014 [hep-ph/0503287] [INSPIRE]. [19] J. Berges, S. Borsányi, U. Reinosa and J. Serreau, Nonperturbative renormalization for 2PI
effective action techniques, Annals Phys. 320 (2005) 344 [hep-ph/0503240] [INSPIRE]. [20] H. van Hees and J. Knoll, Renormalization in selfconsistent approximations schemes at finite
temperature. 1. Theory, Phys. Rev. D 65 (2002) 025010 [hep-ph/0107200] [INSPIRE]. [21] H. Van Hees and J. Knoll, Renormalization of selfconsistent approximation schemes. 2. Applications to the sunset diagram, Phys. Rev. D 65 (2002) 105005 [hep-ph/0111193]
[INSPIRE]. JHEP12(2021)190 JHEP12(2021)190 [22] U. Reinosa and Z. Szép, Broken phase scalar effective potential and Φ-derivable
approximations, Phys. Rev. D 83 (2011) 125026 [arXiv:1103.2689] [INSPIRE]. [23] G. Fejos, A. Patkos and Z. Szep, Renormalisability of the 2PI-Hartree approximation of
multicomponent scalar models in the broken symmetry phase, Nucl. Phys. A 803 (2008) 115
[arXiv:0711.2933] [INSPIRE]. [24] T. Arai, Renormalization of the 2PI Hartree-Fock approximation on de Sitter background in
the broken phase, Phys. Rev. D 86 (2012) 104064 [arXiv:1204.0476] [INSPIRE]. [25] A. Pilaftsis and D. Teresi, Symmetry improved CJT effective action, Nucl. Phys. B 874
(2013) 594 [arXiv:1305.3221] [INSPIRE]. [26] A. Pilaftsis and D. Teresi, Exact RG invariance and symmetry improved 2PI effective
potential, Nucl. Phys. B 920 (2017) 298 [arXiv:1703.02079] [INSPIRE]. [27] M. Herranen, K. Kainulainen and P.M. Rahkila, Kinetic theory for scalar fields with nonlocal
quantum coherence, JHEP 05 (2009) 119 [arXiv:0812.4029] [INSPIRE]. [28] M. Herranen, K. Kainulainen and P.M. Rahkila, Coherent quantum Boltzmann equations
from cQPA, JHEP 12 (2010) 072 [arXiv:1006.1929] [INSPIRE]. [29] J.M. Cornwall, R. Jackiw and E. Tomboulis, Effective action for composite operators, Phys. Rev. D 10 (1974) 2428 [INSPIRE]. [30] J. Berges, Introduction to nonequilibrium quantum field theory, AIP Conf. Proc. 739 (2004)
3 [hep-ph/0409233] [INSPIRE]. [31] L.V. Keldysh, Diagram technique for nonequilibrium processes, Zh. Eksp. Teor. Fiz. 47
(1964) 1515 [Sov. Phys. JETP 20 (1965) 1018] [INSPIRE]. [32] G. Amelino-Camelia and S.-Y. Pi, Selfconsistent improvement of the finite temperature
effective potential, Phys. Rev. D 47 (1993) 2356 [hep-ph/9211211] [INSPIRE]. [33] R.R. Parwani, Resummation in a hot scalar field theory, Phys. Rev. D 45 (1992) 4695
[Erratum ibid. 48 (1993) 5965] [hep-ph/9204216] [INSPIRE]. [34] M.E. Carrington, The effective potential at finite temperature in the Standard Model, Phys. Rev. D 45 (1992) 2933 [INSPIRE]. [35] P.B. Arnold and O. References [1] J.H. Traschen and R.H. Brandenberger, Particle production during out-of-equilibrium phase
transitions, Phys. Rev. D 42 (1990) 2491 [INSPIRE]. [2] M.A. Amin, M.P. Hertzberg, D.I. Kaiser and J. Karouby, Nonperturbative dynamics of
reheating after inflation: a review, Int. J. Mod. Phys. D 24 (2014) 1530003
[arXiv:1410.3808] [INSPIRE]. JHEP12(2021)190 [3] L. Kofman, A.D. Linde and A.A. Starobinsky, Reheating after inflation, Phys. Rev. Lett. 73
(1994) 3195 [hep-th/9405187] [INSPIRE]. [4] L. Kofman, A.D. Linde and A.A. Starobinsky, Towards the theory of reheating after inflation,
Phys. Rev. D 56 (1997) 3258 [hep-ph/9704452] [INSPIRE]. [5] P.B. Greene, L. Kofman, A.D. Linde and A.A. Starobinsky, Structure of resonance in
preheating after inflation, Phys. Rev. D 56 (1997) 6175 [hep-ph/9705347] [INSPIRE]. [6] J. Braden, L. Kofman and N. Barnaby, Reheating the universe after multi-field inflation,
JCAP 07 (2010) 016 [arXiv:1005.2196] [INSPIRE]. 7] J. Berges and J. Serreau, Parametric resonance in quantum field theory, Phys. Rev. Lett. 91
(2003) 111601 [hep-ph/0208070] [INSPIRE]. [8] E. Calzetta, Spinodal decomposition in quantum field theory, Annals Phys. 190 (1989) 32
[INSPIRE]. [9] A.H. Guth and S.-Y. Pi, The quantum mechanics of the scalar field in the new inflationary
universe, Phys. Rev. D 32 (1985) 1899 [INSPIRE]. [10] E.J. Weinberg and A.-Q. Wu, Understanding complex perturbative effective potentials, Phys. Rev. D 36 (1987) 2474 [INSPIRE]. [11] J.F. Dufaux, G.N. Felder, L. Kofman, M. Peloso and D. Podolsky, Preheating with trilinear
interactions: tachyonic resonance, JCAP 07 (2006) 006 [hep-ph/0602144] [INSPIRE]. [12] M. Fairbairn, K. Kainulainen, T. Markkanen and S. Nurmi, Despicable dark relics: generated
by gravity with unconstrained masses, JCAP 04 (2019) 005 [arXiv:1808.08236] [INSPIRE]. [13] T. Markkanen and S. Nurmi, Dark matter from gravitational particle production at reheating,
JCAP 02 (2017) 008 [arXiv:1512.07288] [INSPIRE]. [14] D. Boyanovsky and H.J. de Vega, Quantum rolling down out-of-equilibrium, Phys. Rev. D 47
(1993) 2343 [hep-th/9211044] [INSPIRE]. [14] D. Boyanovsky and H.J. de Vega, Quantum rolling down out-of-equilibrium, Phys. Rev. D 47
(1993) 2343 [hep-th/9211044] [INSPIRE]. [15] D. Boyanovsky, D.-S. Lee and A. Singh, Phase transitions out-of-equilibrium: domain
formation and growth, Phys. Rev. D 48 (1993) 800 [hep-th/9212083] [INSPIRE]. [16] J. Baacke and S. Michalski, Nonequilibrium evolution in scalar O(n) models with spontaneous
symmetry breaking, Phys. Rev. D 65 (2002) 065019 [hep-ph/0109137] [INSPIRE]. [17] A. Arrizabalaga, J. Smit and A. Tranberg, Tachyonic preheating using 2PI −1/N dynamics
and the classical approximation, JHEP 10 (2004) 017 [hep-ph/0409177] [INSPIRE]. – 28 – [18] A. Arrizabalaga, J. References Espinosa, The effective potential and first order phase transitions:
beyond leading-order, Phys. Rev. D 47 (1993) 3546 [Erratum ibid. 50 (1994) 6662]
[hep-ph/9212235] [INSPIRE]. [36] K. Kainulainen, V. Keus, L. Niemi, K. Rummukainen, T.V.I. Tenkanen and V. Vaskonen,
On the validity of perturbative studies of the electroweak phase transition in the two Higgs
doublet model, JHEP 06 (2019) 075 [arXiv:1904.01329] [INSPIRE]. – 29 – [37] G. Aarts, D. Ahrensmeier, R. Baier, J. Berges and J. Serreau, Far from equilibrium dynamics
with broken symmetries from the 2PI −1/N expansion, Phys. Rev. D 66 (2002) 045008
[hep-ph/0201308] [INSPIRE]. [38] P. Millington and A. Pilaftsis, Perturbative nonequilibrium thermal field theory, Phys. Rev. D
88 (2013) 085009 [arXiv:1211.3152] [INSPIRE]. [39] C. Fidler, M. Herranen, K. Kainulainen and P.M. Rahkila, Flavoured quantum Boltzmann
equations from cQPA, JHEP 02 (2012) 065 [arXiv:1108.2309] [INSPIRE]. [40] H. Jukkala, K. Kainulainen and P.M. Rahkila, Flavour mixing transport theory and resonant
leptogenesis, JHEP 09 (2021) 119 [arXiv:2104.03998] [INSPIRE]. [40] H. Jukkala, K. Kainulainen and P.M. Rahkila, Flavour mixing transport theory and resonant
leptogenesis, JHEP 09 (2021) 119 [arXiv:2104.03998] [INSPIRE]. JHEP12(2021)190 [41] H. Jukkala, K. Kainulainen and O. Koskivaara, Quantum transport and the phase space
structure of the Wightman functions, JHEP 01 (2020) 012 [arXiv:1910.10979] [INSPIRE]. [41] H. Jukkala, K. Kainulainen and O. Koskivaara, Quantum transport and the phase space
structure of the Wightman functions, JHEP 01 (2020) 012 [arXiv:1910.10979] [INSPIRE]. – 30 –
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Anti-osteoporotic effect of Gengnian Jianshen decoction in rats
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Tropical journal of pharmaceutical research
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Anti-osteoporotic effect of Gengnian Jianshen decoction Wang Wang1, Qi-Bin Lu2*, Qiang Fu3, Jie Mao1 and Jun Li3
1Department of Gynecology, The Second Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing 210017,
2Department of Gynecology, Nanjing University of Chinese Medicine, Nanjing 210029, Jiangsu Province,
3Department of
Orthopedics, Changhai Hospital Affiliated to The Second Military Medical University, Shanghai 200433, China *For correspondence: Email: luqibin494@126.com; Tel: +86 025-85811926 *For correspondence: Email: luqibin494@126.com; Tel: +86 025-85811926 Sent for review: 31 October 2016 Revised accepted: 15 July 2017 Abstract Purpose: To investigate the therapeutic effect and mechanism of action of Gengnian Jianshen
Decoction (GJD) on ovariectomy-induced osteoporosis in rats. (
)
y
p
Methods: Female Sprague-Dawley rats were randomly assigned to a sham-operated group (control),
and five ovariectomy (OVX) sub-groups, that is, OVX with vehicle (OVX), OVX with Xianling Gubao
capsule (positive control drug, 120 mg/kg/day), and OVX with GJD doses (70, 140, and 280 mg/kg/day). The treatments were given orally daily for 16 weeks (starting 4 weeks after the rats were subjected to
ovariectomy. Bone mineral density (BMD) of the L4 vertebrae and right femur of each rat was
estimated. Serum levels of estradiol (E2), follicle-stimulating hormone (FSH) and luteinizing hormone
(LH), as well as interleukin-6 (IL-6) and insulin-like growth factor 1(IGF-1) of rats in all the groups were
determined using ELISA. g
Results: The results showed that GJD dose-dependently inhibited BMD reduction in L4 vertebrae and
emur, and significantly increased serum E2, FSH and LH levels (p < 0.05) in the osteoporotic rats. Moreover, GJD significantly decreased serum IL-6 levels and increased levels of IGF-1 (p < 0.05). g
Results: The results showed that GJD dose-dependently inhibited BMD reduction in L4 vertebrae and
femur, and significantly increased serum E2, FSH and LH levels (p < 0.05) in the osteoporotic rats. Moreover, GJD significantly decreased serum IL-6 levels and increased levels of IGF-1 (p < 0.05). Conclusion: These findings indicate that GJD prevents OVX-induced osteoporosis in rats without
hyperplastic effects on the uterus. Thus, GJD has potential for use in the treatment of post-menopausal
osteoporosis. ,
g
y
(p
)
Conclusion: These findings indicate that GJD prevents OVX-induced osteoporosis in rats without
hyperplastic effects on the uterus. Thus, GJD has potential for use in the treatment of post-menopausal
osteoporosis. Keywords: Gengnian Jianshen decoction, Osteoporosis, Ovariectomy, Bone mineral density Keywords: Gengnian Jianshen decoction, Osteoporosis, Ovariectomy, Bone mineral density Tropical Journal of Pharmaceutical Research is indexed by Science Citation Index (SciSearch), Scopus,
International Pharmaceutical Abstract, Chemical Abstracts, Embase, Index Copernicus, EBSCO, African
Index Medicus, JournalSeek, Journal Citation Reports/Science Edition, Directory of Open Access Journals
(DOAJ), African Journal Online, Bioline International, Open-J-Gate and Pharmacy Abstracts Tropical Journal of Pharmaceutical Research is indexed by Science Citation Index (SciSearch), Scopus,
International Pharmaceutical Abstract, Chemical Abstracts, Embase, Index Copernicus, EBSCO, African
Index Medicus, JournalSeek, Journal Citation Reports/Science Edition, Directory of Open Access Journals
(DOAJ), African Journal Online, Bioline International, Open-J-Gate and Pharmacy Abstracts Available online at http://www.tjpr.org
http://dx.doi.org/10.4314/tjpr.v16i8.24 Available online at http://www.tjpr.org
http://dx.doi.org/10.4314/tjpr.v16i8.24 Available online at http://www.tjpr.org
http://dx.doi.org/10.4314/tjpr.v16i8.24 Original Research Article Original Research Article INTRODUCTION associated costs are rising rapidly due to
increases in aging populations [3]. In the elderly,
hip fractures are closely associated with mortality
[4]. Hormone deficiency is known to impair
cancellous metaphyseal and reduce BMD in
humans
and
animals. Therefore,
estrogen
deficiency in post-menopausal women has been
regarded as a critical factor in the susceptibility of
this population to osteoporosis [5]. Osteoporosis
is twice as common in women as in men [6], and
approximately one in three women over 50 years
old experiences an osteoporotic fracture in her
life time [7]. Osteoporosis is a systemic skeletal disease
characterized by reduced bone mass and
microarchitectural deterioration of bone tissue
with concomitant increase in bone fragility and
susceptibility to fractures [1]. According to data
released by the World Health Organization
(WHO), osteoporosis affects several million
people throughout Europe, USA, and Japan [2]. The
incidence
of
osteoporosis
increases
dramatically with life expectancy. Accordingly,
the risk of osteoporotic fractures and their Trop J Pharm Res, August 2017; 16(8): 1925 Wang et al Committee of Second Affiliated Hospital of
Nanjing University of Chinese Medicine (approval
ref no. 20100308), and was carried out in
compliance with the Directive 2010/63/EU on the
handling of animals used for scientific purposes
[16]. Committee of Second Affiliated Hospital of
Nanjing University of Chinese Medicine (approval
ref no. 20100308), and was carried out in
compliance with the Directive 2010/63/EU on the
handling of animals used for scientific purposes
[16]. Clinically, hormone replacement therapy (HRT)
has been a popular therapeutic strategy for post-
menopausal osteoporosis [8, 9]. However, long-
term application of HRT has potential malignant
effects on reproductive tissues [10-13]. Other
medicines that stimulate bone formation (e.g.,
growth
hormone,
sodium
fluoride,
and
parathyroid hormone), or inhibit bone resorption
(e.g., bisphosphonates and calcitonin) may
prevent progression of bone loss in established
osteoporosis. However, these drugs are not
effective for a large proportion of the world
population, especially in developing countries. In
addition, they have side effects such as
gastrointestinal reactions, cancers, osteonecrosis
of the jaw, and reduced skeletal strength [14,15]. Consequently, there are efforts to develop new
drugs with improved therapeutic efficacies, fewer
undesirable side effects, and lower costs, so as
to substitute or reduce the usage of medicines
currently in use. BMD measurement The BMDs of the L1-5 vertebrae and right femurs
were
estimated
using
dual-energy
X-ray
absorptiometry scanning (DEXA, GE Healthcare,
USA) with small animal measurement. The
measurements were expressed as grams of
mineral contents per cm2 of surface area. Scans
were performed by the same blinded technician. y
Gengnian Jianshen Decoction (GJD) is an
empirical formula that has been used for the
treatment of osteoporosis in China for many
years. This study was aimed at investigating the
therapeutic effects and mechanism of action of
GJD on ovariectomy-induced osteoporosis in
rats. Determination of serum E2, FSH, LH, IL-6 and
IGF-1 levels Determination of serum E2, FSH, LH, IL-6 and
IGF-1 levels After the rats were sacrificed by cervical
dislocation, and serum levels of E2, FSH and LH,
and IL-6 and IGF-1 levels were determined by
ELISA. BMD of L1-5 vertebrae and femurs Values of BMD of the L1-5 vertebrae and femurs
are presented in Table 1. These results
demonstrate that OVX significantly decreased
BMD in the L4 vertebrae and femurs, when
compared with the control group (p < 0.05). Compared to the OVX group, GJD treatment
significantly
and
dose-dependently
inhibited
decreases in BMD in OVX-induced L4 vertebrae
and femurs (p < 0.05). The positive control drug
Xianling
Gubao
capsule
also
significantly
increased the BMD of the L4 vertebrae and
femurs (p < 0.05), in a manner similar to that
observed in the H-GJD group (p > 0.05). INTRODUCTION Sixty rats were randomly divided into six groups
of ten rats: a sham-operated group (control) and
five ovariectomy (OVX) sub-groups, that is, OVX
with vehicle (OVX), OVX with positive control
drug (Xianling Gubao capsule, 120 mg/kg/day),
and OVX with GJD doses (70, 140 and 280
mg/kg/day). Statistical analysis Gengnian Jianshen decoction was composed of
Uncaria
rhynchophylla(Miq.)Miq. ex
Hav. (15g),
Poria
cocos
(Schw.)
Wolf
(10g),
Pseudostellaria heterophylla (Miq.) Pax ex Pax et
Hoffm. (15g),
Rehmannia
glutinosa
(10g),
Dioscorea
opposita
Thunb. (10g),
Cornus
officinalis
Sieb. et
Zucc. (10g),
Psoralea
corylifolia
Linn. (15g),
Dipsacales
(10g),
Achyranthes bidentata Blume. (10g), Eucommia
ulmoides (10g), Triticum aestivum L (30g), Apatite
(20g) and Nelumbo nucifera Gaertn. (5g). These
herbs were mixed, and decocted with 1700 mL of
water for 45 min. The decoction was performed
twice to maximize GJD extract yield. The extract
was concentrated and filtered through a membrane filter to
obtain GJD with a concentration of 1200 µg/mL. Data are expressed as mean ± SD. Statistical
analysis was performed using one-way ANOVA
combined with Bonferroni’s multiple comparison
test, using SPSS version 16.0. Differences were
considered statistically significant at p < 0.05. Trop J Pharm Res, August 2017; 16(8): 1926 Animals and treatments XGC: Xianling Gubao capsule, L-
EBME: low dose of GJD, M-EBME: middle dose of GJD, H-EBME: high dose of
GJD Effect of GJD on serum levels of E2, FSH and
LH Effect of GJD on serum levels of E2, FSH and pharmacological and clinical advantages of HRT
as a widely accepted therapeutic strategy for
osteoporosis, serious side effects of long-term
application have also been reported. Therefore,
development of new preventive and therapeutic
drugs for osteoporosis is of critical importance. Interestingly, Chinese medicinal herbal extracts
have been extensively investigated for their
pharmacological effects, especially as they relate
to preservation of bone integrity [17]. Serum E2, FSH and LH levels decreased
significantly in OVX group rats relative to the
control group (p < 0.01). Compared to the OVX
group, GJD treatment significantly and dose-
dependently increased serum E2, FSH and LH
levels (p < 0.05) in the osteoporotic rats. Effect of GJD on serum IL-6 and IGF-1 levels Decreased BMD is one of the major factors that
jeopardize the strength of the bone, thereby
resulting in increased susceptibility to fractures. Thus, BMD measurement can best predict risk of
fracture [18]. The results obtained in the present
study showed that OVX reduced BMD in the right
femurs and L4 vertebrae which are rich in
trabecular bone, while treatment with GJD dose-
dependently and significantly blocked decreases
in BMD. Although BMD is among the strongest
predictors of resistance to facture, empirical
observations and theoretical analyses have
shown that the biomechanical properties of bone Serum IL-6 level increased and IGF-1 level
decreased significantly in OVX group rats,
relative to the control group (p < 0.05). In
addition, GJD treatment significantly and dose-
dependently decreased serum IL-6 levels and
increased IGF-1 levels (p < 0.05) in the rats. Animals and treatments Healthy, six-month-old female Sprague-Dawley
rats (weighing 220 ± 20 g) were provided by
Jiangsu Animal center (certificate no. SYXK
2003-0007). The animals had free access to feed
and water, and were allowed to acclimatize for at
least one week before use. The rat experiment
was approved by Animal Care and Use Trop J Pharm Res, August 2017; 16(8): 1926 Wang et al Wang et al Table 1: Effect of GJD on BMD of L4 vertebrae and femurs (n = 10) Table 1: Effect of GJD on BMD of L4 vertebrae and femurs (n = 10)
Group
Dose
(mg/kg)
BMD of vertebra
(g/cm2)
BMD of femur (g/cm2)
Control
-
0.61 ± 0.07*
0.38 ± 0.04*
OVX
-
0.23 ± 0.04
0.13 ± 0.04
XGC
120
0.35 ± 0.05*
0.26 ± 0.04*
L-EBME
70
0.26 ± 0.03*
0.16 ± 0.04*
M-EBME
140
0.38 ± 0.04*
0.25 ± 0.04*
H-EBME
280
0.58 ± 0.03*
0.34 ± 0.03*
*P < 0.05 and **p < 0.01 versus OVX group. XGC: Xianling Gubao capsule, L-EBME: low
dose of GJD, M-EBME: middle dose of GJD, H-EBME: high dose of GJD Table 2: Effect of GJD on serum hormone levels (n = 10) (
)
Group
Dose (mg/kg)
E2 (pmol/L)
FSH (IU/L)
LH (mIU/mL)
Control
-
5.68 ± 0.21**
1.96 ± 0.07**
2.88 ± 0.12*
OVX
-
1.45 ± 0.16
0.54 ± 0.06
1.24 ± 0.08
XGC
120
3.96 ± 0.25**
1.36 ± 0.06*
2.34 ± 0.05*
L-EBME
70
2.36 ± 0.37
0.87 ± 0.05
1.78 ± 0.14
M-EBME
140
3.26 ± 0.35*
1.24 ± 0.04*
2.32 ± 0.08*
H-EBME
280
4.89± 0.14**
1.56 ± 0.04**
2.67 ± 0.06*
*P < 0.05 and **p < 0.01 versus OVX group. XGC: Xianling Gubao capsule, L-EBME: low dose
of GJD, M-EBME: middle dose of GJD, H-EBME: high dose of GJD Table 3: Effect of GJD on serum IL-6 and IGF-1 levels (n = 10) Group
Dose (mg/kg)
IL-6 (pmol/L)
IGF-1 (pmol/L)
Control
-
27.25 ± 2.21
14.33 ± 1.18
OVX
-
49.33 ± 3.46*
3.42 ± 0.94**
XGC
120
32.43 ± 2.87*
7.59 ± 1.24*
L-EBME
70
46.37 ± 3.12
4.93 ± 1.16
M-EBME
140
40.42 ± 2.36*
7.13 ± 1.35*
H-EBME
280
27.36 ± 2.57*
9.25 ± 1.04**
*P < 0.05 and **p < 0.01 versus OVX group. Conflict of Interest 11. Orija IB, Mehta A. Hormone replacement therapy: current
controversies. Clinical Endocrinol 2013; 59: 657-658. No conflict of interest associated with this work. 12. Lacey JV, Mink PJ, Lubin JH. Menopausal hormone
replacement therapy and risk of ovarian cancer. J Ame
Med Asso 2012; 288: 334-341. DISCUSSION The high incidence, serious complications and
dramatically decreased quality of life associated
with osteoporosis are evidence of the severe
effects of this disease in humans. Despite the Trop J Pharm Res, August 2017; 16(8): 1927 Wang et al and
trabecular
microarchitecture
influence
trabecular bone strength as well [19]. Attribution License (http://creativecommons.org/
licenses/by/ 4.0) and the Budapest Open
Access
Initiative
(http://www.budapestopena
ccessinitiative.org/read),
which
permit
unrestricted use, distribution, and reproduction
in any medium, provided the original work is
properly credited. Attribution License (http://creativecommons.org/
licenses/by/ 4.0) and the Budapest Open
Access
Initiative
(http://www.budapestopena
ccessinitiative.org/read),
which
permit
unrestricted use, distribution, and reproduction
in any medium, provided the original work is
properly credited. Estradiol plays an important role in human
sclerotin. When female serum estradiol level
decreases significantly, osteoporosis occurs [20]. Compared to the OVX group, GJD treatment
significantly increased serum E2, FSH and LH
levels in a dose-dependent manner in the
osteoporotic rats. Studies have shown that high
doses or chronic administration of IL-6 in rats or
mice caused increased degradation of proteins in
skeletal muscle, although the normal levels of IL-
6 have been proven hypertrophic [21]. Indirect
effects of IL-6 on IGF-1 signaling have also been
reported. Increased circulating levels of IL-6 are
associated with significantly reduced serum IGF-
1 levels and elevated expression of muscle
SOCS3 mRNA [22]. These suggest the role of IL-
6 as a negative regulator of IGF-1 signaling. Compared with the OVX group, GJD treatment
significantly decreased serum IL-6 level and
increased IGF-1 level in a dose-dependent
manner in the rats. CONCLUSION 5. Marcus R. An expanded overview of postmenopausal
osteoporosis. J Mus Neuronal Int 2002; 2: 195-197. The results obtained in the present study indicate
that GJD can prevent OVX-induced osteoporosis
in rats without hyperplastic effects on the uterus. This suggests that GJD has promising potential
for future use in treating post-menopausal
osteoporosis. The results obtained in the present study indicate
that GJD can prevent OVX-induced osteoporosis
in rats without hyperplastic effects on the uterus. 6. Sugerman DT. JAMA patient page. Osteoporosis JAMA
2014; 311: 104-105. yp
p
This suggests that GJD has promising potential
for future use in treating post-menopausal
osteoporosis. 7. Johnell O, Kanis JA. An estimate of the worldwide
prevalence and disability associated with osteoporotic
fractures. Osteoporosis Inter 2006; 17: 1726-1733. 8. Stevenson JC. Justification for the use of HRT in the
long-term prevention of osteoporosis. Maturitas 2005;
51: 113-126. REFERENCES 1. NIH Consensus Development Panel on Osteoporosis
Prevention, Diagnosis, and therapy. Osteoporosis
prevention, diagnosis, and therapy. J Am Med Ass
2001; 285: 785-795. 2. Eastell R, Black DM, Boonen S. Effect of once-yearly
zoledronic acid five milligrams on fracture risk and
change in femoral neck bone mineral density. J Clin
Endo Metabol 2009; 94: 3215-3225. 3. Burge R, Dawson-Hughes B, Solomon DH. Incidence
and economic burden of osteoporosis-related fractures
in the United States 2005-2025. J Bone Min Res 2007;
22: 465-475. 4. Omsland TK, Emaus N, Tell GS. Mortality following the
first hip fracture in Norwegian women and men. A
NOREPOS study. Bone 2014; 63: 81-86. Contribution of Authors 13. Rossouw JE, Anderson GL, Prentice RL. Risks and
benefits
of
estrogen
plus
progestin
in
healthy
postmenopausal women: principal results from the
Women’s Health Initiative randomized controlled trial. J
Ame Med Assoc 2012; 288: 321-333. The authors declare that this work was done by
the authors named in this article and all liabilities
pertaining to claims relating to the content of this
article will be borne by them. 14. Lee JK, Kim KW, Choi JY. Bisphosphonates-related
osteonecrosis of the jaw in Korea: a preliminary report. J
Korean Asso of Oral and Maxi Surgeons 2013; 39: 9-13. Acknowledgement 9. Prelevic GM, Kocjan T, Markou A. Hormone replacement
therapy
in
postmenopausal
women. Minerva
Endocrinologica 2015; 30: 27-36. The authors are grateful to Ping Wang of Nanjing
University
of
Chinese
Medicine
for
their
assistance. 10. Gray S. Breast cancer and hormone-replacement
therapy: the Million Women Study. Lancet 2013; 362:
1332-1333. Trop J Pharm Res, August 2017; 16(8): 1929 Open Access This is an Open Access article that uses a fund-
ing model which does not charge readers or
their institutions for access and distributed
under the terms of the Creative Commons 15. Riggs BL, Hodgson SF, O’Fallon MW. Effect of fluoride
treatment on the fracture rate in postmenopausal
women with osteoporosis. New England J Med 1990;
322: 802-809. Trop J Pharm Res, August 2017; 16(8): 1928 Wang et al 16. European Commission [homepage on the internet]. Directive 2010/63/EU on the protection of animals used
for scientific purposes [cited 2013 Jan 16]. Available
from:
http://ec.europa.eu/environment/chemicals/lab
_animals/legislation_en.htm. 19. Dai SQ, Yu LP, Shi X, Wu H, Shao P, Yin GY. Serotonin
regulates osteoblast proliferation and function in vitro. Braz. J. Med Biol. Res. 2014; 47: 759-765. 20. Dallas SL, Prideaux M, Bonewald LF. The osteocyte: an
endocrine cell and more. Endocr. Rev. 2013; 34: 658–
690. 17. Wronski TJ, Dann LM, Scott KS. Endocrine and
pharmacological suppressors of bone turnover protect
against osteopenia in ovariectomized rats. Endoc 2009;
125: 810-816. 21. Carson JA, Baltgalvis KA. Interleukin 6 as a key regulator
of muscle mass during cachexia. Exerc. Sport. Sci. Rev. 2010; 38: 168–176. 18. Turner RT, Vandersteenhoven JJ, Bell NH. The effects of
ovariectomy and 17 beta-estradiol on cortical bone
histomorphometry in growing rats. J Bone Min Res
2010; 2: 115-122. 22. Munoz-Canoves P, Scheele C, Pedersen BK, Serrano
AL. Interleukin-6 myokine signaling in skeletal muscle: a
double-edged sword? FEBS 2013; 280: 4131–4148. Trop J Pharm Res, August 2017; 16(8): 1929
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Functional activity of peripheral blood eosinophils in allergen-induced late-phase airway inflammation in asthma patients
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Lavinskiene et al. Journal of Inflammation (2015) 12:25
DOI 10.1186/s12950-015-0065-4 Lavinskiene et al. Journal of Inflammation (2015) 12:25
DOI 10.1186/s12950-015-0065-4 RESEARCH Open Access Open Access © 2015 Lavinskiene et al.; licensee BioMed Central. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain
Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article,
unless otherwise stated. Abstract Objective: We aimed to investigate peripheral blood eosinophil chemotaxis, generation of spontaneous reactive
oxygen species (ROS), and apoptosis in patients with allergic asthma after bronchial allergen challenge. Material and methods: A total of 18 patients with allergic asthma (AA), 14 with allergic rhinitis (AR), and 10
healthy subjects (HS) underwent bronchial challenge with a specific allergen extract. Eosinophils from peripheral
blood were isolated 24 h before as well as 7 and 24 h after bronchial allergen challenge. Chemotaxis, spontaneous
ROS production in eosinophils, and apoptosis were analyzed by flow cytometry. Serum and induced sputum IL-5
levels were measured by ELISA; the cell count in sputum was analyzed by the May-Grünwald-Giemsa method. Results: Before bronchial allergen challenge, peripheral blood eosinophil chemotaxis, spontaneous ROS production
was enhanced and eosinophil apoptosis was reduced in the patients with AA as compared with AR patients and
HS (P < 0.05). Meanwhile, eosinophil chemotaxis and ROS generation markedly increased in the patients with AA
7 h and 24 h after challenge compared with other groups and baseline values (P < 0.05). The percentage of
apoptotic eosinophils in the patients with AA decreased at 7 h as well as 24 h after challenge when compared with
other groups and the baseline values (P < 0.05). There was a significant correlation between the migrated peripheral
blood eosinophil count and the sputum eosinophil count (Rs = 0.89, P < 0.0001) and the sputum IL-5 level (Rs = 0.68,
P = 0.002) at 24 h after bronchial challenge only in the patients with AA. Furthermore, the percentage of peripheral
blood apoptotic eosinophils significantly correlated with eosinophil count in sputum (Rs = −0.53, P = 0.02), and ROS
production correlated with the serum IL-5 levels (Rs = 0.71, P = 0.01). Conclusion: During allergen-induced late-phase airway inflammation, peripheral blood eosinophils demonstrated
further alterations of their functional activity manifested by enhanced spontaneous ROS production, increased
chemotaxis, and diminished apoptosis in patients with AA. Keywords: Eosinophils, Airway inflammation, Allergic asthma, Apoptosis, Chemotaxis, ROS Keywords: Eosinophils, Airway inflammation, Allergic asthma, Apoptosis, Chemotaxis, ROS IL-5 in luminal fluid and serum, and a heightened cap-
acity of airway cells for ex vivo generation of IL-5 [3-5]. IL-5 in luminal fluid and serum, and a heightened cap-
acity of airway cells for ex vivo generation of IL-5 [3-5]. Functional activity of peripheral blood eosinophils
in allergen-induced late-phase airway inflammation
in asthma patients Simona Lavinskiene*, Kestutis Malakauskas, Jolanta Jeroch, Deimante Hoppenot and Raimunda Simona Lavinskiene*, Kestutis Malakauskas, Jolanta Jeroch, Deimante Hoppenot and Raimundas Sakalauskas * Correspondence: lavinskiene.simona@gmail.com
Department of Pulmonology and Immunology, Lithuanian University of
Health Sciences, Kaunas, Lithuanian Introduction Asthma is an inflammatory disorder of the airways in-
volving T‐cells, mast cells, and eosinophils [1]. The toxic
components of eosinophils are thought to be important
in inducing bronchial mucosal injury and dysfunction
[2]. Following airway allergen exposure, the development
of airway eosinophilia is associated with increased IL-5
expression in the sputum, elevated concentrations of IL-5 plays a key role in eosinophil proliferation, differ-
entiation, maturation, migration to tissue sites and sur-
vival, as well as prevention of eosinophil apoptosis [6,7]. Eosinophil chemotaxis to the lungs during allergic air-
way inflammation represents a major part of the inflam-
mation process [8]. Transmigration of the eosinophil
through the vascular endothelium is a multistep process;
rolling, tethering, firm adhesion, and transendothelial
migration are regulated by the coordinated interaction
between networks involving chemokine, cytokine and * Correspondence: lavinskiene.simona@gmail.com
Department of Pulmonology and Immunology, Lithuanian University of
Health Sciences, Kaunas, Lithuanian Lavinskiene et al. Journal of Inflammation (2015) 12:25 Page 2 of 9 adhesion molecules [9,10]. Experiments with in vitro
allergen as well as endobronchial allergen challenge have
shown that blood and bronchoalveolar lavage eosinophils
from subjects with asthma have a greater responsiveness
to chemoattractants and enhanced chemotaxis [11,12]. During the process of allergic inflammation, eosinophils
release not only toxic granule proteins but also reactive
oxygen species (ROS), which are known to cause tissue
damage [13]. It has been demonstrated that allergic pa-
tients have upregulated oxidative metabolism in blood
eosinophils when compared with healthy subjects [14,15]. It leads to the observations that eosinophils isolated from
allergic patients might be already activated in peripheral
blood streams before they infiltrate the tissue. Patients with allergic asthma and rhinitis had a clinical
history of the disease for ≥1 year, current symptoms, and
positive results of skin prick test (≥3 mm) with the fol-
lowing allergens: Dermatophagoides pteronyssinus (D. pteronyssinus), birch pollen, or mixture of 5 grasses. All
the patients were not using inhaled, nasal, or oral ste-
roids at least 1 month before visits; short-acting β2 ago-
nists, at least 12 h; long-acting β2 agonists, at least 48 h
prior the lung function test, and antihistamines and
antileukotrienes, 7 days before the skin prick test and
the lung function test. None of the patients had a history
of smoking. Baseline forced expiratory volume in one
second (FEV1) was more than 70% of the predicted value
in all patients. Skin prick and lung function testing
All h
i
d f
ll All the patients were screened for allergy by the skin prick
test using standardized allergen extracts (Stallergenes S.A.,
France) for the following allergens: D. pteronyssinus, D. farinae, cat and dog dander, mixture of pollen of 5 grasses,
birch pollen, mugwort, Alternaria, Aspergillus, and Cla-
dosporium. Histamine hydrochloride (10 mg/mL) was
used for a positive control. Skin testing was read 15 min
after application. The results of the skin prick test
were considered positive if the mean wheal diameter
was ≥3 mm [21]. There is no doubt that eosinophils are important cells
which participate in allergic airway inflammation. Mean-
while, associations between eosinophil infiltration in the
airways and peripheral blood eosinophil chemotaxis,
ROS production, and apoptosis have not been com-
pletely elucidated yet. Therefore, the regulation of blood
eosinophil activity in asthmatic patients especially after
allergen challenge needs to be investigated. Pulmonary function was tested using a pneumotacho-
metric spirometer “CustovitM” (Custo Med, Germany). Baseline FEV1, forced vital capacity (FVC), and FEV1/
FVC ratio were recorded as the highest of three repro-
ducible measurements. The results were compared with
the predicted values matched for age, body height, and
sex according to the standard methodology [22]. We hypothesized that evaluating peripheral blood eo-
sinophils functional activity (chemotaxis, apoptosis, and
ROS production) during allergen-induced late-phase air-
way inflammation is important for understanding the
pathogenesis of eosinophilic inflammation in the airways. Introduction All the healthy subjects were nonsmokers,
without symptoms of asthma or rhinitis, with normal
findings of spirometry, and all showed negative results
of the skin prick test. adhesion molecules [9,10]. Experiments with in vitro
allergen as well as endobronchial allergen challenge have
shown that blood and bronchoalveolar lavage eosinophils
from subjects with asthma have a greater responsiveness
to chemoattractants and enhanced chemotaxis [11,12]. During the process of allergic inflammation, eosinophils
release not only toxic granule proteins but also reactive
oxygen species (ROS), which are known to cause tissue
damage [13]. It has been demonstrated that allergic pa-
tients have upregulated oxidative metabolism in blood
eosinophils when compared with healthy subjects [14,15]. It leads to the observations that eosinophils isolated from
allergic patients might be already activated in peripheral
blood streams before they infiltrate the tissue. In the absence of any inflammatory survival-prolonging
factors, eosinophils die by apoptosis in a few days, but in
inflamed airways, eosinophils survival is thought to be
prolonged due to the surrounding proinflammatory fac-
tors such as IL-5, IL-3, and granulocyte-macrophage
colony-stimulating factor [16,17]. There are some data
about impaired peripheral blood eosinophil apoptosis in
allergic patients [18], and this might contribute to greater
airway eosinophilia. Methods
Subjects Measurement of airway responsiveness to methacholine
Airway responsiveness was assessed as changes in the
airway function after challenge with inhaled methacho-
line using a reservoir method [23]. Methacholine was
nebulized into a 10-L reservoir with a pressure nebulizer
(Pari Provocation I; Pari, Stanberg, Germany). Aerolized
methacholine was inhaled through a one-way valve at 5-
min intervals starting with 15-μg methacholine dose and
doubling it until a 20% decrease in FEV1 from the
baseline or the total cumulative dose of 3.87 mg was
achieved. The bronchoconstricting effect of each dose of
methacholine was expressed as a percentage of decrease
in FEV1 from the baseline value. The provocative dose
of methacholine causing a ≥20% fall in FEV1 (PD20) was
calculated from the log dose–response curve by linear
interpolation of two adjacent data points. A total of 42 nonsmoking adults (13 men and 29 women)
were examined: 18 patients with intermittent or mild-to-
moderate persistent allergic asthma, defined according to
the GINA criteria [19], 14 patients with mild-to-moderate
persistent allergic rhinitis, defined according to the ARIA
criteria [20], and 10 healthy subjects who comprised the
control group. The patients were recruited from the De-
partment of Pulmonology and Immunology, Hospital of the
Lithuanian University of Health Sciences, Kaunas. The
study protocol was approved by the Regional Biomedical
Research Ethics Committee of the Lithuanian University of
Health Sciences (BE-2-23), and each participant gave his/
her informed written consent. The study was registered in
the U.S. National Institutes of Health trial registry Clinical-
Trials.gov with identifier NCT02214303. Page 3 of 9 Page 3 of 9 Lavinskiene et al. Journal of Inflammation (2015) 12:25 Analysis of ROS production y
p
Spontaneous ROS production in peripheral blood eo-
sinophils was performed in sterile 96-well microplates
(Falcon, BD, USA). For the detection of generated ROS,
dihydrorhodamine-123 (DHR-123,
750
ng/mL
final,
Invitrogen, USA), a nonfluorescent dye, was added. DHR-123, interacting with intracellular ROS, is oxidized
to the green-fluorescent rhodamine-123.The plates were
filled with eosinophil cultures and incubated for 45 min
(37°C, 5% CO2). The relative amount of generated ROS
was measured flow cytometrically by determination of
mean green fluorescence intensity in the eosinophil
population. Sputum induction and processing The subjects inhaled 10 mL of sterile hypertonic saline
solution (3%, 4%, or 5% NaCl, Ivex Pharmaceuticals,
USA) at room temperature from an ultrasonic nebulizer
(DeVilbiss Health Care, USA). The duration of each in-
halation was 7 min, and it was stopped after expector-
ation an adequate amount of sputum. In order to detect
a possible decrease in FEV1, spirometry was performed
after each inhalation. Sputum was poured into a Petri
dish and separated from saliva. A 4-fold volume of
freshly prepared 0.1% dithiothreitol (DTT; Sigma-Aldrich)
was added. The mixture was vortexed and placed on a
bench rocker for 15 min at room temperature. Next, an
equal volume of phosphate-buffered saline solution (PBS;
Sigma-Aldrich) was added to DTT. The cell pellet was
separated using a 40-μm cell stainer (Becton Dickinson,
USA). The mixture was centrifuged for 10 min at 4°C;
the supernatant was aspirated and stored at −70°C for
later analysis. The total cell counts, percentage of epi-
thelial cells, and cell viability were investigated using a
Neubauer hemocytometer (Heinz-Herenz, Germany)
under a microscope (B5 Professional, Motic, China)
by employing the Trypan blue exclusion method. The cytospin samples of induced sputum were pre-
pared using a cytofuge instrument (Shandon Southern
Instruments, USA). The number of migrated eosinophils was calculated by
flow cytometry using Liquid Counting Beads (BD Biosci-
ences, USA) according to the manufacturer’s recommen-
dations. The
amount
of
migrated
eosinophils
was
expressed in percentages. Peripheral blood collection and isolation of eosinophils Eosinophil chemotaxis in vitro was performed in a 10-
well cell transmigration chamber (Neuro Probe, USA). The lower and upper wells of chamber were isolated by
a polyvinylpyrrolidone (PVP)-treated polycarbonate track-
etch membrane, containing 2 × 106 3 μm/mm2 pores
(Neuro Probe, USA). The lower wells were pre-filled
with isotonic Percoll (GE Healthcare, Finland) and
eotaxin, a chemotactic factor, at different concentrations
(10, 100, or 1000 ng/mL). RPMI 1640 was used as a
negative control. The upper wells were filled with eo-
sinophil culture suspension (1 × 103/mL) and incubated
for 2 h (37°C, 5% CO2). After the incubation, the suspensions of upper and
lower wells were resuspended in tubes for flow cytome-
try. Nonmigrated eosinophils remained in the upper
wells. The migration rate was calculated from the total
number of eosinophils harvested from the lower well
and expressed as percentage of the total input of eosino-
phils into the upper well. Apoptosis
l
d Isolated eosinophils were resuspended in the annexin-
binding buffer (pH 7.4) containing 50 mM HEPES,
700 mM NaCl, 12.5 mM CaCl2 (Invitrogen, USA) and
incubated with fluorescein isothiocyanate-labeled (FITC)-
annexin V (Invitrogen, USA) and propidium iodide (PI)
for 15 min at room temperature in the dark. After the in-
cubation, apoptosis was analyzed by flow cytometry using
the CellQuest software (BD Biosciences, USA). Apoptotic
cells were quantified as the percentage of the total popula-
tion that was positive for FITC, but negative for PI. Nec-
rotic cells were positive for PI. Peripheral blood eosinophil chemotaxis,
apoptosis and ROS production assay
Chemotaxis in vitro Peripheral blood collection and isolation of eosinophils
Peripheral blood samples for eosinophil isolation were
collected into sterile vacutainers with ethylenediamine-
tetraacetic acid (EDTA). Polymorphonuclear leukocytes
(PMNs) were isolated by high density gradient centrifuga-
tion. The whole blood was layered on Ficoll-Paque PLUS
(GE Healthcare, Finland) and centrifuged at 1000 g for
30 min at room temperature. PMNs were separated by
hypotonic lysis of erythrocytes and eosinophils were sepa-
rated using a magnetic eosinophil isolation kit (Miltenyi
Biotek, USA). Isolated eosinophils were diluted in cell cul-
ture RPMI 1640 media (Biological Industries, Israel) at a
final concentration of 2 × 106/mL. The viability of eo-
sinophil was checked flow cytometrically using propi-
dium iodide (2 mg/mL) and it always was > 95 %. Statistical analysis Statistical analysis was performed by using the Statistical
Package for Social Sciences, version 17.0 for Windows
(SPSS 17.0). The normality assumption of data was veri-
fied with the Kolmogorov-Smirnov test. The data were
expressed as a median and a range. The results of
methacholine PD20 measurements are expressed as a
geometric mean. PD20 values were log-transformed for
analysis to fit a normal distribution. Induced sputum cell analysis The prepared sputum cytospins were stained by the
May-Grünwald-Giemsa method for differential cell counts. Cell differentiation was determined by counting approxi-
mately 400 cells in random fields of view under a light
microscope, excluding squamous epithelial cells. The cells
were identified by standard morphological criteria, nuclear
morphology, and cytoplasmic granulation. Cell counts
were expressed as percentages of total cells and absolute
values (106/L). Page 4 of 9 Page 4 of 9 Lavinskiene et al. Journal of Inflammation (2015) 12:25 Detection of cytokine in serum and induced sputum
supernatant Detection of cytokine in serum and induced sputum
supernatant age and gender differences comparing the groups. Twenty-
one patients were sensitized to D. pteronyssinus; 5 patients,
to birch pollen; and 6 patients, to a mixture of pollen of 5
grasses. The mean wheal diameter induced by an allergen
was similar in both groups of patients. The demographic
and clinical data of the study subjects are presented in
Table 1. There were no significant difference in the baseline
FEV1 (% of predicted) the comparing all groups. A provoca-
tive dose of methacholine causing a 20% decrease in FEV1
(PD20) was documented in 18 patients with allergic asthma
and 1 patient with allergic rhinitis. The serum and sputum IL-5 levels were measured by an
enzyme-linked immunosorbent assay (ELISA) according
to the manufacturer’s instructions (Abcam, USA). The
minimum detectable concentration was 5 pg/mL. The peripheral blood cell analysis was performed on
an automated hematology analyzer (Sysmex XE-5000,
Japan). Eosinophil composition of peripheral blood and induced
sputum The eosinophil count in the peripheral blood 24 h before
bronchial allergen challenge was significantly higher in
the patients with allergic asthma compared with the
patients with allergic rhinitis and healthy subjects
(0.32 × 109/L [range, 0.09–0.65] vs. 0.16 × 109/L [0.04–
0.88]
and
0.13 × 109/L
[0.04–0.94],
P
<0.05). At
24 hours after bronchial challenge, the peripheral
blood eosinophil count was significantly increased in
the patients with allergic asthma compared with the
baseline values and the healthy subjects (Figure 1A). The increased peripheral blood eosinophil count also
was recorded 24 h after bronchial challenge in the pa-
tients with allergic rhinitis compared with the baseline
values (0.22 × 109/L [range, 0.04–1.19] vs. 0.16 × 109/L
[range, 0.04–0.88], P < 0.05). Meanwhile, at the base-
line as well as 7 h and 24 h after bronchial challenge,
the total eosinophil count in the sputum was significantly
higher in the patients with allergic asthma than those
with allergic rhinitis and the healthy subjects (P < 0.05)
(Figure 1B). At the baseline as well as 7 h and 24 h after
bronchial challenge, the patients with allergic rhinitis
showed a significantly greater eosinophil count in the
sputum than the healthy subjects (P < 0.05). Bronchial
allergen challenge had no impact on eosinophil count in
healthy subjects. Due to a skewed distribution of the variable, nonpara-
metric tests were applied. The Kruskal-Wallis test was
used to evaluate differences between the groups of
patients and the control group. Differences between 2
independent groups were determined by the Mann–
Whitney U test. Differences among 3 and more paired
samples were evaluated by the Friedman test. Differ-
ences between 2 dependent samples were evaluated by
the Wilcoxon test. The Spearmen rank test was used to
assess relationships between measurements. Statistical
significance was assumed at a P value of <0.05. Characteristics of studied subjects a a
o
ud d ubj
A total of 42 nonsmoking adults (17 men and 25
women; mean age 31 ± 9 years) were examined: 18 pa-
tients with intermittent or mild-to-moderate persistent
allergic asthma, 14 patients with mild-to-moderate per-
sistent allergic rhinitis, and 10 healthy subjects who
comprised the control group. There were no significant Table 1 Demographic and clinical characteristics of study subjects
Characteristics
Patients with allergic asthma
N = 18
Patients with allergic rhinitis
N = 14
Healthy subjects
N = 10
Age (years), median (range)
31 (21–50)
30 (18–49)
28 (22–45)
Sex (male/female), n
10/8
4/10
3/7
Wheal diameter induced by allergen (mm), median (range)
6.2 (4–11)
7.8 ± 1.8 (4–13)
0
Sensitization to D. pteronyssinus/birch/5 grass mixture allergen, n 13/3/2
9/3/2
0
PD20 (mg), geometric mean (range)
0.38 (0.25–0.54)
0.52*
0/0/0
FEV1 (% of predicted), mean ± SD
98 ± 15
105 ± 10
102 ± 11
*N = 1 because methacholine challenge provoked bronchoconstriction only to one allergic rhinitis patient. PD20 - a provocative dose of methacholine causing a 20% decrease in FEV1;
FEV1 - forced expiratory volume in one second. Table 1 Demographic and clinical characteristics of study subjects Functional activity of peripheral blood eosinophils
Peripheral blood eosinophil chemotaxis in vitro Functional activity of peripheral blood eosinophils
Peripheral blood eosinophil chemotaxis in vitro allergic rhinitis and the healthy subjects (P < 0.05) (Figure 4). Furthermore, 7 h and 24 h after bronchial challenge, a sig-
nificantly lower percentage of apoptotic peripheral blood
eosinophils was recorded in the asthma patents’ group
when compared with other groups and the baseline values
(P < 0.05). p
p
Eotaxin at different concentrations (10, 100, and
1000 ng/mL) had an impact on peripheral blood eosino-
phil chemotaxis in all the studied groups, but the highest
concentration had the greatest effect. At the baseline, per-
ipheral blood eosinophil chemotaxis after the stimulation
with 1000 ng/mL of eotaxin was higher in the patients
with allergic asthma compared with those with allergic
rhinitis and the healthy subjects (P < 0.05). At 7 h and
24 h after bronchial challenge, eosinophil chemotaxis was
significantly enhanced in the patients with allergic asthma
compared with the baseline values, and it was greater than
in the patients with allergic rhinitis and the healthy sub-
jects (Figure 2). Meanwhile, bronchial allergen challenge
had no significant effect on eosinophil chemotaxis in the
peripheral blood of healthy subjects. ROS in peripheral blood eosinophils Before bronchial allergen challenge, spontaneous ROS
production in peripheral blood eosinophils was signifi-
cantly greater in the patients with allergic asthma com-
pared than those with allergic rhinitis and the healthy
subjects (P < 0.05). At 7 h and 24 h after bronchial chal-
lenge, ROS generation was significantly greater in the pa-
tients with allergic asthma compared with other groups
and the baseline values (Figure 3). Bronchial allergen chal-
lenge had no impact on ROS production in eosinophils
isolated from the healthy subjects. Figure 2 Peripheral blood eosinophil chemotaxis (stimulated
with 1000 ng/mL of eotaxin) in patients with allergic asthma,
patients with allergic rhinitis, and healthy subjects 24 h before
as well as 7 h and 24 h after bronchial challenge. Data are shown
as median (range). AA indicates patients with allergic asthma
(n = 18); AR, patients with allergic rhinitis (n = 14); HS, healthy
subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05
compared with baseline values; †P < 0.05 compared with patients with
allergic rhinitis. Figure 2 Peripheral blood eosinophil chemotaxis (stimulated
with 1000 ng/mL of eotaxin) in patients with allergic asthma,
patients with allergic rhinitis, and healthy subjects 24 h before
as well as 7 h and 24 h after bronchial challenge. Data are shown
as median (range). AA indicates patients with allergic asthma
(n = 18); AR, patients with allergic rhinitis (n = 14); HS, healthy
subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05
compared with baseline values; †P < 0.05 compared with patients with
allergic rhinitis. as well as 7 h and 24 h after bronchial challenge. Data are shown
as median (range). AA indicates patients with allergic asthma
(n = 18); AR, patients with allergic rhinitis (n = 14); HS, healthy
subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05
compared with baseline values; †P < 0.05 compared with patients with
allergic rhinitis. IL-5 Levels in induced sputum and serum There was a significant increase in the induced sputum
IL-5 levels in the patients with allergic asthma and those
with allergic rhinitis compared with the healthy subjects
at 24 h before bronchial challenge (Figure 5A). At 7 h Figure 2 Peripheral blood eosinophil chemotaxis (stimulated
with 1000 ng/mL of eotaxin) in patients with allergic asthma,
patients with allergic rhinitis, and healthy subjects 24 h before
as well as 7 h and 24 h after bronchial challenge. Data are shown
as median (range). AA indicates patients with allergic asthma
(n = 18); AR, patients with allergic rhinitis (n = 14); HS, healthy
subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05
compared with baseline values; †P < 0.05 compared with patients with
allergic rhinitis. ROS in peripheral blood eosinophils Characteristics Page 5 of 9 Page 5 of 9 Lavinskiene et al. Journal of Inflammation (2015) 12:25 Figure 1 Eosinophil count of patients with allergic asthma, allergic rhinitis and healthy subjects. A Eosinophil counts in peripheral blood
24 h before as well as 7 h and 24 h after bronchial challenge. B Eosinophil counts in the induced sputum 24 h before as well as 7 h and 24 h
after bronchial challenge. Data are shown as median (range). AA indicates patients with allergic asthma (n = 18); AR, patients with allergic rhinitis
(n = 14); HS, healthy subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05 compared with baseline values; †P < 0.05 compared
with patients with allergic rhinitis. Figure 1 Eosinophil count of patients with allergic asthma, allergic rhinitis and healthy subjects. A Eosinophil counts in peripheral blood
24 h before as well as 7 h and 24 h after bronchial challenge. B Eosinophil counts in the induced sputum 24 h before as well as 7 h and 24 h
after bronchial challenge. Data are shown as median (range). AA indicates patients with allergic asthma (n = 18); AR, patients with allergic rhinitis
(n = 14); HS, healthy subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05 compared with baseline values; †P < 0.05 compared
with patients with allergic rhinitis. Discussion
h
d h This study has demonstrated that peripheral blood eosino-
phil chemotaxis, spontaneous ROS production, and eosino-
phil apoptosis are altered in patients with allergic asthma
during allergen-induced late-phase airway inflammation. The increased sputum eosinophil count and enhanced
levels of IL-5 significantly correlated with the impaired
functional activity of peripheral blood eosinophils. and 24 h after bronchial challenge, the induced sputum
IL-5 levels increased significantly in the patients with al-
lergic asthma and those with allergic rhinitis compared
with the healthy subjects. Moreover, the sputum IL-5
levels at 7 h and 24 h after bronchial challenge were sig-
nificantly higher in the patients with allergic asthma
than those with allergic rhinitis. The same tendency was
observed while analyzing serum IL-5 levels (Figure 5B). However, in patients with allergic rhinitis, there was no
significant difference in the serum IL-5 levels comparing It is known that eosinophils are recruited to sites of in-
flammation by released chemotactic agents. Eotaxin, a
CC chemokine, is one of the strongest stimulator of eo-
sinophil chemotaxis [24]. It also induces the release of
various mediators from eosinophils and is known to play
an integral role in the development of eosinophilic
inflammation [25]. Therefore, in order to investigate
chemotaxis in vitro, peripheral blood eosinophils were
stimulated with different concentrations (10, 100, and
1000 ng/mL) of eotaxin. Our results showed that before
bronchial allergen challenge, peripheral blood eosinophil
chemotaxis stimulated with the highest eotaxin concen-
tration was greatest in the patients with allergic asthma
as compared with other groups. These data suggest that
eosinophils in the peripheral blood of individuals with
allergic asthma are already primed and more sensitive to
a chemokine. Figure 4 The percentage of apoptotic peripheral blood
eosinophils in patients with allergic asthma, patients with
allergic rhinitis, and healthy subjects 24 h before as well as
7 h and 24 h after bronchial challenge. Data are shown as median
(range). AA indicates patients with allergic asthma (n = 18); AR,
patients with allergic rhinitis (n = 14); HS, healthy subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05 compared with
baseline values; †P < 0.05 compared with patients with allergic rhinitis. Apoptosis of peripheral blood eosinophils Before bronchial allergen challenge, the patients with
allergic asthma had a significantly lower percentage of
apoptotic peripheral blood eosinophils than those with Page 6 of 9 Lavinskiene et al. Journal of Inflammation (2015) 12:25 Figure 3 Production of reactive oxygen species in peripheral
blood eosinophils of patients with allergic asthma, patients
with allergic rhinitis, and healthy subjects 24 h before as well
as 7 h and 24 h after bronchial challenge. Data are shown as
median (range). AA indicates patients with allergic asthma (n = 18);
AR, patients with allergic rhinitis (n = 14); HS, healthy subjects (n = 10);
MFI, mean fluorescence intensity. *P < 0.05 compared with healthy
subjects; #P < 0.05 compared with baseline values; †P < 0.05 compared
with patients with allergic rhinitis. the baseline values with those recorded 7 h after bronchial
challenge. Bronchial challenge had no impact on the IL-5
levels in the sputum and serum of healthy subjects. Correlations Significant correlations were found only in the patients
with allergic asthma at 24 h after bronchial allergen
challenge. The migrated peripheral blood eosinophil
count significantly correlated with the eosinophil count
in the sputum (Rs = 0.89, P < 0.0001; Figure 6A). Moreover,
there was a significant correlation between the percentage
of apoptotic peripheral blood eosinophils and eosinophil
count in sputum (Rs = −0.53, P =0.02; Figure 6B). The mi-
grated peripheral blood eosinophil count significantly cor-
related with sputum IL-5 levels (Rs = 0.68, P = 0.002;
Figure 6C), and ROS production in peripheral blood eo-
sinophils significantly correlated with the serum IL-5 levels
(Rs = 0.71, P = 0.01; Figure 6D). Figure 3 Production of reactive oxygen species in peripheral
blood eosinophils of patients with allergic asthma, patients
with allergic rhinitis, and healthy subjects 24 h before as well
as 7 h and 24 h after bronchial challenge. Data are shown as
median (range). AA indicates patients with allergic asthma (n = 18);
AR, patients with allergic rhinitis (n = 14); HS, healthy subjects (n = 10);
MFI, mean fluorescence intensity. *P < 0.05 compared with healthy
subjects; #P < 0.05 compared with baseline values; †P < 0.05 compared
with patients with allergic rhinitis. Discussion
h
d h A IL-5 levels in the induced
sputum 24 h before as well as 7 h and 24 h after bronchial allergen challenge. B IL-5 levels in serum 24 h before as well as 7 h and 24 h after
bronchial allergen challenge. Data are shown as median (range). AA indicates patients with allergic asthma (n = 18); AR, patients with allergic
rhinitis (n = 14); HS, healthy subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05 compared with baseline values; †P < 0.05
compared with patients with allergic rhinitis. levels of serum IL-5 and looked for a relationship with
generated ROS in peripheral blood eosinophils. We
found elevated serum IL-5 levels, especially 24 h after
bronchial challenge, in the patients with allergic asthma
compared with the baseline values and other groups. Moreover, a significant correlation was observed only
24 h after bronchial challenge and only in the patients
with allergic asthma. The increased serum IL-5 levels
correlated with the enhanced ROS production in periph-
eral blood eosinophils (P < 0.05). These findings suggest
that enhanced ROS generation can activate a number of
redox-sensitive signaling cascades, stimulate production-
interaction of proinflammatory cytokines, and promote
inflammation [29]. activity of eosinophils, but response to eotaxin confirms
the undeniable importance of this chemokine. More-
over, at 24 h after bronchial challenge, the increased eo-
sinophil count in the sputum significantly correlated
with the increased migrated eosinophil count in the per-
ipheral blood of asthmatic patients. That can reflect the
hallmark characteristic of allergic asthma by infiltration
of eosinophils to the airway. The inflammatory cells recruited to the asthmatic air-
ways are exceptionally capable of producing ROS, result-
ing in abnormal physiologic function of DNA, proteins,
and lipids that clinically can augment bronchial hyperre-
sponsiveness and inflammation [27]. However due to the
possibility that eosinophils can be already activated in
periphery, we examined spontaneous ROS production in
peripheral blood eosinophils. As it has been reported that IL-5 can enhance eosino-
phil migration by the upregulation of adhesion molecules
on eosinophils [30], we analyzed sputum IL-5 levels and
investigated the possible relationship to peripheral blood
eosinophil chemotaxis. Thus, we determined a significant
increase in sputum IL-5 levels in the patients with allergic
asthma, and it correlated with the migrated peripheral
blood eosinophil count in allergen-induced late-phase
airway inflammation in asthma patients. Discussion
h
d h Experiments with in vivo injection of eotaxin into the
skin of mice and rhesus monkeys showed local accumula-
tion of eosinophils, and the kinetics of allergen-induced
production of eotaxin is paralleled by eosinophil accumu-
lation in a guinea-pig model of allergic airways [25,26]. Figure 4 The percentage of apoptotic peripheral blood
eosinophils in patients with allergic asthma, patients with
allergic rhinitis, and healthy subjects 24 h before as well as
7 h and 24 h after bronchial challenge. Data are shown as median
(range). AA indicates patients with allergic asthma (n = 18); AR,
patients with allergic rhinitis (n = 14); HS, healthy subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05 compared with
baseline values; †P < 0.05 compared with patients with allergic rhinitis. Figure 4 The percentage of apoptotic peripheral blood
eosinophils in patients with allergic asthma, patients with
allergic rhinitis, and healthy subjects 24 h before as well as
7 h and 24 h after bronchial challenge. Data are shown as median
(range). AA indicates patients with allergic asthma (n = 18); AR,
patients with allergic rhinitis (n = 14); HS, healthy subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05 compared with
baseline values; †P < 0.05 compared with patients with allergic rhinitis. We found that 7 h and 24 h after bronchial allergen
challenge, eosinophil chemotaxis was significantly greater
in the patients with allergic asthma than other groups and
also compared with the baseline values. This shows that
not only allergen challenge stimulates the functional Lavinskiene et al. Journal of Inflammation (2015) 12:25 Page 7 of 9 Figure 5 IL-5 levels of patients with allergic asthma, patients with allergic rhinitis, and healthy subjects. A IL-5 levels in the induced
sputum 24 h before as well as 7 h and 24 h after bronchial allergen challenge. B IL-5 levels in serum 24 h before as well as 7 h and 24 h after
bronchial allergen challenge. Data are shown as median (range). AA indicates patients with allergic asthma (n = 18); AR, patients with allergic
rhinitis (n = 14); HS, healthy subjects (n = 10). *P < 0.05 compared with healthy subjects; #P < 0.05 compared with baseline values; †P < 0.05
compared with patients with allergic rhinitis. Figure 5 IL-5 levels of patients with allergic asthma, patients with allergic rhinitis, and healthy subjects. Discussion
h
d h B Correlation between percentage of apoptotic peripheral blood eosinophils and eosinophil count in
sputum. C Correlation between migrated peripheral blood eosinophil count and IL-5 level in sputum. D Correlation between ROS production in
peripheral blood eosinophils and serum IL-5 levels. MFI indicates mean fluorescence intensity. Finally, we evaluated relationships between eosinophil
counts in the sputum and eosinophil viability after bron-
chi al allergen challenge, which could represent a link
between eosinophilic influx to the airways possibly
caused by delayed peripheral blood eosinophil apoptosis
in allergen-induced late-phase airway inflammation. apoptotic peripheral blood eosinophils in the patients with
allergic asthma was significantly lower compared with the
patients with allergic rhinitis and the healthy subjects. Apoptosis of peripheral blood eosinophils in the patients
with allergic asthma was more delayed 7 h and 24 h after
bronchial challenge compared with the baseline and other
groups. The same tendency was reported by Evans et al.,
who showed that in asthmatic patients demonstrating a late
response, the survival of peripheral blood eosinophils is
prolonged after the whole lung allergen challenge [32]. Moreover, Druilhe et al. and Vignola et al. demonstrated
that asthmatic patients had greater numbers of eosinophils
in the bronchial biopsy than healthy individuals [33,34]. All
the above-mentioned results and findings of our study
show that eosinophil survival through the inhibition of
apoptosis can increase airway eosinophilia. apoptotic peripheral blood eosinophils in the patients with
allergic asthma was significantly lower compared with the
patients with allergic rhinitis and the healthy subjects. Apoptosis of peripheral blood eosinophils in the patients
with allergic asthma was more delayed 7 h and 24 h after
bronchial challenge compared with the baseline and other
groups. The same tendency was reported by Evans et al.,
who showed that in asthmatic patients demonstrating a late
response, the survival of peripheral blood eosinophils is
prolonged after the whole lung allergen challenge [32]. Moreover, Druilhe et al. and Vignola et al. demonstrated
that asthmatic patients had greater numbers of eosinophils
in the bronchial biopsy than healthy individuals [33,34]. All
the above-mentioned results and findings of our study
show that eosinophil survival through the inhibition of
apoptosis can increase airway eosinophilia. Significant correlations were observed only 24 h after
bronchial challenge and only in the patients with allergic
asthma. The lower percentage of peripheral blood eosino-
phils was negatively correlated with the increased eosino-
phil count in the sputum. Discussion
h
d h Our study showed that spontaneous ROS production
in peripheral blood eosinophils was significantly greater
in the patients with allergic asthma than those with al-
lergic rhinitis and the healthy subjects. Moreover, at 7 h
and 24 h after bronchial allergen challenge, ROS gener-
ation in peripheral blood eosinophils was significantly
greater in the patients with allergic asthma compared
with the baseline values and other groups. The accumulation of eosinophils in the asthmatic lungs is
a complex process, which involves their maturation in and
release from the bone marrow, adhesion and transmigra-
tion through the post-capillary endothelium, and then their
chemotaxis to and activation/degranulation at inflamma-
tory foci [9,31]. In the circulation and tissues, eosinophils
are programmed to undergo apoptosis in the absence of
viability-enhancing stimuli [31]. A defect in apoptosis might
contribute to chronic tissue eosinophilia associated with
asthma. Therefore, we aimed at evaluating peripheral blood
eosinophil apoptosis during allergen-induced late-phase in-
flammation. Before bronchial challenge, the percentage of The upregulation of ROS production by blood eosino-
phils in allergic patients has been previously documented
in several studies [14,28], and the results of these studies
as well as our date suggest that eosinophils from allergic
asthma patients may might be already activated in the per-
ipheral blood stream before they infiltrate the tissues and
the inhalation of aggravating compounds such as allergens
can promote stronger activation of these cells. Moreover, it was demonstrated that a low concentra-
tion of IL-5 enhanced chemokine-primed ROS produc-
tion by eosinophils [14]. Consequently, we evaluated the Lavinskiene et al. Journal of Inflammation (2015) 12:25 Page 8 of 9 Figure 6 Correlations between peripheral blood eosinophil activity and eosinophil count as well as IL-5 levels in the induced sputum
in the patients with allergic asthma 24 h after bronchial allergen challenge. A Correlation between migrated peripheral blood eosinophil
count and eosinophil count in sputum. B Correlation between percentage of apoptotic peripheral blood eosinophils and eosinophil count in
sputum. C Correlation between migrated peripheral blood eosinophil count and IL-5 level in sputum. D Correlation between ROS production in
peripheral blood eosinophils and serum IL-5 levels. MFI indicates mean fluorescence intensity. Figure 6 Correlations between peripheral blood eosinophil activity and eosinophil count as well as IL-5 levels in the induced sputum
in the patients with allergic asthma 24 h after bronchial allergen challenge. A Correlation between migrated peripheral blood eosinophil
count and eosinophil count in sputum. References 27. Jiang L, Diaz PT, Best TM, Stimpfl JN, He F, Zuo L. Molecular characterization
of redox mechanisms in allergic asthma. Ann Allergy Asthma Immunol. 2014;113(2):137–42. 1. Spina D, Page CP. Asthma – a need for a rethink? Trends Pharmacol Sci. 2002;23(7):311–5. 2. Lintomen L, Franchi G, Nowill A, Condino-Neto A, de Nucci G, Zanesco A,
et al. Human eosinophil adhesion and degranulation stimulated with
eotaxin and RANTES in vitro: lack of interaction with nitric oxide. BMC Pulm
Med. 2008;8:13. 2. Lintomen L, Franchi G, Nowill A, Condino-Neto A, de Nucci G, Zanesco A,
et al. Human eosinophil adhesion and degranulation stimulated with
eotaxin and RANTES in vitro: lack of interaction with nitric oxide. BMC Pulm
Med. 2008;8:13. 28. Shult PA, Graziano FM, Busse WW. Enhanced eosinophil luminol-dependent
chemiluminescence in allergic rhinitis. J Allergy Clin Immunol. 1986;77(5):702–8. 29. Wood LG, Gibson PG, Garg ML. Biomarkers of lipid peroxidation, airway
inflammation and asthma. Eur Respir J. 2003;21(1):177–86. inflammation and asthma. Eur Respir J. 2003;21(1):177–86. 3. Jarjour NN, Calhoun WJ, Kelly EA, Gleich GJ, Schwartz LB, Busse WW. The
immediate and late allergic response to segmental bronchopulmonary
provocation in asthma. Am J Respir Crit Care Med. 1997;155(5):1515–21. 3. Jarjour NN, Calhoun WJ, Kelly EA, Gleich GJ, Schwartz LB, Busse WW. The
immediate and late allergic response to segmental bronchopulmonary
provocation in asthma. Am J Respir Crit Care Med. 1997;155(5):1515–21. 30. Giembycz MA, Lindsay MA. Pharmacology of the eosinophil. Pharmacol Rev. 1999;51(2):213–340. 31. Walsh GM. Eosinophil apoptosis: mechanisms and clinical relevance in
asthmatic and allergic inflammation. Br J Haematol. 2000;111(1):61–7. 4. Kotsimbos AT, Hamid Q. IL-5 and IL-5 receptor in asthma. Mem Inst
Oswaldo Cruz. 1997;92 Suppl 2:75–91. 4. Kotsimbos AT, Hamid Q. IL-5 and IL-5 receptor in asthma. Mem Inst
Oswaldo Cruz. 1997;92 Suppl 2:75–91. 4. Kotsimbos AT, Hamid Q. IL-5 and IL-5 rece
Oswaldo Cruz. 1997;92 Suppl 2:75–91. 32. Evans DJ, Lindsay MA, O'Connor BJ, Barnes PJ. Priming of circulating human
eosinophils following late response to allergen challenge. Eur Respir J. 1996;9(4):703–8. 5. Liu LY, Sedgwick JB, Bates ME, Vrtis RF, Gern JE, Kita H, et al. Decreased
expression of membrane IL-5 receptor alpha on human eosinophils: I. Loss
of membrane IL-5 receptor alpha on airway eosinophils and increased
soluble IL-5 receptor alpha in the airway after allergen challenge. J Immunol. 2002;169(11):6452–8. 33. Druilhe A, Wallaert B, Tsicopoulos A, Silva JR L e, Tillie-Leblond I, Tonnel AB, et al. Competing interests The authors declare that they have no competing interests. 21. Bousquet J, Heinzerling L, Bachert C, Papadopoulos NG, Bousquet PJ,
Burney PG, et al. Practical guide to skin prick tests in allergy to
aeroallergens. Allergy. 2012;67(1):18–24. Acknowledgments
h
d
d 24. Pease JE, Williams TJ. Eotaxin and asthma. Curr Opin Pharmacol. 2001;1(3):248–53. The study supported by the Researche Council of Lithuania (project number
LIG-08/2012). The study supported by the Researche Council of Lithuania (project number
LIG-08/2012). 25. Kampen GT, Stafford S, Adachi T, Jinquan T, Quan S, Grant JA, et al. Eotaxin
induces degranulation and chemotaxis of eosinophils through the activation
of ERK2 and p38 mitogen-activated protein kinases. Blood. 2000;95(6):1911–7. Received: 24 September 2014 Accepted: 27 February 2015 26. Collins PD, Marleau S, Griffiths-Johnson DA, Jose PJ, Williams TJ. Cooperation
between interleukin-5 and the chemokine eotaxin to induce eosinophil
accumulation in vivo. J Exp Med. 1995;182(4):1169–74. Authors’ contributions SL carried out the main experiments of this work and prepared the manuscript. KM participated in the preparation and revision of the manuscript. JJ participated
in the designing the experiments. DH perforemed bronchial allergen challenge
and clinical examination of all participants. RS was the leader of team. All authors
have read and approved the final manuscript. 22. Pellegrino R, Viegi G, Brusasco V, Crapo RO, Burgos F, Casaburi R, et al. Interpretative strategies for lung function tests. Eur Respir J. 2005;26(5):948–68 23. Baur X, Huber H, Degens PO, Allmers H, Ammon J. Relation between
occupational asthma case history, bronchial methacholine challenge, and
specific challenge test in patients with suspected occupational asthma. Am
J Ind Med. 1998;33(2):114–22. References Apoptosis, proliferation, and expression of Bcl-2, Fas, and Fas ligand in bronchial
biopsies from asthmatics. Am J Respir Cell Mol Biol. 1998;19(5):747–57. 6. Rosenberg HF, Phipps S, Foster PS. Eosinophil trafficking in allergy and
asthma. J Allergy Clin Immunol. 2007;119(6):1303–10. quiz 11–2. 6. Rosenberg HF, Phipps S, Foster PS. Eosinophil trafficking in allergy and
asthma. J Allergy Clin Immunol. 2007;119(6):1303–10. quiz 11–2. 34. Vignola AM, Chanez P, Chiappara G, Siena L, Merendino A, Reina C, et al. Evaluation of apoptosis of eosinophils, macrophages, and T lymphocytes in
mucosal biopsy specimens of patients with asthma and chronic bronchitis. J Allergy Clin Immunol. 1999;103(4):563–73. asthma. J Allergy Clin Immunol. 2007;119(6):1303–10. quiz 11–2. 7. Garcia G, Taille C, Laveneziana P, Bourdin A, Chanez P, Humbert M. Anti-
interleukin-5 therapy in severe asthma. Eur Respir Rev. 2013;22(129):251–7. y
7. Garcia G, Taille C, Laveneziana P, Bourdin A, Chanez P, Humbert M. Anti-
interleukin-5 therapy in severe asthma. Eur Respir Rev. 2013;22(129):251–7. 7. Garcia G, Taille C, Laveneziana P, Bourdin A, Chanez P, Humbert M. Anti-
interleukin-5 therapy in severe asthma. Eur Respir Rev. 2013;22(129):251–7. 8. Barthel SR, Jarjour NN, Mosher DF, Johansson MW. Dissection of the
hyperadhesive phenotype of airway eosinophils in asthma. Am J Respir Cell
Mol Biol. 2006;35(3):378–86. 9. Wardlaw AJ. Molecular basis for selective eosinophil trafficking in asthma: a
multistep paradigm. J Allergy Clin Immunol. 1999;104(5):917–26. 9. Wardlaw AJ. Molecular basis for selective eosinophil trafficking in asthma: a
multistep paradigm. J Allergy Clin Immunol. 1999;104(5):917–26. y
10. Wardlaw AJ. The role of adhesion in eosinophil function. Chem Immunol. 2000;78:93–111. 10. Wardlaw AJ. The role of adhesion in eosinophil function. Chem Immunol. 2000;78:93–111. 11. Plotz SG, Traidl-Hoffmann C, Feussner I, Kasche A, Feser A, Ring J, et al. Chemotaxis and activation of human peripheral blood eosinophils induced by
pollen-associated lipid mediators. J Allergy Clin Immunol. 2004;113(6):1152–60. 11. Plotz SG, Traidl-Hoffmann C, Feussner I, Kasche A, Feser A, Ring J, et al. Chemotaxis and activation of human peripheral blood eosinophils induced by
pollen-associated lipid mediators. J Allergy Clin Immunol. 2004;113(6):1152–60. 12. Teran LM, Noso N, Carroll M, Davies DE, Holgate S, Schroder JM. Eosinophil
recruitment following allergen challenge is associated with the release of the
chemokine RANTES into asthmatic airways. J Immunol. 1996;157(4):1806–12. 13. Barnes PJ. Reactive oxygen species and airway inflammation. Free Radic Biol
Med. 1990;9(3):235–43. 12. Teran LM, Noso N, Carroll M, Davies DE, Holgate S, Schroder JM. Discussion
h
d h It might be that diminished
apoptotic potential represents a mechanism that promotes
resolution of eosinophilic inflammation in asthma. In conclusion, this study has shown that allergic
asthma patients demonstrates enhanced spontaneous
ROS production, increased chemotaxis, and diminished Page 9 of 9 Page 9 of 9 Lavinskiene et al. Journal of Inflammation (2015) 12:25 apoptosis of peripheral blood eosinophils, and these al-
terations are more pronounced during allergen-induced
late-phase airway inflammation. of Health, National Heart, Lung and Blood Institute; 2002. Revised 2012. Available from: http://www.ginasthma.org/. of Health, National Heart, Lung and Blood Institute; 2002. Revised 2012. Available from: http://www.ginasthma.org/. of Health, National Heart, Lung and Blood Institute; 2002. Revised 2012. Available from: http://www.ginasthma.org/. 20. 20. Bousquet J, Khaltaev N, Cruz AA, Denburg J, Fokkens WJ, Togias A, et al. Allergic Rhinitis and its Impact on Asthma (ARIA) 2008 update (in
collaboration with the World Health Organization, GA(2)LEN and AllerGen)
Allergy. 2008;63 Suppl 86:8–160. References Eosinophil
recruitment following allergen challenge is associated with the release of the
chemokine RANTES into asthmatic airways. J Immunol. 1996;157(4):1806–12. 13. Barnes PJ. Reactive oxygen species and airway inflammation. Free Radic Bio
Med. 1990;9(3):235–43. Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
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• Immediate publication on acceptance
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• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
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• Immediate publication on acceptance
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• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of: Submit your next manuscript to BioMed Central
and take full advantage of: 14. Sannohe S, Adachi T, Hamada K, Honda K, Yamada Y, Saito N, et al. Upregulated response to chemokines in oxidative metabolism of
eosinophils in asthma and allergic rhinitis. Eur Respir J. 2003;21(6):925–31. 15. Sedgwick JB, Geiger KM, Busse WW. Superoxide generation by hypodense
eosinophils from patients with asthma. Am Rev Respir Dis. 1990;142(1):120–5. 16. Walsh GM. Mechanisms of human eosinophil survival and apoptosis. Clin
Exp Allergy 1997;27(5):482–7 14. Sannohe S, Adachi T, Hamada K, Honda K, Yamada Y, Saito N, et al. Upregulated response to chemokines in oxidative metabolism of
eosinophils in asthma and allergic rhinitis. Eur Respir J. 2003;21(6):925–31. Upregulated response to chemokines in oxidative metabolism of
eosinophils in asthma and allergic rhinitis. Eur Respir J. 2003;21(6):925–31. 15. Sedgwick JB, Geiger KM, Busse WW. Superoxide generation by hypodense
eosinophils from patients with asthma. Am Rev Respir Dis. 1990;142(1):120–5. 16. Walsh GM. Mechanisms of human eosinophil survival and apoptosis. Clin
Exp Allergy. 1997;27(5):482–7. 17. Ilmarinen P, Kankaanranta H. Eosinophil apoptosis as a therapeutic target in
allergic asthma. Basic Clin Pharmacol Toxicol. 2014;114(1):109–17. Upregulated response to chemokines in oxidative metabolism of
eosinophils in asthma and allergic rhinitis. Eur Respir J. 2003;21(6):925–31. 15. Sedgwick JB, Geiger KM, Busse WW. Superoxide generation by hypodense
eosinophils from patients with asthma. Am Rev Respir Dis. 1990;142(1):120–5. 15. Sedgwick JB, Geiger KM, Busse WW. Superoxide generation by hypodense
eosinophils from patients with asthma. Am Rev Respir Dis. 1990;142(1):120–5. • Convenient online submission • Thorough peer review 16. Walsh GM. Mechanisms of human eosinophil survival and apoptosis. Clin
Exp Allergy. 1997;27(5):482–7. Exp Allergy. 1997;27(5):482–7. 17. Ilmarinen P, Kankaanranta H. Eosinophil apoptosis as a therapeutic target in
allergic asthma. Basic Clin Pharmacol Toxicol. 2014;114(1):109–17. y
17. Ilmarinen P, Kankaanranta H. Eosinophil apoptosis as a therapeutic target in
allergic asthma. Basic Clin Pharmacol Toxicol. 2014;114(1):109–17. 18. Kankaanranta H, Lindsay MA, Giembycz MA, Zhang X, Moilanen E, Barnes PJ. Delayed eosinophil apoptosis in asthma. J Allergy Clin Immunol. 2000;106(1 Pt 1):77–83. 19. Global initiative for asthma (GINA). Global strategy for asthma management
and prevention: NHLBI/WHO workshop report. Bethesda: National Institutes 19. Global initiative for asthma (GINA). Global strategy for asthma management
and prevention: NHLBI/WHO workshop report. Bethesda: National Institutes
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Qualidade do sono e cronotipo de estudantes de enfermagem
|
Acta Paulista de Enfermagem
| 2,016
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cc-by
| 3,734
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Qualidade do sono e cronotipo de
estudantes de enfermagem
Sleep quality and chronotype of nursing students
Teresa Celia de Mattos Moraes dos Santos1
Milva Maria Figueiredo De Martino2,3
Jaqueline Girnos Sonati1,3
Ana Lucia De Faria1
Eliana Fátima de Almeida Nascimento1 Ana Lucia De Faria1
Eliana Fátima de Almeida Nascimento1
Resumo
Objetivo: Verificar a qualidade do sono, o cronotipo e as características de saúde associadas à qualidade de
Descritores
Estudantes de enfermagem; Estudantes Descritores
Estudantes de enfermagem; Estudantes
de ciências da saúde; Sono; Ritmo
circadiano/fisiologia Resumo
Obj ti
V if Objetivo: Verificar a qualidade do sono, o cronotipo e as características de saúde associadas à qualidade de
sono de estudantes. Métodos: Estudo descritivo observacional e transversal com 204 estudantes do curso de graduação em
enfermagem (faixa etária de 18 à 29 anos; 91,6% sexo feminino). Foi utilizado um questionário para
caracterização sociodemográfica e de saúde. O questionário de Índice de Qualidade de Sono de Pittsburgh e
o Questionário de Identificação de Indivíduos Matutinos e Vespertinos foram aplicados para a verificação da
qualidade do sono e a identificação do cronotipo respectivamente. Foram analisadas a associação entre as
variáveis de saúde e a qualidade do sono.i Keywords
Students, nursing; students, health
occupations; Sleep; Circadian rhythm/
physiology Resultados: A maioria dos estudantes foi identificada com preferência de cronotipo indiferente (56,37%) e
com qualidade de sono ruim (84,31%). Houve associação entre ser estudante e trabalhar com os sintomas de
má digestão, cefaleia, sonolência diurna e insônia. Submetido
23 de Setembro de 2016
Aceito
21 de Novembro de 2016 g
Conclusão: Estudantes de enfermagem possuem qualidade de sono ruim e preferência de cronotipo
indiferente; aqueles que, acumulam as funções estudo/trabalho, apresentam maior número se sintomas de
má digestão, cefaleia, sonolência diurna e insônia. má digestão, cefaleia, sonolência diurna e insônia. Artigo Original Artigo Original Qualidade do sono e cronotipo de
estudantes de enfermagem
Sleep quality and chronotype of nursing students
Teresa Celia de Mattos Moraes dos Santos1
Milva Maria Figueiredo De Martino2,3
Jaqueline Girnos Sonati1,3
Ana Lucia De Faria1
Eliana Fátima de Almeida Nascimento1 Abstract
Obj
ti
T Objective: To verify the quality of sleep, chronotype, and health characteristics associated with the sleep
quality of students. Methods: Descriptive, observational, and cross-sectional study with 204 undergraduate nursing students
(age group 18-29 years, 91.6% female). A questionnaire was used for sociodemographic and health
characterization. The Pittsburgh Sleep Quality Index Questionnaire and the Morningness-Eveningness
Questionnaire were applied to verify the sleep quality and identify the chronotype, respectively. The association
between health variables and sleep quality was analyzed.i Autor correspondente
Jaqueline Girnos Sonati
Av. Tiradentes, 500, 12030-180,
Taubaté, SP, Brasil. j.girnos@gmail.com p q
y
y
Results: The majority of students was identified with preference for the indifferent chronotype (56.37%) and
poor sleep quality (84.31%). There was an association between being a student and working, with symptoms
of poor digestion, headache, daytime sleepiness and insomnia. Conclusion: Nursing students have poor sleep quality and preference for the indifferent chronotype. Those
who accumulate the study/work functions, present more symptoms of poor digestion, headache, daytime
sleepiness and insomnia. 1Universidade de Taubaté, Taubaté, São Paulo, SP, Brasil. 2Universidade Federal do Rio Grande do Norte, Natal, RN, Brasil. 3Universidade Estadual de Campinas, Campinas, São Paulo, SP, Brasil. Conflitos de interesse: não há conflitos de interesse a declarar. 658 Acta Paul Enferm. 2016; 29(6):658-63. Santos TC, Martino MM, Sonati JG, Faria AL, Nascimento EF Introdução os indiferentes adaptam-se com maior facilidade aos
horários.(7) Fatores importantes têm atuado sobre os processos
regulatórios do sono-vigília nos seres humanos, como
sexo, idade, cronotipo, duração do sono habitual e va-
riações genéticas.(1) O ciclo claro/escuro é considerado
o mais importante zeitgeber dos ritmos de mamíferos,
porém em humanos, com a descoberta da luz elétrica,
os padrões de sincronização foram alterados. A expo-
sição à luz artificial durante a fase escura, nos casos de
situações de trabalho e estudo noturno, viagens trans-
meridianas e costumes como televisão e internet, está
associada à dessincronização dos ritmos circadianos.(2) Assim, torna-se necessário entender melhor os
ciclos biológicos diários dos estudantes, já que eles
desenvolvem comportamentos de privação de sono,
principalmente quando acumulam as tarefas de es-
tudante com a do trabalho, para propor um plane-
jamento no que diz respeito ao aproveitamento do
tempo destinado aos estudos e despertar a atenção
para o cuidado com a saúde. Este estudo teve com objetivo identificar o cro-
notipo, a qualidade do sono e a presença de sinto-
mas relacionados com a qualidade do sono do estu-
dante de enfermagem que estuda e trabalha. Essa dessincronização é mantida ao longo da
vida pelo perfil do ritmo do homem contemporâ-
neo, que acumula tarefas, como trabalho, estudo e
lazer noturno, podendo acarretar na dificuldade em
adormecer e na incapacidade para acordar de ma-
nhã, refletindo na qualidade dos estudos e do tra-
balho. Quando se é permitido escolher os horários
preferenciais naturais, o sono é geralmente de boa
qualidade e segue o curso natural. Ao tentar cumprir
as obrigações escolares e profissionais, surge o débito
de sono, resultando em privação crônica parcial do
sono e sonolência diurna excessiva.(3) Métodos 659 Qualidade do sono e cronotipo de estudantes de enfermagem Tabela 1. Distribuição dos estudantes de enfermagem quanto
às características sociodemográficas derando as faixas de zero a 5 como qualidade de
sono boa; de 5 a 10, como ruim; e maior que 10,
com presença de distúrbio do sono.(8) Utilizou-se a
versão do instrumento validado no Brasil cuja con-
sistência interna foi de 0,82 (alfa de Cronbach).(8) Tabela 1. Distribuição dos estudantes de enfermagem quanto
às características sociodemográficas
Variáveis
Estudar
n=64
Estudar e trabalhar
n=140
Total
n=204
n(%)
n(%)
n(%)
Sexo
Feminino
61(95,31)
126(90,00)
187(91,67)
Masculino
3(4,69)
14(10,00)
17(8,33)
Faixa etária, anos
18-29
56(27,45)
105(51,47)
161(78,92)
30-39
4(1,96)
28(13,73)
32(15,69)
40-49
3(1,47)
7(3,43)
10(4,90)
50 ou mais
1(0,49)
-
1(0,49)
Estado civil
Solteiro
55(26,96)
100(49,02)
155(75,98)
Casado
7(3,43)
34(16,67)
41(20,10)
Divorciado
2(0,98)
6(2,94)
8(3,92)
Ter filhos
Sim
9(4,41)
32(15,69)
41(20,10)
Não
55(26,96)
108(52,94)
163(79,90)
Turno escolar
Manhã
53(25,98)
100(49,02)
153(75,00)
Noite
11(5,39)
40(19,61)
51(25,00)
Turno de trabalho
Diurno*
-
71(50,71)
71(50,71)
Noturno†
-
48(34,29)
48(34,29)
Vespertino/noturno‡
-
21(15,00)
21(15,00)
Categoria profissional
Enfermagem
-
55(39,29)
55(39,29)
Estágio renumerado
-
18(12,86)
18(12,86)
Ensino
-
2(1,43)
2(1,430)
Outras atividades
-
18(12,86)
18(12,86)
Não informaram
-
47(33,57)
47(33,57
*Das 7h às 19h, das 6h às 18h, das 12h às 18h, das 13h às 19h ; †das 19h às 7h, das 18h às 6h; ‡das
17h às 22h A preferência do cronotipo foi verificada pelo
Questionário de Identificação de Indivíduos Matu-
tinos e Vespertinos. Esse questionário é composto
de questões a respeito de situações habituais da vida
diária, e o indivíduo deve registrar seus horários pre-
ferenciais para essas situações, partindo-se do pres-
suposto de que há total disponibilidade de tempo
para escolha. O resultado é um valor numérico que
varia entre 16 e 86 pontos. A classificação indica a
preferência dentre cinco cronotipos: vespertino ex-
tremo/definitivamente vespertino (16 a 30 pontos),
moderadamente vespertino (31 a 41 pontos), indi-
ferentes/nem vespertinos e nem matutinos (42 a 58
pontos), moderadamente matutino (59 a 69 pon-
tos) e matutino extremo/definitivamente matutino
(70 a 86 pontos).(9) Os dados foram analisados no programa Statis-
tical Analysis System (SAS), versão 9,2, com auxílio
de profissional estatístico. Foi utilizada estatística
descritiva (medidas de tendência central e disper-
são, frequências e proporções). Para estudar possí-
veis associações entre as variáveis, foi aplicado o tes-
te não paramétrico de qui quadrado para amostras
independentes. Métodos O valor de p foi definido em 0,05
para que os resultados das análises fossem conside-
rados significantes. A análise da qualidade do sono demonstrou que
a maioria dos estudantes de enfermagem pesquisa-
dos estava com qualidade de sono ruim, tanto aque-
les que estudavam (24,51%) quanto para aqueles
que estudavam e trabalhavam (59,80%). i
O estudo foi aprovado pelo Comitê de Ética em
Pesquisa da Universidade de Taubaté, CEP/UNI-
TAU: nº014/12. A percepção individual, quanto ao cronotipo,
apontou que a maioria dos estudantes era indife-
rente (56,38%), independente de terem ou não ati-
vidade laboral. Já quanto ao período de estudo e ao
turno trabalhado, verificou-se predomínio dos indi-
ferentes no período da manhã (42,16%) e no turno
diurno (27,86%) (Tabela 2). Métodos Trata-se de uma pesquisa descritiva, observacional
de corte transversal, realizada em uma universida-
de do Vale do Paraíba, no interior do estado de
São Paulo, entre agosto de 2012 e junho de 2013. Participaram 204 estudantes voluntários do pri-
meiro ao quinto ano do curso de graduação em
enfermagem, de ambos os sexos, com idade supe-
rior a 18 anos. A amostra constou de todos os alu-
nos matriculados nos períodos matutino (7h30m
às 11h10m) e noturno (19h00m às 22h40m),
considerando toda a população de estudantes de
enfermagem da universidade. O recrutamento e o
preenchimento dos questionários foram efetuados
durante o período de aula e, para análise dos da-
dos, os estudantes foram divididos em dois grupo:
os estudantes que trabalham e estudam e os estu-
dantes que somente estudam. É importante salientar a existência das diferenças
individuais que podem ser observadas de acordo com os
aspectos cronobiológicos, pois são consideradas a pre-
ferência de horários para dormir e acordar e as fases de
maior disposição física e cognitiva, o que permite uma
classificação de acordo com a preferência de cronotipo,
pois respeita a percepção individual entre as relações de
fase distintas da expressão dos ritmos circadianos e os
sincronizadores externos em seres humanos.(4,5) A cronobiologia permite conhecer as caracte-
rísticas individuais que compõem um fenótipo ba-
seado no comportamento, assegurando, assim, que
indivíduos sejam identificados dentre cinco pre-
ferências de cronotipo, denominados matutinos e
vespertinos extremos ou moderados, e indiferentes
ou intermediários.(6) Os indivíduos matutinos são
aqueles que preferem dormir cedo, em torno das
21h ou 22h, e acordar cedo, em torno das 6h, sem
interferências em seu desempenho físico e mental. Os vespertinos preferem dormir após as 22h e sen-
tem mais disposição à tarde e no início da noite. Já As características sociodemográficas e de saúde
foram obtidas por meio de questionário com ques-
tões abertas e fechadas, para sexo, idade, estado civil,
ter filhos, possuir outras atividades, tipo e horário da
atividade, queixas com relação ao estado de saúde, ho-
rário de trabalho e prejuízo com a saúde, e horário de
estudo e consideradas como variáveis independentes. A qualidade do sono foi verificada por meio do
instrumento de Índice de Qualidade de Sono de
Pittsburgh, que quantifica a qualidade do sono por
uma escala que varia de zero a 21 pontos, consi- Acta Paul Enferm. 2016; 29(6):658-63. Acta Paul Enferm. 2016; 29(6):658-63. Resultados Os resultados sociodemográficos mostraram pre-
domínio do sexo feminino (91,67%) com idade
média de 24,97(±6,82), solteiros (75,98%), sem fi-
lhos (79,90%), alocados no turno escolar matutino
(75%), terem atividade laboral (68,62%) na área de
enfermagem (39,39%) e essa atividade se concen-
trar nos turnos diurno (50,71%) e noturno (34,29)
(Tabela 1). Ser estudante e trabalhar implicou em maior
frequência de sintomas de má digestão (p=0,0016),
cefaleia (p=0,0357), sonolência na aula (p=0,0395)
e insônia (p=0,0369) (Tabela 3). 660 Acta Paul Enferm. 2016; 29(6):658-63. Santos TC, Martino MM, Sonati JG, Faria AL, Nascimento EF Tabela 2. Distribuição dos estudantes de enfermagem quanto o cronotipo
Cronotipo
Total
(n=204)
Estudar e trabalhar
(n=140)
Manhã
Noite
Total
Diurno
Noturno
Vespertino/noturno
Total
n(%)
n(%)
n(%)
n(%)
n(%)
n(%)
n(%)
Definitivamente matutino
5(2,45)
-
5(2,45)
2(1,43)
2(1,43)
-
4(2,86)
Definitivamente vespertino
5(2,45)
3(1,47)
8(3,92)
2(1,43)
2(1,43)
1(0,71)
5(3,57)
Moderadamente matutino
32(15,69)
7(3,43)
39(19,12)
16(11,43)
10(7,14)
3(2,14)
29(20,71)
Moderadamente vespertino
25(12,25)
12(5,88)
37(18,13)
12(8,57)
11(7,86)
3(2,14)
26(18,57)
Indiferente
86(42,16)
29(14,22)
115(56,38)
39(27,86)
23(16,43)
14(10,00)
76(54,29) Tabela 2. Distribuição dos estudantes de enfermagem quanto o cronotipo Tabela 3. Associação entre as variáveis de sintomas relatados de má digestão, cefaleia, sonolência e insônia e o período escolar e
turnos de trabalho de estudantes de enfermagem
Sinais e sintomas
Turno escolar (n=204)
p-value
Turno de trabalho (n=140)
p-value
Manhã
Noite
Diurno
Noturno
Vespertino/noturno
n(%)
n(%)
n(%)
n(%)
n(%)
Má digestão
Sim
37(80,43)
9(19,57)
0,3334*
9(25,00)
19(52,78)
8(22,22)
0,0016*
Não
116(73,42)
42(26,58)
62(59,62)
29(27,88)
13(12,50)
Cefaleia
Sim
75(78,95)
20(21,05)
0,2242*
30(46,88)
19(29,69)
15(23,44)
0,0357*
Não
78(71,56)
31(28,44)
41(53,95)
29(38,16)
6(7,89)
Sonolência na aula
Sim
80(76,92)
24(23,08)
0,5177*
29(40,28)
30(41,67)
13(18,06)
0,0395*
Não
73(73,00)
27(27,00)
42(61,76)
18(26,47)
8(11,76)
Insônia
Sim
25(71,43)
10(28,57)
0,5919*
8(29,63)
12(44,44)
7(25,93)
0,0369*
Não
128(75,74)
41(24,26)
63(55,75)
36(31,86)
14(12,39)
*p-valor obtido por meio do teste qui quadrado. Tabela 3. Associação entre as variáveis de sintomas relatados de má digestão, cefaleia, sonolência e insônia e o período escolar e
turnos de trabalho de estudantes de enfermagem
Sinais e sintomas
Turno escolar (n=204)
p-value
Turno de trabalho (n=140)
p-value
Manhã
Noite
Diurno
Noturno
Vespertino/noturno Tabela 3. Associação entre as variáveis de sintomas relatados de má digestão, cefaleia, sonolência e insônia e o período escolar e
turnos de trabalho de estudantes de enfermagem as variáveis de sintomas relatados de má digestão, cefaleia, sonolência e insônia e o período escolar e
ntes de enfermagem *p-valor obtido por meio do teste qui quadrado. Discussão A maioria dos estudantes estava inserida no período
da manhã, e com turno de trabalho concentrado no
período diurno e noturno. Essa é uma característica do
profissional de enfermagem, que prioriza o trabalho no-
turno em detrimento de maior ganho salarial, já que os
pesquisados também eram maioria no trabalho na área
de enfermagem. A dupla jornada (estudo-trabalho),
sobretudo para os turnos noturnos, leva a dificuldades
para dormir durante o dia, comprometendo a saúde, as
relações sociais como família e amigos,(11) repercutindo
também na vida acadêmica, pois a permanência na gra-
duação depende da organização da vida laboral que é
sempre priorizada.(12) O presente estudo apresenta limitações caracterís-
ticas de estudo transversal não avaliando causa e
efeito, mas indicando preocupação quanto o sono e
saúde da população estudada. Os resultados desta pesquisa, aliados com os
dados encontrados na literatura, sugerem que
os estudantes de graduação em enfermagem são
do sexo feminino, com predomínio de jovens na
faixa etária de 18 a 29 anos, seguidos por indiví-
duos na faixa etária de 30 a 39 anos, e com me-
nor porcentual para a idade acima dos 40 anos. Essas características são também encontradas em
estudo sobre qualidade de vida de estudantes in-
gressantes no curso de enfermagem da Universi-
dade Federal Fluminense.(10) Já quanto ao estado
civil, os resultados da presente pesquisa foram
divergentes, pois foram verificados alguns estu-
dantes casados e com filhos, o que por ter sido
encontrado por incluir os estudantes de todos os
anos do curso e não somente os ingressantes. A maioria dos estudantes apresentou qualidade
de sono ruim. Esses dados estão de acordo com a
literatura, corroborando estudo realizado com 701
alunos da Universidade Federal do Ceará, o qual
evidenciou que 95,3% dos estudantes estavam com
má qualidade do sono(13) e com estudo realizado na
Universidade Federal de Pernambuco com 173 es-
tudantes (92 dos cursos da área de exatas, matemá-
tica, física e computação, e 81 da área de biológicas Acta Paul Enferm. 2016; 29(6):658-63. Discussão 661 Qualidade do sono e cronotipo de estudantes de enfermagem e educação física), que verificou a má qualidade do
sono e sonolência diurna excessiva em estudantes da
área de saúde e exatas.(14) A concordância entre a preferência de crono-
tipo e o período de trabalho e estudo também
é importante na determinação do desempenho
escolar, laboral e na melhor qualidade de vida.(1)
O perfil cronobiológico pode minimizar ou po-
tencializar os efeitos negativos das alterações do
ciclo vigília-sono. Com relação aos estudantes que também traba-
lham, os dados quanto à sonolência estão de acordo
com os apresentados na literatura, corroborando o
estudo realizado em uma faculdade particular do in-
terior de São Paulo e envolvendo estudantes de en-
fermagem que trabalhavam no turno noturno. Esse
estudo demonstrou que, de acordo com a escala de
Sonolência de Epworth, os sujeitos apresentaram
escores de sonolência que variaram de 7,2 a 15,9,
com média de 11,4, caracterizando prevalência de
sonolência diurna excessiva. O autor conclui que,
por conta dos estudos, os estudantes aumentam
suas horas de vigília, resultando em alta incidência
de sonolência diurna.(15) A preferência de cronotipo encontrada na pes-
quisa foi do tipo indiferente (nem vespertinos e
nem matutinos). Esse perfil foi semelhante ao en-
contrado em estudo realizado com universitários
do curso de ciências biológicas da Universidade
Metodista de Piracicaba, no interior do Estado
de São Paulo. Os dados indicaram que os tipos
indiferentes e os moderadamente vespertinos são
sete vezes maiores do que os matutinos típicos,
1,4 vez maior que os moderadamente matutinos
e 3,5 vezes maiores que os vespertinos típicos.(6)
Essas características mostram uma adaptação ao
cronotipo indiferente aos ritmos sociais. Portan-
to, entender as questões que envolvem o cansaço,
sonolência excessiva e duração, e qualidade do
sono de estudantes é de grande interesse, uma
vez que esses fatores estão associados a um menor
desempenho escolar. Discussão O impacto negativo da dupla jornada, trabalho e
estudo, no sono de jovens estudantes brasileiros, da ci-
dade de São Paulo, foi confirmada comparando o dé-
bito de sono antes dos estudantes assumirem a dupla
jornada e após estarem comprometidos com o estudo
e o trabalho, mostrando a existência de diferença sig-
nificante entre os valores médios do tempo de sono.(16) i
Esses achados somados aos resultados encontra-
dos nessa pesquisa é preocupante, já que o sono está
associado a diferentes modos de processamento da
memória, favorecendo sua consolidação e a recupe-
ração de estímulos que são requeridos no momento
da vigília,(17) podendo, portanto, interferir no pro-
cesso de consolidação do conhecimento dos estu-
dantes e na qualidade do profissional formado. Conclusão O estudo encontrou preferência de cronotipo pre-
dominantemente indiferente com qualidade de
sono ruim e associação entre insônia, cefaleia, má
digestão e sonolência na aula para os estudantes que
trabalhavam e estudavam. Essas conclusões mos-
tram a importância de se investir no entendimento
das alterações que podem ocorrer entre os ritmos
biológicos e os ciclos ambientais, principalmente
em relação às adequações nos horários do turno es-
colar e do trabalho em turnos. q
pi
As consequências da dupla jornada (trabalho-es-
tudo) para com a saúde, se confirmaram na presente
pesquisa com os achados de associações entre as va-
riáveis sonolência em sala de aula, insônia, cefaleia
e má digestão e a presença da dupla jornada. O tra-
balho desenvolvido em turno, em especial aqueles
que proporcionam maior débito de sono, têm sido
associados com fadiga e sonolência, condições não
esperadas para indivíduos que desempenham ativi-
dades que exigem concentração e atenção.(18) Esses
achados indicam a necessidade de mudança no es-
tilo de vida, que promovam hábitos saudáveis en-
volvendo melhor qualidade de sono, alimentação e
atividade física.(19) Acta Paul Enferm. 2016; 29(6):658-63. Colaborações Colaborações
Santos TCMM, De Martino MMF, Sonati JG, De
Faria AL, Nascimento EFA declaram que contribuí-
ram com a redação do artigo, revisão crítica rele-
vante do conteúdo intelectual e aprovação final da
versão a ser publicada. Santos TCMM, De Martino
MMF colaboraram nas etapas de concepção do es-
tudo, análise, interpretação dos dados, redação do
artigo, revisão crítica relevante do conteúdo intelec-
tual e aprovação final da versão a ser publicada. 9. Benedito Silva AA, Menna-Barreto L, Marques N, Tenreiro S. A self-
assessment questionnaire for the determination of morningness-
eveningness types in Brazil. In: Hayes DK, Pauly JE, Reiter RJ,
editors. Cronobiology: its role in clinical medicine, general biology and
agriculture. Part B. New York: Wiley-Liss; 1990. p.89-98. 10. Almeida PF, Espírito Santo FH. Qualidade de vida: um estudo com
ingressantes do curso de graduação em enfermagem e licenciatura. Rev Pesq Cuid Fundam. 2012; 4(1):2647-53. 11. Korompeli A, Muurlink O, Tzavara C, Velonakis E, Lemonidou C, Sourtzi
P. Influence of Shiftwork on greek nursing personnel. Saf Health Work. 2014; 5(2):73-9. 12. Maier SRO, Mattos M. O trabalhar e o estudar no contexto universitário:
uma abordagem com trabalhadores-estudantes. Rev Saúde (Santa
Maria). 2016; 42(1):179-85. Agradecimentos Agradecemos a Universidade de Taubaté por
permitir o desenvolvimento do projeto, espe-
cialmente a diretora do Departamento de Enfer-
magem e Nutrição Professora Ms. Maria Angela
Petrini. Acta Paul Enferm. 2016; 29(6):658-63. 662 Santos TC, Martino MM, Sonati JG, Faria AL, Nascimento EF 8. Bertolazi AN, Fagondes SC, Hoff LS, Dartora EG, Miozzo IC, Barba ME,
et al. Validation of the Brazilian portuguese version of the Pittsburg
Sleep Quality Index. Sleep Med. 2011; 12(1):70-5. Referências 13. Araújo MF, Lima AC, Alencar AM, Araújo TM, Fragoso LV, Damasceno
MM. Avaliação da qualidade do sono de estudantes universitários de
Fortaleza-CE. Texto Contexto Enferm. 2013; 22(2):352-60. 1. Maire M, Reichert CF, Schmidt C. Sleep-wake rhythms and cognition. J
Cogn Behav Psychother. 2013; 13(1a):133-70. 14. Carvalho TM, Silva Jr II, Siqueira PP, Almeida JO, Soares AF, Lima AM. Qualidade do sono e sonolência diurna entre estudantes universitários
de diferentes áreas. Rev Neurociênc. 2013; 21(3):383-7. 2. Pereira E, Anacleto TS, Louzada FM. Interação entre sincronizadores
fóticos e sociais: repercussões para a saúde humana. Rev Biol. 2012;
9(3):68-73. 15. Ferreira LR, De Martino MM. [Sleep patterns and fatigue of nursing students
who work]. Rev Esc Enferm USP. 2012; 46(5):1176-81. Portuguese. 3. Zhu L, Zee PC. Circadian rhythm sleep disorders. Neurologic Clin. 2012; 30(4):1167-91. 16. Fischer FM, Wey D, Valente D, Luz AA, Pinheiro F, Fonseca BC, Silva-Costa
A, Moreno CR, Menna-Barreto L, Teixeira LR. Sleep patterns and sleepiness
among Young students: A longitudinal study before and after admission as
trainees and apprentices. Chronobiol Int. 2015; 32(4): 478-85. 4. Horne JA, Ostberg O. A self-assessment questionnaire to determine
morningness-eveningness in human circadian rhythms. Int J
Chronobiol. 1976; 4(2):97-110. 5. Duarte LL, Menna-Barreto L, Miguel MA, Louzada F, Araújo J, Alam
M, et al. Chronotype ontogeny related to gender. Braz J Med Biol Res. 2014; 47(4):316-20. 17. Rasch B, Born J. About sleep’s role in memory. Physiol Rev. 2013;
93(2):681-766. 18. Sonati JG, De Martino M, Vilarta R, Maciel E, Moreira E, Sanchez F,
De Martino G, Sonati R. Quality of life, health, and sleep of air traffic
controllers with different shift systems. Aerosp Med Hum Perform. 2015; 86(10):895-900. 6. Duarte M, Silva CA. Identificação do cronotipo e perfil cronobiológico
de uma população de acadêmicos de Ciências Biológicas da Unimep. Saúde Rev. 2012; 12(31):53-60. 7. Andreoli CP, De Martino MM. Academic performance of night-shift
students and its relationship with the sleep-wake cycle. Sleep Sci. 2012; 5(2):45-8. 19. Sonati JG, De Martino MMF, Vilarta R, Maciel ES, Sonati RJF, Paduan
PC. Quality of life, sleep, and health of air traffic controllers with rapid
counteclockwise shift rotation. Workplace Health Saf. 2016; 64(8): 377-84. 663 Acta Paul Enferm. 2016; 29(6):658-63.
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https://www.swsc-journal.org/10.1051/swsc/2022002/pdf
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GEANT4 simulation study of the response of a miniature radiation detector in Galactic Cosmic Rays and inside a spacecraft.
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Journal of space weather and space climate
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Received 19 May 2021 / Accepted 13 February 2022 Abstract – The Miniaturized Detector for Application in Space (MIDAS) is a compact device with
dimensions 5 5 1 cm3 that combines position-sensitive Si detectors and a fast neutrons spectrometer. MIDAS is developed with the purpose of acting as a linear energy transfer (LET) spectrometer for the
charged particles and measuring dose and dose equivalent from both charged particles and neutrons. It is based on fully depleted monolithic active Si pixel sensors for the charged track and energy deposition
measurements, while a plastic scintillator read out by a silicon photomultiplier is used to determine energy
depositions from fast neutrons. A simulation study of the detector response in galactic cosmic ray (GCR)
radiation fields with the aid of GEANT4 has been performed. Energy depositions and hit pixel addresses
have been used to reconstruct tracks and calculate LET spectra. A method to calculate LET1 in water from
the measured LET has been elaborated. The dose rate in water and dose equivalent rate has been calculated. The energy and particle composition of the radiation field produced by the interaction of GCR with the
Al walls of a spacecraft model has been determined, and the response of MIDAS in this radiation field
has been investigated. Keywords: GEANT4 simulations / space dosimetry / depleted monolithic active pixel sensors It is well known that the absorbed dose of radiation is mea-
sured in units of Gray (1 Gy = 1 J/kg). As not all sources of
radiation have the same biological effectiveness, the dose equiv-
alent measured in units of Sieverts (Sv) takes this into account. The dose equivalent (in Sv) is equal to the dose (in gray) times
the quality factor (Q), where Q is a function of the linear energy
transfer (LET) – the rate of energy loss of a particle in water
measured in keV lm1. GEANT4 simulation study of the response of a miniature radiation
detector in Galactic Cosmic Rays and inside a spacecraft
Konstantinos Karafasoulis1,2
, Christos Papadimitropoulos2
, Constantinos Potiriadis2,3,
and Charalambos Pan Lambropoulos2,* 1 Hellenic Army Academy, Vari, Attiki 16673, Greece
2 1 Hellenic Army Academy, Vari, Attiki 16673, Greece Hellenic Army Academy, Vari, Attiki 16673, Greece
2 Department of Aerospace Science and Technology, National and Kapodistrian University of Athens, Psahna-Evia 34400, Greece
3 Greek Atomic Energy Commission, Agia Paraskevi, Attiki 15310, Greece e e c
y
cade y, Va ,
tt
6673, G eece
2 Department of Aerospace Science and Technology, National and Kapodistrian University of Athens, Psahna-Evia 34400, Greece
3 Greek Atomic Energy Commission, Agia Paraskevi, Attiki 15310, Greece 2 Department of Aerospace Science and Technology, National and Kapodistrian University of Athens, Psahn
3 Greek Atomic Energy Commission, Agia Paraskevi, Attiki 15310, Greece *Corresponding author: lambrop@uoa.gr This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Topical Issue - Space Weather Instrumentation Topical Issue - Space Weather Instrumentation OPEN
ACCESS J. Space Weather Space Clim. 2022, 12, 8 J. Space Weather Space Clim. 2022, 12, 8 K. Karafasoulis et al., Published by EDP Sciences 2022 Available online at:
www.swsc-journal.org Available online at:
www.swsc-journal.org Available online at:
www.swsc-journal.org TECHNICAL ARTICLE OPEN
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K. Karafasoulis et al., Published by EDP Sciences 2022 J. Space Weather Space Clim. 2022, 12, 8 1 Hellenic Army Academy, Vari, Attiki 16673, Greece
.
a a asou s et a .,
ub s ed by
Sc e ces
0
https://doi.org/10.1051/swsc/2022002 1 Introduction We designed in-pixel electronics to handle
a wide dynamic range of energy depositions in Si voxels with
dimensions 106 106 50 lm3 from less than the most prob-
able value of energy loss of minimum ionizing protons up to
more than 2.33 MeV lm1 (10 MeV cm2 mg1 in Si). MIDAS
is a cube whose 5 facets house 2 layers of DMAPS, while the
one facet is covered by a silicon photomultiplier (SiPM) and
one layer of DMAPS. The SiPM reads the light output of a plas-
tic scintillator, which occupies the interior volume of the cube
with dimensions 7 7 7 mm3. The five facets of the scintil-
lator are covered by a Ti box with 1 mm thickness which
absorbs the recoil protons with kinetic energy up to 18 MeV. The device concept, first prototype iteration, initial measure-
ments, and simulations have been described in Lambropoulos
et al. (2019). MIDAS is at technology readiness level 4. with 51 lm thickness. The parameters were selected purposely
to compare with the values reported in Table VIII of Bichsel
(1988) for protons with bc = 2.1 (momentum 2 GeV/c, kinetic
energy 1244.1 MeV) and taken from Bak et al. (1987). The peak of the distribution of the deposited energy was found
at 13.82 keV, and the Full Width at Half Maximum (FWHM) is
7.2 keV. The corresponding experimental values are 12.64 keV
for the distribution peak of the deposited energy and 7.446 keV
for the FWHM. With the aid of the OMERE freeware (OMERE), the differ-
ential flux distributions of galactic cosmic rays (GCR) according
to the ISO 15390 model for the solar minimum 1996.4 between
the end of Cycle 22 and the beginning of Cycle 23 were obtained
and used as energy distributions of a spherical source with a
radius of 20 cm. The energy range is from 0.1 MeV/n up to
20 GeV/n, and it is partitioned in 835 logarithmic bins. The
device was placed at the center of this source, which emitted par-
ticles with equal probability from all points of its interior surface,
with cosh and u uniformly distributed in the interval [1, 1] and
[0, 2p] respectively, where h is the polar angle with respect to the
radius of the sphere from the point of emission and u is the azi-
muthal angle in the plane perpendicular to this radius. 1 Introduction Equal
numbers of particles (107) were generated for each element with
Z = 1 up to Z = 26. The distribution of a calculated quantity
resulting from the Monte Carlo experiment for one element
was scaled with the integral over the energy of the element’s
flux with purpose to assign to this distribution the correct weight
in the weighted sum for all particles. This weighted sum gives
the final distribution of the quantity due to the GCR spectrum. The geometry of the device, the visualization of the tracks of the
particles produced due to the passage of a Fe56 ion with
10 GeV kinetic energy, and the die photo of the first version
of the Si active pixel sensors can be seen in Figure 1. (
)
gy
In the present paper, based on simulation experiments per-
formed with the aid of the GEANT4 (GEometry ANd Tracking)
package, we present a detailed study of the following subjects:
(a) The reconstruction of the charged particle tracks using the
energy deposition patterns on the pixel layers. (b) The calcula-
tion of the measured LET distribution. (c) The correction of the
measured LET for the escaped energy and the determination of
LET1 in water. (d) The calculation of the dose and dose equiv-
alent rate using LET1 in water. (e) The response of MIDAS
inside a spacecraft model, where the GCR radiation field is
modified due to the interaction with the Al walls. Although
the purpose of the work presented is to elucidate some of the
capabilities of this novel device with the aid of Monte Carlo
tools, the obtained results agree with some field measurements
and with simulation results reported by other groups. The analysis presented here has been performed with the
following assumptions: (a) the depleted monolithic active pixel
sensors have 50 lm thickness, and all the energy deposited to a
voxel with dimensions 106 106 50 lm3 is registered. The
wafers of the final version of the MIDAS pixel detectors will be
processed to become 50 lm thick. (b) A layer of silicon sensors
is mounted below the SiPM and at the bottom layer of the asso-
ciated electronics board. This means that all the plastic scintilla-
tor cube facets are covered by at least one silicon layer,
something which was not foreseen in the initial design of the
device, as explained in Lambropoulos et al. (2019). 1 Introduction (c) In the
calculations, only energy depositions above 20 keV are used
as a conservative estimate of the pixel readout electronics
sensitivity. 2 The simulation environment, geometry,
and materials The Monte Carlo simulations were performed using the
GEANT4 toolkit version 4.10.06.p02 (Agostinelli et al., 2003;
Allison et al., 2006, 2016). The QGSP_BERT_HP physics list
has been used. The acronym stands for the “Quark gluon string
model,” which allows to simulate reactions of high energy
hadrons with nuclei and to simulate high energy electro- and
gamma-nuclear reactions; the “Bertini cascade model”, which
treats nuclear reactions initiated by long-lived hadrons and gam-
mas with energies between 0 and 10 GeV, and the “High pre-
cision neutron model”, which uses cross-section for neutrons
with energies up to 20 MeV from the ENDF/B-VI evaluated
data library. It includes the G4EmStandardPhysics list, and
the production threshold for gammas, electrons, and positrons
is 1 mm. For space applications, the correct treatment of
low-energy protons is important. For this reason, the default
GEANT4 model (Lassila-Perini & Urbán, 1995) for the calcu-
lation of energy depositions by charged particles was checked:
in a simulation experiment, protons with 1244.1 MeV kinetic
energy were impinging vertically on a fully depleted silicon slab 1 Introduction Coarsely segmented Si diode detectors are used in almost all
the instruments measuring the mixed radiation fields of the space
environment (Spence et al., 2010; Hassler et al., 2012;
Rodríguez-Pacheco et al., 2020). For almost a decade, hybrid
Si pixel detectors have started to penetrate the field of space
dosimetry with starting event the installation of 5 Timepix units
onboard the International Space Station in 2012 (Pinsky et al.,
2014). Instruments using Si pixel detectors for monitoring radia-
tion in the space environment can achieve orders of magnitude
reduction in mass, size, and power consumption. Wide fields of
view without compromising the geometric resolution can be
achieved, something that cannot be done with coarsely seg-
mented Si diodes in telescopic configurations. Miniaturized
telescopes based on partially depleted active Si pixel sensors
using the Silicon on Insulator technology with heritage from
X-ray imaging have been proposed and are developed (Vrba
et al., 2018). l
MIDAS is developed in response to the European Space
Agency (ESA) request for a device whose size, power consump-
tion, and radiation data output would increase the level of space-
flight crew autonomy regarding operational decisions related to
radiation hazards. ESA required a device sensitive to both
charged particles and neutrons to enable measurement of dose,
dose rate, energy deposition, LET, and calculation of dose equiv-
alent. For neutrons, the desired energy ranges from 100 keV up
to 200 MeV. For charged particles, the capability to measure
LET values of at least 10 MeV cm2 mg1 in Si was also re-
quired. The mass limit of the device was set at 50 g, with
dimensions up to 5 5 1 cm3. Power consumption should
allow 30 days of autonomous operation. For measuring the K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 tracks and the energy depositions from charged particles, we
proposed to use MIDAS fully depleted monolithic active pixel
sensors (DMAPS). In the last decade, DMAPS have been stud-
ied and introduced in high-energy physics experiments for mea-
suring minimum ionizing particles (Peric, 2007). Fully depleted
Si sensors achieve fast charge collection and are less prone to
radiation damage. 3 Track reconstruction of charged particles The correct estimation of the track direction is necessary for
the calculation of the distance traveled by the particle in a Si
layer and, consequently, of the measured LET, which can be
defined as, LETmeas ¼ Edep=L;
ð1Þ ð1Þ where Edep is the deposited energy in the Si sensor and L is the
track length in it. The deposited energy and the track length
are quantities that can be found using either Monte Carlo or
real data. Page 2 of 8 Page 2 of 8 K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 Fig. 1. (a) The geometry of the sensitive cube: two layers of Si pixel detectors are placed on each facet of a Ti box, which contains a plastic
scintillator. At the bottom, a silicon photomultiplier in touch with the plastic scintillator and beneath them one layer of Si. (b) The die of the Si
active pixel sensor. (c) Visualization of the tracks of secondary particles produced when a 10 GeV 56Fe ion hits the device. Gray: the 56Fe track;
red: photon tracks; green: neutron tracks; blue: proton tracks. Fig. 1. (a) The geometry of the sensitive cube: two layers of Si pixel detectors are placed on each facet of a Ti box, which contains a plastic
scintillator. At the bottom, a silicon photomultiplier in touch with the plastic scintillator and beneath them one layer of Si. (b) The die of the Si
active pixel sensor. (c) Visualization of the tracks of secondary particles produced when a 10 GeV 56Fe ion hits the device. Gray: the 56Fe track;
red: photon tracks; green: neutron tracks; blue: proton tracks. The track direction is estimated with the following steps: The track direction is estimated with the following steps: not from the primary track. Usually, the energy deposi-
tions due to delta rays are much lower than the ones pro-
duced by the primary ion. We found that by excluding
from the 3D line fit clusters with energy less than 7%
of the total energy of the four candidates, the distribution
of the difference angle between the real and the recon-
structed direction of the primary track becomes narrower. (a) The pixels of a Si sensor with registered hits are grouped
into clusters, provided they have a common edge or ver-
tex, and the deposited energies in the voxels defined by
these pixels are summed. The cluster having the highest
deposited energy is selected. (b) As every Si layer contains 4 sensors, the cluster or iso-
lated pixel with the highest deposited energy among all
the 4 sensors is selected as a candidate for the 3D line
fit that will provide the estimation of the track direction. For this cluster, the energy weighted barycenter is
calculated. (e) A 3D line fit is performed to the barycenter points of the
clusters that have passed the cut imposed in step (d), pro-
vided they are more than two. If two clusters have
remained, then the line that connects their barycenter
points is calculated. (f) When a 3D line fit is performed, the sum of the squares of
the residuals of the fit is computed. If the sum is above
0.01 mm2, the least energetic cluster is excluded, and
the line is estimated again using the remaining clusters. (f) When a 3D line fit is performed, the sum of the squares of
the residuals of the fit is computed. If the sum is above
0.01 mm2, the least energetic cluster is excluded, and
the line is estimated again using the remaining clusters. (c) If energy has been deposited in more than four Si layers,
there will be more than four candidate energy clusters. In
this case, the barycenter points of the four most energetic
ones are used as candidate points to which a 3-D line is
fitted. (g) The direction cosines of a unit vector along the estimated
track line are calculated. (g) The direction cosines of a unit vector along the estimated
track line are calculated. 4 LET estimation The measured LET is calculated using (1) for each Si layer
traversed by the fitted track line, and the average value for these
layers is used to construct the distribution of LETmeas. As this
distribution has been calculated separately for each sample of
primary ions, it is scaled with the ion’s relative contribution
to the GCR flux spectrum, and the weighted sum for all of them
is the final measured LETmeas(Si). The result is presented in
Figure 3 together with LETH2O deduced from LETmeas with
the procedure described below. Fig. 4. Scatter plot of LETH2O as calculated with G4EMCalculator
and of LETmeas for all ions. A reduced number of points for each
sample is included to improve visibility. The fitted line is computed
using the full samples. For each sample of ion species, the Monte Carlo truth infor-
mation is used to calculate the LET in water (LETH2O) using the
Geant4 G4EMCalculator for every reconstructed track. the wrong inclusion of secondary or, sometimes, fake tracks
as primaries. The reconstruction efficiency can be defined as
the number of simulated events whose reconstructed tracks
contribute to the measured LET spectra over the events handled
by the Geant4 G4EMCalculator. Consequently, correction
factors Cj, rec as a function of LETH2O are calculated as the
inverse of the reconstruction efficiency. They are given by the
following expression: LETmeas and LETH2O for all ion species are inserted in the
scatter plot presented in Figure 4. The best fit line to this
diagram is found to be, ð2Þ log10ðLETH2OÞ ¼ p0 þ p1 log10ðLETmeasÞ
ð2Þ 10ð
H2OÞ
0
1
10ð
measÞ
ð Þ
where p0 = 0.25797 ± (0.00085) and p1 = 0.98514 ±
(0.00038). With the aid of this equation, the obtained LETmeas
values are converted to LETH2O values. This result is very
close to that by Benton et al. (2010) obtained from range/
energy relations for ions ranging in charge from 1 to 26 over
an energy interval of 0.8–2000 MeV amu1. where p0 = 0.25797 ± (0.00085) and p1 = 0.98514 ±
(0.00038). With the aid of this equation, the obtained LETmeas
values are converted to LETH2O values. This result is very
close to that by Benton et al. (2010) obtained from range/
energy relations for ions ranging in charge from 1 to 26 over
an energy interval of 0.8–2000 MeV amu1. The track direction is estimated with the following steps: (d) Since heavy ions produce secondary particles in interac-
tions with either the active (silicon and plastic scintillator)
or the non-active materials (titanium box, enclosure,
substrate PCBs) of the device, it is possible that the Si
sensors register hits due to the secondary radiation and (d) Since heavy ions produce secondary particles in interac-
tions with either the active (silicon and plastic scintillator)
or the non-active materials (titanium box, enclosure,
substrate PCBs) of the device, it is possible that the Si
sensors register hits due to the secondary radiation and Using the described algorithm, a track direction is calculated
for every event, and this is considered as the direction to be used
for the determination of LET. However, it is probable that a
primary ion will interact with the non-active parts of the device, Page 3 of 8 Page 3 of 8 K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 Fig. 3. LETmeas(Si) resulting from the addition of the weighted
distributions from all the ions with Z = 1 to Z = 26 using as weights
their relative contribution to the GCR flux spectrum (blue) and
LETH2O computed using the method described in the text. The bin
width is 1 keV lm1. Fig. 2. Distribution of the angle between the real (known from MC)
and reconstructed track. Fig. 3. LETmeas(Si) resulting from the addition of the weighted
distributions from all the ions with Z = 1 to Z = 26 using as weights
their relative contribution to the GCR flux spectrum (blue) and
LETH2O computed using the method described in the text. The bin
width is 1 keV lm1. Fig. 3. LETmeas(Si) resulting from the addition of the weighted
distributions from all the ions with Z = 1 to Z = 26 using as weights
their relative contribution to the GCR flux spectrum (blue) and
LETH2O computed using the method described in the text. The bin
width is 1 keV lm1. Fig. 2. Distribution of the angle between the real (known from MC)
and reconstructed track. Fig. 2. Distribution of the angle between the real (known from MC)
and reconstructed track. Fig. 3. LETmeas(Si) resulting from the addition of the weighted
distributions from all the ions with Z = 1 to Z = 26 using as weights
their relative contribution to the GCR flux spectrum (blue) and
LETH2O computed using the method described in the text. The track direction is estimated with the following steps: The bin
width is 1 keV lm1. Fig. 2. Distribution of the angle between the real (known from MC)
and reconstructed track. and the Si sensors will register only the secondary tracks and
not the primary one. As in reality, it will not be possible to
discriminate against such an event, we do not exclude the false
primary tracks from our analysis. This practically means that a
highly energetic delta ray may be treated as if it were a proton. In Figure 2 is presented the distribution of the angle between the
real and the reconstructed track for a sample of 56Fe events
with the GCR energy distribution. One can see that although
the distribution has peaks at 0 rad and p rad, there is a contin-
uum of events between these two angles because the recon-
structed track assigned to a primary particle is the track of a
secondary delta ray. Fig. 4. Scatter plot of LETH2O as calculated with G4EMCalculator
and of LETmeas for all ions. A reduced number of points for each
sample is included to improve visibility. The fitted line is computed
using the full samples. 5 Dose and dose equivalent calculation We have found a dose equivalent rate in water for the GCR
spectrum H = 2.32 mSv day1 when summing up to
400 keV lm1 with an average Quality factor <Q> = 4.58
and H = 2.57 mSv day1 with <Q> = 4.89, when summing
up to 1000 keV lm1. As the purpose of this study is to provide estimates of the
dose and dose rate indications of the MIDAS device in the
GCR field, a computation of count rate is necessary. For this
reason, the effective cross-section of the device has been
determined with the following procedure: In the interior of the
spherical source used to generate 107 primary particles with
their directions distributed uniformly, a series of concentric
spheres were placed. In these spheres, the primary particles do
not undergo any interaction; they are used only for counting
the primary particles entering their interior. The area of the great
circles of the concentric spheres as a function of the number of
the particles entering them shows a linear behavior thus a linear
equation relating the area of the great circle to the number of
entering particles was obtained. The number of particles enter-
ing the MIDAS sensitive volume without surrounding enclosure
was counted with the aid of a separate Monte Carlo experiment. It was found that the number of particles entering MIDAS is the
same as the number of those entering a sphere with 0.422 cm
radius and a great circle with 0.5595 cm2 area, which is the
effective cross-section, Aeff, of MIDAS. The time corresponding
to the 107 particles generated was deduced using the relation, p
l
In the correction calculation of the inefficiency of MIDAS
in reconstructing the LET spectrum, the model of the radiation
environment is used. As in reality, the radiation environment is
not known beforehand, we tried to estimate the effect on
the dose calculation using the measured LET distribution for
the 1996.4 solar minimum corrected with Cj,rec evaluated for
solar
maximum. The
resulting
dose
rate
in
water
is
0.460397 mGy day1, the dose equivalent rate in water is
1.99588 mSv day1 and <Q> = 4.33513. See the Equation (5) bottom of the page and the relation, H ¼
1
qH2O
X
N
i¼1
LETi QðLETiÞ N i
ð6Þ ð6Þ ð6Þ 4 LET estimation Cj; rec LETH2O
ð
Þ ¼
P
ions
W ion ^nj; ion LETH2O
ð
Þ
P
ions
W ion nj;ion LETH2O
ð
Þ where the sum is over all the ions contributing to the simula-
tion, Wion is the relative contribution of the ion in the GCR
spectrum, ^nj; ion LETH2O
ð
Þ is the content of the bin j of the gy
The measured LET spectrum should be corrected both for
inefficiencies in the estimation of the primary tracks and for Page 4 of 8 K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 LET
distribution
constructed
using
the
Geant4
G4EM
Calculator to find the values of LET in water from all the
primary
particles
entering
the
silicon
volumes,
while
nj;ion LETH2O
ð
Þ is the content of bin j of the measured LET
distribution, calculated from the reconstructed tracks and
converted using equation (2). Cj; rec LETH2O
ð
Þ have been calcu-
lated from samples of events different from those used to
extract the measured LET distribution to which they have
been applied. of bin i expressed in joules cm1 and qH2O) is the water
density in kg cm3. The LET bin width has been set to
1 keV lm1 and the sum was performed for LET values up
to 400 keV lm1 and for LET values up to 1000 keV lm1. We
have
found
an
absorbed
dose
rate
in
water
D = 0.506 mGy day1 when summing up to 400 keV lm1
and D = 0.526 mGy day1 when summing up to 1000
keV lm1 for the GCR spectrum. For the dose equivalent calculation, we have used the
(ICRP, 1991) quality factors Q: Consequently, the LETH2O distribution presented in Figure 3
and the dose estimation described in the following section have
been deduced using the content nj(LETmeas) of each bin j of the
measured LET distribution (either from a real or a Monte Carlo
sample) converted using equation (2) to nj LETH2O
ð
Þ and
multiplied with Cj; rec LETH2O
ð
Þ. See the Equation (5) bottom of the page 6 Radiation field inside the spacecraft The radiation field inside a spacecraft is modified due to the
partial absorption of the primary particles coming from GCR
and SEP (solar energetic particles) events in the walls and the
reactions of these particles with the spacecraft materials. There-
fore, the response of MIDAS in a radiation field representative
of what will be encountered inside a spacecraft has been
studied. time ¼ N incident
Aeff Utot
;
ð3Þ ð3Þ where Nincident is the number of particles entering MIDAS and
Utot is the total integral flux of all ions with Z = 1 up to Z = 26
provided by the OMERE freeware. The field distributions were constructed using a spacecraft
model placed inside a spherical source with a radius of 1 m. The spacecraft was bombarded with particles having the same
differential flux spectrum as in the calculations presented in
the previous sections. The simplified spacecraft model is a
cylinder whose both inner radius and height are 80 cm. The
material of its walls consists of 7.407 cm (20 g/cm2) thick Al. Its interior is filled with air. A probing sphere with a 20 cm
radius is placed at the cylinder’s center to record the incoming The LETH2O spectrum is then normalized in order to be
expressed as particles cm2 s1 and the dose rate is calculated
as, D ¼
1
qH2O
X
N
i¼1
LETi N i;
ð4Þ ð4Þ where Ni is the content of bin i of the LETH2O spectrum
expressed in particles cm2 s1, LETi is the LET at the center Q L
ð Þ ¼
1
L < 10 keV lm1
0:32 L 2:210 keV lm1
10 keV lm1 L 100 keV lm1
300=
ffiffiffi
L
p
L > 100 lm1 ;
8
>
>
<
>
>
:
ð5Þ Q L
ð Þ ¼
1
L < 10 keV lm1
0:32 L 2:210 keV lm1
10 keV lm1 L 100 keV lm1
300=
ffiffiffi
L
p
L > 100 lm1 ;
8
>
>
<
>
>
:
ð5Þ ð5Þ Page 5 of 8 Page 5 of 8 K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 (a)
(b)
(c)
(d)
Fig. 5. 6 Radiation field inside the spacecraft Figure 5d shows the energy spectra of the 4
particles which are not present in the GCR external field, but
they have the highest contribution in flux. Fig. 6. LETH2O spectrum for the field inside the spacecraft (red) and
LETexp(Si) (blue). Both are calculated using the energy depositions
in the pixel detectors of MIDAS. The resulting energy spectra were used as inputs for the def-
inition of the spherical sources surrounding MIDAS. Equal
numbers of particles (107) were generated for each species. Again, the distribution of a calculated quantity resulting from
the Monte Carlo experiment for one particle species was scaled
with its relative contribution, and the sum for all species was
derived. 6 Radiation field inside the spacecraft (a) For the particles with Z = 1 to Z = 26 the ratio of their contribution in the integrated flux of the spacecraft internal field
over their contribution in the integrated flux of the GCR field is shown. (b) The relative contribution of the particles in the integrated flux of
the spacecraft’s internal radiation field is presented. (c) The relative contribution to dose in water of the particles of the spacecraft
internal radiation field. (d) Energy spectra for gammas, neutrons, electrons, and positrons, which are the most abundant species in the internal
field. (a) (b) (a) (b) (c) d) (d) (c) Fig. 5. (a) For the particles with Z = 1 to Z = 26 the ratio of their contribution in the integrated flux of the spacecraft internal field
over their contribution in the integrated flux of the GCR field is shown. (b) The relative contribution of the particles in the integrated flux of
the spacecraft’s internal radiation field is presented. (c) The relative contribution to dose in water of the particles of the spacecraft
internal radiation field. (d) Energy spectra for gammas, neutrons, electrons, and positrons, which are the most abundant species in the internal
field. Fig. 6. LETH2O spectrum for the field inside the spacecraft (red) and
LETexp(Si) (blue). Both are calculated using the energy depositions
in the pixel detectors of MIDAS. particles and their energies. The particles considered for the
construction of the internal field distributions to be used are nu-
clei with Z = 1 to Z = 26 plus 12 non-existing in the primary
field species produced from the interactions of the GCR with
Al and air. The additional 12 particles are neutrons, gammas,
e/e+, l/l+, Κ/Κ+, p/p+, deuterons and tritons. For each
particle, its relative contribution to the internal field was calcu-
lated. In Figure 5a are shown the ratios of the flux relative con-
tributions of the charged particles present in both the GCR and
the spacecraft field. The error bars represent statistical fluctua-
tions of the Monte Carlo samples used. In Figures 5b and 5c
are presented the relative contributions in the flux and in the
dose in water, respectively, of all the particles of the spacecraft
field. Dose in water has been calculated with the aid of the
G4EMCalculator. 7 Estimation of LET and dose inside the
spacecraft The measured LET was estimated using (1) and converted
to LET in water with the procedure described in the previous Page 6 of 8 K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 Table 1. Dose rates and quality factors from the MIDAS simulated response in 1996.4 solar minimum calculated using correction coefficients
resulting from solar minimum and solar maximum GCR fields. They are compared with the measurements on the lunar surface, which are
multiplied by 2. The 3rd column reports simulation results obtained using the Badwar O’Neil model and completely different methodologies
than the one reported. MIDAS simulation result for GCR
field at 1996.4 solar minimum
Measurement on the lunar
surface (Zhang et al., 2020)
Dose rate in water
(LET limit 400 keV lm1)
0.460–0.506 mGy day1
0.318 ± 0.034 mGy day1
2 (0.636 ± 0.068)
Simulation result by
Banjac et al. (2019):
0.6 mGy day1
Dose equivalent rate in water
(LET limit 400 keV lm1)
2.32–1.99 mSv day1
1.37 ± 0.25 mSv day1
2 (2.74 ± 0.5)
<Q> (LET limit 400 keV lm1)
4.58–4.33
4.3 ± 0.7
<Q> under 20 g cm2 of
Al shield
2.55 (LET limit 400 keV lm1)
2.61 (LET limit 1000 keV lm1)
Simulation result by
Zeitlin et al. (2019): 2.3–2.4 paragraphs. It is shown in Figure 6. With a purpose to check
that equation (2) can be used for the internal field too, the fit
was repeated for the corresponding LETmeas and LETH2O and
the result was almost identical. The count rate calculation for
the internal field has been performed. For each GCR particle
species, 25 106 events were generated, and the number of
particles, either primary or secondary, entering the probing
sphere was counted, weighted with the relative contribution in
the GCR flux of the parent species, and summed. The ratio of
this number to 25 106 is the estimate of the coefficient, which
relates any number of particles generated from a spherical
source with a radius of 20 cm and with the composition and
energy distribution of the internal field to the number of the
primary GCR particles sample from which it originates. This
coefficient is used to retrieve an effective Nincident in (3). and simulations reported for instruments that have been
flown and have an order of magnitude higher dimensions
mass and power consumption. 7 Estimation of LET and dose inside the
spacecraft This fact provides evidence
that the methodology presented is valid, and on the other hand,
it
accentuates
the
potential
of
this
miniaturized
LET
spectrometer. p
The dose equivalent rate on the Lunar surface reported by
the LND experiment (Zhang et al., 2020) for charged particles
is 1.37 mSv day1 and <Q> is 4.3. Dose equivalent due to
GCR charged particles on the lunar surface must be multiplied
by 2 when compared to the dose equivalent in interplanetary
space. The quality factor found by us for the field inside the
spacecraft is almost the same as the quality factor for the same
shielding thickness (20 g cm2) calculated using the PHITS
Monte Carlo code and presented in Figures B1 and B2 (Zeitlin
et al., 2019). Fig. 7 of (Banjac et al., 2019) reports comparable
values for dose rates in a water slab for the u = 420 MV param-
eter of the BON model used to model the GCR flux of the
1996.4 solar minimum. The resulting absorbed dose rate in water is D =
0.25 mGy day1, for integration up to 1000 keV lm1 and
D = 0.2486 mGy day1 for integration up to 400 keV lm1. The corresponding dose equivalent rates and quality factors
are H = 0.654 mSv day1, <Q> = 2.61 for integration up to
1000 keV lm1 and H = 0.634 mSv day1, <Q> = 2.55 for
integration up to 400 keV lm1. In Table 1 are collected the results of the calculations
presented in this paper and the results from measurements and
simulations with which they are compared. The contribution of neutrons or other particles present in
the radiation field inside a spacecraft has not been considered
in the calculations and the results of other works used for the
comparisons. References for real-time determination of the identity and energy of particles
in space. Space Weather 18: e2019SW002344. https://doi.org/
10.1029/2019SW002344. Agostinelli S, Allison J, Amako K, Apostolakis J, Araujo H, et al. 2003. GEANT4 – A simulation toolkit. Nucl Instrum Methods
Phys Res Sect A 506(3): 250–303. https://doi.org/10.1016/S0168-
9002(03)01368-8. Lassila-Perini K, Urbán L. 1995. Energy loss in thin layers in
GEANT. Nucl Instrum Methods Phys Res Sect A 362: 416–422. https://doi.org/10.1016/0168-9002(95)00344-4. Peric I. 2007. A novel monolithic pixelated particle detector
implemented in high-voltage CMOS technology. Nucl Instrum
Methods Phys Res A 582: 876–885. https://doi.org/10.1016/j. nima.2007.07.115. Allison J, Amako K, Apostolakis J, Araujo H, Arce Dubois P, et al. 2006. Geant4 developments and applications. IEEE Trans Nucl Sci
53(2006): 270. https://doi.org/10.1109/TNS.2006.869826. Allison J, Amako K, Apostolakis J, Arce P, Asai M, Aso T, et al. 2016. Recent developments in GEANT4. Nucl Instrum Meth A Pinsky L, Hoang SM, Idarraga-Munoz J, Kruppa M, Stoffle N, et al. 2014. Summary of the first year of medipix-based space radiation
monitors on the ISS. In: Yellowstone Conference Center in Big
Sky, Montana US, March 7–14, 2015, pp. 1–8. https://doi.org/
10.1109/AERO.2014.6836502. 835: 186–225. https://doi.org/10.1016/j.nima.2016.06.125. Bak JF, Burenkov A, Petersen JBB, Uggerhoj E, Moller SP, Siffert
P. 1987. Large departures from Landau distributions for high
energy particles traversing thin Si and Ge targets. Nucl Phys B
288: 681. https://doi.org/10.1016/0550-3213(87)90234-3. Rodríguez-Pacheco J, Wimmer-Schweingruber RF, Mason GM, Ho
GC, Sánchez-Prieto S, et al. 2020. The energetic particle detector. Energetic particle instrument suite for the solar orbiter mission. Banjac S, Berger L, Burmeister S, Guo J, Heber B, et al. 2019. Galactic cosmic ray induced absorbed dose rate in deep space –
accounting for detector size, shape, material, as well as for the
solar modulation. J Space Weather Space Clim 9: A14. https://doi. org/10.1051/swsc/2019014. A&A 642: A7. https://doi.org/10.1051/0004-6361/201935287. Spence HE, Case AW, Golightly MJ, Heine T, Larsen BA, et al. 2010. CRaTER: The cosmic ray telescope for the effects of
radiation experiment on the lunar reconnaissance orbiter mission. Space Sci Rev 150: 243–284. https://doi.org/10.1007/s11214-009-
9584-8. Benton ER, Benton EV, Frank AL. 2010. Conversion between
different forms of LET. Radiat Meas 45(8): 957–959. https://doi. org/10.1016/j.radmeas.2010.05.008. Zhang S, Wimmer-Schweingruber RF, Yu J, Wang C, Zou Y, et al. 2020. First measurements of the radiation dose on the lunar
surface. Sci Adv 6(39). https://doi.org/10.1126/sciadv.aaz1334. Bichsel H. 1988. Straggling in thin silicon detectors. Rev Mod Phys
60(3): 663. https://doi.org/10.1103/RevModPhys.60.663. 8 Discussion The calculations have been based on clusters of energy
depositions in Si voxels with lateral dimensions equal to the
pixel pitch and 50 lm thickness. This assumption considers
the spread of energy deposition due to the delta rays, but it does
not account for the pixel detector nonidealities such as the
charge diffusion and the fluctuations of gain or other systematic
and random effects. These effects can be included in the simu-
lation when a working prototype of the Silicon pixels detectors
will be experimentally characterized. The work presented concerns the development of the
methodology to extract LET spectra, dose, and dose equivalent
from the energy depositions by charged particles in a novel
device based on Si pixel detectors. The radiation fields used
in the simulation represent what could be encountered in flight
outside the geomagnetic field without shielding and inside a
spacecraft. Obviously, the conditions in a real flight will vary,
but the qualitative characteristics of the fields will not be
different from those used in this study. The particles and their
energies encountered in a solar energetic particle (SEP) event
are a subset of those included in the study. In the case of
SEP events, the high rate may affect the response of an
instrument. Pixel detectors are advantageous in coping with
high rates because of the independent signal processing within
each pixel. Acknowledgements. This work has been funded by the
European Space Agency Contract 4000119598/17/NL/LF
for the development of a highly miniaturized ASIC radiation
detector. Also, it has been supported by computational time
granted from the Greek National Infrastructures for Research
and Technology S.A. (GRNET) in the National HPC facility –
ARIS. The editor thanks Jingnan Guo and two anonymous
reviewers for their assistance in evaluating this paper. The end results obtained from this analysis of the simulated
response of MIDAS are in fair agreement with measurements Page 7 of 8 Page 7 of 8 K. Karafasoulis et al.: J. Space Weather Space Clim. 2022, 12, 8 Cite this article as: Karafasoulis K, Papadimitropoulos C, Potiriadis C & Lambropoulos CP 2022. GEANT4 simulation study of the
response of a miniature radiation detector in Galactic Cosmic Rays and inside a spacecraft. J. Space Weather Space Clim. 12, 8. https://doi.
org/10.1051/swsc/2022002. References Hassler DM, Zeitlin C, Wimmer-Schweingruber RF, Böttcher S,
Martin C, et al. 2012. The radiation assessment detector (RAD)
Investigation. Space Sci Rev 170: 503–558. https://doi.org/
10.1007/s11214-012-9913-1. Zeitlin C, Narici L, Rios RR, Rizzo A, Stoffle N, et al. 2019. Comparisons of high-linear energy transfer spectra on the ISS and
in deep space. Space Weather 18: e2019SW002344. https://doi. org/10.1029/2018SW002103. ICRP. 1991. 1990 Recommendations of the International Commission
on Radiological Protection. ICRP Publication 60. Ann ICRP 21(1–3). ICRP. 1991. 1990 Recommendations of the International Commission
on Radiological Protection. ICRP Publication 60. Ann ICRP 21(1–3). Lambropoulos
CP,
Potiriadis
C,
Theodoratos
G,
Kazas
I,
Papadimitropoulos C, et al. 2019. MIDAS: A miniature device Vrba V, Benka T, Fojtik J, Havranek M, Janoska Z, et al. 2018. The
SpacePix-D radiation monitor technology demonstrator. JINST 13:
C12017. https://doi.org/10.1088/1748-0221/13/12/C12017. Lambropoulos
CP,
Potiriadis
C,
Theodoratos
G,
Kazas
I,
Papadimitropoulos C, et al. 2019. MIDAS: A miniature device Page 8 of 8
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https://hal.science/hal-00856210/document
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English
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A Novel fry1 Allele Reveals the Existence of a Mutant Phenotype Unrelated to 5′->3′ Exoribonuclease (XRN) Activities in Arabidopsis thaliana Roots
|
PloS one
| 2,011
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cc-by
| 11,229
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A novel fry1 allele reveals the existence of a mutant
phenotype unrelated to 5’->3’ exoribonuclease (XRN)
activities in Arabidopsis thaliana roots
Judith Hirsch, Julie Misson, Peter A Crisp, Pascale David, Vincent Bayle,
Gonzalo M Estavillo, Hélène Javot, Serge Chiarenza, Allison C Mallory, Alexis
Maizel, et al. Judith Hirsch, Julie Misson, Peter A Crisp, Pascale David, Vincent Bayle,
Gonzalo M Estavillo, Hélène Javot, Serge Chiarenza, Allison C Mallory, Alexis
Maizel, et al. To cite this version: Judith Hirsch, Julie Misson, Peter A Crisp, Pascale David, Vincent Bayle, et al.. A novel fry1 allele
reveals the existence of a mutant phenotype unrelated to 5’->3’ exoribonuclease (XRN) activities
in Arabidopsis thaliana roots. PLoS ONE, 2011, 6 (2), pp.e16724. 10.1371/journal.pone.0016724. hal-00856210 Distributed under a Creative Commons Attribution 4.0 International License Abstract This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was supported by an ANR-GENOPLANT grant (RIBOROOT-ANR06 GPLA 011) and the CEA agency. Array hybridizations have been partly
supported by RNG (Re´seau National des Ge´nopoles, Evry, France). The funders had no role in study design, data collection and analysis, decision to publish, or
preparation of the manuscript. No additional external funding received for this study. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * E-mail: elena.marin@cea.fr . These authors contributed equally to this work. . These authors contributed equally to this work. ¤ Current address: UMR BGPI, Campus International de Baillarguet, TA A54/K, Montpellier, France ¤ Current address: UMR BGPI, Campus International de Baillarguet, TA A54/K, Montpellier, France HAL Id: hal-00856210
https://hal.science/hal-00856210v1
Submitted on 5 Oct 2018 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
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entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Judith Hirsch1¤, Julie Misson1., Peter A. Crisp2., Pascale David1., Vincent Bayle1., Gonzalo M. Estavillo2,
He´le`ne Javot1, Serge Chiarenza1, Allison C. Mallory3, Alexis Maizel4, Marie Declerck5, Barry J. Pogson2,
Herve´ Vaucheret3, Martin Crespi5, Thierry Desnos1, Marie-Christine Thibaud1, Laurent Nussaume1, Elena
Marin1* 1 CEA, DSV IBEB, Laboratoire de Biologie du De´veloppement des Plantes, UMR 6191 CNRS, CEA, Aix-Marseille II, Saint-Paul-lez-Durance, France, 2 ARC Centre of Excellence
in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, Australia, 3 Institut Jean-Pierre Bourgin, UMR
1318, INRA, Versailles, France, 4 Department of Stem Cell Biology, University of Heidelberg, Heidelberg, Germany, 5 Institut des Sciences du Ve´ge´tal, CNRS, Gif sur Yvette,
France Abstract Background: Mutations in the FRY1/SAL1 Arabidopsis locus are highly pleiotropic, affecting drought tolerance, leaf shape
and root growth. FRY1 encodes a nucleotide phosphatase that in vitro has inositol polyphosphate 1-phosphatase and
39,(29),59-bisphosphate nucleotide phosphatase activities. It is not clear which activity mediates each of the diverse
biological functions of FRY1 in planta. Principal Findings: A fry1 mutant was identified in a genetic screen for Arabidopsis mutants deregulated in the expression
of Pi High affinity Transporter 1;4 (PHT1;4). Histological analysis revealed that, in roots, FRY1 expression was restricted to the
stele and meristems. The fry1 mutant displayed an altered root architecture phenotype and an increased drought tolerance. All of the phenotypes analyzed were complemented with the AHL gene encoding a protein that converts 39-polyadenosine
59-phosphate (PAP) into AMP and Pi. PAP is known to inhibit exoribonucleases (XRN) in vitro. Accordingly, an xrn triple
mutant with mutations in all three XRNs shared the fry1 drought tolerance and root architecture phenotypes. Interestingly
these two traits were also complemented by grafting, revealing that drought tolerance was primarily conferred by the
rosette and that the root architecture can be complemented by long-distance regulation derived from leaves. By contrast,
PHT1 expression was not altered in xrn mutants or in grafting experiments. Thus, PHT1 up-regulation probably resulted from
a local depletion of Pi in the fry1 stele. This hypothesis is supported by the identification of other genes modulated by Pi
deficiency in the stele, which are found induced in a fry1 background. Conclusions/Significance: Our results indicate that the 39,(29),59-bisphosphate nucleotide phosphatase activity of FRY1 is
involved in long-distance as well as local regulatory activities in roots. The local up-regulation of PHT1 genes transcription in
roots likely results from local depletion of Pi and is independent of the XRNs. Citation: Hirsch J, Misson J, Crisp PA, David P, Bayle V, et al. (2011) A Novel fry1 Allele Reveals the Existence of a Mutant Phenotype Unrelated to 59-.39
Exoribonuclease (XRN) Activities in Arabidopsis thaliana Roots. PLoS ONE 6(2): e16724. doi:10.1371/journal.pone.0016724 Editor: Edward Newbigin, University of Melbourne, Australia Received October 18, 2010; Accepted December 22, 2010; Published February 3, 2011 Copyright: 2011 Hirsch et al. This is an open-access article distributed under the terms of the Creative Commons Attributi
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2011 Hirsch et al. PLoS ONE | www.plosone.org Citation: Hirsch J, Misson J, Crisp PA, David P, Bayle V, et al. (2011) A Novel fry1 Allele Reveals the Existence of a Mutant Phen
Exoribonuclease (XRN) Activities in Arabidopsis thaliana Roots. PLoS ONE 6(2): e16724. doi:10.1371/journal.pone.0016724 February 2011 | Volume 6 | Issue 2 | e16724 A Novel fry1 Allele Reveals the Existence of a Mutant
Phenotype Unrelated to 59-.39 Exoribonuclease (XRN)
Activities in Arabidopsis thaliana Roots Judith Hirsch1¤, Julie Misson1., Peter A. Crisp2., Pascale David1., Vincent Bayle1., Gonzalo M. Estavillo2,
He´le`ne Javot1, Serge Chiarenza1, Allison C. Mallory3, Alexis Maizel4, Marie Declerck5, Barry J. Pogson2,
Herve´ Vaucheret3, Martin Crespi5, Thierry Desnos1, Marie-Christine Thibaud1, Laurent Nussaume1, Elena
Marin1* Introduction regulator of both ABA-independent and ABA-dependent stress
response pathway ([2], Estavillo and Pogson, personal communi-
cation) and is involved in leaf venation patterning [3]. Indepen-
dent screens also identified fry1 alleles affecting the regulation of
photo-morphogenic processes, including hypocotyl elongation and
flowering time [4] and lateral root initiation [5]. In the last ten years, a variety of independent genetic screens
have identified defects in the enzyme FIERY1/SAL1 (FRY1). The
first fry1 mutants were identified in a genetic screen based on the
deregulation of an ABA reporter gene [1]. FRY1 was described as
a repressor of ABA-mediated stress signal transduction, as the
corresponding mutant presented an increased sensitivity to cold,
salt and drought stresses [1]. FRY1 seems to act as a negative Such a diversity of phenotypes could be explained by the
complexity of FRY1 activity. FRY1 was originally identified as a
bifunctional enzyme presenting both an inositol polyphosphate 1- PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 1 February 2011 | Volume 6 | Issue 2 | e16724 FRY1 Activity Unlinked to XRNs Figure 1. Phenotype of the fry1-7 mutant. (A-B) Root cross section
of a ten day-old PHT1;4:GUS parental line (A) and the PHT1;4:GUS/fry1-7
mutant (B) after GUS staining. Scale bars, 30 mm. (C) Ten day-old
plantlets of the PHT1;4:GUS parental line and the PHT1;4:GUS/fry1-7
mutant, note the reduced root system in the mutant. Scale bar, 10 mm. doi:10.1371/journal.pone.0016724.g001 phosphatase activity that hydrolyses inositol 1,4,5-trisphosphate
(IP3) in vitro, complementing a salt sensitive yeast strain [6], and a
highly specific 39,(29),59-bisphosphate nucleotide phosphatase
activity converting PAP (39-polyadenosine 59-phosphate) into
AMP and phosphate (Pi) [6,7]. This latter activity was predicted
to negatively impact the amount of PAP available in the cell. Indeed, in a separate paper that focuses on chloroplast to nuclear
signaling in leaves, several authors from the current study shown
that PAP content and not inositol phosphates are regulated by
FRY1/SAL1 (Estavillo and Pogson, personal communication). In
vitro, PAP suppresses the activity of the yeast 59-.39 exoribonu-
cleases Rat1 and Xrn1 [8]. Thus, the accumulation of PAP in loss-
of-function fry1 mutants could inhibit the three Rat1 Arabidopsis
orthologs XRN2, XRN3 and XRN4, which are all RNA
silencing-suppressors [9]. Indeed, some phenotypes of xrn3, xrn2
xrn3 and xrn4 mutants mimic some fry1 traits such as an altered leaf
shape, hypocotyl length and reduction of lateral root initiation
[4,5,9]. Map-based cloning identifies a new allele of fry1 The mutation was mapped on chromosome 5 between
microsatellite markers 5.74 and 5.80, which define an approxi-
mately 110 kb interval containing 29 genes. A transcriptomic
analysis showed that a transcript corresponding to At5g63980
(FRY1/HOS2/SAL1) was down-regulated in the mutant to 30% of
the level detected in the PHT1;4:GUS parental line. Sequencing of
the corresponding locus in the mutant line revealed a point
mutation (G to A exchange) at nucleotide position 559 in the
donor site of the second intron of the FRY1 genomic sequence
(Fig. 2A). This mutation altered the splicing of FRY1 transcripts, as
confirmed by the cloning and sequencing of four FRY1 splice Results and Discussion Identification of a mutant deregulating PHT1;4::GUS
expression and root development Introduction Nevertheless, the contribution of the roots to the reported
alx8 and fry1-1 drought tolerance [2] and the role of XRNs in root
morphology and drought tolerance have not been analyzed. Using a reporter gene strategy to identify mutations deregulat-
ing the expression of the high affinity phosphate transporter
PHT1;4 [10], we identified a novel allele of fry1. In addition to root
deregulation of the gene reporter, the mutant exhibited strong root
architecture defects and a drought resistance phenotype. Through
physiological
approaches,
grafting
experiments
and
mutant
analysis, we show that FRY1 plays a role in long distance
signaling to roots through its proposed impact on XRN activities
in leaves. In contrast, we reveal a new role for FRY1 in the local
regulation of phosphate starvation response genes likely linked to a
local depletion of Pi in the root stele. Figure 1. Phenotype of the fry1-7 mutant. (A-B) Root cross section
of a ten day-old PHT1;4:GUS parental line (A) and the PHT1;4:GUS/fry1-7
mutant (B) after GUS staining. Scale bars, 30 mm. (C) Ten day-old
plantlets of the PHT1;4:GUS parental line and the PHT1;4:GUS/fry1-7
mutant, note the reduced root system in the mutant. Scale bar, 10 mm. doi:10.1371/journal.pone.0016724.g001 Identification of a mutant deregulating PHT1;4::GUS
expression and root development variants in the mutant (Fig. 2B). All splice variants encoded
truncated forms of the FRY1 protein, suggesting that this mutant,
referred to as fry1-7, is a loss-of-function allele. Expression of the
FRY1 cDNA under the control of the 35S promoter in the fry1-7
line complemented the root phenotype (Fig. S1A), confirming that
the mutation in fry1 was responsible for the root defect. Importantly, the expression of the GUS reporter was also com-
plemented in PHT1;4:GUS/fry1-7/35S::FRY1 lines (data not
shown) and was indistinguishable from the original PHT1;4:GUS
line. An allelism test between fry1-7 and the T-DNA insertion
allele fry1-6 (Fig. 2A; [9]) further confirmed that FRY1 was the
causal gene (data not shown). When driven by the promoter of the high affinity phosphate
transporter gene PHT1;4, the GUS reporter gene is induced by
phosphate starvation and primarily expressed in the Arabidopsis
root. We screened seedlings for the deregulation of this root-
expressed reporter gene, in an EMS-derived population of a
transgenic line. In our screening conditions (i.e. on phosphate-rich
medium) the expression of this reporter marker was not detectable
in roots of the parental line [10]. Ten day-old seedlings from each of the 1400 M2 families were
stained and roots were screened for seedlings with detectable GUS
expression [11]. We identified a recessive mutant (fry1-7, see
below) that constitutively expressed the GUS reporter gene in the
central cylinder and the pericycle of the root and in primary root
meristems (Fig. 1A, B). This mutant also displayed shorter primary
and lateral roots (Fig. 1C). Together with the root developmental defects, fry1-7 mutants
displayed the aerial growth and developmental defects previously
described for other fry1 alleles, including fry1-6 [2,4,9]. Young
rosette leaves were crinkly and presented rounded leaf margins
and shorter petioles (Fig. S1B), whereas older leaves were serrated. In addition, when transferred to soil, the mutant was more tolerant
to drought stress than the wild type control (see below) and
displayed a general delay in growth (Fig. S1C) and flowering time
(data not shown). PLoS ONE | www.plosone.org Altered root architecture in fry1 mutants is due to
reduced meristem activity in the PR and to an LR
initiation defect PHT1;4 expression level in this line by qRT-PCR. In both leaves
and roots, we observed an increase in PHT1;4 transcript levels in
the fry1-7 single mutant as compared to the Ws control (Fig. 3A). The induction of PHT1;4 was also detected in the fry1-6 allele (Fig. S3), which confirms that the expression of the PHT1;4:GUS
transgene in the PHT1;4:GUS/fry1-7 mutant reflects the activation
of the endogenous PHT1;4 gene. Thus, in high phosphate
conditions, fry1 mutants show a constitutive induction of PHT1;4
in the central cylinder of the root. Alteration of fry1 root architecture has been recently reported
[5], but the description of the root phenotype was limited to lateral
root initiation. Our analysis indicated that the root system of the
fry1-7 mutant is reduced compared to the parental control line
both at the primary root (PR) and the lateral root (LR) levels. Seven days post germination (dpg), the fry1-7 mutant primary root
was 37% shorter than its parental line, and the fry1-6 primary root
was 32% shorter than the Col PR (Fig. 4A). Quantification of PR
growth rate during in vitro development in both the fry1-7 and the
fry1-6 mutant alleles revealed a statistically significant difference in
growth rate when compared with controls (determined by
Student’s t test, P,0.01), which likely explains the growth delay
observed in the mutant (Fig. 4B). We tested whether the fry1 mutation stimulates the expression of
other genes related to PHT1-4. This phosphate transporter
belongs to a multigenic family (the PHT1 gene family) that
exhibits a tight co-regulation (in particular during Pi deficiency
[12]). We found that PHT1;1 and PHT1;2 (revealed by a common
pair of primers), PHT1;7 and PHT1;8 transcripts were also
induced in fry1-7 (Fig. 3A, B) as compared to the wild type control. In order to assay if genes modulated by Pi starvation distinct
from PHT1 family could also be affected by fry1 mutation, we
tested two other markers associated with Pi deficiency in the stele:
Pho1H1 [13] and the At1G73010 phosphatase (Fig. S2). Both
genes were found significantly induced in roots of the fry1
background (Fig. 3C and Fig. S4C, D). Analyses revealed an
absence of obvious alterations in Pi content, uptake or transport
capacity of the fry1 mutant (data not shown). Nevertheless, the
levels of gene induction measured here by qRT-PCR are
substantially
lower
than
those
observed
during
phosphate
starvation [12,14]. fry1 stimulates the transcription of several genes induced
by Pi starvation in the stele To test whether the GUS expression in PHT1;4:GUS/fry1 was
due to the upregulation of the endogenous PHT1,4 gene or specific
to the T-DNA reporter construct inserted in PHT1;4, we
generated a fry1-7 line devoid of any T-DNA insertion by
performing a series of back-crosses. We then measured the PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 2 FRY1 Activity Unlinked to XRNs Figure 2. Schematic of the mutant fry1 alleles. (A) FRY1 gene structure and position of fry1 mutations. White boxes represent the exons, the
horizontal lines represent the introns and the UTRs. In the first exon (e1) the grey box corresponds to the plastid transit peptide (54 amino acids long)
predicted in the TAIR database. Positions of the T-DNA insertion in the fry1-3 and fry1-6 mutants alleles are indicated by triangles. The nature of the
untagged fry1 alleles is indicated: Lines indicate point mutations, numbers show the position of amino acids, asterisks indicate stop codons. (B) CDS
of the FRY1 locus and structure of different splice variants identified in the fry1-7 mutant. In one of the splice variants, the second intron (i2) has been
conserved due to the point mutation in fry1-7. The 3rd exon is marked (e3) to clarify the interpretation of the figure. The protein length indicated for
each splice variant includes the 54 amino acids of the transit peptide. Asterisks indicate stop codons. doi:10.1371/journal.pone.0016724.g002 Figure 2. Schematic of the mutant fry1 alleles. (A) FRY1 gene structure and position of fry1 mutations. White boxes represent the exons, the
horizontal lines represent the introns and the UTRs. In the first exon (e1) the grey box corresponds to the plastid transit peptide (54 amino acids long)
predicted in the TAIR database. Positions of the T-DNA insertion in the fry1-3 and fry1-6 mutants alleles are indicated by triangles. The nature of the
untagged fry1 alleles is indicated: Lines indicate point mutations, numbers show the position of amino acids, asterisks indicate stop codons. (B) CDS
of the FRY1 locus and structure of different splice variants identified in the fry1-7 mutant. In one of the splice variants, the second intron (i2) has been
conserved due to the point mutation in fry1-7. The 3rd exon is marked (e3) to clarify the interpretation of the figure. The protein length indicated for
each splice variant includes the 54 amino acids of the transit peptide. Asterisks indicate stop codons. doi:10.1371/journal.pone.0016724.g002 Altered root architecture in fry1 mutants is due to
reduced meristem activity in the PR and to an LR
initiation defect This suggested that the reduction of Pi level
is probably limited. In addition, such variation should be restricted
to the root stele and masked by the accumulation of vacuolar Pi in
external root cell layers such as cortex and epidermis. It is
therefore not surprising that such specific Pi discrepancies could
not be detected by available techniques and only visualized by the
use of sensitive reporter genes or by PCR techniques. We tested whether the fry1 mutation stimulates the expression of
other genes related to PHT1-4. This phosphate transporter
belongs to a multigenic family (the PHT1 gene family) that
exhibits a tight co-regulation (in particular during Pi deficiency
[12]). We found that PHT1;1 and PHT1;2 (revealed by a common
pair of primers), PHT1;7 and PHT1;8 transcripts were also
induced in fry1-7 (Fig. 3A, B) as compared to the wild type control. Reduced root growth can result from a defect in cell elongation
and/or from a decrease in meristem activity. Measuring cortical
cell length did not reveal any differences between fry1 alleles and
wild type controls (Fig. 4C). However, PR cell number in the
proximal meristem (PM) at 7dpg [15] was mildly reduced,
although statistically significant, in the fry1-6 and fry1-7 mutants
when compared to the wild type PM size (Fig. 4D). These results
show that the modified PR growth observed in fry1 is due to a
defect in maintenance and/or activity of the root apical meristem. Reduced root growth can result from a defect in cell elongation
and/or from a decrease in meristem activity. Measuring cortical
cell length did not reveal any differences between fry1 alleles and
wild type controls (Fig. 4C). However, PR cell number in the
proximal meristem (PM) at 7dpg [15] was mildly reduced,
although statistically significant, in the fry1-6 and fry1-7 mutants
when compared to the wild type PM size (Fig. 4D). These results
show that the modified PR growth observed in fry1 is due to a
defect in maintenance and/or activity of the root apical meristem. The fry1 mutation also reduced the LR length (Fig. 4E), the LR
density (Fig. 4F) and the LR primordia number (Fig. 4G). Thus, it
is likely that the altered root architecture of fry1 mutants is not only
due to a delay in growth. PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 Altered root architecture in fry1 mutants is due to
reduced meristem activity in the PR and to an LR
initiation defect Interestingly, LR cortical cell length and
PM cell number were comparable among fry1-7 and fry1-6 alleles
and the corresponding wild type plants when measured at 14 dpg
(data not shown), suggesting that an independent factor limits LR
initiation or progression. Auxin is a good candidate for such a The fry1 mutation also reduced the LR length (Fig. 4E), the LR
density (Fig. 4F) and the LR primordia number (Fig. 4G). Thus, it
is likely that the altered root architecture of fry1 mutants is not only
due to a delay in growth. Interestingly, LR cortical cell length and
PM cell number were comparable among fry1-7 and fry1-6 alleles
and the corresponding wild type plants when measured at 14 dpg
(data not shown), suggesting that an independent factor limits LR
initiation or progression. Auxin is a good candidate for such a PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 3 FRY1 Activity Unlinked to XRNs Quantitative real time PCR on the PHT1;7 and PHT1;8 loci in fry1-7 and
Ws plantlets. (C) Quantitative real time PCR on the At1G73010 and
Pho1H1 loci in fry1-7 and Ws roots. Biological triplicates were performed
and all samples were analyzed with technical triplicates. White bars
correspond to Ws leaves, pale grey bars to fry1-7 leaves, dark grey bars
to Ws roots and black bars to fry1-7 roots. Standard deviations are
shown. Figure 3. Expression of phosphate induced genes in leaves and
roots of the fry1-7 mutant. (A) Quantitative real time PCR of the
PHT1;1&PHT1;2 and PHT1;4 transcripts in fry1-7 and Ws plantlets. (B)
PLoS ONE | www plosone org doi:10.1371/journal.pone.0016724.g003 doi:10.1371/journal.pone.0016724.g003 factor as the fry1 mutant has reduced auxin sensitivity at the level
of LR initiation [5]. Nevertheless, this auxin response defect could
not explain all fry1 root traits as the fry1 PR exhibited auxin
sensitivity similar to wild type (data not shown). The 39,(29),59-bisphosphate nucleotide phosphatase
activity complements the root mutant phenotype of fry1
as well as the PHT1;4:GUS induction FRY1 is a bifunctional enzyme whereas AHL (Arabidopsis
HAL2-like, At5g54390) is a FRY1 paralog encoding a protein with
only the 39,(29),59-bisphosphate nucleotide phosphatase activity in
vitro [7]. In order to test whether the 39,(29),59-bisphosphate
nucleotide phosphatase activity is sufficient to recover wild type
root and PHT1;4 induction level, we used the AHL gene harboring
only this activity (i.e. not the inositol polyphosphate 1-phosphatase
activity). Overexpression of AHL complemented the root pheno-
type of the fry1 mutant (Fig. S1D), indicating that the altered root
growth of fry1 mutants is likely to be due to the lack of the FRY1
39,(29),59-bisphosphate nucleotide phosphatase activity. In the AHL overexpressor lines, wild type PHT1-4, Pho1H1 and
At1g73010 phosphatase transcript levels were re-established (Fig. S3), further confirming the complementation of the fry1 phenotype
by AHL activity. As expected, the overexpression of AHL was able
to complement the PHT1;4:GUS induction in fry1 (data not
shown). These results strongly suggest that the lack of only the
39,(29),59-bisphosphate nucleotide phosphatase activity is respon-
sible for all the phenotypes analyzed in the current study. Interestingly, Kim and von Arnim [4] showed that the 35S:AHL
construct complements the aerial phenotypes of fry1-6. In vivo
analysis of PAP and IP3 levels in Col and fry1 mutants (Estavillo
and Pogson, personal communication) confirm our conclusion that
only the lack of the 39 (29),59-bisphosphate nucleotide phosphatase
activity of FRY1, and the concomitant PAP accumulation, are
responsible for all fry1 mutant phenotypes described here. In roots, the FRY1-GFP fusion protein is mainly located in
the inner mature tissues and in meristems Grafting experiments reveal two modes of action for
FRY1 Five weeks after
grafting, we observed that wild type roots remained small like fry1
roots (Fig. 6G). Conversely, the fry1 roots grew like wild type when
grafted on a wild type shoot (Fig. 6H). These grafting experiments
indicate that the root growth defect of the fry1 mutant is
complemented by the wild type shoot. We can hypothesize that
a mobile component produced only in leaves is necessary in the
root pericyle to exhibit normal root growth. When the aerial part
of a graft is unable to synthesize this mobile component (fry1 scion),
the roots are less sensitive to auxin and therefore initiate less LR. In roots, the FRY1-GFP fusion protein is mainly located in
the inner mature tissues and in meristems The PHT1;4:GUS expression in the internal cell layers of fry1
roots (Fig. 1B) suggests that FRY1 may be expressed in these tissues. To verify this hypothesis, we transformed the PHT1;4:GUS/
fry1-7 mutant line with a GFP-tagged FRY1 genomic construct
(pFRY1:FRY1-GFP). This construct is functional because it comple-
mented the root development defects of fry1-7 (data not shown). In
the mature part of the roots, the FRY1-GFP fluorescence was
detected in all cell layers, except the epidermis (Fig. 5A), with
strongly enhanced expression in the pericycle and stele regions of
the mature part of the PR. The fusion protein was strongly
expressed in the PR meristem and the root cap (Fig. 5B). It was also
detected in the LR primordia (Fig. 5C), emerged LR (Fig. 5D) and
LR meristems (data not shown). Therefore, the overall FRY1
expression pattern largely overlaps with the PHT1;4:GUS expression
pattern observed in a fry1-7 mutant background (Fig. 1B). This
suggests that the role of FRY1 on PHT1;4 expression is tissue-
specific, as the induction appears limited to the regions where FRY1
shows the highest expression level in planta. Figure 3. Expression of phosphate induced genes in leaves and
roots of the fry1-7 mutant. (A) Quantitative real time PCR of the
PHT1;1&PHT1;2 and PHT1;4 transcripts in fry1-7 and Ws plantlets. (B) PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 February 2011 | Volume 6 | Issue 2 | e16724 4 FRY1 Activity Unlinked to XRNs PLoS ONE | www plosone org
5
February 2011 | Volume 6 | February 2011 | Volume 6 | Issue 2 | e16724 PLoS ONE | www.plosone.org FRY1 Activity Unlinked to XRNs FRY1 Activity Unlinked to XRNs Figure 4. Root architecture of the fry1 mutants. (A) Primary root length at 7 days post germination (dpg). (B) Growth rate of the primary root at
8, 11 and 14 dpg on MS/10 medium. (C) Primary root cortical cell length. (D) Primary root proximal meristem (PM) cell number at 7 dpg. (E) Diagram
plotting total lateral root length vs primary root length of the PHT1;4:GUS line (white squares) and PHT1;4:GUS/fry1-7 mutant (grey circles). 18 to 30
plants were measured per genotype, 10 dpg. (F) LR density of fry1 (number of LR per mm PR) at 16 dpg. (G) Number of LR primordia at early stages (I-
V) and late stages (VI-VII), 7 dpg. Grafting experiments reveal two modes of action for
FRY1 Conversely, the fry1 roots grew like wild type when
grafted on a wild type shoot (Fig. 6H). These grafting experiments
indicate that the root growth defect of the fry1 mutant is
complemented by the wild type shoot. We can hypothesize that
a mobile component produced only in leaves is necessary in the
root pericyle to exhibit normal root growth. When the aerial part
of a graft is unable to synthesize this mobile component (fry1 scion),
the roots are less sensitive to auxin and therefore initiate less LR. To help in the interpretation of these contrasting results, we
investigated whether grafting could also restore other known
characteristics of fry1 mutants. Wilson et al. [2] have shown that
fry1 mutants tolerate drought stress up to 50% longer than wild
type controls. We used our different graft combinations to test The expression of FRY1 and PHT1;4 in the root stele led us to
examine whether the PHT1;4:GUS induction in fry1 could be
complemented by a mobile component moving from the shoot. We took advantage of the PHT1;4:GUS reporter in our fry1-7 allele
to examine whether FRY1 acts in a tissue-autonomous way. Micrografting experiments were set up with in vitro plantlets
(Fig. 6A), using the parental line (PHT1;4:GUS) and the mutant
line (PHT1;4:GUS/fry1-7). As expected in high Pi media, we did
not observe any GUS expression in roots of the control
PHT1;4:GUS//PHT1;4:GUS grafts (Fig. 6B), whereas those of
the
control
PHT1;4:GUS/fry1-7//PHT1;4:GUS/fry1-7
grafts
showed strong GUS staining in the central cylinder and the
pericycle
(Fig. 6C). Grafting
a
PHT1;4:GUS
scion
on
a
PHT1;4:GUS/fry1-7 root stock (Fig. 6D) generated roots with the
PHT1;4:GUS/fry1-7 GUS expression pattern, whereas grafting of a
PHT1;4:GUS/fry1-7 scion on a PHT1;4:GUS root stock resulted in
roots with the GUS pattern of PHT1;4:GUS plants (Fig. 6E). Therefore, a wild type FRY1 in the shoot does not complement the
mutant expression pattern of PHT1;4:GUS in the fry1-7 root stock. The complementation of the fry1 root development phenotype
and drought resistance by a wild type scion and the non-
complementation of the PHT1;4:GUS induction by the wild type
scion indicates that FRY1 regulates different aspects of plant
physiology by two different mechanisms. Presumably, a mobile
component produced by leaves expressing FRY1 is moving to roots
and regulating root development but not PHT1 expression. Then, we tested whether a wild type shoot could complement
the root growth phenotype of fry1 (Fig. 6F–I). In roots, the FRY1-GFP fusion protein is mainly located in
the inner mature tissues and in meristems The wild type and the mutant in A, B, D and G are significantly different (P,0.01) (Student’s t-test). For A–D and F
the white bars correspond to the PHT1;4:GUS parental line, the PHT1;4:GUS/fry1-7 mutant appears in pale grey, Col in dark grey and the fry1-6 mutant
in black, as detailed in panel B. For all the analyses, at least three independent experiments gave similar results. Standard deviations are shown. doi:10.1371/journal.pone.0016724.g004 Grafting experiments reveal two modes of action for
FRY1 whether this tolerance depends on the root system or on the shoot. Fig. 6J shows than when a wild type scion is grafted on a fry1 root it
is just as tolerant to drought as when it is grafted on a wild type
root (p.0.1). In contrast, wild-type root-stocks did not adversely
affect the tolerance of fry1 scions compared to their endogenous
roots (p.0.1). By day 12, whatever the grafting combination, most
of the wild type scion plants were dead whereas the fry1 scions
survided an additional 3 days on average (p.0.1). These
experiments demonstrate that the root genotype does not
determine the drought tolerance of the aerial part of the plant,
indicating that the lack of FRY1 in the leaves is sufficient for
drought tolerance. We therefore investigated whether the drought
tolerance phenotype of fry1 was due to the lack of FRY1 39 (29),59-
bisphosphate
nucleotide
phosphatase
activity. The
fry1-6/
35S::AHL overexpression line displayed a wild type level of
drought tolerance (Fig. 7A), indicating that the drought tolerance
of fry1 is due to the lack of 39 (29),59-bisphosphate nucleotide
phosphatase activity. FRY1
The expression of FRY1 and PHT1;4 in the root stele led us to
examine whether the PHT1;4:GUS induction in fry1 could be
complemented by a mobile component moving from the shoot. We took advantage of the PHT1;4:GUS reporter in our fry1-7 allele
to examine whether FRY1 acts in a tissue-autonomous way. Micrografting experiments were set up with in vitro plantlets
(Fig. 6A), using the parental line (PHT1;4:GUS) and the mutant
line (PHT1;4:GUS/fry1-7). As expected in high Pi media, we did
not observe any GUS expression in roots of the control
PHT1;4:GUS//PHT1;4:GUS grafts (Fig. 6B), whereas those of
the
control
PHT1;4:GUS/fry1-7//PHT1;4:GUS/fry1-7
grafts
showed strong GUS staining in the central cylinder and the
pericycle
(Fig. 6C). Grafting
a
PHT1;4:GUS
scion
on
a
PHT1;4:GUS/fry1-7 root stock (Fig. 6D) generated roots with the
PHT1;4:GUS/fry1-7 GUS expression pattern, whereas grafting of a
PHT1;4:GUS/fry1-7 scion on a PHT1;4:GUS root stock resulted in
roots with the GUS pattern of PHT1;4:GUS plants (Fig. 6E). Therefore, a wild type FRY1 in the shoot does not complement the
mutant expression pattern of PHT1;4:GUS in the fry1-7 root stock. Then, we tested whether a wild type shoot could complement
the root growth phenotype of fry1 (Fig. 6F–I). Five weeks after
grafting, we observed that wild type roots remained small like fry1
roots (Fig. 6G). The xrn2 xrn3 xrn4 triple mutant displays the fry1 lateral
root and drought tolerance phenotypes but does not
affect primary root It has been proposed that XRN activity is inhibited in a fry1
background [9], likely because of the accumulation of the XRNs
inhibitor PAP (Estavillo and Pogson, personal communication). Accordingly, both fry1 and the xrn mutants accumulate RNA
intermediates of miRNA-directed post-transcriptional regulation
and share common traits [9]. To further analyze the role of XRN
in the fry1 phenotype, we generated an xrn2 xrn3 xrn4 triple mutant
that was fertile, unlike the sterile xrn2 xrn3 double mutant. Thus To help in the interpretation of these contrasting results, we
investigated whether grafting could also restore other known
characteristics of fry1 mutants. Wilson et al. [2] have shown that
fry1 mutants tolerate drought stress up to 50% longer than wild
type controls. We used our different graft combinations to test Figure 5. Pattern of expression of the FRY1-GFP fusion protein in roots. Roots of a fry1-7 mutant complemented with a pFRY1:FRY1:GFP
construct were observed by confocal microscopy. (A) Mature root. (B) PR meristem. (C) LR primordium. (D) Emerged LR. Scale bars are 75 mm in A, B
and C, and 150 mm in D. doi:10.1371/journal.pone.0016724.g005 Figure 5. Pattern of expression of the FRY1-GFP fusion protein in roots. Roots of a fry1-7 mutant complemented with a pFRY1:FRY1:GFP
construct were observed by confocal microscopy. (A) Mature root. (B) PR meristem. (C) LR primordium. (D) Emerged LR. Scale bars are 75 mm in A, B
and C, and 150 mm in D. doi:10.1371/journal.pone.0016724.g005 February 2011 | Volume 6 | Issue 2 | e16724 PLoS ONE | www.plosone.org 6 FRY1 Activity Unlinked to XRNs Figure 6. FRY1 in shoot complements the root growth defects of fry1 but not the expression of the PHT1;4:GUS reporter gene. (A) The
grafting junction. Arrow indicates the silicon ring. (B–E) The different graft combinations (scion/root) between the PHT1;4:GUS line and the
PHT1;4:GUS line are indicated. Below are the corresponding pictures of a grafted root after the overnight GUS staining. (F–I) Shoot and root
phenotypes of the different graft combinations (scion/root) between the wild type and the fry1 mutant, after 4 weeks of growth in soil. Note that the
root growth of fry1 is complemented by the wild type shoot (H), but wild type roots display a fry1 phenotype when grafted with a fry1 scion (G). (J)
Survival rate after withholding watering of plants with different grafting combinations show that the drought tolerance phenotype of fry1 is
determined by the scion genotype. The xrn2 xrn3 xrn4 triple mutant displays the fry1 lateral
root and drought tolerance phenotypes but does not
affect primary root Data are from one representative experiment out of three. Error bars represent standard error. doi:10.1371/journal.pone.0016724.g006 Figure 6. FRY1 in shoot complements the root growth defects of fry1 but not the expression of the PHT1;4:GUS reporter gene. (A) The
grafting junction. Arrow indicates the silicon ring. (B–E) The different graft combinations (scion/root) between the PHT1;4:GUS line and the
PHT1;4:GUS line are indicated. Below are the corresponding pictures of a grafted root after the overnight GUS staining. (F–I) Shoot and root
phenotypes of the different graft combinations (scion/root) between the wild type and the fry1 mutant, after 4 weeks of growth in soil. Note that the
root growth of fry1 is complemented by the wild type shoot (H), but wild type roots display a fry1 phenotype when grafted with a fry1 scion (G). (J)
Survival rate after withholding watering of plants with different grafting combinations show that the drought tolerance phenotype of fry1 is
determined by the scion genotype. Data are from one representative experiment out of three. Error bars represent standard error. doi:10.1371/journal.pone.0016724.g006 shape, drought tolerance), they do not mimic the induction of the
PHT1;4 locus. In addition, a qRT-PCR analysis of the xrn2 xrn3
xrn4 triple mutant confirmed that the XRN activities are not
responsible for the up-regulation of PHT1 genes (Fig. S4). Indeed,
the assayed mutants (xrn4-6 and the xrn2 xrn3 xrn4) showed the
same
level
of
PHT1;4,
PHT1;7,
Pho1H1
and
AT1g73019
transcripts as the Col control. Thus, this analysis further confirmed
that the xrn mutations do not mimic the induction of the PHT1;4
locus, nor the general induction of phosphate-starvation genes
observed in the fry1 background. the triple xrn2 xrn3 xrn4 mutant facilitated in vitro root analysis
without antibiotic selection, which has negative consequences on
root development. Although the mechanism for the partial
phenotypic rescue is unclear, it suggests that xrn4 mutations act
to partially suppress the xrn2 xrn3 phenotypic effects. We found
that the lateral root phenotype of the xrn2 xrn3 xrn4 triple mutant
was similar to that of fry1 (Fig. 7B), whereas the primary root of the
triple mutant was not significantly reduced compared to wild type
(Fig. 7C). We also found that the xrn2 xrn3 xrn4 triple mutant
tolerated a drought stress like the fry1 mutants (Fig. 7A). Altogether, these results suggest that the pleiotropic phenotype
of the fry1 mutants results, at least in part, from a general
perturbation in XRN activities. The xrn2 xrn3 xrn4 triple mutant displays the fry1 lateral
root and drought tolerance phenotypes but does not
affect primary root The inability of xrn mutants to induce PHT1;4 transcription
argues in favor of a model whereby FRY1 has two physiological
roles
for
the
39,(29),59-bisphosphate
nucleotide
phosphatase
activity (Modeled in Fig. 8). On one hand, the PAP accumulation
in the mutant represses XRN activity, altering various phenotypes
linked to the deregulation of the silencing machinery (root
architecture, drought tolerance, leaf shape, hypocotyl sensitivity
to red light, hormonal sensing and signaling). Indeed, fry1 late
flowering, short petioles and hypocotyl hypersensitivity to red light
phenotypes are largely mimicked by the xrn2 xrn3 double mutant
[4]. The root architecture of the xrn4 single mutant has been
described as being similar to that of fry1 [5]. However, only the
xrn2 xrn3 xrn4 triple mutant presents fry1-like lateral root
architecture defects in our conditions (Figs. 7B, C). The xrn4
mutant presents wild type LR development (Fig. S5A) and a PR PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 The PHT1;4:GUS induction in fry1 is unrelated to its action
on XRNs We investigated whether the xrn mutations could mimic the
induction of PHT1;4:GUS observed in fry1. For this, we crossed the
PHT1;4:GUS parental line to the different single, double and triple
xrn mutant lines. We confirmed the crosses by checking that the
GUS marker was active in L of the F2 when plants were grown in
phosphate deficient media (Table 1). Interestingly, in plantlets
grown in complete media, we never observed GUS-stained roots
(Table 1) demonstrating that although the xrn mutations can
mimic many of the fry1 mutant phenotypes (root architecture, leaf February 2011 | Volume 6 | Issue 2 | e16724 February 2011 | Volume 6 | Issue 2 | e16724 7 FRY1 Activity Unlinked to XRNs Figure 7. The xrn2 xrn3 xrn4 triple mutant mimics fry1 drought tolerance and root architecture phenotypes. (A) Dehydration experiment
on 4 week-old soil grown plants of the indicated genotypes. Two independent experiments, with 6 to 17 plants per genotype per experiment, gave
the same results. (B) Root architecture phenotype of the xrn2 xrn3 xrn4 triple mutant compared to the wild type Col and the fry1-6 mutant at 11 dpg. Scale bar is 20 mm. (C) Primary root length of the same plantlets, at the same age. Note that the length of Col and xrn2 xrn3 xrn4 primary roots are
not significantly different. doi:10.1371/journal.pone.0016724.g007 Figure 7. The xrn2 xrn3 xrn4 triple mutant mimics fry1 drought tolerance and root architecture phenotypes. (A) Dehydration experiment
on 4 week-old soil grown plants of the indicated genotypes. Two independent experiments, with 6 to 17 plants per genotype per experiment, gave
the same results. (B) Root architecture phenotype of the xrn2 xrn3 xrn4 triple mutant compared to the wild type Col and the fry1-6 mutant at 11 dpg. Scale bar is 20 mm. (C) Primary root length of the same plantlets, at the same age. Note that the length of Col and xrn2 xrn3 xrn4 primary roots are
not significantly different. doi:10 1371/journal pone 0016724 g007 length intermediary between the Col and the fry1-6 PR lengths
(Fig. S5B). In this mutant, the levels of the phosphate-starvation
markers that appear induced in fry1 are comparable to the control
levels (Fig. S4). In addition, the xrn4 single mutant is not drought
tolerant (Estavillo and Pogson, personal communication). The PHT1;4:GUS induction in fry1 is unrelated to its action
on XRNs Inter-
estingly, the xrn2 xrn3 drought tolerance level is intermediary
between the wild type and the fry1 drought tolerance levels
(Estavillo and Pogson, personal communication), whereas the rosette phenotype of the double mutant is similar to that of the
fry1-6 mutant [9]. Moreover, both fry1 mutants and the xrn2 xrn3
xrn4 triple mutant tolerate a drought stress that is lethal for the
wild type controls (Fig. 7A), even though the rosette shape of the
triple mutant is quite different from the fry1 rosette (compare the
petiole length in fry1-6 and the xrn2 xrn3 xrn4 triple mutant in
Fig. 7A). Thus, the drought tolerance observed in both fry1 and
xrn2 xrn3 xrn4 triple mutants is not linked to a reduced leaf biomass Table 1. PHT1;4:GUS expression in different xrn backgrounds. Number of F2 plantlets stained/total nb of plantlets assayed
Genetic cross
on Pi depleted media
on Pi complete media
xrn2 X PHT1;4:GUS
16/24
0/24
xrn3 X PHT1;4:GUS
17/24
0/24
xrn4 X PHT1;4:GUS
34/45
0/204
xrn2 xrn4 X PHT1;4:GUS
39/58
0/474
xrn2 xrn3 xrn4 X PHT1;4:GUS
18/22
0/347
The F2 progeny of the indicated crosses were grown 7 to 10 days on either a complete or depleted Pi media before the GUS staining. Results on the Pi depleted media
serve as a positive control for the presence of the PHT1;4:GUS transgene. Note that on a Pi-rich media, none of the seedlings expressed the GUS reporter gene. doi:10.1371/journal.pone.0016724.t001 Table 1. PHT1;4:GUS expression in different xrn backgrounds. The F2 progeny of the indicated crosses were grown 7 to 10 days on either a complete or depleted Pi media before the GUS staining. Results on the Pi depleted media
serve as a positive control for the presence of the PHT1;4:GUS transgene. Note that on a Pi-rich media, none of the seedlings expressed the GUS reporter gene. doi:10.1371/journal.pone.0016724.t001 The F2 progeny of the indicated crosses were grown 7 to 10 days on either a complete or depleted Pi media before the GUS staining. Results on the Pi depleted media
serve as a positive control for the presence of the PHT1;4:GUS transgene. Note that on a Pi-rich media, none of the seedlings expressed the GUS reporter gene. doi:10.1371/journal.pone.0016724.t001 February 2011 | Volume 6 | Issue 2 | e16724 PLoS ONE | www.plosone.org 8 FRY1 Activity Unlinked to XRNs Figure 8. Model accounting for the dual mode of action of FRY1. The PHT1;4:GUS induction in fry1 is unrelated to its action
on XRNs The expression of FRY1 in the shoot is essential for root growth, drought
resistance, and likely many other developmental aspects. This systemic mode of action relies on the XRN activities. By contrast, FRY1 has a local (i.e. not systemic) effect on the expression of the PHT1 genes and other phosphate starvation markers in roots; this effect depends on Pi accumulation but
not on the XRN activities. doi:10.1371/journal.pone.0016724.g008 Figure 8. Model accounting for the dual mode of action of FRY1. The expression of FRY1 in the shoot is essential for root growth, drought
resistance, and likely many other developmental aspects. This systemic mode of action relies on the XRN activities. By contrast, FRY1 has a local (i.e. not systemic) effect on the expression of the PHT1 genes and other phosphate starvation markers in roots; this effect depends on Pi accumulation but
not on the XRN activities. doi:10.1371/journal.pone.0016724.g008 and transpiration, but rather to reduced XRN activity. All of the
phenotypes linked to perturbations in XRN activities can be
complemented by grafting, suggesting the presence of a systemic
signal (Fig. 8, left). On the contrary, the induction of phosphate
starvation markers is likely linked to a local effect of FRY1
expression (Fig 8, right). It is not complemented by a wild type
scion and is not mimicked by the xrn mutations or linked to the
root architecture phenotype. example, the BYPASS1 locus is required in Arabidopsis to prevent
constitutive production of a root-derived graft-transmissible signal
that is sufficient to inhibit leaf initiation, leaf expansion and shoot
apical meristem activity [17]. We demonstrate here that FRY1 in
shoots controls root development in Arabidopsis. We have identified a novel FRY1 function modulating the
transcription of several Pi starvation markers in the root stele. This
is the first fry1 mutant phenotype reported to be independent of
XRN activities. Instead, it is likely depending on FRY1 impact on
the root cytosolic Pi pool, in stele and pericycle cell layers. Interestingly, this phenotype is not complemented by a wild type
scion and therefore acts locally. example, the BYPASS1 locus is required in Arabidopsis to prevent
constitutive production of a root-derived graft-transmissible signal
that is sufficient to inhibit leaf initiation, leaf expansion and shoot
apical meristem activity [17]. We demonstrate here that FRY1 in
shoots controls root development in Arabidopsis. We have identified a novel FRY1 function modulating the
transcription of several Pi starvation markers in the root stele. Plant material and growth conditions Plant material and growth conditions The PHT1;4:GUS line (originally referred to as pht1;4-1 in [10])
was isolated from a T-DNA mutagenized A. thaliana ecotype
Wassilewskija (Ws) seeds collection, obtained from INRA [18]. fry1-6 (SALK_020882), xrn2-1 (SALK_041148), xrn3-3 (SAIL_
1172C07) and xrn4-6 (SALK_014209) mutants as well as the xrn2
xrn3, xrn2 xrn4 and xrn3 xrn4 double mutants have been described
before [9]. Because XRN3 and XRN4 are genetically linked on
chromosome 1, whereas XRN2 is on chromosome 5, the xrn2 xrn3
xrn4 triple mutant was generated by crossing xrn2 xrn4 to xrn3 xrn4
so that 1/16 of the F2 plants would be homozygous for the three
mutations (xrn2 and xrn3 being genetically independent). The PHT1;4:GUS induction in fry1 is unrelated to its action
on XRNs This
is the first fry1 mutant phenotype reported to be independent of
XRN activities. Instead, it is likely depending on FRY1 impact on
the root cytosolic Pi pool, in stele and pericycle cell layers. Interestingly, this phenotype is not complemented by a wild type
scion and therefore acts locally. We propose that this effect could be a result of the by-products
of FRY1 activity, more specifically the result of the conversion of
PAP into AMP + Pi. A reduction of FRY1 activity likely leads to a
slight reduction of AMP and phosphate levels (along with an
accumulation of PAP) in the tissues where FRY1 is normally very
active (the root pericycle, central cylinder and meristems). The
reduction of Pi availability would lead to the transcriptional
induction of several phosphate starvation genes (including the
PHT1;4:GUS marker) in these cell layers. This effect is not
complemented by a wild type scion and is not mimicked by the xrn
mutations or linked to the root architecture phenotype. February 2011 | Volume 6 | Issue 2 | e16724 Mutant complementation and tissue localization of FRY1 Mutant complementation and tissue localization of FRY1
The FRY1 genomic fragment (1960 bp) and an additional
753 bp upstream region was PCR cloned by standard molecular
techniques in the Ws accession. After sequencing in the pENTR/
D-TOPO (Invitrogen, Carlsbad, USA), an LR clonase (Invitrogen,
Carlsbad, USA) reaction was used to clone the genomic fragment
in the binary vector pGWB4 [25]. Then, the Arabidopsis fry1-7
mutant was transformed by a simplified floral dip method [26]. Similar construct were built with the FRY1 cDNA (1221 bp) with
or without a C-terminal GFP fusion, under the control of the 35S
promoter. Primary transformants were selected in medium
containing 50 mg/L hygromycin. Their progeny was screened
for root phenotype and GFP expression in standard in vitro growing
conditions using a Leica SP2 AOBS inverted confocal microscope
(Leica Microsystems, Germany) equipped with an Argon ion laser. Prior to confocal observation, plantlets were stained 3 min in
100 mg/mL propidium iodide (PI). Leaf shape, flowering time and
GFP expression in mature plants were screened in soil-grown
plants, both in short and long days conditions. To analyze mRNA splice variants, 10 mg of total RNA from
roots and leaves were treated with DNase1 (Roche Diagnostics,
Meylan, France) for 15 min at 37uC and were used for the reverse
transcription reaction using the AMV Reverse Transcriptase
(Roche Diagnostics, Meylan, France) according to the manufac-
turer’s instructions. Specific primers (sequence available on
request) were used to amplify FRY1 transcripts, both in the wild
type and the mutant backgrounds. DNA cloning and sequencing
were performed by standard procedures [31]. Mutagenesis, screening conditions and histology Approximately 3000 seeds of PHT1;4:GUS were mutagenized
with a 0.3% solution of Ethyl methane sulfonate (EMS) as
described [20]. Seeds were sown and the M1 plants were
cultivated to obtain the M2 generation. Around 30 seeds of each
M2 line (1400 lines) were sown in 6-well Petri dishes (NUNC)
containing a modified Hoagland medium (1 mM MgSO4, 2 mM
Ca(NO3)2, 1.7 mM KNO3, 1.6 mM Fe, 46.2 mM H3BO3, 9.1 mM
MnCl2, 0.87 mM ZnSO4, 0.32 mM CuSO4, 1.03 mM Na2MoO4,
0.5 mM NH4H2PO4). After 10 days, seedlings were screened for
their GUS expression as described [10]. Histological analysis were
performed as described [21]. Grafting experiments y
p
g
The mutant line was backcrossed three times to the parental line
(PHT1;4:GUS) to test the linkage of the phenotype to a single
Mendelian recessive mutation. For mapping purposes, a mutant
plant (Ws ecotype) was crossed with a wild-type Col plant. Linkage
analysis was performed with the F2 progeny of this cross as
described [22]. DNA from F2 seedlings displaying the mutant
phenotypes (GUS staining of a root piece from seedlings grown on
complete media) was prepared as described [23]. Single Sequence
Length Polymorphism markers [24] distributed on the five
chromosomes
and
polymorphic
between
the
Ws
and
Col
accessions were tested on the extracted DNA. Thermal cycling
consisted of an initial denaturation at 94uC for 2 minutes, followed
by 38 cycles of denaturation step at 94uC for 15 seconds, annealing
at the respective Tm of each oligonucleotide pair for 20 seconds,
and extension at 72uC for 45 sec. At the end of the reactions, the
PCR products were allowed to extend for 2 minutes at 72uC. Grafting was performed according to [30]. Parental and mutant
lines were sown in vitro on a MS/10 medium. Four days after
sowing they were cut at the hypocotyl level to separate the aerial
and
root
parts. A
0.3 mm
diameter
silicon
ring
(Silastic
Laboratory tubing, Dow Corning, USA) was used to maintain
the aerial seedling scion and the rootstock together to allow fusion. After five days, successful grafts were transferred to fresh medium
for 48 hours, followed by GUS staining for 16 h at 37uC. Alternatively, established grafts were put on soil, either on large
soil-filled plates or in pots and grown in the greenhouse for 4 weeks
in order to assess the root architecture and the drought tolerance
of the grafts. For drought tolerance, plants were either cultured in
long days (12 h light, 12 h dark), before watering was withheld,
then survival of the plants was determined as described [19] or
cultured in short days (8 h light, 14 h dark) using a mix of J soil
and L sand and an immersion watering per day. Phenotype was
assessed after 13 days without watering followed by three days
were watering of the individual pots was resumed. To identify the mutant locus on chromosome 5, the Gramene
Simple Sequence Repeat Identification Tool (SSRIT, http://
www.gramene.org/db/markers/ssrtool) was used to generate new
markers in the area surrounding FRY1. Conclusion Long-distance signaling is used by plants to coordinate shoot
and root development. Despite the importance of such coordina-
tion, only a few genes have been shown to regulate root
development in a systemic way. For example, in Lotus japonicus,
the use of reciprocal and self-grafting studies with the hyperno-
dulating mutant har1 have shown that the shoot genotype is
responsible for the negative regulation of nodule development. Therefore, HAR1 in shoots mediates systemic regulation of
nodulation [16]. There are also few examples of root genes
regulating shoot development by long-distance signaling. For For physiological analyses and RNA extractions, seeds of Col-0,
Ws, PHT1;4:GUS, and the different fry1 mutant alleles were
cultivated as described before [10]. For drought tolerance tests,
plants were grown in individual pots in short days for 4 weeks with
standard watering conditions (once a day). Watering was stopped PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 February 2011 | Volume 6 | Issue 2 | e16724 9 FRY1 Activity Unlinked to XRNs for 13 days and the pots were then rehydrated for 3 days before
the observations. Alternatively, after the onset of wilting, survival
of the plants was quantified by measuring chlorophyll fluorescence
as described [2,19]. software (http://rsb.info.nih.gov/ij/). To determine the speed of
growth of the main root, photographs were taken at 8, 11 and 14
days post germination (dpg) from which PR length was measured. The daily growth was calculated accordingly. To measure single
cell length above the differentiation zone, roots were briefly
stained with ruthenium red and observed with a bright field
microscope (Leica DMRXA, 20x objective). At least 30 cells for
each of 12 different roots per genotype were measured using a
micrometric lens. To estimate the size of the proximal meristem
(PM), the number of undifferentiated cells in the cortex was
measured in at least 30 roots per genotype as described [27,28]. PI-stained roots (3 min in 100 mM PI) were observed by confocal
laser scanning microscopy. PI was excited at 514 nm and imaged
using a custom 610–720 nm band pass emission filter. To
determine the number of LR primordia at different stages of
development, we used a Nomarsky optical microscope, as
described [29]. All experiments were performed at least three
times. Molecular and gene expression analysis For gene expression analysis, total RNA was extracted from
rosettes and roots of 10 day-old plantlets of the PHT1;4:GUS
parental line and the PHT1;4:GUS/fry1-7 mutant, grown in MS/
10 medium as described previously [12]. cRNA was prepared
using the manufacturer’s instructions (www.affymetrix.com sup-
port technical manual expression_manual.affx). Labeling and
hybridization on the ATH1 microarray and data analysis were
performed according to [12]. Microarray data has been deposited
at the EMBL database with the accession number E-MEXP-2483
(www.ebi.ac.uk/arrayexpress) and was used in the present work to
identify candidate genes during the positional cloning of the
mutant locus. Analysis of root architecture RTqPCR analyses were performed after reverse transcription
(kit from GE Healthcare) and amplification (Applied ABI7000). Primer efficiency factors were measured for each gene and GapC Seedlings were photographed at different times after germina-
tion and PR and LR length were measured with the ImageJ PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 February 2011 | Volume 6 | Issue 2 | e16724 10 FRY1 Activity Unlinked to XRNs and ROC3 were used as reference genes. Primer sequences are
available upon request. Figure S3
Expression of phosphate-starvation induced
genes in the 35S:AHL complemented line. (A) Quantitative
real time PCR of the PHT1;4 transcripts in Col, fry1-6 and fry1-6/
35S::AHL roots. (B) Quantitative real time PCR on the Pho1H1
transcript in Col, fry1-6 and fry1-6/35S::AHL roots. (C) Quanti-
tative real time PCR on the At1g73010 phosphatase transcript in
Col, fry1-6 and fry1-6/35S::AHL roots. Biological triplicates were
performed and all samples were analyzed with technical triplicates. White bars correspond to Col roots, grey bars to fry1-6 roots and
black bars to fry1-6/35S::AHL roots. Standard deviations are
shown. (EPS) Supporting Information Figure S1
Mutant complementation assays and leaf
phenotype of PHT1;4:GUS/fry1-7 mutant. (A) Complemen-
tation of the fry1-7 mutant. The progeny of a plant heterozygous
for a T-DNA carrying a 35S::FRY1 cDNA construct is shown. Asterisks indicate non-complemented fry1-7 mutant plantlets that,
presumably, did not inherit the transgene. (B) Picture of the rosette
of the 3 week-old PHT1;4:GUS line (left) and the PHT1;4:GUS/
fry1-7 mutant (right) grown on soil under short day conditions. (C)
6 week-old PHT1;4:GUS line (left) and the PHT1;4:GUS/fry1-7
mutant (right) grown in long day conditions. (D) Complementation
of the fry1-6 mutant with a 35S::AHL cDNA. The Col control (left),
the fry1-6 mutant (middle) and the complemented line (fry1-6/
35S::AHL) (right) are shown. White scale bars are 20 mm. (EPS) Figure S5
Root development and primary root length of
the xrn4-6 mutant. (A) The general in vitro development of Col,
xrn4-6 and fry1-6 mutants 11 dpg. Scale bars are 20 mm. (B) PR
length was measured at 11 dpg. White bars correspond to Col,
grey bars to fry1-6 and black bars to xrn4-6 mutant. Standard
deviations are shown. (EPS) Production of Arabidopsis transformants expressing
pAT1G73010::LUC A DNA fragment corresponding to 2001 bp of the promoter
driving the expression of the AT1G73010 gene (ending right
before the ATG) was PCR amplified and cloned into the
pENTER-D-TOPO vector. The fragment was recombined into
the pBGWL7 vector [32] using LR clonase. After sequencing
confirmation, the vector was introduced into C58C1 Agrobacterium
tumefaciens cells. Arabidopsis plants were transformed using a
modified floral dip method [26], and transformed plants were
selected using Basta (T1). Figure S4
Expression of phosphate-starvation induced
genes in the fry1-6, xrn4 and xrn2 xrn3 xrn4 mutants. Quantitative real time PCR of the PHT1;4 transcript (A), the
PHT1,7 transcript (B), the Pho1H1 transcript (C) and the
At1g34010 phosphatase transcript (D) in Col, fry1-6, xrn4-6 and
xrn2 xrn3 xrn4 roots. Biological triplicates were performed and all
samples were analyzed with technical triplicates. White bars
correspond to Col, pale grey to fry1-6, dark grey to xrn4-6 and
black bars to xrn2 xrn3 xrn4 mutant. Standard deviations are
shown. Bioluminescence detection was performed on the T2 generation
(8 day-old plantlets) using a UPLSAPO 4X dry objective (N.A. 0.16) or a LUCPLFLN 40X dry objective (N.A. 0.6) mounted on
an Olympus LV200 Luminoview microscope coupled to an
ANDOR iKon-M DU934 camera. Images were acquired with an
exposure time of 2 min (4X objective) or 4 min (40X objective). Contrast and brightness of the images were adjusted in ImageJ. Bioluminescence detection was performed on the T2 generation
(8 day-old plantlets) using a UPLSAPO 4X dry objective (N.A. 0.16) or a LUCPLFLN 40X dry objective (N.A. 0.6) mounted on
an Olympus LV200 Luminoview microscope coupled to an
ANDOR iKon-M DU934 camera. Images were acquired with an
exposure time of 2 min (4X objective) or 4 min (40X objective). Contrast and brightness of the images were adjusted in ImageJ. Acknowledgments The authors are very grateful to Drs B.-H. Kim and A.G. von Arnim
(University of Tennessee, USA) who provided seeds of their transgenic lines
and to Dr. B. Albaud for performing array hybridizations (Affymetrix
platform, Curie Institut, Paris, France). We acknowledge TAIR (http://
arabidopsis.org) as a source of data and the Arabidopsis Biological
Resource Center (ABRC) for the fry1-6 mutant. We are grateful to Nathalie
Pochon for technical help and to Dr. Brandon Loveall for English
proofreading of the manuscript. Figure S2
The pAT1G73010::LUC construct reveals the
stele specificity of gene expression in Arabidopsis roots
and the phosphate starvation induction. (A) Transmitted
light image and (B) bioluminescence signal of pAT1G73010::LUC
plantlets grown for 4 days on P depleted medium then for 4 days
on complete medium (plantlet on the left) or for 8 days on P
depleted medium (plantlet on the right). Scale bar, 1 mm. (C)
Close up of a mature part of a root from a plantlet grown for 8
days on P depleted medium (overlay of transmitted light and
bioluminescence signal). The bioluminescence signal is only
detected in the central cylinder. Scale bar, 100 mM. (EPS) Author Contributions Conceived and designed the experiments: JH GME BJP LN EM. Performed the experiments: JH JM PAC PD VB HJ SC ACM MD HV
EM. Analyzed the data: JH JM PAC PD ACM AM HV MC TD MCT LN
EM. Contributed reagents/materials/analysis tools: JM ACM AM EM. Wrote the paper: MC TD LN EM. 7. Gil-Mascarell R, Lopez-Coronado JM, Belles JM, Serrano R, Rodriguez PL
(1999) The Arabidopsis HAL2-like gene family includes a novel sodium-sensitive
phosphatase. Plant J 17: 373–383. 6. Quintero FJ, Garciadeblas B, Rodriguez-Navarro A (1996) The SAL1 gene of
Arabidopsis, encoding an enzyme with 39 (29),59-bisphosphate nucleotidase and
inositol polyphosphate 1-phosphatase activities, increases salt tolerance in yeast.
Plant Cell 8: 529–537. 8. Dichtl B, Stevens A, Tollervey D (1997) Lithium toxicity in yeast is due to the
inhibition of RNA processing enzymes. EMBO J 16: 7184–7195. 5. Chen H, Xiong L (2010) The bifunctional abiotic stress signalling regulator and
endogenous RNA silencing suppressor FIERY1 is required for lateral root
formation. Plant Cell Environ.
6. Quintero FJ, Garciadeblas B, Rodriguez-Navarro A (1996) The SAL1 gene of
Arabidopsis, encoding an enzyme with 39 (29),59-bisphosphate nucleotidase and
inositol polyphosphate 1-phosphatase activities, increases salt tolerance in yeast.
Plant Cell 8: 529–537.
7. Gil-Mascarell R, Lopez-Coronado JM, Belles JM, Serrano R, Rodriguez PL
(1999) The Arabidopsis HAL2-like gene family includes a novel sodium-sensitive
phosphatase. Plant J 17: 373–383.
8. Dichtl B, Stevens A, Tollervey D (1997) Lithium toxicity in yeast is due to the
inhibition of RNA processing enzymes. EMBO J 16: 7184–7195. FRY1 Activity Unlinked to XRNs FRY1 Activity Unlinked to XRNs 9. Gy I, Gasciolli V, Lauressergues D, Morel JB, Gombert J, et al. (2007)
Arabidopsis FIERY1, XRN2, and XRN3 are endogenous RNA silencing
suppressors. Plant Cell 19: 3451–3461. 20. Pelsy F, Kronenberg J, Pollien J-M, Caboche M (1991) M2 seed screening for
nitrate reductase deficiency in Nicotiana plumbaginifolia. Plant Science 76:
109–114. 21. Scheres B, Wolkenfelt H, Willemsen V, Terlouw M, Lawson E, et al. (1994)
Embryonic origin of the Arabidopsisprimary root and root meristem initials. Development 120: 2475–2487. 10. Misson J, Thibaud MC, Bechtold N, Raghothama K, Nussaume L (2004)
Transcriptional regulation and functional properties of Arabidopsis Pht1;4, a
high affinity transporter contributing greatly to phosphate uptake in phosphate
deprived plants. Plant Mol Biol 55: 727–741. 22. Reymond M, Svistoonoff S, Loudet O, Nussaume L, Desnos T (2006)
Identification of QTL controlling root growth response to phosphate starvation
in Arabidopsis thaliana. Plant Cell Environ 29: 115–125. 11. Sarrobert C, Thibaud MC, Contard-David P, Gineste S, Bechtold N, et al. (2000) Identification of an Arabidopsis thaliana mutant accumulating threonine
resulting from mutation in a new dihydrodipicolinate synthase gene. Plant J 24:
357–367. 23. Klimyuk VI, Nussaume L, Harrison K, Jones JD (1995) Novel GUS expression
patterns following transposition of an enhancer trap Ds element in Arabidopsis. Mol Gen Genet 249: 357–365. 12. Misson J, Raghothama KG, Jain A, Jouhet J, Block MA, et al. (2005) A genome-
wide transcriptional analysis using Arabidopsis thaliana Affymetrix gene chips
determined plant responses to phosphate deprivation. Proc Natl Acad Sci U S A
102: 11934–11939. 24. Bell CJ, Ecker JR (1994) Assignment of 30 microsatellite loci to the linkage map
of Arabidopsis. Genomics 19: 137–144. 25. Nakagawa T, Kurose T, Hino T, Tanaka K, Kawamukai M, et al. (2007)
Development of series of gateway binary vectors, pGWBs, for realizing efficient
construction of fusion genes for plant transformation. J Biosci Bioeng 104:
34–41. 13. Stefanovic A, Ribot C, Rouached H, Wang Y, Chong J, et al. (2007) Members
of the PHO1 gene family show limited functional redundancy in phosphate
transfer to the shoot, and are regulated by phosphate deficiency via distinct
pathways. Plant J 50: 982–994. 26. Logemann E, Birkenbihl RP, Ulker B, Somssich IE (2006) An improved method
for preparing Agrobacterium cells that simplifies the Arabidopsis transformation
protocol. Plant Methods 2: 16. 14. Thibaud MC, Arrighi JF, Bayle V, Chiarenza S, Creff A, et al. References 1. Xiong L, Lee B, Ishitani M, Lee H, Zhang C, et al. (2001) FIERY1 encoding an
inositol polyphosphate 1-phosphatase is a negative regulator of abscisic acid and
stress signaling in Arabidopsis. Genes Dev 15: 1971–1984. 5. Chen H, Xiong L (2010) The bifunctional abiotic stress signalling regulator and
endogenous RNA silencing suppressor FIERY1 is required for lateral root
formation. Plant Cell Environ. 2. Wilson PB, Estavillo GM, Field KJ, Pornsiriwong W, Carroll AJ, et al. (2009)
The nucleotidase/phosphatase SAL1 is a negative regulator of drought tolerance
in Arabidopsis. Plant J 58: 299–317. 6. Quintero FJ, Garciadeblas B, Rodriguez-Navarro A (1996) The SAL1 gene of
Arabidopsis, encoding an enzyme with 39 (29),59-bisphosphate nucleotidase and
inositol polyphosphate 1-phosphatase activities, increases salt tolerance in yeast. Plant Cell 8: 529–537. 3. Robles P, Fleury D, Candela H, Cnops G, Alonso-Peral MM, et al. (2010) The
RON1/FRY1/SAL1 gene is required for leaf morphogenesis and venation
patterning in Arabidopsis. Plant Physiol 152: 1357–1372. 4. Kim BH, von Arnim AG (2009) FIERY1 regulates light-mediated repression of
cell elongation and flowering time via its 39 (29),59-bisphosphate nucleotidase
activity. Plant J 58: 208–219. 4. Kim BH, von Arnim AG (2009) FIERY1 regulates light-mediated repression of
cell elongation and flowering time via its 39 (29),59-bisphosphate nucleotidase
activity. Plant J 58: 208–219. PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 11 FRY1 Activity Unlinked to XRNs (2010) Dissection
of local and systemic transcriptional responses to phosphate starvation in
Arabidopsis. Plant J 64, 775–789. 27. Casamitjana-Martinez E, Hofhuis HF, Xu J, Liu CM, Heidstra R, et al. (2003)
Root-specific CLE19 overexpression and the sol1/2 suppressors implicate a
CLV-like pathway in the control of Arabidopsis root meristem maintenance. Curr Biol 13: 1435–1441. 15. Dello Ioio R, Nakamura K, Moubayidin L, Perilli S, Taniguchi M, et al. (2008)
A genetic framework for the control of cell division and differentiation in the root
meristem. Science 322: 1380–1384. 28. Cazale AC, Clement M, Chiarenza S, Roncato MA, Pochon N, et al. (2009)
Altered expression of cytosolic/nuclear HSC70-1 molecular chaperone affects
development and abiotic stress tolerance in Arabidopsis thaliana. J Exp Bot 60:
2653–2664. 16. Nishimura R, Hayashi M, Wu GJ, Kouchi H, Imaizumi-Anraku H, et al. (2002)
HAR1 mediates systemic regulation of symbiotic organ development. Nature
420: 426–429. 17. Van Norman JM, Frederick RL, Sieburth LE (2004) BYPASS1 negatively
regulates a root-derived signal that controls plant architecture. Curr Biol 14:
1739–1746. 29. Malamy JE, Benfey PN (1997) Organization and cell differentiation in lateral
roots of Arabidopsis thaliana. Development 124: 33–44. 30. Turnbull CG, Booker JP, Leyser HM (2002) Micrografting 30. Turnbull CG, Booker JP, Leyser HM (2002) Micrografting techniques for testing
long-distance signalling in Arabidopsis. Plant J 32: 255–262. 18. Bechtold N, Ellis J, Pelletier G (1993) In planta Agrobaterium mediated gene
transfer by infiltration of adult Arabidopsis thaliana plants. C R Acad Sci Life
Sciences 316: 1194–1199. long-distance signalling in Arabidopsis. Plant J 32: 255–262. 31. Marin E, Divol F, Bechtold N, Vavasseur A, Nussaume L, et al. (2006)
Molecular characterization of three Arabidopsis soluble ABC proteins which
expression is induced by sugars. Plant Science 171: 84–90. 19. Woo NS, Badger MR, Pogson BJ (2008) A rapid, non-invasive procedure for
quantitative assessment of drought survival using chlorophyll fluorescence. Plant
Methods 4: 27. expression is induced by sugars. Plant Science 171: 84–90. 32. Karimi M, De Meyer B, Hilson P (2005) Modular cloning in plant cells. Trends
Plant Sci 10: 103–105. PLoS ONE | www.plosone.org February 2011 | Volume 6 | Issue 2 | e16724 12
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Management, regulation and environmental impacts of nitrogen fertilization in Northwestern Europe under the Nitrates Directive; a benchmark study
| null | 2,012
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cc-by
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Biogeosciences, 9, 5143–5160, 2012
www.biogeosciences.net/9/5143/2012/
doi:10.5194/bg-9-5143-2012
© Author(s) 2012. CC Attribution 3.0 License.
Biogeosciences
Management, regulation and environmental impacts of nitrogen
fertilization in northwestern Europe under the Nitrates Directive;
a benchmark study
H. J. M. van Grinsven1 , H. F. M. ten Berge2 , T. Dalgaard3 , B. Fraters4 , P. Durand5 , A. Hart6 , G. Hofman7 ,
B. H. Jacobsen8 , S. T. J. Lalor9 , J. P. Lesschen10 , B. Osterburg11 , K. G. Richards9 , A.-K. Techen11 , F. Vertès5 ,
J. Webb12 , and W. J. Willems1
1 PBL
Netherlands Environmental Assessment Agency, Department: Water, Agriculture and Food, Bilthoven, The Netherlands
Research International, Wageningen University and Research Centre, The Netherlands
3 Aarhus University, Department of Agroecology, Foulum, Denmark
4 National Institute for Public Health and the Environment, Bilthoven, The Netherlands
5 INRA, UMR1069, Sol Agro and Hydrosysteme, 35000 Rennes, France
6 Environmental Agency, Olton, UK
7 Ghent University, Department of Soil Management, Belgium
8 Institute of Food and Resource Economics, University of Copenhagen, Denmark
9 Teagasc, Crops Environment and Land Use Programme, Johnstown Castle, Wexford, Ireland
10 Alterra, Wageningen University and Research Centre, The Netherlands
11 Institute of Rural Studies, Johann Heinrich von Thünen-Institut (vTI), Bundesforschungsinstitut für Ländliche Räume,
Wald und Fischerei, Germany
12 AEA Energy and Environment, Didcot, UK
2 Plant
Correspondence to: H. J. M. van Grinsven (hans.vangrinsven@pbl.nl)
Received: 21 May 2012 – Published in Biogeosciences Discuss.: 22 June 2012
Revised: 16 November 2012 – Accepted: 19 November 2012 – Published: 14 December 2012
Abstract. Implementation of the Nitrates Directive (NiD)
and its environmental impacts were compared for member states in the northwest of the European Union (Ireland, United Kingdom, Denmark, the Netherlands, Belgium,
Northern France and Germany). The main sources of data
were national reports for the third reporting period for the
NiD (2004–2007) and results of the MITERRA-EUROPE
model. Implementation of the NiD in the considered member
states is fairly comparable regarding restrictions for where
and when to apply fertilizer and manure, but very different
regarding application limits for N fertilization. Issues of concern and improvement of the implementation of the NiD are
accounting for the fertilizer value of nitrogen in manure, and
relating application limits for total nitrogen (N) to potential
crop yield and N removal. The most significant environmental effect of the implementation of the NiD since 1995 is
a major contribution to the decrease of the soil N balance
(N surplus), particularly in Belgium, Denmark, Ireland, the
Netherlands and the United Kingdom. This decrease is accompanied by a modest decrease of nitrate concentrations
since 2000 in fresh surface waters in most countries. This decrease is less prominent for groundwater in view of delayed
response of nitrate in deep aquifers. In spite of improved
fertilization practices, the southeast of the Netherlands, the
Flemish Region and Brittany remain to be regions of major concern in view of a combination of a high nitrogen surplus, high leaching fractions to groundwater and tenacious
exceedance of the water quality standards. On average the
gross N balance in 2008 for the seven member states in EUROSTAT and in national reports was about 20 kg N ha−1 yr−1
lower than by MITERRA. The major cause is higher estimates of N removal in national reports which can amount
to more than 50 kg N ha−1 yr−1 . Differences between procedures in member states to assess nitrogen balances and water
Published by Copernicus Publications on behalf of the European Geosciences Union.
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
quality and a lack of cross-boundary policy evaluations are
handicaps when benchmarking the effectiveness of the NiD.
This provides a challenge for the European Commission and
its member states, as the NiD remains an important piece of
legislation for protecting drinking water quality in regions
with many private or small public production facilities and
controlling aquatic eutrophication from agricultural sources.
1
Introduction
The main aim of the Nitrates Directive (1991: Directive
91/676/EEC; hereafter referred to as NiD) is to reduce water pollution caused or induced by nitrate and phosphorus
from agricultural sources. The NiD is the most important
piece of European (EU) regulation for reducing environmental impacts of fertilizer and manure and for increasing nitrogen use efficiency. The gross nitrogen balance, or nitrogen
surplus, (Schröder et al., 2004; Vries et al., 2011) is an important indicator to evaluate the environmental impacts of the
Nitrates Directive, particularly for the water compartment.
This makes the NiD an important supporting instrument for
other EU directives i.e. the Drinking Water Framework Directive (98/83/EC), the Water Frame Directive (2000/60/EC)
and the Marine Strategy Framework Directive (2008/56/EC).
The NiD legally restricts annual farm application of manure
to 170 kg ha−1 of nitrogen, or in case of derogation to inputs
up to 250 kg ha−1 (Oenema, 2004). The tenacious problem of
regional nitrogen (and phosphorus) surpluses can be resolved
by manure transport to other regions and by manure processing. In the case of the Netherlands and the Flemish region,
part of the (processed) manure is exported to other countries.
Agricultural practices in general, and more specifically application rates and management of chemical fertilizers and
animal manures, vary greatly between and within EU member states. This makes it interesting to compare nitrogen management and regulation between countries and relate this to
the observed states and trends of nitrate concentrations in
groundwater and surface water. Since the introduction of the
NiD in 1991, EU member states have implemented several
action programs and have delivered several monitoring reports. The EU Commission obliges member states to report
on the results of these action programs. It also charged synthesizing studies on these national reports but these reports
are not publicly available. However, the EU Commission did
publish summaries of the national data and reports in 2007
and 2011. In addition, Fraters et al. (2011) evaluated the effectiveness of environmental monitoring programs for the
NiD. However, overall insight into the effectiveness of the
NiD in the EU is still limited and rarely published in peerreviewed journals. Together with the submission of the next
set of national monitoring reports for the NiD, this paper
could increase this insight and help to improve implementation of the NiD across the EU.
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The combination of environmental directives and the
Common Agricultural Policy should provide food security
and a healthy natural environment in Europe while maintaining a level playing field for the agricultural entrepreneurs (De
Clercq et al., 2001). This is particularly true for agriculture in
northwestern EU member states as they compete to provide
food to consumers in the so-called “London-Berlin-Paris triangle”.
The purpose of this paper is to compare, evaluate and
benchmark the implementation of the Nitrates Directive in
the northwestern member states of the EU. The objective
is to relate differences in implementation to differences in
structure, intensity and practices of the agricultural sector
and to sensitivity of soil water systems to nitrate pollution.
Key issues of the NiD addressed in the benchmark are application rates of N in manure, the balance between applied N
and crop requirements and water quality in relation to the ni−1
trate target of 50 mg NO−
3 L . The comparison is restricted
to Denmark, Germany, the Netherlands, Belgium, the United
Kingdom, Ireland and the northern part of France. Crop and
fodder production potential per hectare on comparable soils
in these countries are similar. Note however, that within the
United Kingdom there are four separate governments and in
Belgium two, which implement the Nitrates Directive in differing ways. Moreover, all these countries have regions with
high livestock densities, causing feed requirements to exceed
regional feed production, and manure production to exceed
regional crop demands.
2
2.1
Materials and methods
Data sources
This analysis combines various existing studies on implementation of the Nitrates Directive (van Dijk and Berge,
2009; ten Berge and Dijk, 2009), gross nitrogen balances
from Eurostat (2012), monitored nitrate concentrations in
groundwater and surface water in synthesizing reports (European Commission, 2007, 2011; Fraters et al., 2011) and
various national reports on implementation and evaluation of
the Nitrates Directive for the last reporting period (Anonymous, 2008a, b, c, d; Desimpelaere et al., 2008; Zwart et
al., 2008). A complication when comparing water quality
data among EU member states (and sometimes within a single member state) to evaluate the NiD are the large differences in monitoring procedures, e.g. with regard to sampling
density (Table 1), monitoring frequency and groundwater
sampling depth (Fraters et al., 2011; European Commission,
2011), and data and procedures for calculation of nitrogen
balances (Panten et al., 2009). In 2007 the total number of
sampling sites for groundwater was 31 000 and for surface
water 27 000.
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
Table 1. Density of groundwater and surface water sampling for the
whole land surface in monitoring programs for the NiD (European
Commission, 2011).
Density of groundwater
sampling stations
(points/1000 km2 )
Density of surface
water sampling stations
(points/1000 km2 )
99
3
34
5
1
33
13
38
1
5
3
3
13
33
Belgium
Germany
Denmark
France
Ireland
Netherlands
United Kingdom
2.2
Nitrogen balance
In this study, calculation of the gross nitrogen balance (GNB)
was based on the OECD method (OECD, 2007). In addition the soil N balance (SNB) is used which sometimes is
confused with the soil surface N balance (SSNB). The GNB
represents the total potential loading of nitrogen from primary agricultural production to the environment, but excluding N emissions from fossil fuel combustion for energy requirements for e.g. fertilizer manufacturing, housing, transport and soil and crop management and correcting for export
and processing of manure. SNB or soil N surplus represents
the total potential loading from nitrogen use on agricultural
soil, while SSNB represents the total net nitrogen loading to
the soil and water compartment.
GNB: fertilizer + manure production + other inputs −
net manure export − crop removal
SNB: GNB − N-loss housing − N-loss storage
SSNB: SNB − N-loss manure application
Other inputs include N deposition and biological N fixation
(BNF), where N deposition is the result of NH3 and NOx
emissions from both agricultural and other sources, mainly
transportation and energy generation. Choosing one of the
balance indicators for monitoring and evaluation of NiD effects is determined mainly by data availability. Data requirements for GNB are lowest, but GNB does not correct for environmental measures reducing ammonia emission following
from other EU directives like the National Emission Ceilings
(NEC) directive (2001/81/EC) and the Integrated Pollution
Prevention (IPPC) directive (96/61/EC). However, different
calculation procedures, particularly for determining manure
input and nitrogen removal by crops, and also inclusion or
exclusion of N-losses during housing and storage (difference
between gross and net soil balance) and of smaller input
items, may need to be taken into account when comparing
national or regional nitrogen balances.
For this reason the use of a model for determining the nitrogen balance is an additional valuable tool to evaluate the
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effectiveness of the NiD. Model approaches are inherently
more consistent regarding calculation schemes, but without
sound ground validation, have a risk of not accounting for
regional differences in response of crop removal and water
quality to nitrogen fertilization. For example, in the UK a
model approach is used to estimate nitrogen loading as part
of the NiD assessments. Loadings are calculated using the
NEAP-N model (Lord and Anthony, 2000) along with an urban estimation model (Lerner, 2000). Leip et al. (2008) coupled the economic model CAPRI and the mechanistic biochemical model DNDC for evaluation of the effects of agrienvironmental policies on the European environment, for example on groundwater pollution with nitrate. Here we use the
model MITERRA-EUROPE to apply a consistent methodology to all countries.
2.3
MITERRA-EUROPE
The model MITERRA-EUROPE (referred to as MITERRA
hereafter) was used to quantify the nitrogen balances and nitrate leaching from agriculture on both EU-27 level, country level, and regional level. By applying a uniform calculation scheme as in MITERRA we could scrutinize results in
the national reports and benchmark nitrogen surpluses and
nitrate concentration at the more appropriate sub-national
level. MITERRA consists of an input module with activity
data and emission factors, a set of measures to mitigate ammonia and greenhouse gas emission and nitrate leaching, a
calculation module, and an output module (Velthof et al.,
2009; Lesschen et al., 2011). The database of MITERRA is
on national and regional level (NUTS2, according Nomenclature of Territorial Units for Statistics in the EU) and includes data of N inputs, N outputs, livestock numbers, land
use, crop types, soil type, and emission factors for NH3 , N2 O,
and NOx , and leaching factors for NO3 .
For this paper we used an updated version of MITERRA
as described in Velthof et al. (2011). Crop areas were derived from EUROSTAT at NUTS2 level and crop yields from
FAOSTAT at national level as the EUROSTAT data was incomplete. Grassland yields and N contents of grassland were
estimated using the methodology of Velthof et al. (2009), because grassland yields are not available from statistics. The
number of livestock in each year was derived from EUROSTAT. Data on annual N fertilizer consumption were collected from FAOSTAT. The N excretion of all livestock categories except dairy cows were obtained from the GAINS
model (Klimont and Brink, 2004). A method was developed
to estimate the N excretion from dairy cows on regional level
based on milk yields, grassland yields, and N inputs (Velthof
et al., 2011).
The total manure N production was calculated at the
NUTS2 level from the number of animals and the N excretion per animal and then corrected for gaseous N losses
from buildings and storage. A method was developed to distribute the manure over crops taking account of the maximum
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
Table 2. Precipitation surplus and fraction of nitrogen surplus leaching to groundwater, the fraction leaching to surface waters and the runoff
fraction of N in applied fertilizer, grazing and manure, used in the MITERRA model.
Belgium-Flemish
Belgium-Walloon
Denmark
Northern France
Germany
Ireland
Netherlands
United Kingdom
Precipitation
surplus
mm
Fraction leaching
to groundwater
%
Fraction leaching
to surface water
%
Fraction in
surface runoff
%
396
479
280
356
295
554
420
450
23
11
24
13
13
10
17
11
9
12
6
10
10
8
7
10
3
4
2
5
4
3
3
3
annual manure application of 170 kg N ha−1 or higher in
case of a derogation. Nitrogen fertilizer was distributed over
crops relative to their nitrogen demand, taking account of the
amount of applied manure and grazing manure and their respective fertilizer equivalence (Velthof et al., 2009). Further
nitrogen inputs include biological N fixation, which is estimated as a function of land use and crop type (legumes)
and nitrogen deposition that is derived at NUTS2 level from
EMEP (EMEP, 2010).
Nitrogen leaching in MITERRA is calculated by multiplying the soil N surplus by a region specific leaching fraction, which is based on soil texture, land use, precipitation
surplus, soil organic carbon content, temperature and rooting depth (Table 2). Surface runoff fractions are calculated
based on slope, land use, precipitation surplus, soil texture
and soil depth (Velthof et al., 2009). These parameters are derived from more detailed spatial data sources, and weighted
average values for agricultural land are used at the NUTS2 level. The nitrate concentration in leaching water is calculated by dividing the amount of nitrogen leaching from
agriculture by the total water flux, which is calculated as
the precipitation surplus, derived from the EuroPearl model
(Tiktak et al., 2006), minus surface runoff. The MITERRA
model has been used in several EU studies and outcomes
have been compared with other model results and national reported values. De Vries et al. (2011) compared several models, including MITERRA, on nitrogen budgets, and showed
that MITERRA outcomes are in line with other model results. The distribution of calculated mean NO3 concentrations in NUTS 2 regions of EU-15 according to MITERRA
agreed very well with the distribution of the means of measured NO3 concentrations in the EU-15, according to measured data from 2000–2003 (Velthof et al., 2009).
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3
3.1
Results
Characteristics of agriculture and nutrient use in
northwestern EU
Mean annual temperatures range between 8 and 12 ◦ C, with
minimum daily temperatures in January around 0 ◦ C and
maximum daily temperatures around 20 ◦ C in July. Mean
annual precipitation ranges from values exceeding 1000 mm
per year in western coastal regions to 500 mm per year in
central France, and eastern UK and Germany (Tiktak et
al., 2006). The combination of favorable climatic conditions, good agricultural practices and high inputs of fertilizer and manure allow high yields of cereals, potato, sugar
beet, forage grass and maize and of milk, that generally exceed average values for the EU27 (Table 3). Yield differences
per hectare in northwestern EU member states are largest
for milk and ruminant meat because of large differences in
shares of grazing beef and dairy cattle, areas of marginal
grassland, grass in arable rotations (e.g. Denmark) and grazing intensity. Ireland, the UK and France hold large areas of
less productive grassland on wet, peaty or mountain soils. All
countries considered are net importers of substantial amounts
of fodder and feed stuff, in the range of 200–400 kg per livestock unit (LSU; reference unit for livestock species based
on feed requirement) in the period between 2000 and 2007
(FAOSTAT), with the exception of France (120 kg LSU−1 ).
These differences explain a minor part of differences in milk
and ruminant meat yield per hectare.
Mean national livestock densities in the considered member states range between 0.9 LSU per hectare in northern
France, which is near to the average in the EU27, to 3.4 LSU
per hectare in the Netherlands (Table 4; using LSU definition according to Eurostat). The share of dairy cows (one
dairy cow represents one Livestock Unit; LSU) ranges from
10 % in Denmark to 22 % in Ireland. Regional livestock densities can be much higher, with 8.9 LSU ha−1 in the southeastern part of the Netherlands, 6.0 LSU ha−1 in Flemish
Region-Belgium and 3.7 LSU ha−1 in Brittany-France, and
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
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Table 3. Mean annual yields in northwestern member states of the EU for cereals, forage maize, potato and sugar beet (Sources: FAOSTAT
mean crop data are for the period 2000–2007; EFMA (2008), mean data for 2006–2009), and the sum of ruminant meat +0.1 × total milk
production as a proxy for ruminant productivity per hectare of permanent grassland (Sources: production from FAOSTAT, data 2008, and
grassland areas from Eurostat (2011), data 2007).
FAO
Belgium
Denmark
France
Germany
Ireland
Netherlands
United Kingdom
EU27
FAO
FAO
2000–2007
FAO
FAO
2008
EFMA
EFMA
2006–2009
EFMA
Wheat
ton ha−1
Forage maize
ton ha−1
Potato
ton ha−1
Sugar beet
ton ha−1
Meat + 0.1 × Milk
ton ha−1 grass land
All cereals
ton ha−1
Potato
ton ha−1
Sugar beet
ton ha−1
8.2
7.1
6.9
7.3
8.9
8.2
7.7
11.1
43.4
39.5
41.4
40.9
35.2
43.5
41.6
67.9
57.3
76.5
59.1
48.6
61.6
54.7
1.09
1.67
0.50
0.85
0.36
1.85
0.25
0.43
8.8
5.9
7.2
6.5
7.0
8.2
7.1
5.0
46.0
44.7
45.7
40.1
32.8
46.3
41.6
29.0
65.0
55.7
82.5
58.0
8.6
8.8
11.2
63.2
61.7
62.1
Table 4. Main characteristics of agricultural sector in northwestern member states of the EU in 2007 (Eurostat, 2011).
Belgium
Denmark
France
North-centralb
Germany
Ireland
Netherlands
United Kingdom
EU27
Agricultural
area (UAA)
mln ha
Livestock
density
a
LSU ha−1
Permanent
Pasture
% of UAA
Farm size
ha UAA/holding
1.4
2.7
27.5
17.8
16.9
4.1
1.9
16.1
172.5
2.8
1.7
0.8
0.9
1.1
1.4
3.4
0.9
0.8
37
8
29
21
29
76
43
62
33
29
60
53
–
46
32
26
65
13
a In the EUROSTAT definition one LSU corresponds to the feed requirement of one adult dairy cow
producing 3000 kg of milk annually.
b All departments above the line “Nantes-Dijon”.
are always associated with the presence of a large pig and/or
poultry sector. Farm sizes per holding in the northwestern
member states are much higher than the EU27 average.
Nitrogen from manures constitutes a substantial proportion of total nitrogen fertilization, ranging between 40 % in
Germany and Northern France, to 60–65 % in Belgium, Ireland and the Netherlands. In the Netherlands and the Flemish
Region the net nitrogen excretion (after subtracting ammonia
emission from housing and storage) exceeds the application
limit of 170 kg ha−1 set by the NiD, by 40 and 12 kg ha−11
respectively, based on MITERRA results. These two countries require a combination of derogation, on the one hand,
and export and processing of manure on the other hand, to be
able to comply with the NiD at a national level. The sum of
nitrogen excretion plus fertilizer use per hectare of utilized
1 Unless indicated otherwise the unit kg ha−1 refers to annual
fluxes.
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agricultural area (UAA) in the period 2005–2008 ranges between 138 kg ha−1 in France to 377 kg ha−1 in the Netherlands (Table 5) and exceeds mean values for EU12 (old member states) and EU27.
3.2
Application standards for nitrogen from manure
and fertilizer
The most important restriction following from the NiD is
the application limit for nitrogen from animal manure. Other
restrictions following from the NiD are mandatory minimum manure storage capacities, prohibition periods for nutrient application, restrictions for nutrient application near
water courses, on slopes and on frozen, waterlogged or snowcovered soils (van Dijk and ten Berge, 2009; Table 6). These
restrictions should facilitate the achievement of the overall objective of the NiD to establish a balance between nutrient application and crop requirements. There are large
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
Table 5. Average annual inputs, crop removal and gross balance of nitrogen in 2005–2008 in northwestern member states of the EU (Eurostat,
2012).
Fertilizer
Inorganic
manure
Gross
Other inputs
Removal
Gross N
balance
191
101
112
125
155
194
111
98
89
119
98
52
93
55
210
101
58
50
kg N ha−1
Belgium
Denmark
France
Germany
Ireland
Netherlands
United Kingdom
EU15∗
EU27
101
75
76
103
78
140
94
67
61
168
100
62
74
117
236
87
63
54
41
24
26
42
15
28
31
26
25
∗ EU15: member states between 1 January 1995 and 30 April 2004.
Table 6. Restrictions for application of fertilizer and manure in national implementations of the Nitrates Directive (Adapted from Dijk and
Berge, 2009).
DK
BFL
FR
GE1
UK
NL
IRL
yes
yes
yes
yes2
yes
yes
yes
yes
yes
yes2
yes
yes
yes
yes
yes6
yes
yes
yes
yes
yes4
yes
yes
yes
yes4
yes4
yes
yes
yes
yes
yes
yes
yes
yes
Farm measures
Fertilizer planning
Keeping records
Soil analysis
Fertilization
Closed periods for manure/fertilizers3
Low emission application
No manure application on frozen, snow covered and waterlogged land
Unfertilised zones along surface water5
yes
yes7
Post-harvest measures
Catch crops
No tillage in autumn
yes4
yes
yes
yes
yes8
Other Policy Measures
Max limit for livestock
yes
Maximum limits on N and P use
Manure
Total N (manure + fertilizers)
Maximum N and P surpluses
Maximum soil mineral N in autumn
yes
yes
yes
yes
yes
yes4
yes
yes9
yes
yes
yes
yes
yes
yes
yes
yes
yes1
DK = Denmark, BFL = Belgium Flemish Region, FR = France, GE = Germany, UK = United Kingdom, NL = The Netherlands, IRL = Ireland
1 Implementation varies between states (Länder) of Germany, e.g. maximum soil mineral N autumn only in Baden Wurtemberg.
2 For NL in case farm has derogation. For BFL from 2013, on fields exceeding the threshold value of maximum soil mineral N in autumn.
3 For liquid manures generally between September/October and February.
4 In some departments within the NVZ’s. E.g. catch crops in western regions (Brittany and Normandy); Anonymous (2008a).
5 With large variation in width and length of unfertilized zones.
6 Increased from 2 m to 10 m from 2012 onwards.
7 No fertilizer within 2 meters of surface water.
8 Ploughing between July and November if green cover emergence of planted crop within 6 weeks of ploughing.
9 In small highly sensitive areas (e.g. coastal areas with green tides).
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
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Table 7. Overview of area in Nitrate Vulnerable Zones and derogations for grassland (mostly dairy) farms in 2009 (European Commission,
2011).
Nitrate
Vulnerable
Zones area (%)
Belgium
Flemish Region
Walloon Region
Denmark
France
Germany
Ireland
Netherlands
United Kingdom
68
100
422
100
45
100
100
100
39
Application
limit for manure
(kg N ha−1 )
Share of
Agricultural
land (%)
Share of
farms
(%)
12
10
4
0
<1
8
45
1.5
3.2
0
<1
8
32
1.3
250/2001
230
170
230
250
250
250
1 Also a derogation for some arable crops. 2 Situation in 2007 (Anonymous, 2008b).
discrepancies between countries regarding the way these restrictions are translated into national law and applied in practice. Large discrepancies exist for methods of estimation of N
emissions by livestock (including volatilization coefficients
for ammonia), definitions of periods when and areas where
manure application is restricted, procedures for enforcement
of regulations can be very different and hamper a strict comparison of environmental impacts of the NiD between countries.
With the exception of France, all member states have negotiated with the EU Commission an extension of the application limit in the NiD of 170 kg N ha−1 for manure from ruminants (a so-called derogation; Table 7). These derogations
are based on proof that this extension will not increase the
−1
risk for exceeding the critical nitrate limit of 50 mg NO−
3 L
in groundwater and surface water. Derogations are granted at
farm level (except in the Flemish Region) and mostly apply
to farms with at least 70–80 % of farm land in use for grassland (or roughage in Denmark). The Flemish Region has a
derogation at field level and includes some arable crops. For
grassland and forage maize followed by one cut of grass or
cut rye the application limit is 250 kg N ha−1 as cattle manure
or treated pig manure and 200 kg N ha−1 for beet and winter wheat followed by a catch crop (Table 7). Denmark has
implemented a maximum application limit for arable land
of 140 kg ha−1 of nitrogen from pig manure and on organic
farms (Kronvang et al., 2008), which is beyond the requirements of the NiD. The Netherlands has the largest derogation
both regarding the extension of the application limit itself,
and regarding the area where this extension applies.
Only the NiD action programs of the Netherlands, Denmark and the Flemish Region have introduced crop and
soil type-dependent applications standards for total N inputs, from manures and mineral fertilizers (van Dijk and
ten Berge, 2009). Application standards in the Netherlands
and Denmark apply to fertilizer equivalent (FE) N (Table 8).
In Denmark, Ireland, the Netherlands and the UK for some
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crops, standards are differentiated with actual yield level and
target. For cereals different standards may apply to baking,
malting and fodder qualities, for potato to cultivars for use
as ware, french fry, starch and seed. In the Flemish Region
farmers can choose between a fixed total nitrogen amount or
FE N values for organic fertilizers per crop. This new system
with some new limits has been introduced in 2011 (Anonymous, 2011). In Denmark, Ireland and the UK application
standards also depend on the soil N status and cropping history.
Differences between total FE N application standards for
the Flemish Region, the Netherlands and Denmark can be
quite considerable. While standards for forage maize and
winter wheat on sandy soils are quite comparable, differences
between standards for other crops and clay soils are higher,
amounting to 110 kg N ha−1 for ware potato on clay between
the Netherlands and Denmark (Table 8). As a whole, the standards are the highest in the Netherlands for most crops mentioned in Table 8. For grassland without clover, standards are
highest in Denmark, however, grass with clover is predominant in Denmark, and has lower standards. Standards for winter wheat and, to a lesser extent, for forage maize in Denmark
and the Flemish Region are comparable. On the other hand,
the standards for potato and sugar beet are lower for Denmark compared to the Flemish Region while this is the reverse for grassland. One would expect application standards
in Denmark to be lower than in the Flemish Region in view
of a lower yield potential (Table 3) and taking into account
that in Denmark the fertilization limits are set at 90 % of the
economic optimum N-fertilization.
The consequence for Denmark, the Flemish Region, and
the Netherlands of having a legal system of application standards based on total FE nitrogen is the introduction of fixed
statutory values for the fertilizer equivalency of manures.
Also the UK and Ireland have statutory values for the FE
of manure in their NiD action programs. When statutory FE
values are lower than actual values they provide an incentive
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Table 8. Nitrogen application standards (kg N ha−1 yr−1 ) for some major crops in the 4th action programs for the NiD expressed either as
fertilizer equivalent N (FE) or total N.
Soil
Grass:
graze
and cut
Forage
maize
Winter
wheat
Potato
(ware)
Sugar
beet
Netherlands
FE
FE
sand
clay
260
310
150
185
160
220
245
250
145
150
Denmark1,2
FE
FE
sand
clay
3105
3305
150
155
3 150
4 180
140
140
110
120
Flemish Region
FE8
FE8
total
total
sand
clay
sand
clay
235
245
350
360
135
150
205
220
160
175
200
215
190
210
260
280
135
150
205
220
United Kingdom
total
all
330
150
220
270
120
Ireland6
total
all
7 306
140
180
145
155
1 0–5 % clay, not irrigated, 2 > 15 clay, not irrigated, 3 fodder quality, 4 baking quality, 5 for grass with clover
62–227 kg N ha−1 , depending on % clover, 6 soil nitrogen index 2 for arable crops, 7 for stocking rate
between 170 and 210 kg ha−1 N per year, 8 valid from 2011 and without catch crop.
to farmers to increase the nitrogen efficiency of the organic
manure. Low fertilizer equivalencies for manure are typically
caused by gaseous losses of ammonia, N oxides and dinitrogen, leaching losses of nitrate outside the growing season
and slow N release within the growing season. FE’s can be
increased by using low emission manure application techniques and by improved management of manure and soil
(Dalgaard et al., 2011), for example by replacing autumn application of manure by spring application. Increasing legal
FE may provide a strong incentive to apply these techniques
and to improve management of manure.
Generally speaking, a legal system based on FE is more
comparable to the system for N recommendation than a system based on total N and therefore provides the farmer more
direct insight into whether he needs to improve his N management to ensure sufficient N supply to crops. The statutory FE values do not always correspond to FE used in fertilizer recommendations (ten Berge and Dijk, 2009). For slurry,
statutory FEs range from about 20 % in the UK to 75 % in
Denmark. The small values quoted for the UK imply that the
manures are not applied using techniques to reduce ammonia emission. For solid poultry, manure FEs range from 30 %
in the UK, the Flemish Region and Germany to 55–65 % in
Denmark and the Netherlands (Webb et al., 2013; Table 9). In
Ireland maximum FE for manure of 40 % have been reported
(Hoekstra et al., 2011).
In Germany there are no legal N application limits for total
or FE nitrogen. Instead, there is a restriction on net N surplus
at farm level in combination with statutory FE values. The
farmers have the responsibility to plan fertilization in such
a way that the three year average of the N surplus does not
exceed 60 kg N ha−1 from 2009 onwards. This surplus conBiogeosciences, 9, 5143–5160, 2012
straint has been introduced stepwise since 2006 (Wolter et
al., 2011).
France does not prescribe application standards in its
action program for zones vulnerable to nitrate leaching
(NVZ’s). For France FE values vary with crops (spring versus winter) and application period but have no legal status
(COMIFER, 2011). Total N inputs are limited only in areas
where nitrate concentrations in ground or surface water are
high and where that water is used for drinking water. This
limit is 210 kg N ha−1 in parts of Brittany, while in some watersheds with nitrate in surface water exceeding 50 mg L−1
total N inputs are restricted to values as low as 140 kg N ha−1
(van Dijk and ten Berge, 2009). Restrictions for use of fertilizers (and other agrochemicals like pesticides) in drinking
water abstraction areas are common in Europe, also before
the introduction of the NiD.
3.3
Nitrogen balance
Complete official reports to the EU of the effect of the national action plans for the NiD are available for the 3rd
(2000–2003) and 4th (2004–2007) reporting period and summarized by the European Commission (2011). A high gross
nitrogen balance (GNB) is always associated with high gross
inputs of manure (Table 5). In all countries considered, the
GNB decreased between 2000 and 2008 (Fig. 1). The decrease of GNB between 2000 and 2004 is larger than between 2004 and 2008. The decrease in the Netherlands
was 80 kg ha−1 and largest, but the GNB in 2008 is still
higher than for other countries. The relative decreases of the
GNB between 2000 and 2008 in Belgium (31 %), Ireland
(25 %) and the United Kingdom (23 %) are comparable to
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive
1
Figuresin northwestern Europe
5151
2
3
Table 9. Statutory nitrogen fertilizer equivalency (%) for application of most common manure types (after deduction of gaseous
losses from buildings and storage; taken from Webb et al., 2013).
Netherlands
Flemish Region
Denmark
France∗
Germany
United Kingdom
Ireland
Cattle
slurry
Pig
slurry
Layer solid
manure
Broiler solid
manure
60
60
70
50–60
50
20/35
40
60–70
60
75
50–75
60
25/50
50
55
30
65
45–65
30
20/35
50
55
30
65
45–65
30
20/30
50
∗ No legal status.
4
5
6
the decrease in the Netherlands (30 %). The major cause for
a decrease of the GNB is the decrease of the use of chemical
fertilizer. In Denmark and the Netherlands this decrease was
instigated to a large extent by increased utilization of manure
N (Mikkelsen et al., 2010; Dalgaard et al., 2012).
Nitrogen balance calculations using MITERRA provide
insight in soil inputs and outputs underlying the differences
in the N balance (Table 10). MITERRA results for N removal
(R 2 0.92), GNB (R 2 0.94) and even more so SNB (R 2 0.96)
are significantly correlated with total N input from manure
and fertilizer but results for individual countries may deviate from the average relation. This is the case for Ireland
in view of dominant grazing sector. In the Netherlands and
the Flemish Region the difference between total N excretion and actual manure application is larger than for other
countries because of substantial net export and processing
of manure from pigs and poultry, amounting to 18 kg N ha−1
and 54 kg N ha−1 in 2008, respectively. Flemish pig manure is mostly processed by waste water treatment where
N is removed by denitrification. In the Netherlands the five
provinces with an intensive pig and poultry sector export on
average 127 kg N ha−1 to the other seven provinces and a
small part (10–20 kg N ha−1 ) abroad, mainly to Germany.
Comparing nitrogen surpluses at national level for the
northwestern EU member states is not very informative because of large differences in agricultural structure and livestock intensity within these countries (Table 4). Therefore,
nitrogen use and balance by MITERRA model at NUTS2
level were recombined to generate results for regions with
similar UAA (Fig. 2). Eleven regions had an SNB exceeding
100 kg N ha−1 . In addition to the Netherlands and Belgium,
Brittany in France is standing out while several regions in the
UK and single regions in Germany, Ireland and France have
an SNB modestly exceeding 100 kg N ha−1 . Zooming further
into MITERRA results for the Netherlands and Belgium, we
find greatest surpluses for 2008 in the Province of Antwerp
(241 kg N ha−1 ), and the southeast of the Netherlands (mean
value 191 kg N ha−1 and maximum value of 197 kg N ha−1
in the province of Noord Brabant). These regions with the
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Figure
1. Gross
annual
nitrogen
balance between
2000
and 20082000
(Eurostat,
Fig. 1.
Gross
annual
nitrogen
balance
between
and2011).
2008
(Eu-
rostat, 2011).
40
1
2
3
4
5
6
Fig.
Annual
N balance
(soilandNNsurplus)
Nand
inputs
from
Figure2.
2. Annual
soil soil
N balance
(soil N surplus)
inputs fromand
manure
fertilizer
in
manure
and fertilizer
by MITERRA
for regions
north2008 by MITERRA
for regionsinin 2008
northwestern
Europe of comparable
UAA and in
N surplus
western
Europe
of comparable
UAA
andUAA
N insurplus
exceeding 100
kgN/ha (NUTS1
level or clusters
of NUTS2;
1000 ha inexceeding
between
100
kg N ha−1 (NUTS1 level or clusters of NUTS2; UAA in 1000
brackets).
ha in between brackets).
greatest N surplus are also most sensitive to nitrate leaching
with MITERRA leaching fractions of 18 % in Brittany, 22 %
in the Flemish Region (26 % in Province of Antwerp), 24 %
in southeast of the Netherlands (33 % in the province of Noord Brabant).
GNB by MITERRA for the seven considered countries in
2008 is on average 19 kg ha−1 higher than GNB in Eurostat
and fairly well correlated (R 2 0.74). Major outliers are Belgium and Ireland with differences of 38 and 58 kg ha−1 , respectively, the possible causes41of which will be addressed in
the discussion.
3.4
Water quality
In view of different monitoring procedures and differences
in hydrology, geology and soils in the considered member
Biogeosciences, 9, 5143–5160, 2012
5152
H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
Table 10. Annual N inputs, removal of soil N balance in 2008 in northwestern member states of the EU according to MITERRA ranked with
SNB.
UAA
mln ha
Netherlands
Belgium
Flemish R. Region
Walloon R.
Ireland
North. France
United Kingdom
Denmark
Germany
France
EU27
1
2
3
4
5
6
7
8
1.9
1.3
0.7
0.7
4.1
17.8
14.3
2.5
16.7
30.1
172.5
Total N
excretion
Applied
manure
Grazing
Applied
fertilizer
kg N ha−1
Total N
soil input
N
removal
SNB
264
187
281
114
138
65
70
95
79
57
57
140
76
109
51
46
29
23
67
49
24
27
67
54
63
47
81
24
35
11
13
23
19
110
107
107
107
81
75
64
69
93
67
61
356
272
314
240
228
154
143
170
186
137
127
179
149
166
135
132
87
72
106
122
80
67
176
124
147
105
94
66
66
65
64
56
59
tries mainly have hydrogeochemical causes like the presence of relatively deep soils, high groundwater tables and
high organic matter contents (in part as peaty soils) promoting denitrification. Some areas in the UK have deep unsaturated extents through which the travel time for nitrate
may be several decades (Wang et al., 2012). Analysis of lag
times required for improvements of groundwater nitrate levels in Ireland showed that the achievement of good water
quality status for some water bodies may be too optimistic
but improvements are predicted within subsequent 6- and
12-yr cycles (Fenton et al., 2011). Analyzing a 50 yr time
series of SNB and nitrate concentration in groundwater in
Fig. 3. Percentage of groundwater samples in monitoring programs
Denmark,
−1
Figure
3.
Percentage
of
groundwater
samples
in
monitoring
programs
for
the
Nitrates Hansen et al. (2011) found that nitrate concentrafor the Nitrates Directive exceeding 25 mg NO3 L
for the 2nd
nd
rd
tions
have been decreasing since 1980. They found that the
and 3rd reporting
* For
Ger-(European Commission,
Directive
exceedingperiod
25 mg(European
NO3/l for Commission,
the 2 and 3 2011).
reporting
period
frequency of downward nitrate trends in groundwater sammany only data for the agriculture monitoring network ** For the
2011).
ples clearly increased with lower recharge age, providing
reporting period 2000–2003 United Kingdom reported only stations
*within
for Germany
only
agriculture
monitoring
network
England.
***data
Forfor
thethe
reporting
period
2000–2003
Denmark
proof that younger groundwater responds fastest to decreasprovided
results.
ingwithin
trendsEngland.
of SNB. Hansen et al. (2012) further found that ni**
for the aggregated
reporting period
2000-2003 United Kingdom reported only stations
trate
concentration
decreased significantly more in areas with
*** for the reporting period 2000-2003 Denmark provided aggregated results
a high livestock density. Reported nitrate concentrations in
Germany are higher than in the other northwestern EU memstates, reports to the EU Commission of nitrate concentraber states because sampling is restricted to agricultural soils
tions in groundwater exceeding a policy target (in this case
and focused on polluted regions. Changes in monitoring prothe nitrate limit for drinking water) do not provide direct incedures and densities do not allow solid conclusions on nisight in the effectiveness of NiD action programs or in the
trate trends between the 3rd and 2nd reporting period based
impact of differences of nitrogen balances. This is perhaps
on the total dataset of groundwater observations. However,
most strikingly illustrated in the Netherlands where mean nithe overall picture appears to be that nitrate concentrations
trate concentrations in groundwater are low (Fig. 3) while
did not change between 2000 and 2007. In shallow groundthe GNB is highest (Figs. 1 and 2). In part differences in
water, which responds most directly to NiD action programs,
the nitrate response between reporting periods and between
60 % of all samples in the EU27 were below 25 mg NO3 L−1 ,
countries are artifacts of different monitoring procedures and
and 20 % above the NiD target of 50 mg NO3 L−1 (European
data selections. For example the apparent increase of niCommission, 2011). More insight into trends may be obtrate concentrations in Denmark and the Netherlands betained by selecting data for shallow phreatic groundwater ditween 2000–2003 and 2004–2007 in the EU dataset (Eurorectly from official national NiD reports for the Netherlands
pean Commission, 2011) is an artifact of inclusion of obser(Zwart et al., 2008), the Flemish Region (Desimpelaere et
vations in the uppermost groundwater in the 2004–2007 EU
al., 2008), Walloon region, Ireland, Germany and Denmark
dataset. But differences in the nitrate response between counBiogeosciences, 9, 5143–5160, 2012
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
5153
1
2
3
Fig. 4. Percentage of shallow phreatic groundwater samples in monitoring programs for the Nitrates Directive for the 3rd reporting peNitrates
Directive forexceeding
the 3rd reporting
riod (2004–2007)
25 or period
50 mg(2004-2007)
NO3 L−1 . exceeding 25 or 50 mgNO3/l.
Figure 4. Percentage of shallow phreatic groundwater samples in monitoring programs for the
4
1
2
(Anonymous, 2008b, c, d, e), (Fig. 4). Here differences of
3
nitrate concentration between countries appear to be more in
accordance with differences of the nitrogen balance (Fig. 1).
4
In countries with a long running monitoring network
5
for nitrate in the upper, sometimes shallow, groundwater in sandy phreatic aquifers (Fig. 5) a slow to moderate decrease of nitrate concentration can be observed. The
mean decrease of the nitrate concentration in the monitoring period is largest in the Netherlands (6 mg NO3 L−1
per year), followed by Denmark (2 mg NO3 L−1 per year),
Germany (0.6 mg NO3 L−1 per year), Flemish Region
(0.7 mg NO3 L−1 per year) and finally the Walloon region
with a small increase (0.3 mg NO3 L−1 per year). These
trends do not only reflect the effect of the measures from
implementation of the NiD, but also on changes in agricultural practices and effects of implementation of other policies, e.g., measures for reducing ammonia emission. Trends
further depend on sampling depth and travel time of infiltrating water which differ spatially within countries and between
countries.
Observed nitrate exceedance in the period 2004–2007
(Fig. 4) and nitrate concentrations between 2005 and 2010
(Fig. 5), both in upper levels of phreatic groundwater, agree
fairly well with modeled nitrate concentrations
in leaching
43
water in 2008 using MITERRA (Figs. 6 and 7). Some level of
disagreement is to be expected considering that nitrate concentrations in leaching water will tend to be higher than in
groundwater, and that monitoring data are not always representative for nitrate concentration in total UAA. In Germany,
observed concentrations are higher than MITERRA results
in view of the intended focus of the monitoring program on
areas with high nitrate concentrations (Anonymous, 2008d).
MITERRA results for NUTS2 regions with mean area
weighted nitrate concentrations exceeding 50 mg NO3 L−1
are found only in the Netherlands, the Flemish Region, the
western part of Germany and in Brittany (Fig. 7). SNB values exceeding 100 kg N ha−1 in regions in the UK and Ireland (Fig. 2) do not lead to exceedance of the nitrate target
www.biogeosciences.net/9/5143/2012/
Fig. 5. Trend of nitrate concentrations in upper levels of phreatic
groundwater in sandy soils, catchments or aquifers in monitoring
soils,
catchments
or aquifers
monitoring
programs
theFraters
NitratesetDirective
(Data tak
programs
for the
NitratesinDirective
(Data
taken for
from
al.,
2011).
from
Fraters et al. 2011).
Figure 5. Trend of nitrate concentrations in upper levels of phreatic groundwater in sand
of the NiD as a result of relatively low nitrate leaching fractions in these regions. However, the risk of exceedance of
ecological limits for nitrate or nitrogen in surface water will
be higher in regions with high SNB.
The EU Water Framework Directive gives room to member states to define and differentiate national standards for
good ecological status or potential. A nitrate limit concentration of 10 mg NO3 L−1 (2 mg N L−1 ) was used as a proxy
for the nitrate limit in fresh waters (Cardoso et al., 2001).
Surface waters with mean nitrate concentration greater than
10 mg NO3 L−1 ranged from 20 % in Ireland to 60 % in Germany (Fig. 8). Between 2000 and 2007 the percentage of surface water samples exceeding 10 mg NO3 L−1 shows a small
decrease, when looking to the total population of fresh surface water samples reported to the EU Commission (Fig. 8).
Differences between countries do not seem to have a clear
relation with observed exceedance in groundwater. Again, in
part these differences reflect different response mechanisms
and response times and nitrate attenuation during transport
from groundwater to surface water (Fenton et al., 2009).
44 will be less than for
However, differences in response time
deeper groundwater bodies. In particular, response of surface water nitrate to restrictions on how and when to apply manure and fertilizer (Table 6) should be faster, due to
the shorter transport pathways compared to deeper aquifers,
while full response to restrictions on application levels may
take decades.
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5154
1
2
3
4
H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
1
Fig. 8. Percentage of surface water samples in monitoring programs
Fig. 6. Mean nitrate concentration (UAA and precipitation surplus 2 for
Figure
Percentage
of surface
water10
samples
the 8.
Nitrates
Directive
exceeding
mg NOin3 monitoring
L−1 for theprograms
2nd and for the Nitrat
Figure 6. Mean nitrate concentration (UAA and precipitation surplus weighted) in leaching
weighted) in leaching water from agricultural soils in northwestern
nd
rd
3rd
reporting
period
(European
Commission,
2011).
*
NO
3
Directive
exceeding
10
mgNO
/l
for
the
2
and
3
reporting
period
(European Com
3 data for
3
water
soils inmodel.
northwestern EU in 2008 by MITERRA model.
EU
infrom
2008agricultural
by MITERRA
2000–2003 were not available.
4
2011).
5
*NO3 data for 2000-2003 were not available
6
1
2
3
4
view of the similar yield potentials. However, it is difficult
to compare fertilizer recommendations as different countries
apply different systems (ten Berge and van Dijk, 2009). The
Flemish Region, Denmark and the Netherlands use systems
based on dose–effect trials, while Germany and France use
a balance approach. All countries use calculation schemes
to correct N recommendations for yield level and N deliveries from soil, and cropping history and manure application.
These schemes are not standard, and may depend on the local
advisors, which leads to significant variability in the recommendations. In general nitrogen application standards in NiD
action programs for Denmark and for fodder maize on dry
sandy soils in the Netherlands tend to be lower than the Nfertilizer recommendation. In the Danish case the legal application standards are now 10 % under the economic optimum
for all crops. With the recently introduced standards, this is
partly also the case for the Flemish Region.
The overall effects of these differences on the N balance
and on water quality are difficult to judge, as standards are
implemented at farm level and crops are cultivated in rotations. Denmark has far less permanent grassland than the
Netherlands and grassland contains more clover while temFigure 7. Mean nitrate concentration in leaching water from the root-zone in 2008 atporary
NUTS2grassland is part of the crop rotation. Such differences
level7.
byMean
the MITERRA
model.
45 water from the rootFig.
nitrate concentration
in leaching
in rotations to some extent may level out environmental efzone in 2008 at NUTS2 level by the MITERRA model.
fects of differences between standards for individual crops.
A more elaborate analysis is needed to assess
whether differ47
ences in recommendations between countries are justified in
4 Discussion
economic terms, and whether differences in application standards are justified from the environmental viewpoint. This is
4.1 Application standards
beyond the scope of our contribution.
The theoretical or empirical basis of differences between nitrogen application standards in national regulations for NiD
implementation in northwest European countries is not always clear (Table 8). Differences between standards to a
large extent derive from differences in fertilizer recommendation in the northwestern members states (Table 11). One
may expect more comparable fertilizer recommendations in
4.2
Nitrogen balance
There are considerable differences between estimates of
GNB in EUROSTAT, by MITERRA and in national reports (Table 12). Precise comparison of results for GNB was
difficult because results were not always available for the
same years and because data underlying GNB for a specific
46
Biogeosciences, 9, 5143–5160, 2012
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H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
5155
Table 11. Ranges of N recommendations in different regions for sandy to loamy soils with no effect of previous crop and a medium level of
soil nitrogen supply (SNS). Relatively high N-recommendations are found in The Netherlands and Denmark, relatively low values in France
and the UK (sources: Dijk and Berge, 2009; for FL Bodemkundige Dienst van België, 2012; for UK DEFRA, 2010 for FR COMIFER, 2011;
for IRL Coulter and Lalor, 2008).
NL
DK
FL
GE
FR
UK
IRL1
50–2502
70–160
10–210
100–160
100–140
180–340
50
70–120
60–160
80
40–3062
110–180
120–2103
120–170
120–195
kg N ha−1
Grass
Fodder maize
Winter wheat
Potato – ware
Sugar beet
285–385
150–175
190–230
245–250
150
365–405
160–190
180–210
155–180
125–150
250–300
150–175
150–190
200–225
130–160
200–300
150–160
130–220
70–140
90–150
1 Rates shown for non-grassland correspond to a soil N Index range of 1 to 3.
2 Rates of N application on grassland vary depending on stocking rate and usage for grazing and/or cutting.
3 Assuming 9 t ha−1 yield of winter wheat (additional N is recommended for higher yields).
Table 12. Annual N removal, and gross N balance (GNB) by MITERRA in 2008, compared to values in Eurostat and national reports in the
period 2004–2009.
MITERRA 2008
UAA
mln ha
removal
GNB
EUROSTAT 2005–2008
National 2004–2009
removal
removal
kg N ha−1
EU27
Belgium
Flemish R
172.5
1.4
0.7
67
149
166
70
156
200
Walloon R
Denmark
France
North. France
Brittany
Germany
Ireland
Netherlands
United Kingdom
0.7
2.5
30.1
17.8
1.6
16.7
4.1
1.9
14.3
135
106
80
87
89
122
132
179
72
122
82
67
79
215
81
108
213
84
GNB
kg N ha−1
kg N ha−1
93
49
1911
213–2232
2201
1631
1153
1204
1171
572
631
571
793
504
92
50
188
93
138
1316
155
2097
1378
795
916
53
1787
918
191
118
101
112
125
155
194
111
GNB
1 Gybels et al., 2009, for period 2004–2006.
2 Lenders et al., 2012, for period 2007–2009.
3 Grant et al., 2010, period 2006–2008.
4 Anonymous 2008a, period 2004–2006; GNB inferred from SNB using gaseous N loss by MITERRA.
5 Agreste, 2012; mean for 2006, 2008 and 2012. SNB value converted to GNB using gaseous N loss by MITERRA (48 kg N ha−1 ).
6 Anonymous, 2008c, period 2004–2006.
7 CBS statline, http://statline.cbs.nl, downloaded January 2012.
8 Fernal and Murray, 2009, period 2005–2007.
year are regularly modified. GNB for 2008 calculated by
MITERRA is on average 19 kg N ha−1 higher than reported
to the EU Commission (EUROSTAT) and to a lesser extent
than reported by the OECD (Velthof et al., 2009). Differences
are most marked for Belgium and Ireland. N removal and, to
a lesser extent, N excretion (not shown) are major sources of
difference between GNB estimates. National use of chemical
fertilizer in general is fairly accurate, but values for specific
years in national reports, e.g. Belgium, show quite some variation, and in part reflect the absence of reliable registration
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systems for fertilizer purchase. Different estimates of UAA
play a minor role.
On average, estimates of N removal in MITERRA (2008)
for the seven member states are 22 kg N ha−1 lower than estimates for EUROSTAT (2005–2008) and could fully account
for the mean difference of GNB (Table 12). Estimates in national reports for some countries tend to be somewhat higher
than values reported to EUROSTAT, but this in part may be
due to comparing different periods. The uncertainty of N removal in crops is further illustrated by results from Leip et
Biogeosciences, 9, 5143–5160, 2012
5156
H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
al. (2008), that were on average nearly 28 kg N ha−1 higher
than in EUROSTAT, using a more deterministic European
model approach. N removal from grassland for fodder likely
is the major source of difference in estimates of total N removal (Velthof et al., 2009). MITERRA excretion (2008) on
average is 7 kg N ha−1 higher than in EUROSTAT (2005–
2008).
For the Flemish Region Lenders et al. (2012) estimate N
removal at about 320 kg N ha−1 based on grassland yields of
10.5 ton ha−1 for permanent grassland and 11.5 ton ha−1 for
temporary grassland, and an N content of 3 %. MITERRA
estimates N removal from permanent grassland at about
220 kg N ha−1 . Differences are caused by lower estimates of
effective dry matter yield for mixed system of grazing and
cutting, and of lower N contents. Estimates of mean N removal from grassland in the Netherlands, with practices and
N intensity comparable to that in the Flemish Region, are
around 260 kg N ha−1 . So overestimation of N removal from
grassland (36 % of UAA) could explain a major part of the
difference between GNB estimates by MITERRA and national reports.
GNB in 2008 by MITERRA for Brittany in France is more
than twice the regional estimate for 2006–2010 (Agreste,
2012). Again this can be largely (> 50 %) explained by a
much higher regional estimate of N removal, and to lesser
extent by lower estimates of manure input (about 20 %) and
chemical fertilizer (about 10 %). Regional data would suggest an overall nitrogen use efficiency (N removal over total
N input from fertilizer and manures) of 80 %, which does
not seem realistic. Nitrogen use efficiency in Brittany by
MITERRA is about 40 %, as compared to 60 % for EU27.
For Ireland, total N removal in MITERRA in 2008 is
23 kg N ha−1 lower than the average N removal between
2005 and 2008 in EUROSTAT and national reports. In Ireland 3.9 mln ha of UAA (95 %) is grassland. Mean N removal
on grassland is estimated for EUROSTAT at 155 kg N ha−1 ,
while MITERRA calculates about 130 kg N ha−1 . Part of this
difference may be due to different assumptions on reduction
of yields and N removal for grazing as compared to cutting,
and to different assumptions on shares of intensively and
extensively managed grassland. Differences in N removal
per hectare between intensive and extensive grassland can
amount to a factor of two (Velthof et al., 2009). Another major source of discrepancy for Ireland between MITERRA results and national reporting is a higher gross input of N in
manure. In Ireland almost 90 % of N production in manure is
from cattle. Irish national reports use an N excretion value of
85 kg N per dairy cow (Anonymous, 2010), while MITERRA
uses a value of 105 kg N per dairy cow (Velthof et al., 2011;
Annex 1). The high value is based on a more dynamic approach accounting for regional differences in milk yields,
grassland yields, and N inputs, while the low value is mainly
a function of milk yield. Estimates of N removal for fodder
and N excretion are related, as fodder is the major N input
and manure N is the major output. For Ireland, N removal in
Biogeosciences, 9, 5143–5160, 2012
EUROSTAT (and national reports) is more than 30 % higher
than N excretion. Even when taking into account N removal
in milk and meat and N imports of feed concentrates, the
large difference between N removal and N excretion may be
an indication that either N removal is overestimated or N excretion is underestimated. On the other hand, excretion estimates by MITERRA do not seem to match with a relatively
modest average milk yield in Ireland around 5000 kg per cow
per year.
Germany is the only country that has established targets for the surplus of N (90 kg ha−1 for 2006–2008) and
phosphate (20 kg ha−1 in a six-year average); and managed
to achieve these targets in 2008. The stricter targets of
60 kg N ha−1 as a three-year average from 2009–2011 onwards may also be achieved, but some intensive livestock
farms and other farms with higher N surplus still have to increase their N efficiency. Infringements of these restrictions
are not directly subject to fines, but will lead to administrative
procedures with increasing obligations for farmers to adapt to
the maximum surplus levels.
Recent national census data indicate that since 2008 the
use of chemical fertilizer in Denmark, Germany and the
Netherlands is still decreasing, and along with that, probably also the soil surplus of nitrogen. The decrease of the
purchase of chemical N fertilizer coincides with the increase
in fertilizer prices since 2008 (Fig. 9). This price increase
is not compensated by an increase of prices of agricultural
commodities. Between 1990 and 2011 the price of nitrogen
fertilizer in Europe has increased twice as fast as the price of
wheat, but since 2007 both prices have become very volatile.
In view of the high fertilizer prices farmers may tend to reduce or postpone fertilizer purchases. The latter hypothesis is
supported by a decrease of purchase of chemical N fertilizer
in Germany in 2009 and 2010. In Denmark and the Netherlands the purchase of N fertilizer was hardly affected, which
can be explained by the presence of legal N application standards that are below the economic optimum. So changes of
nitrogen use and surpluses since 2008 in part can be price effects which interfere with effects of the NiD. This price effect
is more apparent for the use of inorganic phosphate fertilizer
which increased since 2009 in all three countries.
4.3
Implications for the NiD
Monitoring and evaluation of the implementation and effects
of NiD is crucial for its success. At a national level it is a
requirement to maintain support from farmers and their local
advisors, as the main actors involved, and for national governments to optimize policies. The main activities for monitoring and evaluation are registrations of farm resources and
activities (fertilizer, livestock, UAA), monitoring of water
quality and using calculation procedures and models to assess environmental loads and relate this to farm measures and
water quality. These evaluation activities take place at the national level, with varying levels of detail and sophistication,
www.biogeosciences.net/9/5143/2012/
H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
and in a more harmonized and generalized manner at the European level. For the latter, the European Commission uses
institutes like the European Environment Agency (EEA) and
the Joint Research Centers (JRC) and has initiated various
service contracts, to improve datasets of agricultural activities, and develop and apply models to relate activities to
N emissions and water quality (RAINS, GAINS, CAPRI,
MITERRA). In spite of recent progress it is difficult to judge
to what extent national implementation and evaluation of the
NiD benefits from joint activities and what are major caveats
in data and knowledge about the effects and effectiveness of
the NiD.
A typical conclusion from national evaluations is that the1
NiD has made a major contribution to reduction of the N sur-2
plus. Evaluation of the Danish Aquatic Plan II concluded that3
between 1998 and 2004 the reduction of N application stan-4
dards contributed 13 mln kg (32 %) to the total reduction of5
the soil N surplus (SSNB) of 80 mln kg, while increasing le-6
gal FE for N in manure contributed 10 mln kg (26 %) and re-7
duced N in feeding 4 mln kg (10 %) (Mikkelsen et al., 2010).8
Evaluation of the Dutch second action program concluded
that between 1998 and 2004 the Mineral Accounting System
(MINAS) led to an overall reduction of the net SSNB by 78
mln kg N (van Grinsven et al., 2005). Here the combination
of reducing N-loss standards, and more efficient N management by better insight from keeping mineral accounts at farm
level, contributed about 100 mln kg (67 %), while reduced N
in feeding contributed 14 mln kg (19 %) and reducing livestock and increasing manure export 11 mln kg (14 %). In the
Netherlands the dairy sector contributed most to reduction of
the use of chemical fertilizer, and this reduction was both a
learning effect of applying mineral accountancy at farm level
and of enforcement of N-loss standards.
In spite of various efforts at the European level to streamline procedures for monitoring and evaluation of the NiD,
implementation and insight into the effectiveness still vary
considerably. A first logical step is to further harmonize procedures for monitoring water quality and for assessing the nitrogen balance, while recognizing country specific monitoring needs to, for example, show the effectiveness of specific
measures in an Action Program (Fraters et al., 2011). Another major source of difference among member states is how
manure N is taken into account in recommendations as well
as in the regulation of allowable N input. Nitrogen emissions
from agricultural sources, particularly manures, are a major
source of environmental pollution and welfare loss (Sutton et
al., 2011). A logical next step for improving harmonization
and effectiveness of the NiD is to demand stricter accounting of nitrogen in manures, e.g. by imposing a compulsory
time path for increasing nitrogen fertilizer equivalencies for
different types of manures in application limits (Csathó and
Radimszky, 2009). However, such steps require knowledge
sharing, e.g. in defining codes of Good Agricultural Practice
and adopting techniques to improve nitrogen efficiency in
manures. Without that, a too fast and too strict regulation of
www.biogeosciences.net/9/5143/2012/
5157
Fig.9.9.Trends
Trends
1990
nitrogen
and
Figure
sincesince
1990 of
pricesofof prices
nitrogenof
fertilizer
and offertilizer
wheat in the
EU,ofand trends
wheat in the EU, and trends of total use of inorganic nitrogen fertilizer in agriculture in Germany (http://www.bmelv-statistik.de; N
statistik.de; N fertilizer use in 1990 was 130 kgN/ha),
Denmark (http://www.statbank.dk/; N
fertilizer use in 1990 was 130 kg N ha−1 ), Denmark (http://www.
fertilizer use in 1990 was 150 kgN/ha) and The Netherlands (http://statline.cbs.nl/StatWeb/;
statbank.dk/; N fertilizer use in 1990 was 150 kg N ha−1 ) and the
N Netherlands
fertilizer use in (http://statline.cbs.nl/StatWeb/;
1990 was 220 kgN/ha) (downloaded October
31, 2012).
N fertilizer
use in 1990
−1
Note:
MacSharry
in 1992 and later
reduced
theNote:
price support
for cereals
wasThe
220
kg N ha reform
) (downloaded
31 reforms
October
2012).
the MacSharry
reform
1992
and later reforms reduced the price support
and
therefore
also theinprice
of wheat.
for cereals and therefore also the price of wheat.
of total use of inorganic nitrogen fertilizer in agriculture in Germany (http://www.bmelv-
nitrogen in manures may decrease the willingness of arable
farmers to accept manure from livestock farmers, because of
fear of insufficient N supply. In the future, increasing prices
of nitrogen fertilizer may provide an additional economic incentive to reduce the use of chemical fertilizer and to increase
the efficiency of manures.
The NiD and the national implementation of restrictions
on where, when and how much nitrogen in fertilizer and manure can be applied to agricultural land, will remain a major instrument to reduce nitrogen pollution in waters. However, we should also recognize that agricultural sources of
nitrate are only part of the nitrogen burden. In 2005, diffuse
agricultural sources in the EU on average contributed 55 %
to the N load to surface waters,48the remainder coming from
communal, industrial and natural sources. The agricultural
shares for northwest European countries tend to be higher,
ranging from 50 to 60 % in the UK, Germany, France and
Belgium to 70–85 % in the Netherlands, Denmark and Ireland (inferred from Bouraoui et al., 2011). So even when all
the measures under NiD have taken hold, it is unlikely that
nitrate concentrations in surface water, and to a lesser extent
in groundwater, will return to pre-industrial levels (Howden
et al., 2011). For the immediate future the importance of the
NiD for protecting drinking water may be best seen in those
areas with private or small public drinking water facilities,
using groundwater from shallow aquifers, as is the case in
Denmark (van Grinsven et al., 2010). In order to protect their
coastal waters, member states in deltas or estuaries of large
cross boundary rivers, like the Netherlands and Romania, depend on the NiD, particularly when national implementation
of the Water Framework Directive is limited to reducing nonagricultural sources of N. A problem when implementing the
Biogeosciences, 9, 5143–5160, 2012
5158
H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
NiD for this purpose is that the limit value of 50 mg L−1 does
not apply to fresh waters and coastal waters (Nimmo Smith
et al., 2007). Nonetheless, the NiD requires member states to
protect such bodies at risk of eutrophication. The lack of a
single standard along with the range of influences that bear
on eutrophication can cause some confusion. For control of
coastal eutrophication, e.g. in Brittany, a limit value around
5–10 mg NO3 L−1 would be more appropriate.
5
Conclusions
The most significant effect of the implementation of the NiD
since 1995 in the northwest of the EU is a major contribution
to the decrease of the nitrogen soil N balance and by that of
the gross N load to the aquatic environment. This effect of
the NiD has not yet manifested in a convincing decrease of
nitrate concentrations in EU monitoring in groundwater and
fresh surface waters since 2000. However, before 2000, introduction of Good Agricultural Practices for fertilization has
decreased median and extreme nitrate concentration in many
surface water systems in e.g. the Netherlands, Denmark and
the Flemish Region. Only countries that operate long running
monitoring programs in shallow groundwater in agricultural
areas, viz. Denmark and the Netherlands, can detect a convincing decrease of nitrate concentrations.
Without good opportunities to evaluate the effectiveness
of NiD, it is difficult for the EU community to improve the
NiD and implementation in member states may lose momentum. This benchmark study indicates that differences in
calculation and data procedures between member states in
northwestern EU for determining the nitrogen balances are
such that comparison of effects of NiD on the N balance
between countries is not yet possible. In particular the calculations methods for N excretion and N removal vary considerably among countries. Regarding compliance with application limit for N in manure also the definition of farm
area differs between countries ranging from total farm area to
the area where manure actually is applied. Harmonization of
the rationale of national fertilizer recommendation systems is
important for deriving N application standards that can lead
to balanced fertilization, as required by the NiD, and eventually to create a transparent policy debate about balancing
economic and environmental goals across the EU. Improved
guidelines and procedures for monitoring water quality and
registration of fertilizer use also would improve the evaluability of the NiD. Better selections of, and access to the collective monitoring results in EU synthesis reports and data
facilities can help to improve the efficiency of our monitoring effort to evaluate the NiD.
Implementation of the NiD in member states in the northwest of the EU is fairly comparable regarding restrictions for
application of fertilizer and manure, but can be quite different regarding application standards for total N fertilization.
Nitrogen application standards in national implementations
Biogeosciences, 9, 5143–5160, 2012
of the NiD are closely linked to national nitrogen fertilizer
recommendations. However, differences in national systems
for nitrogen recommendations are substantial and resulting
recommendations for specific combination of crops and soils
and do not bear a clear relationship with differences in yield
per hectare.
At some point in the future, when the first and relatively
easy environmental improvements by the present implementations of NiD are achieved, the NiD may need adjustment
to become more effective, notably through more specific
regulation of nitrogen in manure and through differentiation
of targets with respect to water quality. This will also
help to achieve the targets set in the Water Frame Work
Directive. However, there is an immediate need to improve
our data procedures to allow evaluation and benchmarking
of adequacy and effectiveness of NiD implementation.
Edited by: S. Reis
References
Agreste: Bilan azote et phosphore – Résultats 2010, Ministère
de l’agriculture, Direction Régionale de l’agroalimentaire et
de la forêt de Bretagne, Service de Statistique Agricole
(Agreste), available at: http://draf.bretagne.agriculture.gouv.fr/
IMG/pdf/44-45 azote phosphore cle4b161d.pdf, 2012.
Anonymous: Bilan de la mise en oevre de la Directive Nitrates
en France (2004–2007), Ministère de l’ Écologie, de l’ Énergie,
du Développement Durable et de l’Amenagement du Territoire,
2008a.
Anonymous: Directive Nitrates (91/676), Rapport vise a l’articele
10, Partie I, Bilan et evolution de la qualité des eaux et des pratiques agricoles en Région Wallonne, Ministère de la Région
Wallonne, Direction Génerale des Ressources Naturelles en de
l’Environnement, 2008b.
Anonymous: Article 10 Nitrates Report 91/676/EEC Nitrates Report for Ireland 2004–2007, 2008c.
Anonymous: Bericht gemäß Artikel 10 der Richtlinie 91/676/EWG
des Rates vom 12 Dezember 1991 zum Schutz der Gewässer
vor Verunreinigungen durch Nitrat aus landwirtschaftlichen
Quellen, Mitteilung der Regierung der Bundesrepublik Deutschland, 2008d.
Anonymous: Status and trends of aquatic environment and agricultural practice, Danish monitoring and action programmes in accordance with the Nitrates Directive (1991/676/EEC), Preliminary Summary Report to the European Commission, Danish Environmental Protection Agency, 2008e.
Anonymous: Statutory Instrument S.I. No. 610 of 2010, Stationary
Office, Dublin, Ireland, 2010.
Anonymous: Normen en richtwaarden, Vlaamse Landmaatschappij,
2011.
Bodemkundige Dienst van België: Wegwijs in de bodemvruchtbaarheid van de Belgische akkerbouw- en weilandpercelen
(2008–2011), Heverlee, Belgium, 2012.
Bouraoui, F., Grizzetti, B., and Aloe, A.: Long term nutrient loads
entering European seas, European Commission Joint Research
www.biogeosciences.net/9/5143/2012/
H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
Centre, Institute for Environment and Sustainability, Ispra, Italy,
2011.
Cardoso, A. C., Duchemin, J., Magoarou, P., and Premazzi, G.: Criteria for the identification of freshwaters subject to eutrophication: their use for the implementation of the Nitrates and Urban
Waste Water treatment Directives, EUR Report 19810 EN, European Commission Joint Research Centre, Luxembourg, 2001.
COMIFER: Calcul de la fertilisation azotée: guide méthodologique
pour l’établissement des prescriptions locales, cultures annuelles
et prairies Edn. 2011, available at: http://www.comifer.asso.fr/
images/stories/pdf/brochureazotemajmars%202012.pdf, 2011.
Coulter, B. S. and Lalor, S. (Eds.): Major and micro nutrient advice
for productive agricultural crops, 3rd Ed., Teagasc, Johnstown
Castle, Wexford, 2008.
Csatho, P. and Radimszky, L.: Two Worlds within EU27: Sharp
Contrasts in Organic and Mineral Nitrogen-Phosphorus Use,
Nitrogen-Phosphorus Balances, and Soil Phosphorus Status:
Widening and Deepening Gap between Western and Central Europe, Comm. Soil Sci. Plant Anal. 40, 999–1019, 2009.
Dalgaard, T., Olesen, J. E., Petersen, S. O., Petersen, B. M.,
Jørgensen, U., Kristensen, T., Hutchings, N. J., Gyldenkærne, S.,
and Hermansen, J. E.: Developments in greenhouse gas emissions and net energy use in Danish agriculture – How to achieve
substantial CO2 reductions?, Environ. Pollut., 159, 3193–3203,
2011.
Dalgaard, T., Bienkowski, J. F., Bleeker, A., Drouet, J. L., Durand,
P., Dragosits, U., Frumau, A., Hutchings, N. J., Kedziora, A.,
Magliulo, V., Olesen, J. E., Theobald, M. R., Maury, O., Akkal,
N., and Cellier, P.: Farm nitrogen balances in six European agricultural landscapes – a method for farming system assessment,
emission hotspot identification, and mitigation measure evaluation, Biogeosciences Discuss., 9, 8859–8904, doi:10.5194/bgd9-8859-2012, 2012.
De Clercq, P., Gertsis, A. C., Hofman G., Jarvis, S. C., Neeteson,
J. J., and Sinabell, F. (Eds.): Nutrient Management Legislation in
European Countries, Wageningen Press, The Netherlands, 2001.
de Vries, W., Leip, A., Reinds, G. J., Kros, J., Lesschen, J. P., and
Bouwman, A. F.: Comparison of land nitrogen budgets for European agriculture by various modeling approaches, Environ. Pollut., 159, 3254–3268, 2011.
DEFRA: Fertiliser Manual (RB209), 8th Edition, United Kingdom,
2010.
Desimpelaere, K., Lesage, E., Eppinge, r R., and Van Hoof,
K.: Vierjaarlijks verslag in het kader van de Nitraatrichtlijn
(91/676/EEG) voor het Vlaams Gewest, Vlaamse Landmaatschappij en Vlaams Milieumaatschappij, 2008.
EFMA: Forecast of food, farming and fertilizer use in the European
Union 2008–2018. European Fertilizer Manufacturers Association (now Fertilizers Europe), Volume 1, Executive summary and
regional data, 2008.
EMEP: EMEP Measurement Database. The Co-operative Programme for the Monitoring and Evaluation of the Long-Range
Transmission of Air Pollutants in Europe, http://www.emep.int/,
2010.
European Commission: Report from the commission to the Council
and the European Parliament on implementation of the Council
Directive 91/676/EEC concerning the protection of water against
pollution caused by nitrates from agricultural sources for the period 2000–2003 SEC(2007)339/COM/2007/0120 final, Brussels,
www.biogeosciences.net/9/5143/2012/
5159
2007.
European Commission: Report from the commission to the Council
and the European Parliament on implementation of the Council
Directive 91/676/EEC concerning the protection of water against
pollution caused by nitrates from agricultural sources for the period 2004-2007 SEC(2010)118, COM(2007)47 final/2, Brussels,
2011.
Eurostat, Pocketbook: Food from farm to fork, 2011.
Eurostat, Nitrogen balance in agriculture (data September 2011),
http://epp.eurostat.ec.europa.eu/statistics explained/index.php/
Nitrogen balance in agriculture, 17 January, 2012.
Fenton, O., Richards, K. G., Kirwan, L., Khalil, M. I., and Healy, M.
G.: Factors affecting nitrate distribution in shallow groundwater
under a beef farm in South Eastern Ireland, J. Environ. Manage.,
90, 3135–3146, 2009.
Fenton, O., Schulte, R. P. O., Jordan, P., Lalor, S. T. J., and Richards,
K. G.: Lag time: a methodology for the estimation of vertical
and horizontal travel & flushing timescales to nitrate threshold
concentrations in Irish aquifers, Environ. Sci. Policy, 14, 419–
431, 2011.
Fernal, D. and Murray, A.: UK TAPAS Action Soil Nutrient Balances Final Report, DEFRA, 2009.
Fraters, D., Kovar, K., Grant, R., Thorling, L., and Reijs, J. W.: Developments in monitoring the effectiveness of the EU Nitrates
Directive Action Programmes, Bilthoven National Institute of
Public Health and Environment, 2011.
Grant, R., Blicher-Mathiesen, G., Jensen, P.G., Hansen, B., and
Thorling, L.: Catchment monitoring 2009 – NOVANA, National
Environmental Research Institute (NERI) & Geological Survey
for Denmark and Greenland (GEUS), NERI report nr. 802, 2010.
Gybels, K., Wustenberghs, H., Claeys, D. Verhaegen, E., Lauwers,
L., and Kestemont, B.: Nutrient Balance for Nitrogen, Eurostat
Grant Agreement 67101.2006.001-2007.093, Working paper no
22, Statistics Belgium, 2009.
Hansen, B., Thorling, L., Dalgaard, T., and Erlandsen, M.: Trend
reversal of nitrate in Danish groundwater, a reflection of agricultural practices and nitrogen surpluses since 1950, Environ. Sci.
Technol., 45, 228–234, 2011.
Hansen, B., Dalgaard, T., Thorling, L., Sørensen, B., and Erlandsen, M.: Regional analysis of groundwater nitrate concentrations
and trends in Denmark in regard to agricultural influence, Biogeosciences, 9, 3277–3286, doi:10.5194/bg-9-3277-2012, 2012.
Hoekstra, N. J., Lalor, S., Richards, K. G., O’Hea, N., Dungait, J.,
Schulte, R. P. O., and Schmidt, O.: The fate of slurry N fractions
in herbage and soil during two growing seasons following application, Plant Soil, 342, 83–96, 2011.
Howden, N. J. K., Burt, T. P. Worrall, F., Whelan, M. J., and
Bieroza, M.: Nitrate concentrations and fluxes in the river
Thames over 140 years (1868–2008): are increases irreversible?,
Hydrol. Process., 24, 2657–2662, 2010.
Klimont, Z. and Brink, C.: Modelling of Emissions of Air Pollutants and Greenhouse Gases from Agricultural Sources in Europe, IIASA IR 04-048, Laxenburg, Austria, 2004.
Kronvang, B., Andersen, H. E., Børgesen, C., Dalgaard, T., Larsen,
S. E., Bøgestrand, J., and Blicher-Mathiasen, G.: Effects of policy measures implemented in Denmark on nitrogen pollution
of the aquatic environment, Environ. Sci. Policy, 11, 144–152,
2008.
Biogeosciences, 9, 5143–5160, 2012
5160
H. J. M. van Grinsven et al.: Benchmarking the Nitrates Directive in northwestern Europe
Leip, A., Marchi, G., Koeble, R., Kempen, M., Britz, W., and
Li, C.: Linking an economic model for European agriculture
with a mechanistic model to estimate nitrogen and carbon
losses from arable soils in Europe, Biogeosciences, 5, 73–94,
doi:10.5194/bg-5-73-2008, 2008.
Lenders S., D’hooghe J., and Overloop S.: Bodembalans van de
Vlaamse landbouw, cijfers voor 2007–2009, Departement Landbouw en Visserij and Vlaamse Milieumaatschappij, Brussel,
2012.
Lerner, D.: Guidelines for estimating urban loads of nitrogen to
groundwater, Defra project report NT 1845, 2000.
Lesschen, J. P., Witzke, H. P., Berg, M. van den, Westhoek, H., and
Oenema, O.: Greenhouse gas emission profiles of the European
livestock sectors, Anim. Feed Sci.Tech., 166–167, 16–28, 2011.
Lord, E. and Anthony, S.: MAGPIE: a modelling framework for
evaluating nitrate losses at national and catchment scales, Soil
Use Manage., 16, 167–174, 2000.
Mikkelsen, S. A., Iversen, T. M., Jacobsen, B. H., and Kjoer, S.
S.: Reducing nutrient losses from intensive livestock operations,
in: Livestock in a changing landscape, experiences and regional
perspectives, edited by: Gerber, P., Mooney, H. A., Dijkman, J.,
Tarawal, S., and De Haan, C., Island Press, Washington, 140–
153, 2010.
Nimmo Smith, R. J., Glegg, G. A., Parkinson, R., and Richards,
J. P.: Evaluating the Implementation of the Nitrates Directive in
Denmark and England using an Actor-Orientated Approach, Eur.
Env., 17, 124–144, 2007.
OECD: OECD and EUROSTAT Gross nitrogen balances handbook,
2007.
Oenema, O.: Governmental policies and measures regulating nitrogen and phosphorus from animal manure in European agriculture, J Anim. Sci., 82, 196–206, 2004.
Panten, K., Rogasik, J., Godlinski, F., Funder, U., Greef, J.-M., and
Schnug, E.: Gross soil surface nutrient balances: The OECD approach implemented under German conditions, Agr. Forest. Res.,
1, 19–28, 2009.
Schröder, J. J., Scholefield, D., Cabral, F., and Hofman, G.: The
effects of nutrient losses from agriculture on ground and surface
water quality: the position of science in developing indicators for
regulation, Environ. Sci. Policy, 7, 15–23, 2004.
Sutton, M. A., Oenema, O., Erisman, J. W., Leip, A., Grinsven, H.
van, and Winiwarter, W.: Too much of a good thing, Nature, 472,
159–161, 2011.
ten Berge, H. and van Dijk, W.: Management of nitrogen inputs on farm within the EU regulatory framework, International Fertilizer Society – Publication Proceedings Proceeding 654, available at: http://www.fertiliser-society.org/Content/
Publications.asp, 2009.
Tiktak, A., Boesten, J. J. T. I., van der Linden, A. M. A., and
Vanclooster, M.: Mapping groundwater vulnerability to pesticide
leaching with a process-based metamodel of EuroPEARL, J. Environ. Qual., 35, 1213–1226, 2006.
Biogeosciences, 9, 5143–5160, 2012
van Dijk, W. and ten Berge, H.: Agricultural nitrogen use in selected
EU countries: a comparison of N recommendation, and restriction in response to the EU Nitrates Directive, Wageningen Plant
Research International B.V., 2009.
van Grinsven, H., Eerdt, M., van, Willems, J., Hubeek, F., and
Mulleneers, E.: Evaluation of the Dutch manure and fertilizer
policy, 1998–2002, in: Evaluating Agri-Environmental Policies:
Design, Practice and Results, 398-410, ISBN 92-6401010-6,
OECD, 2005.
van Grinsven, H., Rabl, A., and de Kok, T. M.: Estimation of incidence and social cost of colon cancer due to nitrate in drinking water in the EU: a tentative cost-benefit assessment cost–
benefit assessment, Environ. Health, 9, doi:10.1186/1476-069X9-58, 2010.
Velthof, G. L., Oudendag, D., Witzke, H. P., Asman, W. A. H.,
Klimont, Z., and Oenema, O.: Integrated assessment of nitrogen
losses from agriculture in EU-27 using MITERRA, J. Environ.
Qual., 38, 402–417, 2009.
Velthof, G. L., Lesschen, J. P., Webb, J., Pietrzak, S., Miatkowski, Z., Kros, J., Pinto, M., and Oenema, O.: The
impact of the Nitrates Directive on gaseous N emissions Effects of measures in nitrates action programme on
gaseous N emissions, Contract ENV.B.1/ETU/2010/0009
http://ec.europa.eu/environment/water/water-nitrates/pdf/
Final report impact Nitrates Directive def.pdf, 2012.
Wang, L.,Stuart, M. E., Bloomfield, J. P., Butcher, A. S., Gooddy, D.
C., McKenzie, A., Lewis, M. A., and Williams, A. T.: Prediction
of the arrival of peak nitrate concentrations at the water table at
the regional scale in Great Britain, Hydrol. Process., 26, 226–
239, 2012.
Webb, J., Sørensen, P., Velthof, G., Amon, B., Pinto, M., Rodhe, L.,
Salomon, E., Hutchings, N., Burczyk, P., Menzi, H., and Reid, J.
L.: Assessment of the variation of manure N efficiency throughout Europe and an appraisal of means to increase manure N efficiency, Adv. Agron., accepted, 2013.
Wolter, R., Osterburg, B., and Tetzlaff, B.: Developments in monitoring the effectiveness of the EU Nitrates Directive Action Programmes: Approach by Germany, in: Developments in monitoring the effectiveness of the EU Nitrates Directive Action Programmes, edited by: Fraters, B., Kovar, K., Grant, R., Thorling,
L., and Reijs, J. W., Bilthoven, National Institute of Public Health
and Environment, 211–256, 2011.
Zwart, M. H., Hooijboer, A. E. J., Fraters, B., Kotte, M., Duin, R.
N. M., Daatselaar, C. H. G., Olsthoorn, C. S. M., and Bosma, J.
N.: Agricultural practice and water quality in The Netherlands in
the 1992–2006 period, National Institute for Public Health and
the Environment, Bilthoven, 2008.
www.biogeosciences.net/9/5143/2012/
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Combining Physiological and Neuroimaging Measures to Predict Affect Processing Induced by Affectively Valent Image Stimuli
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www.nature.com/scientificreports www.nature.com/scientificreports OPEN Kayla A. Wilson, G. Andrew James, Clint D. Kilts & Keith A. Bush ✉ The importance of affect processing to human behavior has long driven researchers to pursue its
measurement. In this study, we compared the relative fidelity of measurements of neural activation and
physiology (i.e., heart rate change) in detecting affective valence induction across a broad continuum
of conveyed affective valence. We combined intra-subject neural activation based multivariate
predictions of affective valence with measures of heart rate (HR) deceleration to predict predefined
normative affect rating scores for stimuli drawn from the International Affective Picture System (IAPS)
in a population (n = 50) of healthy adults. In sum, we found that patterns of neural activation and HR
deceleration significantly, and uniquely, explain the variance in normative valent scores associated
with IAPS stimuli; however, we also found that patterns of neural activation explain a significantly
greater proportion of that variance. These traits persisted across a range of stimulus sets, differing by
the polar-extremity of their positively and negatively valent subsets, which represent the positively
and negatively valent polar-extremity of stimulus sets reported in the literature. Overall, these findings
support the acquisition of heart rate deceleration concurrently with fMRI to provide convergent
validation of induced affect processing in the dimension of affective valence. The importance of affect processing to human behavior has long driven researchers to pursue its measurement. Affect processing impacts all facets of an individual’s life, from their emotional responses to their perceptual
processing1 and affect processing responses have been measured using a variety of modalities, from analyses of
self-report to neuroimaging. However, in the past researchers have been forced to choose a single modality, thus
constraining the interpretation of affective responses2. With more recent focus on validity and generalizability,
researchers have begun measuring affect processing according to multiple, independent modalities3. With hopes
to add to this literature, this study examines the simultaneous measurement of perceived affective valence by both
neuroimaging and physiology. Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 Materials and Methods Study overview. We analyzed data acquired from two studies that share a common image set and order-
ing of tasks: the Intrinsic Neuromodulation of Core Affect (INCA) study and the Cognitive Control Theoretic
Mechanisms of Real-time fMRI-Guided Neuromodulation (CTM) study. Both of these studies are functional
neuroimaging explorations of affect perception, unguided affect regulation, and real-time fMRI-guided volitional
affect regulation. Details of the relevant tasks have been previously reported in Bush et al.30. To aid study rigor and
reproducibility, we have elaborated below the experimental details for the combined studies related to their task
design, image selection algorithm, and data processing methodologies. All study procedures were conducted in the Brain Imaging Research Center (BIRC) at the University of
Arkansas for Medical Sciences (UAMS). All participants provided written informed consent. All study proce-
dures were conducted with approval and oversight by the UAMS Institutional Review Board in accordance with
the Declaration of Helsinki and relevant institutional guidelines and regulations. Participation demands were nearly identical across both studies, occurring in two sessions on separate days,
save the following differences. CTM included the Perceived Invalidation of Emotion Scale (PIES) assessment as
well as facial EMG measurement concurrent with fMRI. INCA required a negative urine screen prior to day two
activities while CTM required a negative urine screen prior to day one and day two activities. During Session 1,
participants provided written informed consent, were screened for clinically relevant exclusionary criteria via
structured clinical interview (SCID-I/NP), and completed behavioral surveys and questionnaires. Neuroimaging
was conducted during Session 2 and lasted approximately 1 hour. This analysis includes only data acquired during
the first two functional image acquisitions (i.e., scans) of the session, comprising the System Identification Task
(detailed below).h The authors have made the source code used to conduct this analysis publicly available at: https://github.com/
kabush/HR. Participants. The participant sample (n = 50) used for this analysis completed the System Identification Task
within either the INCA (n = 19) or CTM (n = 31) studies. The sample had the following demographic character-
istics: age [mean(s.d.)]: 33.7(13.6), range 18‒63; sex: 29 (58%) female; race/ethnicity: 43 (86%) self-reporting as
White or Caucasian, 6 (12%) as Black or African-American, 1 (2%) as Hispanic or Latino; education [mean(s.d.)]:
16.5(2.8) years, range 12‒23; WAIS-IV IQ [mean(s.d.)]: 106.6(13.8), range 74‒137. Aims of Present Studyh y
The aim of this study is to extend the comparison between physiological (i.e., heart rate change) and neural acti-
vation measurements of affective valence induction. Specifically, we perform this comparison on a stimulus set
representing a broad continuum of conveyed affective valence, i.e., including a range of neutral and weakly valent
stimuli in addition to the polar-extremes of positive and negative valent stimuli as have been commonly reported
in the literature. Heart Rate Change as a Measure of Affective Valence gf
Heart rate deceleration (also termed HR change and abbreviated throughout this work as ΔHR) is calculated as
the difference in heart rate from a baseline value, which can vary by experiment. Recent literature has shown a
correlation between HR change, measured relative to the time of affective stimuli, and the valence ratings of those
stimuli. Specifically, negatively valent stimuli have been associated with immediate, dramatic deceleration in heart
rate7,13–18. In contrast, positively valent stimuli have been associated with a triphasic trajectory of HR change, con-
sisting of an immediate deceleration followed by a slight acceleration before decelerating again14,15,17,38. Psychophysiological and behavioral measures of affect processing y
p y
gf
p
g
Multiple measures exist that detect weak, but reliable, physiological and behavioral responses to affectively coded
stimuli. For example, the galvanic skin conductance response (SCR) has been widely employed as a measure
of autonomic arousal responses to affectively laden stimuli4–6. Meanwhile, activity in the zygomaticus (smile
expression) and corrugator (frown expression) muscles, detected via facial electromyography, has been linked,
respectively, with observations of positively and negatively valent stimuli7–12. Similarly, physiological responses to
positively and negatively valent stimuli have been characterized by variations in heart rate deceleration following
stimulus onset7,13–18. Due to the variation in the dimensions of affect that these psychophysiological measures
detect, the use of multiple modalities would contribute to a broader understanding of affective processing. Brain Imaging Research Center, University of Arkansas for Medical Sciences, Little Rock, USA. ✉e-mail: kabush@
uams.edu Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ Linking Neural Processing Correlates of Affect Processing with Psychophysiological
Measuresh The advent of functional magnetic resonance imaging (fMRI) of blood oxygen-level dependent (BOLD) sig-
nal acquisitions enabled the inference of functional neuroanatomical circuit responses to affective stimuli19–25. However, a critical methodological step in these experiments, often omitted, is the verification of affect induction
through independent measurement. To this end, patterns of neural activation have been compared to both car-
diac responses to categorical emotional faces26 and skin conductance responses during reappraisal of negative
affectively valent stimuli27. Heller et al.3 demonstrated that concurrent recording of facial EMG could objectively
measure the affective valence induced by image stimuli when reporting functional neuroanatomical activations.f f
y
g
p
g
More recently, multivoxel pattern analysis (MVPA) has been proposed as a means of characterizing affect
induction. MVPA of BOLD signal28 was shown to accurately predict the affective content of previously unseen
stimuli, based solely on the temporally succinct neural activation patterns that represent specific cognitive pro-
cesses within the brain29. Indeed, growing empirical evidence describes reproducible30, distributed30–33, and
predictive29,30,33–35 neural activation patterns that are central to affect processing31–33. Indeed, the power of neu-
ral activation patterns to predict affect processing in human subjects, particularly in un-tasked experimental
domains lacking ground truth36,37, calls for rigorous validation of MVPA as a measure of affect induction against
long-established measurement standards rooted in physiology and behavior. To address this need, a recent study
by the authors35 validated affective arousal prediction efficacy of MVPA models versus the galvanic skin conduct-
ance response (SCR). Ideally, validation of MVPA predictions would extend to the orthogonal affective dimension
of valence. With valence shown to be well-characterized by heart rate deceleration7,13–18, and, as heart rate may
be recorded via photoplethysmogram (PPG), an optical instrument that minimally interacts with the MRI envi-
ronment, PPG offers a reliable, widely-used, measure of heart rate that may be acquired concurrently with MRI. Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 Materials and Methods (D,E) PPG processing: PPG
signals were processed using Kubios 3.1.0 to detect beat times. (F) Beats were assigned to pre- and post-stimulus
intervals, then inter-beat intervals (IBIs) were computed between successive beats and assigned to the time
point of the second beat. (G,H) Pre- and post-stimulus IBIs were combined to construct a heart rate change
time course with respect to the mean pre-stimulus heart rate. (J) Group-mean HR change time courses were
computed for each stimulus and the overall post-stimulus peak deceleration, tpsmax, is determined. HR change
at tpsmax of each time course was then combined with machine learning predictions as fixed effects of a general
linear mixed-effects model (GLMM) where random slope and intercept effects were modeled subject-wise. interview (APA, 1994)), no current reported usage of psychotropic medication, and produced a negative urine
screen for drugs of abuse (cocaine, amphetamines, methamphetamines, marijuana, opiates, and benzodiazepines)
immediately prior to the MRI scan. Additionally, all participants’ vision was corrected to 20/20 during the MRI
scan using a lens system and color-blindness was exclusionary. interview (APA, 1994)), no current reported usage of psychotropic medication, and produced a negative urine
screen for drugs of abuse (cocaine, amphetamines, methamphetamines, marijuana, opiates, and benzodiazepines)
immediately prior to the MRI scan. Additionally, all participants’ vision was corrected to 20/20 during the MRI
scan using a lens system and color-blindness was exclusionary. System identification task. The purpose of this task was to induce affect processing concurrently with fMRI
and psychophysiological signal acquisition for subsequent construction, independent validation, and comparison
of predictive measures of affect processing. Specific details of this task were previously reported in Bush et al.30
with the following summary of the task design provided for experimental context. Ninety image stimuli were
selected from the International Affective Picture Set (IAPS) to maximally span the normative affect representa-
tion subspace. Image stimuli were presented for 2 s (stimulation) followed by a visual fixation cross presented for
a random inter-trial interval (ITI) sampled uniformly from the range of 2–6 s. IAPS image presentations were
balanced across two 9.25 min scan runs according to the images’ normative valence and arousal scores in order to
minimize the correlation of general linear model regressors that would be used to identify their functional neural
activations by post-hoc analysis. The image order was then fixed for all participants. A graphical representation of
the image stimuli and their presentation scheme is depicted in Fig. Materials and Methods All participants were
right-handed, native-born United States citizens (a requisite condition for applying IAPS normative scores), med-
ically healthy, without current Axis I psychopathology including mood disorders (assessed via SCID-IV clinical Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ Figure 1. Methodological Overview. Experiment Design: (A) Ninety images drawn from the International
Affective Picture System (IAPS) were presented for 2 s each interleaved with random inter-trial intervals
uniformly randomly sampled on the range of 2–6 s during concurrent recording of both fMRI BOLD and
photoplethysmogram (PPG) signals. fMRI processing: (B) fMRI BOLD signal was preprocessed to remove
noise and motion artifacts, transformed into whole-brain neural activation patterns via General Linear
Modeling according to the beta-series method43, and then applied to predict normative valence scores accordin
to intra-subject leave-one-out cross validated linear support vector machine learning as reported previously by
Bush et al.35. (C) Raw PPG signal was captured at 2000 Hz from the left index finger. (D,E) PPG processing: PPG
signals were processed using Kubios 3.1.0 to detect beat times. (F) Beats were assigned to pre- and post-stimulu
intervals, then inter-beat intervals (IBIs) were computed between successive beats and assigned to the time
point of the second beat. (G,H) Pre- and post-stimulus IBIs were combined to construct a heart rate change
time course with respect to the mean pre-stimulus heart rate. (J) Group-mean HR change time courses were
computed for each stimulus and the overall post-stimulus peak deceleration, tpsmax, is determined. HR change
at tpsmax of each time course was then combined with machine learning predictions as fixed effects of a general
linear mixed-effects model (GLMM) where random slope and intercept effects were modeled subject-wise. Figure 1. Methodological Overview. Experiment Design: (A) Ninety images drawn from the International
Affective Picture System (IAPS) were presented for 2 s each interleaved with random inter-trial intervals
uniformly randomly sampled on the range of 2–6 s during concurrent recording of both fMRI BOLD and
photoplethysmogram (PPG) signals. fMRI processing: (B) fMRI BOLD signal was preprocessed to remove
noise and motion artifacts, transformed into whole-brain neural activation patterns via General Linear
Modeling according to the beta-series method43, and then applied to predict normative valence scores according
to intra-subject leave-one-out cross validated linear support vector machine learning as reported previously by
Bush et al.35. (C) Raw PPG signal was captured at 2000 Hz from the left index finger. Materials and Methods These neural activations served as features on which to conduct
MVPA as depicted in Fig. 1, panel B. Heart rate acquisition and preprocessing. We recorded psychophysiological measures of heart rate
using a BIOPAC MP150 Data Acquisition System (BIOPAC Systems Inc., Goleta, CA) combined with the
AcqKnowledge software and TSD200-MRI pulse photoplethysmogram (PPG), which has been shown to detect
inter-beat intervals with accuracy comparable to electrocardiogram44. The PPG was placed on the left index fin-
ger. Respiration and skin conductance response were also recorded for all subjects. For those subjects that were
part of the CTM study (n = 31), facial electromyography was concurrently recorded. This work explores the PPG
data only.t y
Using Kubios heart rate variability analysis software (version 3.1.0), we processed all of the raw PPG signals
using the automatic correction parameters for artifact removal and exported the processed data as a Matlab
structure (Fig. 1, Panel D). We then extracted the heart beat times detected by Kubios from this structure for the
remaining analysis (Fig. 1, panel E). Heart rate change analysis. As there is not a consensus methodology by which to analyze heart rate
change induced by affective image stimuli, we extracted from the literature a set of thematic methodological
elements that mapped onto our experiment design, allowing us to first reproduce and then extend prior work. Prior research has often focused on the comparison between distributions of HR changes induced by subsets of
IAPS images representing the polar-extremes of positive and negative valence. Prior methods of analysis have
also centered on the time course of HR change post-stimulus onset. HR change, typically, is measured in units of
deceleration from rest where the resting heart rate is estimated over a time period occurring immediately prior to
stimulus onset or from a separate resting state portion of the experiment7,17,18. HR change is also often reported
in units of average beats per unit time (e.g., beats per minute, bpm), which is the inverse of the inter-beat interval
(IBI), the time elapsing between successive heart beats. Our methodology has attempted to honor all of these
methodological conventions while remaining grounded within the principles of data-driven prediction-based
analysis. HR change time course construction. We computed time courses of HR changes with respect to the System
Identification Task’s inter-trial intervals (brief periods of rest uniformly randomly sampled from the range 2–6 s). Materials and Methods 1, panel A. MR image acquisition and preprocessing. We acquired all imaging data using a Philips 3 T Achieva
X-series MRI scanner (Philips Healthcare, Eindhoven, The Netherlands) with a 32-channel head coil. MR acqui-
sition parameters for both anatomic and functional images used for both INCA and CTM studies have been
reported previously in Bush et al.30. Standard image correction and preprocessing pipelines, previously detailed
in Bush et al.30, were applied to both anatomic and functional images. In brief, we acquired anatomic images
with a MPRAGE sequence (matrix = 256 × 256, 220 sagittal slices, TR/TE/FA = 8.0844/3.7010/8°, final resolu-
tion = 0.94 × 0.94 × 1 mm3). We acquired functional images with EPI sequence parameters: TR/TE/FA = 2000
ms/30 ms/90°, FOV = 240 × 240 mm, matrix = 80 × 80, 37 oblique slices, ascending sequential slice acquisition,
slice thickness = 2.5 mm with 0.5 mm gap, final resolution 3.0 × 3.0 × 3.0 mm3. We processed all MRI data Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ using AFNI (Version AFNI_18.2.06)39 unless otherwise noted. Anatomical data were processed via skull strip-
ping, spatial normalization to the icbm452 brain atlas, and segmentation via FSL40 into white matter (WM), gray
matter (GM), and cerebrospinal fluid (CSF). Functional images underwent the following processing sequence:
despiking; slice-time correction; deobliquing; motion correction; transformation to the spatially normalized ana-
tomic image; regression of the mean timecourse and temporal derivative of the WM and CSF masks as well as a
24-parameter motion model41,42; spatial smoothing (6-mm FWHM Gaussian kernel); and scaling to percent sig-
nal change. Gray matter (GM) masks for each subject were created using anatomical segmentation. A group-level
GM mask was constructed incorporating only GM voxels present in ≥50% of the individual subject GM masks. The group-level GM mask was used to report group-level neural activation localizations related to the fit hyper-
planes (see 2.12 Construction of Neuroanatomical Encoding Parameters). BOLD beta-series construction. As reported in Bush et al.30 we exploited the beta-series method43 to
construct whole-brain, task-related neural activation maps corresponding to each individual IAPS image. To
summarize, we constructed a general linear model (GLM) that includes hemodynamic regression functions for
each individual experimental stimulus as well as additional functions related to motion and drift artifacts. We
then solved this GLM, and the resulting parameter set associated with each stimulus regressor constitutes the
neural activations induced by that stimulus. Materials and Methods We chose the SVM architecture for this analysis
based on its established performance in domains having small sample sizes47, fast analytical solution, and previ-
ously demonstrated ability to predict normative valence scores from high-dimensional GM neural activations30. The architecture was trained according to intra-subject (i.e. within subject) leave-one-out-cross-validation
(LOOCV). That is, for a set of subjects, N, and feature-label pairs, M, the jth prediction (j ∈ M) for the ith subject (i
∈ N) was made using an SVM regression model trained on the M-1 disjoint feature-label pairs (k ∈ M-1; k ≠ j). All beta-series features were GM masked to the individual subject, i. Mixed-effects modeling. We estimated prediction effect sizes of our affective measures via general linear
mixed effect model (GLMM). The measure of interest was set to be the normative valence scores of the experi-
mental stimuli. Affective measures (i.e., HR deceleration and SVM-predicted valence) were incorporated as fixed
effects. Random slope and intercept effects were modeled subject-wise. GLMMs were solved using Matlab’s fitlme
function. Effect-sizes (R2) were calculated from the resultant model residuals. The significance of the random
effects was tested by constructing two models for each test (including and excluding the random effects) and
comparing the fit of the model variants using a likelihood ratio test (implemented as Matlab’s compare function). Only significant random effects were incorporated into estimates of effect size. Controlling for stimulus set affective valence via neutral stimuli thresholding. One challenge
for the analytical methodology employed in this work, which arises from our IAPS image sampling process (see
Section 2.3 System Identification Task as well as Fig. 1, panel A), was that our selected image set exhibited nor-
mative affect rating scores that maximally (and continuously) spanned the arousal-valence plane. Therefore, our
stimulus set provided us with no clear demarcation between polar-extreme positively and negatively valent cate-
gories by which to group the concurrent HR changes. Further, a review of the literature found no accepted meth-
odology on which to base the determination of positive and negative valence. Indeed, prior studies used clusters
of polar-extreme positively or negatively valent stimuli rather than a natural demarcation, such as the middle
Likert score of the IAPS image set (i.e., valence = 5). A summary of the valence and arousal scores exhibited by
image sets employed in prior HR change analyses are provided in Supplemental Table S1. Materials and Methods Pre-stimulus beats were identified within a one second interval pre-stimulus onset9,10. Post-stimulus beats were
identified within a four second interval post-stimulus onset (depicted in Fig. 1 panel F). Pre- and post-stimulus
beats were converted to IBIs by calculating the difference between the times of successive beats, using, if neces-
sary, beats falling outside the strict time intervals to form a beat pair. We assigned the IBI value to the time of the
second beat of the pair. We then computed the average over the pre-stimulus IBIs to use as a baseline for deter-
mining HR deceleration post-stimulus onset. g
p
We formed time courses of HR change by calculating, at each half-second post-stimulus, the current heart rate
relative to the pre-stimulus average heart rate9. To construct these half-second bpm estimates, we identified the
time-fractionally-weighted average of each IBI that fell within the half-second interval of interest, converted this
average from IBI (s) to bpm and then subtracted the mean pre-stimulus average heart rate (converted to bpm). By performing this computation for half-second intervals spanning 0–4 s post-stimulus onset, we formed smooth
time courses of HR change for each IAPS stimulus for each subject (depicted graphically in Fig. 1, panel H). Identifying the time of measurement for HR deceleration. One challenge for our methodology was determining
a point at which to measure deceleration. The literature provides a wide range of parameters. We settled on the
following methodology (driven by our data). First, we compute the group mean time-course for each of the 90
IAPS stimuli. We then divide these data into two sets, positive and negative stimuli (using the normative valence
scores of the stimuli as the label and partitioning based on the middle Likert score of 5). Based on widely reported
patterns of deceleration of negative stimuli7,13,16–18 we used the time-point of the minimum of the mean trajectory
over the negative stimuli as the point at which to measure stimuli (i.e., maximum deceleration, denoted tpsmax;
see Supplemental Fig. S1). Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ Intra-subject multivariate regression training and cross-validation. We conducted multivariate
pattern analysis (MVPA) using a linear support vector machine (SVM) regression architecture45, fitrsvm, param-
eterized by the default settings of the Matlab Statistics Toolbox46. Materials and Methods g
p y
p
g
y
p
pp
To address this confound in the literature, we performed our primary analysis across a range of stimulus sets in
which we incrementally remove stimuli from a region of neutrality (symmetrically about the middle Likert score)
in order to control the polar-extremity of the positively and negatively valent stimuli in the modeled stimulus set. Starting with the baseline condition (all stimuli), we classified the image stimuli according to their pre-defined
normative valence scores (calculated as mean Likert scores from a 9 point scale) relative to the middle Likert score
(5). We then conducted GLMM modeling of SVM and ΔHR fixed effects for the stimulus set as well as secondary
calculations of the mean and standard deviation of the normative scores of the positively and negatively valent
stimuli as well as the fraction of stimuli kept (relative to the baseline condition). We then repeated this modeling process at small increments of the threshold used to classify positively and
negatively valent stimuli as follows. For each threshold value (on the range, 0–3, at increments of 0.2) we stratified
the stimuli to exclude those falling within a normative valence score range of 5+/−threshold. We then labeled
those stimuli falling outside the threshold as positively or negatively valent. Results
R
d Reproducing canonical HR change in response to affectively valent stimuli. We qualitatively
reproduced the structure of valence-specific HR deceleration in response to IAPS stimuli within the fMRI envi-
ronment. Consistent with prior studies13–18,38, we report a relatively large post-stimulus HR deceleration for neg-
atively valent stimuli, depicted graphically in Supplemental Fig. S1. However, in contrast with earlier work7,15 we
report neither deceleration nor a triphasic response to positively valent stimuli. Reproducing canonical functional neuroanatomical encoding of affective valence. We found
significant inter-analysis consistency between the affective valence encodings detected in this work and the
encodings detected in earlier work that used a substantially smaller (n = 19) set of subjects30. Encoding parame-
ters derived from the intra-subject MVPA models fit in this experiment explain 85% of the variance of those prior
encoding parameters and no encoding parameter (out of 2524 voxels that survive joint-analysis permutation
testing) changed sign, depicted graphically in Supplemental Fig. S2. Neural activation patterns are stronger measures of affective valence induction than heart rate
change. Both HR change (p = 0.036; F-test; null: β = 0) and SVM-predicted valence (p < 0.001; F-test; null:
β = 0) significantly contribute fixed effects to the GLMM prediction of normative valence scores of the stimuli,
as depicted in Supplemental Fig. S3. Random effects were not significant. Moreover, SVM-predicted valence
contributed an order of magnitude more explanation of variance (R2 = 0.049) in comparison to the contribution
of HR change (R2 = 0.001). Neural Activation patterns measure valence induction across a broad range of stimulus
sets. A critical limitation in relating these combined prediction findings to the broader literature linking HR
change to affective valence is the selection of stimuli, which varies widely in the literature. To control for this
potential confound, we repeated the GLMM modeling reported in Section 3.3 along a continuously varying set of
stimuli (see Materials and Methods Section 2.12) in which the most neutrally valent stimuli (according to IAPS
normative valence ratings) are excluded from analysis, thus generating stimulus sets of incrementally greater Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ Figure 2. Summary of the effects of polar-extremity in the normative valence scores of the stimulus
on modeling performance. (A) Estimation of the contribution of fixed effects, separately for heart rate
deceleration and SVM predictions as a function of the width of the threshold used to exclude “neutral”
stimuli. Results
R
d This threshold is reported in units of the 9-point Likert scale within which the IAPS image set was
originally acquired. *Denotes a non-significant fixed effect at that level of thresholding. (B) Mean normative
valence scores of the positively and negatively valent stimulus sets created by excluding neutrally valent
images as a function of the exclusion threshold. Note, the black dots depict the mean normative valence
scores of the positively and negatively valent image sets analyzed in Bradley et al.7. The neutral valence
threshold representative of this stimulus set in our dataset was transferred to panels A and C, respectively, for
interpretation of these findings. Also note, horizontal gray lines denote mean valence scores for positively and
negatively valence stimulus sets reported for other prior work reporting heart rate change discrimination of
valenced image stimuli (see Supplemental Table 1 for reference). (C) Fraction of full stimulus set included as a
function of scaling. Figure 2. Summary of the effects of polar-extremity in the normative valence scores of the stimulus
on modeling performance. (A) Estimation of the contribution of fixed effects, separately for heart rate
deceleration and SVM predictions as a function of the width of the threshold used to exclude “neutral”
stimuli. This threshold is reported in units of the 9-point Likert scale within which the IAPS image set was
originally acquired. *Denotes a non-significant fixed effect at that level of thresholding. (B) Mean normative
valence scores of the positively and negatively valent stimulus sets created by excluding neutrally valent
images as a function of the exclusion threshold. Note, the black dots depict the mean normative valence
scores of the positively and negatively valent image sets analyzed in Bradley et al.7. The neutral valence
threshold representative of this stimulus set in our dataset was transferred to panels A and C, respectively, for
interpretation of these findings. Also note, horizontal gray lines denote mean valence scores for positively and
negatively valence stimulus sets reported for other prior work reporting heart rate change discrimination of
valenced image stimuli (see Supplemental Table 1 for reference). (C) Fraction of full stimulus set included as a
function of scaling. polar-extremity. The resultant prediction effect sizes and related analyses are depicted in Fig. 2. In support of the
findings in Section 3.3, SVM-predicted valence contributes more to the explanation of variance than does heart
rate change at every level of thresholding (Fig. 2, panel A). Discussionh The primary aim of this study was to extend the comparison of the relative validity of physiological and neural
measurements to the domain of affective valence induction. A key contribution of this study is that the compari-
son was performed on a stimulus set representing a broad continuum of conveyed affective valence, i.e., including
a range of neutral and weakly valent stimuli in addition to the polar-extremes of positively and negatively valent
stimuli as have been commonly reported in the heart rate change literature. Another contribution of this work
is that we demonstrated a significant empirical relationship between the neural activations derived in this study
with an earlier effect-size comparison between physiological and neural measurements of affective arousal induc-
tion. We believe this type of analysis and reporting will contribute to better generalization of our findings to mul-
tiple, independent dimensions of affect processing. Finally, to our knowledge, this is the first study to explore the
combined predictive effect of physiological and neural measurements and the first to clearly rank their individual
contributions in predicting normative valence scores of IAPS stimuli. Limitations. The combined predictions of HR change and neural activations explained less than 6% of total
variance of the normative valence scores of our stimulus set (up to approximately 17% of total variance for a
highly thresholded, and therefore, valently polar-extreme stimulus set). We attribute part of the remaining unex-
plained variance to the demographics of our sample. Previous research showed that IAPS normative scores may
differ depending upon a participant’s age48–50 as well as their sex51–53. As the age and sex of our sample differs from
the sample from which the IAPS normative valence scores were initially derived54, we anticipate that individ-
ual variation in affect processing strategies and their neural activations (with respect to the IAPS image stimuli
included in this study) contributes to unexplained variance, a study limitation that could have been addressed by
collecting each subject’s self-reported affect stimulus rating scores. g
j
pf
g
We also suspect that our experiment design, which was not optimized for post-hoc HR change analysis, may
also contribute to unexplained variance. Our inter-trial intervals of 2–6 s were not sufficient for all subjects to fully
re-acquire basal HR and neural activations. Discussionh Therefore, when measuring HR deceleration relative to a baseline HR
estimated from a short pre-stimulus interval, the baseline HR may be influenced by residual responses related
to the affective response to the previous stimuli. Our use of beta-series to construct SVM predictions of valence,
however, attenuates the contribution of prior stimuli to stimulus-bound neural activations, likely contributing to
some of the differences in prediction effect-size between the measures by introducing a bias towards the neural
activation measure. Within this same line of reasoning, it is possible that our stimulus presentation time was not
sufficient to optimize HR changes. Prior work has shown that the length of stimulus presentation (on the range
of 0.03 to 12 s) alters HR deceleration17. This could potentially weaken the predictive effect-size of HR changes
with respect to neural activation; however, we point out that the beta-series method captures the affective content
of the stimuli, making it suitable for these relatively fast presentation formats. Further, temporally structured
artifacts in the BOLD signal, notably the effect of respiration not specifically attributable to motion55, may also
contribute to prediction effect size differences in our measurement modalities and were not specifically modeled
in our MRI processing pipeline. in our MRI processing pipeline. Finally, we acknowledge that the fit MVPA models may be exploiting aspects of the neural activations induced
by the image stimuli that are incidentally correlated with the valence property of affect based on biases in the
IAPS dataset (e.g., colors and shapes typical of infant photos being overly represented within images labeled as
inducing positive affect). We previously explored this possibility in Bush et al.30, and found no direct evidence
for these correlations. Rather, Bush et al.30 showed that SVM model encodings of affective properties were highly
reproducible across affect induction experiments which differed by both image stimuli and subjects. However, the
definitive test of MPVA-based prediction of affect processing prediction remains to be reported and represents an
ongoing goal for this research team. Future directions. Prior work30 presented evidence that neural activations for affectively polar-extreme
stimuli exhibit greater inter-subject consistency than less polar-extreme stimuli. Following this line of evidence,
we formed a theoretical model describing the relationship between the prediction effect-size of HR change and
individual differences in affect processing, depicted graphically in Fig. 3. Results
R
d With a complex feature space such as the brain, the
stronger SVM-prediction compared to heart rate change is not surprising. Moreover, this difference between
SVM prediction is robust to methodological differences of stimulus selection that may exist between this work
and related reports in the literature. p
As would be expected, based on how the base stimulus set maximally spans the arousal-valence plane of
normative affect scores (see Fig. 1, panel A), mean valence of the resulting sets of positively and negatively valent
stimuli scales linearly with thresholding (see Fig. 2, panel B); moreover, the scaling rate is dictated by sign (pos-
itive stimulus sets become more positively valent with thresholding and vice versa). In combination with the
increases in prediction efficacy shown in Fig. 2 (panel A), this scaling suggests that neural activation patterns
also become more consistently predictive at polar-extremes of affective valence, which confirms (in a regression
modeling paradigm under highly controlled thresholding) an earlier report of this phenomenon in a classification
paradigm30. It is also useful to note that in Fig. 2 (panel C), the threshold that achieves comparable polar-extremes
of valence to the experiment reported in Bradley et al.7 requires removal of approximately 33% of our study’s stim-
uli, supporting the conceptualization of the middle third of the IAPS image set as neutrally valent, which com-
ports with an intuitive, but unreported, tertiary categorization of IAPS stimuli in the affective valence dimension. Heart rate change and neural activations uniquely predict affective valence. A critical inference
to be drawn from Fig. 2 (panel A) is that HR change remains a weak, but reliable predictor of affective valence
across a broad range of stimulus sets. To understand the unique contribution of HR change we attempted to pre-
dict, via GLMM, SVM-based predictions using ΔHR-based prediction (see Supplemental Fig. S4). This test did
not yield a significant model (p = 0.07; F-test; null: β = 0). Further, the normative valence score of the stimulus Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ is highly predictive of both the SVM-based prediction error (p < 0.001; F-test; null: β = 0) and ΔHR-based
prediction error (p < 0.001; F-test; null: β = 0); moreover, ΔHR-based prediction error is a strong predictor of
SVM-based prediction error (p < 0.001; F-test; null: β = 0), depicted in Supplemental Fig. S5. Results
R
d Combined, these
findings suggest that HR change, with respect to MVPA, captures unique information concerning the induction
of affective valence in our experiment. Discussionh Single subject perceived valence scores of the stimuli are depicted as gray
numbers above and to the right of the circles. (A) Theoretical Case 1: a subject’s perceived valence of the stimuli
exactly agrees with the normative valence scores. The resulting direction of prediction for fixed effects of heart
rate deceleration (blue arrow) and predictions of a fit support vector machine (red arrow) mutually agree. (B)
Theoretical Case 2: a subject’s perceived valence of the stimuli (as indicated by shifts of neural activations and
associated perceived valence scores) disagrees with the normative valence scores, thereby increasing the relative
predictive effect of heart rate deceleration. When image stimuli are polar-extreme, perceived affect better
aligns with the stimulus set’s normative affect scores (panel A); therefore, measures of both neural activation
(which is fit to, and, therefore, predicts normative affect scores) and HR change (which, in theory, measures
perceived affective valence) predict along the axes of normative valence scores (the measure of interest in
this experiment). However, when image stimuli are neutral, disagreements between the subjects’ perceived
affect and the normative valence scores emerge. Measures of neural activation generalize to these individual
differences during the learning process whereas HR change continues to weakly, but reliably, predict perceived
affect, yielding relatively lower predictive effect size on the measure of interest. Conclusions
Th
d
h This study characterized, for the first time, the combined effects conveyed by both patterns of neural activa-
tion and heart rate deceleration in predicting normative valence scores of affectively valent image stimuli. Both
measures were shown to exhibit significant and unique predictive effects; however, patterns of neural activa-
tion were shown to explain a significantly greater proportion of variance than heart rate deceleration. These
observed traits (significance and uniqueness as well as relative performance) persisted as the positive and nega-
tive polar-extremity of the stimuli’s valence were incrementally increased to represent the diversity of stimulus
sets reported in the heart rate deceleration literature. In sum, these findings support the acquisition of heart rate
deceleration concurrently with fMRI to provide convergent validity of induced affect processing in the dimension
of affective valence. Received: 26 November 2019; Accepted: 6 May 2020;
Published: xx xx xxxx Received: 26 November 2019; Accepted: 6 May 2020;
Published: xx xx xxxx References References
1. Gross, J. J. & Barrett, L. F. The emerging field of affective science. Emotion 13, 997–998 (2013). 1. Gross, J. J. & Barrett, L. F. The emerging field of affective science. Emotion 13, 997–998 (2013). h
g
gif
2. Bradley, M. & Lang, P. J. Measuring Emotion: Behavior. Feeling, and Physiology. in Cognitive Neuroscience of Emotion 25, 4
(2000). 3. Heller, A. S., Greischar, L. L., Honor, A., Anderle, M. J. & Davidson, R. J. Simultaneous acquisition of corrugator electromyography
and functional magnetic resonance imaging: A new method for objectively measuring affect and neural activity concurrently
NeuroImage 58, 930–934 (2011). 3. Heller, A. S., Greischar, L. L., Honor, A., Anderle, M. J. & Davidson, R. J. Simultaneous acquisition of corrugator electromyography
and functional magnetic resonance imaging: A new method for objectively measuring affect and neural activity concurrently. NeuroImage 58, 930–934 (2011). 3. Heller, A. S., Greischar, L. L., Honor, A., Anderle, M. J. & Davidson, R. J. Simultaneous acquisition of corrugator electromyography
and functional magnetic resonance imaging: A new method for objectively measuring affect and neural activity concurrently. NeuroImage 58, 930–934 (2011). g
4. Boucsein, W. Electrodermal Activity. (Springer US, 2012). 5. Braithwaite, J. J., Watson, D. G., Jones, R. & Rowe, M. A guide for analysing electrodermal activity (EDA) & skin conduc
responses (SCRs) for psychological experiments. Psychophysiology 49, 1017–1034 (2013). p
p y
g
p
y
p y
gy
6. Figner, B. & Murphy, R. O. Using skin conductance in judgement and decision making research. In A handbook of process tracing
methods for decision research 1–34 (Psychology Press, 2011). 6. Figner, B. & Murphy, R. O. Using skin conductance in judgem methods for decision research 1–34 (Psychology Press, 2011). 7. Bradley, M. M., Codispoti, M., Cuthbert, B. N. & Lang, P. J. Emotion and motivation I: Defensive and appetitive reactions in picture
processing. Emotion 1, 276–298 (2001).f p
g
8. Cacioppo, J. T., Petty, R. E., Losch, M. E. & Kim, H. S. Electromyographic activity over facial muscle regions can differentiat
valence and intensity of affective reactions. J. Pers. Soc. Psychol. 50, 260–268 (1986).f yf
y
(
)
9. Greenwald, M. K., Cook, E. W. & Lang, P. J. Affective judgment and psychophysiological response: Dimensional covariation in the
evaluation of pictorial stimuli. J. Psychophysiol. 51–64 (1989).f f
evaluation of pictorial stimuli. J. Psychophysiol. 51–64 (1989) p
y
p y
0. Lang, P. J., Greenwald, M. Discussionh Measures of neural activation generalize to these individual
differences during the learning process whereas HR change continues to weakly, but reliably, predict perceived
affect, yielding relatively lower predictive effect size on the measure of interest. l
d l f
l
b
f
d h
l
l
f ff Fi
3 C
t
l
d l f
l ti
t ib ti
f
i
i
d h
i l
i
l
f ff
t Figure 3. Conceptual model of relative contributions of neuroimaging and physiological measures of affect
induction based on a theory of individual differences. Patterns of neural activation are represented as gray
circles. Normative valence scores of the stimuli associated with these neural activations are presented as labels
within the circles’ boundaries. Single subject perceived valence scores of the stimuli are depicted as gray
numbers above and to the right of the circles. (A) Theoretical Case 1: a subject’s perceived valence of the stimuli
exactly agrees with the normative valence scores. The resulting direction of prediction for fixed effects of heart
rate deceleration (blue arrow) and predictions of a fit support vector machine (red arrow) mutually agree. (B)
Theoretical Case 2: a subject’s perceived valence of the stimuli (as indicated by shifts of neural activations and
associated perceived valence scores) disagrees with the normative valence scores, thereby increasing the relative
predictive effect of heart rate deceleration. When image stimuli are polar-extreme, perceived affect better
aligns with the stimulus set’s normative affect scores (panel A); therefore, measures of both neural activation
(which is fit to, and, therefore, predicts normative affect scores) and HR change (which, in theory, measures
perceived affective valence) predict along the axes of normative valence scores (the measure of interest in
this experiment). However, when image stimuli are neutral, disagreements between the subjects’ perceived
affect and the normative valence scores emerge. Measures of neural activation generalize to these individual
differences during the learning process whereas HR change continues to weakly, but reliably, predict perceived
affect, yielding relatively lower predictive effect size on the measure of interest. Figure 3. Conceptual model of relative contributions of neuroimaging and physiological measures of affect
induction based on a theory of individual differences. Patterns of neural activation are represented as gray
circles. Normative valence scores of the stimuli associated with these neural activations are presented as labels
within the circles’ boundaries. Discussionh This model potentially explains how
measurements of HR change and neural activations uniquely and significantly inform the combined prediction
of the stimuli’s normative valence scores. In sum, measurement modalities differ in their detection of disagree-
ments between a subject’s perceived affect and the normative valence scores, which are most likely to emerge
among neutrally valent stimuli30. Measures of neural activation generalize to these individual differences during
the learning process whereas HR change continues to weakly, but reliably, predict perceived affect, yielding rela-
tively lower predictive effect size on the measure of interest. An experiment design which captures an additional
measure of affective induction (e.g., self-reported scores of each stimulus or an additional physiological measure
of valence, such as facial EMG) could test this theoretical model. Data collection is ongoing to power such an
experiment. Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ Figure 3. Conceptual model of relative contributions of neuroimaging and physiological measures of affect
induction based on a theory of individual differences. Patterns of neural activation are represented as gray
circles. Normative valence scores of the stimuli associated with these neural activations are presented as labels
within the circles’ boundaries. Single subject perceived valence scores of the stimuli are depicted as gray
numbers above and to the right of the circles. (A) Theoretical Case 1: a subject’s perceived valence of the stimuli
exactly agrees with the normative valence scores. The resulting direction of prediction for fixed effects of heart
rate deceleration (blue arrow) and predictions of a fit support vector machine (red arrow) mutually agree. (B)
Theoretical Case 2: a subject’s perceived valence of the stimuli (as indicated by shifts of neural activations and
associated perceived valence scores) disagrees with the normative valence scores, thereby increasing the relative
predictive effect of heart rate deceleration. When image stimuli are polar-extreme, perceived affect better
aligns with the stimulus set’s normative affect scores (panel A); therefore, measures of both neural activation
(which is fit to, and, therefore, predicts normative affect scores) and HR change (which, in theory, measures
perceived affective valence) predict along the axes of normative valence scores (the measure of interest in
this experiment). However, when image stimuli are neutral, disagreements between the subjects’ perceived
affect and the normative valence scores emerge. References Brain States That Encode Perceived Emotion Are Reproducible but Their Classification Accuracy Is Stimulus
Dependent. Front. Hum. Neurosci. 12, (2018). h
Dependent. Front. Hum. Neurosci. 12, (2018) 1. Bush, K. A., Inman, C. S., Hamann, S., Kilts, C. D. & James, G. A. Distributed Neural Processing Predictors of Multi-dimensiona
Properties of Affect. Front. Hum. Neurosci. 11, (2017).i pf
2. Chang, L. J., Gianaros, P. J., Manuck, S. B., Krishnan, A. & Wager, T. D. A Sensitive and Specific Neural Signature for Picture-Induced
Negative Affect. PLOS Biol. 13, e1002180 (2015). gf
33. Saarimäki, H. et al. Discrete Neural Signatures of Basic Emotio 4. Skerry, A. E. & Saxe, R. A Common Neural Code for Perceived and Inferred Emotion. J. Neurosci. 34, 15997–16008 (2014). 5. Bush, K. A., Privratsky, A., Gardner, J., Zielinski, M. J. & Kilts, C. D. Common Functional Brain States Encode both Perceived
Emotion and the Psychophysiological Response to Affective Stimuli. Sci. Rep. 8, (2018).f 35. Bush, K. A., Privratsky, A., Gardner, J., Zielinski, M. J. & Kilts, C. D. Common Functional Brain States Encode b
Emotion and the Psychophysiological Response to Affective Stimuli Sci Rep 8 (2018) y
p y
g
pf
p
(
)
36. Bush, K. A., Privratsky, A. A. & Kilts, C. D. Predicting Affective Cognitions in the Resting Adult Brain. Conference on Cognitive Computational Neuroscience, https://doi.org/10.32470/CCN.2018.1010-0 (2018). 6. Bush, K. A., Privratsky, A. A. & Kilts, C. D. Predicting Affective Cognitions in the Resting Adult Brain. in Proceedings of the
Conference on Cognitive Computational Neuroscience, https://doi.org/10.32470/CCN.2018.1010-0 (2018). ,
,
ky,
,
gf
g
g
Conference on Cognitive Computational Neuroscience, https://doi.org/10.32470/CCN.2018.1010-0 (2018). 37. Kragel, P. A., Knodt, A. R., Hariri, A. R. & LaBar, K. S. Decoding Spontaneous Emotional States in the Human Brain. PLOS Bio
e2000106 (2016).f (
)
38. Bradley, M. M., Codispoti, M., Sabatinelli, D. & Lang, P. J. Emotion and motivation II: Sex differences in picture processing. Emotion
1, 300–319 (2001).t 39. Cox, R. W. AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput. Biomed. Re
162–173 (1996). 6
73 ( 996). 40. Jenkinson, M., Beckmann, C. F., Behrens, T. E. J., Woolrich, M. W. & Smith, S. M. FSL. NeuroImage 62, 782–790 (2012). . Jenkinson, M., Beckmann, C. F., Behrens, T. E. J., Woolrich, M. W 41. Power, J. D., Barnes, K. A., Snyder, A. Z., Schlaggar, B. L. & Petersen, S. E. References K., Bradley, M. M. & Hamm, A. O. Looking at pictures: Affective, facial, visceral, and behavioral reactions
Psychophysiology 30, 261–273 (1993).ff y
p y
gy
(
)
11. Larsen, J. T., Norris, C. J. & Cacioppo, J. T. Effects of positive and negative affect on electromyographic activity over zygomaticus
major and corrugator supercilii. Psychophysiology 40, 776–785 (2003). y
p y
gy
11. Larsen, J. T., Norris, C. J. & Cacioppo, J. T. Effects of positive and negative affect on electromyographic activity over zygomaticus
major and corrugator supercilii. Psychophysiology 40, 776–785 (2003). j
g
p
y
p y
gy
,
(
)
12. Tan, J.-W. et al. Repeatability of facial electromyography (EMG) activity over corrugator supercilii and zygomaticus major on
differentiating various emotions. J. Ambient Intell. Humaniz. Comput. 3, 3–10 (2012). j
g
p
y
p y
gy
(
)
2. Tan, J.-W. et al. Repeatability of facial electromyography (EMG) activity over corrugator supercilii and zygomaticus major on
differentiating various emotions. J. Ambient Intell. Humaniz. Comput. 3, 3–10 (2012). Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ 3. Choi, K.-H. et al. Is heart rate variability (HRV) an adequate tool for evaluating human emotions? – A focus on the use of the
International Affective Picture System (IAPS). Psychiatry Res. 251, 192–196 (2017).f f
y
y
y
4. Hodes, R. L., Cook, E. W. & Lang, P. J. Individual Differences in Autonomic Response: Conditioned Association or Conditioned
Fear? Psychophysiology 22, 545–560 (1985).f y
p y
gy
(
)
15. Katahira, K., Fujimura, T., Matsuda, Y.-T., Okanoya, K. & Okada, M. Individual differences in heart rate variability are associated
with the avoidance of negative emotional events. Biol. Psychol. 103, 322–331 (2014).t g
y
6. Pollatos, O., Herbert, B. M., Matthias, E. & Schandry, R. Heart rate response after emotional picture presentation is modulated by
interoceptive awareness. Int. J. Psychophysiol. 63, 117–124 (2007).hhf p
J
y
p y
(
)
17. Ruiz-Padial, E., Vila, J. & Thayer, J. F. The effect of conscious and non-conscious presentation of biologically relevant emo
d l
d
l
d h
h
h
h
l
(
) p
y
p y
17. Ruiz-Padial, E., Vila, J. & Thayer, J. F. The effect of conscious and non-conscious presentation of biologically relevant emotion
pictures on emotion modulated startle and phasic heart rate. Int. J. Psychophysiol. 79, 341–346 (2011). p
p
y
p y
8. Urry, H. L., van Reekum, C. References M., Johnstone, T. & Davidson, R. J. Individual differences in some (but not all) medial prefrontal region
reflect cognitive demand while regulating unpleasant emotion. NeuroImage 47, 852–863 (2009).l 18. Urry, H. L., van Reekum, C. M., Johnstone, T. & Davidson, R. J. Individual differences in some (but not all) medial prefrontal re
reflect cognitive demand while regulating unpleasant emotion. NeuroImage 47, 852–863 (2009).l l
g
g
g
g
9. Bush, G., Luu, P. & Posner, M. I. Cognitive and emotional influences in anterior cingulate cortex. Trends Cogn. Sci. 4, 215–222
(2000). 20. Colibazzi, T. et al. Neural systems subserving valence and arousal during the experience of induced emotions. Emotion 10, 377–389
(2010).f 21. Gerber, A. J. et al. An affective circumplex model of neural systems subserving valence, arousal, and cognitive overlay during the
appraisal of emotional faces. Neuropsychologia 46, 2129–2139 (2008).h pp
p y
g
2. Killgore, W. D. S. & Yurgelun-Todd, D. A. The right-hemisphere and valence hypotheses: could they both be right (and sometime
left)? Soc. Cogn. Affect. Neurosci. 2, 240–250 (2007).hf t
g
ff
23. Lindquist, K. A., Satpute, A. B., Wager, T. D., Weber, J. & Barrett, L. F. The Brain Basis of Positive and Negative Affect: Evidence from
a Meta-Analysis of the Human Neuroimaging Literature. Cereb. Cortex 26, 1910–1922 (2016).h 4. Lindquist, K. A., Wager, T. D., Kober, H., Bliss-Moreau, E. & Barrett, L. F. The brain basis of emotion: A meta-analytic review. Behav
Brain Sci. 35, 121–143 (2012).hf 5. Posner, J. et al. The neurophysiological bases of emotion: An fMRI study of the affective circumplex using emotion-denoting words
Hum. Brain Mapp. 30, 883–895 (2009).f 6. Critchley, H. D. et al. Activity in the human brain predicting differential heart rate responses to emotional facial expressions
NeuroImage 24, 751–762 (2005). 27. Delgado, M. R., Nearing, K. I., LeDoux, J. E. & Phelps, E. A. Neural Circuitry Underlying the Regulation of Conditioned Fear and Its
Relation to Extinction. Neuron 59, 829–838 (2008). Relation to Extinction. Neuron 59, 829–838 (2008). 8. Haxby, J. V. et al. Distributed and overlapping representations of faces and objects in ventral temporal cortex. Science 293, 2425–2430
(2001).f 9. Baucom, L. B., Wedell, D. H., Wang, J., Blitzer, D. N. & Shinkareva, S. V. Decoding the neural representation of affective states
NeuroImage 59, 718–727 (2012).hhi g
0. Bush, K. A. et al. References Spurious but systematic correlations in fu
connectivity MRI networks arise from subject motion. NeuroImage 59, 2142–2154 (2012). hl
d
d 2. Power, J. D., Schlaggar, B. L. & Petersen, S. E. Recent progress and outstanding issues in motion correction in resting state fMRI
NeuroImage 105, 536–551 (2015). 43. Rissman, J., Gazzaley, A. & D’Esposito, M. Measuring functional connectivity during distinct stages of a cognitive task. NeuroImage
23, 752–763 (2004). (
)
44. Lu, G., Yang, F., Taylor, J. A. & Stein, J. F. A comparison of photoplethysmography and ECG recording to analyse heart rate variability
in healthy subjects. J. Med. Eng. Technol. 33, 634–641 (2009).i 45. Bernhard E. Boser, Isabelle M. Guyon & Vladamir N. Vapnik. A Training Algorithm for Optimal Margin Classifiers. in Proceed
of the fifth annual workshop on Computational Learning 144–152 (1992).hh of the fifth annual workshop on Computational Learning 144– it
46. The Mathworks. (The Mathworks, 2016).h hh
47. Meyer, D., Leisch, F. & Hornik, K. The support vector machine under test. Neurocomputing 55, 169–186 (2003). h
l
ff
ff
ll
l
h l h
48. Charles, S. T. & Piazza, J. R. Age Differences in Affective Well-Being: Context Matters. Soc. Personal. Psychol. Compass 3, 711–724
(2009).ff 49. Grühn, D. & Scheibe, S. Age-related differences in valence and arousal ratings of pictures from the International Affective Pi
System (IAPS): Do ratings become more extreme with age? Behav. Res. Methods 40, 512–521 (2008). 9. Grühn, D. & Scheibe, S. Age-related differences in valence and arousal ratings of pictures from the International Affective Picture
System (IAPS): Do ratings become more extreme with age? Behav. Res. Methods 40, 512–521 (2008).h 50. Mather, M. & Knight, M. Goal-directed memory: The role of cognitive control in older adults’ emotional memory. Psychol. Aging 20,
554–570 (2005).hf 51. Domes, G. et al. The neural correlates of sex differences in emotional reactivity and emotion regulation. Hum. Brain Mapp. 31,
758–769 (2009).f e, K., Ochsner, K. N., Mauss, I. B., Gabrieli, J. J. D. & Gross, J. J. Gender Differences in Emotion Regulation: An fMRI Study of
tive Reappraisal. Group Process. Intergroup Relat. 11, 143–162 (2008). 52. McRae, K., Ochsner, K. N., Mauss, I. B., Gabrieli, J. J. D. & Gross, J. J. Gender Differences in Emotion Regulat
Cognitive Reappraisal. Group Process. Intergroup Relat. 11, 143–162 (2008). 52. McRae, K., Ochsner, K. N., Mauss, I. B., Gabrieli, J. J. D. & Gross, J. J. References Gender Differences in Emotion Regulation: An fMRI Stu
C
niti
R
ppr i
l G
p P
I t
p R l t 11 143 162 (2008) f
Cognitive Reappraisal. Group Process. Intergroup Relat. 11, 143–162 (2008). 53. Sabatinelli, D., Flaisch, T. & Bradley, M. M. A¡ective picture perception: gender di¡erences in visual cortex? 4.ff 53. Sabatinelli, D., Flaisch, T. & Bradley, M. M. A¡ective picture per elli, D., Flaisch, T. & Bradley, M. M. A¡ective picture perception: ge 54. Lang, P. J., Bradley, M. M. & Cuthbert, B. N. International affective picture system (IAPS): Affective ratings of pictures and instru
manual. (2008). 55. Byrge, L. & Kennedy, D. P. Identifying and characterizing systematic temporally-lagged BOLD artifacts. NeuroImage 171, 376–392
(2018). Scientific Reports | (2020) 10:9298 | https://doi.org/10.1038/s41598-020-66109-3 www.nature.com/scientificreports/ Acknowledgementsh g
This work was funded by the Department of Psychiatry of the University of Arkansas for Medical Sciences, the
National Science Foundation (BCS-1735820), and the National Institute on Drug Abuse (1T32DA022981). The
authors would like to thank Bradford S Martins, Anthony Privratsky, Jennifer Payne, Emily Hahn, Natalie Morris,
and Nathan Jones for their assistance in recruiting and assessing research subjects and acquiring subject data. Subject recruitment for the project was also supported by the UAMS Translational Research Institute (TRI)
through the National Center for Advancing Translational Sciences (1U54TR001629-01A1). Finally, the authors
would like to thank Sonet Smitherman and Favrin Smith for their efforts in gaining IRB protocol approval and
maintaining human subject research compliance during the course of the study. Competing interestsh Competing interestsh p
g
The authors declare no competing interests. Author contributions K.W. designed, implemented, and validated the heart rate change processing pipeline. K.B. designed,
implemented, and validated the MVPA analysis. K.W. and K.B. wrote the main manuscript text. K.W. and K.B. prepared figure 1 and K.B. prepared figures 2–4. K.W., K.B., C.K. and G.A.J. reviewed the manuscript. Additional information Supplementary information is available for this paper at https://doi.org/10.1038/s41598-020-66109-3. Correspondence and requests for materials should be addressed to K.A.B. Reprints and permissions information is available at www.nature.com/reprints. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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Progressive collapse analysis of prestressed concrete girder bridges using improved applied element method
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© The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits
use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original
author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third
party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the mate‑
rial. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or
exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://
creativecommons.org/licenses/by/4.0/. Progressive collapse analysis of prestressed
concrete girder bridges using improved applied
element method Mohamed Magdi Abdelaziz* , Mohamed Sayed Gomaa and Hany Ahmed El‑Ghazaly *Correspondence:
mma22@fayoum.edu.eg
Faculty of Engineering, Fayoum
University, Faiyum, Egypt Abstract In this paper, the Improved Applied Element Method (IAEM), which was originally
developed as an effective analysis technique for large-scale bonded and unbonded
prestressed structures, is utilized to carry out failure modeling of prestressed bridges
under different hazard loads. A typical prestressed concrete girder bridge is analyzed
under two hazardous loading scenarios. The first one is applying a detonation charge
located in the middle of the central span, while the second scenario is a sudden failure
of a column representing a truck or a vessel colliding with the bridge pier. For both
scenarios, the collapse analyses of the bridge structure after damage are explored. In addition, the mechanism and severity of damage in the bridge pier and deck are
investigated. Both material and geometric nonlinearities are considered in the analy‑
sis. Moreover, it considers contact-impact, re-contact, and inertia effects, and hence,
it can track the collapse stages of the structure as well as debris movement until the
complete collapse of the structure. The results show a strong capability for simulating
the total performance of the bridges from early the stages of loading until the total col‑
lapse, with a clear graphic representation of the collapse phenomena. Faculty of Engineering, Fayoum
University, Faiyum, Egypt Keywords: Improved applied element method (IAEM), Prestressed bridges,
Progressive collapse, Failure analysis, Blast loading, Pier collapse Advances in
Bridge Engineering Advances in
Bridge Engineering Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24
https://doi.org/10.1186/s43251-022-00075-w Open Access Open Access 1 Introduction Progressive collapse has become a popular research topic due to its history of causing
catastrophic damage to structures and people. The terminology of “progressive col-
lapse” is defined as the spread of an initial local failure from element to element, eventu-
ally resulting in the collapse of an entire structure or a disproportionally large part of
it. Many numerical investigations were conducted in an attempt to completely under-
stand this phenomena and improve structural resistance to progressive collapse. The effect of blast loads on critical bridge components and bridge global response,
as well as proposed protection strategies for mitigating blast hazards, were studied by
(Yahia, 2009). Various blast scenarios were applied to a typical prestressed concrete
girder, either above or below the bridge deck. A fine mesh has been used to simulate
the variable cross sections of the bridge girder. The computer simulation results were Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 2 of 15 utilized to identify the susceptible bridge components during a blast danger, as well as to
estimate the magnitudes and locations of maximum shear forces and bending moments. Moreover, progressive collapse analysis for post-tensioned box girder bridges was
conducted under blast loads by (Ibarhim et al., 2012). The mish was chosen to be fine
enough to simulate box section accurately by using 31,600 elements and 2,860,388
springs. A large vehicle bomb (LVB) placed beneath the bridge was studied in two differ-
ent locations. The severity and mechanisms of damage in the bridge pier and deck were
investigated. utilized to identify the susceptible bridge components during a blast danger, as well as to
estimate the magnitudes and locations of maximum shear forces and bending moments. Moreover, progressive collapse analysis for post-tensioned box girder bridges was
conducted under blast loads by (Ibarhim et al., 2012). The mish was chosen to be fine
enough to simulate box section accurately by using 31,600 elements and 2,860,388
springs. A large vehicle bomb (LVB) placed beneath the bridge was studied in two differ-
ent locations. The severity and mechanisms of damage in the bridge pier and deck were
investigated. In addition, the progressive collapse of a multi-span prestressed continuous bridge
due to vessel collision was studied by (Zhao et al., 2014; Jiang et al., 2017). Finer meshes
were utilized to adequately capture the internal contact between various components,
local deformation or buckling, and material failure as best as possible. 1 Introduction The results dem-
onstrated that the bridge pier directly impacted by a vessel was collapsed in the lateral
direction of the bridge span, whereas non-impacted piers were collapsed in the longitu-
dinal direction of the bridge span. The progressive collapse of Hongqi Bridge, a multi-span simply-supported bridge in
Zhuzhou city, was studied by (Bi et al., 2015; Seyed Khoei et al., 2020). The results indi-
cated that the multi-span simply-supported bridge with wall-type piers might be vulner-
able to domino-type progressive collapse due to the low shear strength of the supporting
piers. Furthermore, because insufficient seating length in the abutment was identified
as a key effective factor in the onset of collapse, the use of restrainers as a deck-to-abut-
ment connection may reduce the likelihood of progressive collapse. The procedure of progressive collapse of prestressed voided slab bridges under earth-
quakes, as well as the effects of other parameters on the propagation of collapse of regu-
lar, semi-regular, and irregular bridges, were investigated by (Seyedkhoei et al., 2019). The findings revealed that domino-type progressive collapse occurred in bridges with
voided slabs after the first failure of the deck at the bridge abutment seating. In addition,
it was found that, the deck type, piers’ height, and ground slope had a significant impact
on the progressive collapse procedure on both regular and irregular bridges with voided
slab decks. The behavior of bridge decks under blast loads was studied using the finite element
method by (Hassan et al., 2021). Several explosive charges were deployed at various sites
to ascertain the impact of explosion magnitude and placement on the bridge. The results
showed that for minor charges, the bridge was almost completely unaffected, however
for big charges, the deck completely failed, causing the bridge to fall. The collapse of bridges during extreme loading conditions has prompted several con-
cerns about their ability to withstand partial or whole collapses. It was reported that the
progressive collapse could be initiated due to two broad categories, natural factors such
as earthquakes, tsunamis, floods, mudslides, and hurricanes; and human factors such
as design error and construction method, vehicle overloading or collision, fire, and ter-
rorist attack (Deng et al., 2016; Zhang et al., 2022). Since the collapse process is strongly
dependent on the entire structural system, non-linear numerical simulation with a rea-
sonable solution time and good accuracy becomes a targeted method of investigation. 1 Introduction Recent studies have extended the Improved Applied Element Method (IAEM) to
facilitate modeling prestressed concrete structures with bonded and unbonded tendons Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 3 of 15 (Abdelaziz et al., 2021a; Abdelaziz et al., 2021b). The models were validated under dif-
ferent types of loadings, highlighting the reliability of the proposed model. However,
the capability of the models to perform failure analysis was not examined. Therefore,
the current work focuses on carrying out failure modeling of prestressed bridges under
extreme loading circumstances using the IAEM to show the precision and validity of the
numerical method and to demonstrate its capacity and efficiency in modelling the fail-
ure of the prestressed bridges. 2 Improved applied element method The IAEM has recently been developed as an efficient analysis technique for modeling
large scale framed buildings with homogeneous and non-homogeneous cross sec-
tions, such as steel sections, reinforced concrete (RC) elements, retrofitting sections,
and unbonded and bonded prestressed structures, up to complete failure under vari-
ous hazard loads (Elkholy & Meguro, 2004; El-Kholy et al., 2012; Abdelaziz et al., 2020;
Abdelaziz et al., 2021a; Abdelaziz et al., 2021b). In this technique, each structural mem-
ber is divided into an appropriate number of multi-layered rigid elements composed of
several layers representing the unconfined and confined concrete, the bonded non-pre-
stressing reinforcing steel, the bonded prestressing tendon, and the retrofitting material,
if any; as illustrated in Fig. 1 (Abdelaziz et al., 2021a). Different rectangular or non-rec-
tangular sections can be simulated using the advantage of the multi-layered element
type without any complications. All identical layers in the neighboring elements are con-
nected together by shear and normal springs representing the material characteristics of
each layer, as shown in Fig. 2 (El-Kholy et al., 2012). The main procedure of this approach is illustrated in the flowchart shown in Fig. 3. The structural equilibrium equation can be solved using both incremental methods, load
control and displacement control. In addition, this approach takes into consideration
P-∆ effects and large displacement during the structural analysis. The main distinction
between the IAEM and the conventional Applied Element Method (AEM) is that the
IAEM employs only one element to model the nonrectangular cross sections with high
efficiency and reliable accuracy, resulting in a significant reduction in the solving time. fii
The Okamura and Maekawa compression model (Okamoto & Maekawa, 1991), shown
in Fig. 4a, is employed for both confined and unconfined concrete. The tangent modu-
lus of each concrete spring is computed at each load step, whether the concrete spring
is in the loading or unloading stage. In tension, the stress-strain curve is assumed to be
linear up to the tensile strength. After this point, the stiffness of springs under tension is
assumed to be zero. Fig. 1 The multi-layered element type (Abdelaziz et al., 2021a) 2021a) Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 4 of 15 Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Fig. 2 Modeling RC framed structures with IAEM (Abdelaziz et al., 2021b)
Fig. 3 Flow chart of the IAEM (El-Kholy et al., 2012) Fig. 3 Simulation of the bridge To understand the global behavior of bridges subjected to extreme loading conditions,
a typical prestressed concrete girder superstructure bridge has been analyzed using the
IAEM method. In this example, the bridge design, geometry, materials, dimensions,
and details are in accordance with the Egyptian Code of Practice for Design and Con-
struction of Concrete Structures and the Egyptian Loading Code (ECP-203, 2018; ECP-
201, 2012). The bridge consisted of three simple spans; each of 30 m long. Each span
is supported by prestressed girders 2685 mm apart and a 200 mm concrete deck. Three
prestressing tendons are used for each girder with a nominal diameter of 15.24 mm, a
yield strength of 1674 MPa, and an ultimate strength of 1860 MPa; conforming to the
British Standard BS-5896 (BS-5896 TBS, 2012). Each tendon has a total prestress-
ing force of 2930 kN. The girders are supported on 200 mm elastomeric bearing pads. The supporting structure consists of a moment-resisting frame with two columns of
1400 × 1400 mm2 and a RC girder of 1500 × 2000 mm2. The utilized concrete has a com-
pressive strength of 55 MPa, whereas reinforcing bars have yield and ultimate strengths
of 400 MPa and 600 MPa, respectively. The bridge geometry, dimensions, and reinforce-
ment details are illustrated in Figs. 5 and 6. 2 Improved applied element method 2 Modeling RC framed structures with IAEM (Abdelaziz et al., 2021b) Fig. 2 Modeling RC framed structures with IAEM (Abdelaziz et al., 2021b) Fig. 3 Flow chart of the IAEM (El-Kholy et al., 2012) Fig. 3 Flow chart of the IAEM (El-Kholy et al., 2012) Fig. 3 Flow chart of the IAEM (El-Kholy et al., 2012) (2022) 3:24 Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 5 of 15 Fig. 4 Material model for (a) concrete, (b) non-prestressing reinforcement, and (c) prestressing reinforcement
(Abdelaziz et al., 2021a). Fig. 4 Material model for (a) concrete, (b) non-prestressing reinforcement, and (c) prestressing reinforcement
(Abdelaziz et al., 2021a). A classical elastic plastic material with strain hardening using a bilinear stress–strain
relationship in both tension and compression loading conditions, shown in Fig. 4b, is
employed for non-prestressing reinforcement. On the other hand, the Menegotto and
Pinto stress-strain relationship (Menegotto & Pinto, 1973), shown in Fig. 4c, is employed
to represent the prestressing tendons. 3.1 Structural modeling A typical girder has been selected to perform the analysis. Using the improved approach,
the studied bridge has been modelled taking into account the constituent material prop-
erties. With the multi-layered element feature, each bridge girder has been modeled
using 25 elements, with a total number of 256 elements. The girders’ dimensions and
the tendons’ varying eccentricities along the girders’ length have been considered in the
model. The model and the elements’ configurations are shown in Fig. 7. The character-
istic parameters for each material are listed in Table 1. The bridge model has been ana-
lyzed under two extreme loading scenarios. The first one is applying a detonation charge Page 6 of 15 Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Fig. 5 The geometric configuration of the typical prestressed girder Fig. 5 The geometric configuration of the typical prestressed girder The geometric configuration of the typical prestressed girder Fig. 6 Cross section of bridge Fig. 6 Cross section of bridge Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 7 of 15 Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 located in the middle of the central span. The second scenario is a sudden failure of a
column representing a truck or a vessel colliding with the bridge pier. At first, the design
load of the structure is statically applied as an initial load in 50 load increments, while
the blast loads or the sudden failure of the column are applied as loading in the time
domain. The time step for blast load should be different from the time step for sudden
column removal because the blast load reaches its highest value and decays to atmos-
pheric pressure in milliseconds (Amr Ramadan Ibrahim, 2018). The chosen time steps
are 0.0001 sec. and 0.01 sec. For the blast load condition and the column removal condi-
tion, respectively. Fig. 7 IAEM model of the analyzed bridge
Table 1 Material properties of the concrete, the reinforcing steel, and prestressing tendon
Concrete properties
Non-prestressed steel properties
Prestressing Tendon properties
Ec
(GPa)
fcu
(MPa)
Es
(GPa)
fy
(MPa)
fu
(MPa)
Ep
(GPa)
fpy
(MPa)
fpu
(MPa)
εi
32.8
55
200
400
600
195
1674
1860
0.0060775 Fig. 3.1 Structural modeling 7 IAEM model of the analyzed bridge Table 1 Material properties of the concrete, the reinforcing steel, and prestressing tendon
Concrete properties
Non-prestressed steel properties
Prestressing Tendon properties
Ec
(GPa)
fcu
(MPa)
Es
(GPa)
fy
(MPa)
fu
(MPa)
Ep
(GPa)
fpy
(MPa)
fpu
(MPa)
εi
32.8
55
200
400
600
195
1674
1860
0.0060775 Table 1 Material properties of the concrete, the reinforcing steel, and prestressing tendon located in the middle of the central span. The second scenario is a sudden failure of a
column representing a truck or a vessel colliding with the bridge pier. At first, the design
load of the structure is statically applied as an initial load in 50 load increments, while
the blast loads or the sudden failure of the column are applied as loading in the time
domain. The time step for blast load should be different from the time step for sudden
column removal because the blast load reaches its highest value and decays to atmos-
pheric pressure in milliseconds (Amr Ramadan Ibrahim, 2018). The chosen time steps
are 0.0001 sec. and 0.01 sec. For the blast load condition and the column removal condi-
tion, respectively. 3.2 Blast load In general, an explosion is a phenomena caused by the quick and unexpected release of
a massive quantity of energy (Beshara, 1991). When an explosion occurs, the hot gases
released by the explosion source forcefully push the atmosphere surrounding the explo-
sion and generate a blast wave. This wave exerts significant pressure on exposed sur-
faces and penetrates the structure through apertures. In a fraction of a second after the
explosion, the blast wave spreads outward from the explosion site. As the shock prop-
agates outward, the peak of the overpressure caused by this hemispherical explosion
decays rapidly as a function of distance from the source, as shown in Fig. 8. The reflected
wave’s pressure amplitude is at least twice that of the original shock wave and is propor-
tional to the initial shock’s strength, which is proportional to the charge weight. When a
blast wave reflects, the pressure amplitude can be substantially larger than the pressure
caused by the original shock alone (Beshara, 1991). Figure 9 shows how the blast pres-
sure decays exponentially and finally becomes negative. i
Unlike static and seismic loading, blast loading is a high-magnitude pressure that
affects just a small portion of the building. The fundamental distinction between blast
loading and other forms of loading is the quick load rate, which can excite higher struc-
tural modes that are typically ignored for other types of hazards, such as earthquakes. The factors influencing a structure’s behavior during explosion scenarios are classi-
fied as internal and external factors. Internal factors are those that are dependent on the Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 8 of 15 Abdelaziz et al. Advances in Bridge Engineering f
Fig. 8 Variation of pressure with distance (UFC-3-340-02, 2008)
Fig. 9 Blast wave pressure- time history (UFC-3-340-02, 2008) Fig. 8 Variation of pressure with distance (UFC-3-340-02, 2008) properties of the structural element subjected to the blast load, such as stiffness, mass,
ductility, redundancy, and overall structure continuity, while external factors are those
that are affected by the explosion situation. They include the explosive material, stand-
off distance, charge weight, and angle of incidence. In explosion situations, the standoff
distance is the most important element. Simply extending the standoff distance by a few
meters reduces the pressure significantly. Therefore, a scaled distance is used to weight
Fig. 8 Variation of pressure with distance (UFC-3-340-02, 2008)
Fig. 3.2 Blast load 9 Blast wave pressure- time history (UFC-3-340-02, 2008) Fig. 8 Variation of pressure with distance (UFC-3-340-02, 2008) Fig. 8 Variation of pressure with distance (UFC-3-340-02, 2008) Fig. 9 Blast wave pressure- time history (UFC-3-340-02, 2008) properties of the structural element subjected to the blast load, such as stiffness, mass,
ductility, redundancy, and overall structure continuity, while external factors are those
that are affected by the explosion situation. They include the explosive material, stand-
off distance, charge weight, and angle of incidence. In explosion situations, the standoff
distance is the most important element. Simply extending the standoff distance by a few
meters reduces the pressure significantly. Therefore, a scaled distance is used to weight
the energy of the blast load as follows: properties of the structural element subjected to the blast load, such as stiffness, mass,
ductility, redundancy, and overall structure continuity, while external factors are those
that are affected by the explosion situation. They include the explosive material, stand-
off distance, charge weight, and angle of incidence. In explosion situations, the standoff
distance is the most important element. Simply extending the standoff distance by a few
meters reduces the pressure significantly. Therefore, a scaled distance is used to weight
the energy of the blast load as follows: (1)
Z =
R
3√
W Z =
R
3√
W (1) where Z is the scaled distance, R is the stand-off distance, and W is the equivalent TNT
charge weight. This relationship illustrates that the energy delivered to different targets
at the same scale distance is similar. For example, the energy given to a target by 8 ton
TNT at a stand-off distance of 10 m from a specified point, is the same as the energy
delivered by 64 kg of TNT at a stand-off distance of 2 m from the point (both having the
same scaled distance of 0.50 m/kg1/3) (Amr Ramadan Ibrahim, 2018). Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 9 of 15 Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 The blast loads acting on the bridge have been determined using a developed soft-
ware, named VecTor-Blast (Miller, 2004) which calculates the pressure-time history at
specified points on a three-dimensional cuboid structure for known values of charge
weight and standoff distance. 3.2 Blast load This numerical tool was validated using experimental
data, which demonstrated that VecTor-Blast is capable of reliably estimating pressure
time histories on the structure’s front and back sides. In order to model a vehicle explosion over the bridge in the current study, several
charge weights have been explored at a height of 1.5 m above the middle bridge’s mid-
span until the girder collapsed. The pressure-time histories for each element in the
present model have been calculated based on their stand-off distance. In addition, the
pressures have been converted into nodal forces by multiplying the pressures by the
tributary areas of the elements. The generated load-time histories have been used on
the bridge model with a time step of 0.0001 sec. It should be noted that the negative
phase’s effect has ignored during the analysis. The procedure for applying the time
history of the blast load is illustrated in Fig. 10. The general differential equation of motion governing the response of the bridge is
described as (Tagel-Din & Meguro, 2000): (2)
[M]
.. U
+ [C]
. U
+ [K]{U} =
f (t)
+ {Rm} + {RG} (2) where: [M] is the mass matrix; [C] is the damping matrix; [K] is the nonlinear stiffness
matrix; {Δf(t)} is the incremental applied load vector;
.. U
,
. U
, and {ΔU} are the
incremental acceleration, velocity, and acceleration vectors, Rm is the residual force vec-
tor due to cracking and incompatibility between strain and stress of each spring; and RG
is the residual force vector due to geometrical changes in the structure during loading. 3.3 Collapse mechanism due to blast loads When an explosion occurs over the bridge’s mid-span, the hemispherical blast waves
flow towards the bridge structure. The structural elements affected by these blast
waves are the girders. The failure history of the bridge due to the blast load is illus-
trated in Fig. 11. Collapse of a bridge due to blast in reality is shown Fig. 12. The his-
tory of failure can be summarized as follows: 1- The middle span has experienced severe vertical displacement, resulting in additional
straining actions on the girder. 2- Tensile cracks have occurred at the mid-span followed by yielding of the top and bot-
tom reinforcement and the tendon, as well as, crushing of the top fiber of the con-
crete. 3- With the increase of the additional loads caused by the propagation of the blast wave,
the bridge girder has been exposed to more severe damage until the mid-span sec-
tion failed resulting in downward movement of the two failed parts of the girder
behaving as two cantilevers connected to the elastomeric bearing. 4- The subsequent mode of failure depends on the type of bearing between the girder
and the supporting column. Separation between the girder and the column has hap-
pened when the girders are simply resting on the elastomeric bearing (free bearing), Page 10 of 15 Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Fig. 10 Procedure of applying the blast load time history Fig. 10 Procedure of applying the blast load time history Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 11 of 15 Abdelaziz et al. Advances in Bridge Engineering Fig. 11 Collapse mechanism of the prestressed girder under blast loading Fig. 11 Collapse mechanism of the prestressed girder under blast loading Fig. 11 Collapse mechanism of the prestressed girder under blast loading Fig. 11 Collapse mechanism of the prestressed girder under blast loading as in the current model. On the other hand, for a typical fixed bearing connection,
another mode of failure might occur depending on the tensile strength of the anchor
bolts which connect the sole plate to the pier. 5- The girder has fallen down and collided with the ground, while the other side has col-
lided with the adjacent column, resulting in a shear load acting on the column. 3.3 Collapse mechanism due to blast loads If this
shear load is more than the shear capacity of the column, it will collapse, resulting in
the collapse of the adjacent span, and this procedure will continue progressively until
the complete collapse of the bridge takes place. However, in the current model, the
shear capacity of the column was sufficient to sustain the shear force resulting from
the girder impact on the column. 5- The girder has fallen down and collided with the ground, while the other side has col-
lided with the adjacent column, resulting in a shear load acting on the column. If this
shear load is more than the shear capacity of the column, it will collapse, resulting in
the collapse of the adjacent span, and this procedure will continue progressively until
the complete collapse of the bridge takes place. However, in the current model, the
shear capacity of the column was sufficient to sustain the shear force resulting from
the girder impact on the column. Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 12 of 15 Abdelaziz et al. Advances in Bridge Engineering z et al. Advances in Bridge Engineering (2022) 3:24 (2022) 3:24 Fig. 12 Collapse of a prestressed bridge due to blast scenario Fig. 12 Collapse of a prestressed bridge due to blast scenario 3.4 Sudden failure of a column The entire bridge’s integrity is vital to prevent the horizontal spread of damage to nearby
areas. Progressive collapse happens when a local failure of a key structural element
causes a chain reaction of structural failures, resulting in the collapse of the entire struc-
ture or a disproportionately significant part of it. Proper design and details can greatly
reduce the probability of such a collapse. This can be accomplished by providing struc-
tural elements with enough continuity, redundancy, and energy-dissipating ability to
shift loads from the locally injured region to nearby regions capable of supporting these
extra loads without collapsing. In different cases, the main supporting members in the bridges are exposed to differ-
ent hazardous loading conditions (e.g., bomb, earthquake, or vehicle impact). Interme-
diate piers in multiple span bridges should be designed to resist the loss of one or more
of their supporting columns. In addition, the cap beam should be designed for different
scenarios, including column removal. To obtain full knowledge of the total response of the bridge due to the sudden failure
of one supporting member, the analyzed bridge has been exposed to an internal pier
removal to represent truck or vessel impacts to the bridge pier. Initially, the structure’s
design load is applied as an initial load in 50 load increments followed by the unexpected
failure of one supporting structural column at 0.2 sec. With a time step of 0.01 sec. 3.5 Collapse mechanism due to column removal In this case of failure, an interior column is assumed to fail suddenly to represent differ-
ent cases of pier collapse, such as vehicle or vessel impact. The failure of the column is
modeled by removing the springs connecting the column elements during a period of
0.20 second. The dynamic nonlinear collapse analysis using IAEM has been performed. Based on the simulation results, the mechanism of failure due to the column collapse is
shown in Fig. 13. Moreover, the collapse of a bridge due to column removal in reality is
shown in Fig. 14. The history of failure can be summarized as follows: Page 13 of 15
Advances in Bridge Engineering (2022) 3:24
1- Once the interior column has collapsed, the two adjacent girders have fallen down
i
il
d
h
l
i b
i
I
ddi i
il
Fig. 13 Collapse mechanism of the prestressed girder due to column removal
Fig. 14 Collapse of bridge due to column removal in practice (2022) 3:24 Page 13 of 15 Abdelaziz et al. Advances in Bridge Engineering (20 Fig. 13 Collapse mechanism of the prestressed girder due to column removal Fig. 13 Collapse mechanism of the prestressed girder due to column removal Fig. 13 Collapse mechanism of the prestressed girder due to column removal Fig. 14 Collapse of bridge due to column removal in practice Fig. 14 Collapse of bridge due to column removal in practice Fig. 14 Collapse of bridge due to column removal in practice Fig. 14 1- Once the interior column has collapsed, the two adjacent girders have fallen down
acting as two cantilevers connected to the elastomeric bearing. In addition, tensile
cracks, as well as, yielding of the top reinforcement, bottom reinforcement, and ten-
don have occurred. 1- Once the interior column has collapsed, the two adjacent girders have fallen down
acting as two cantilevers connected to the elastomeric bearing. In addition, tensile
cracks, as well as, yielding of the top reinforcement, bottom reinforcement, and ten-
don have occurred. 2- Due to the lack of continuity between the adjacent spans, no catenary action has
been developed in the superstructure of the bridge. The two spans have continued
falling dawn until one of their sides collided with the ground. 3- The type of the bearing between the girder and the supporting column affects the
post-behavior of the girders. 3.5 Collapse mechanism due to column removal In the current bridge, the connection between their
other sides and the elastomeric supports has failed. As a result, these sides have col-
lided with the adjacent column, resulting in a shear load acting on the column. 4- As previously stated, if the shear capacity of the column is less than the action shear force,
it will collapse, and the collapse of the adjacent span will take place, resulting in progres-
sively collapse of the bridge. However, the shear capacity of the column in the current
model is sufficient to resist the shear force caused by the girder impact on the column. Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Page 14 of 15 5- The final mode of in the current model is that one of the girder sides has rested on
the ground while the other side has rested on the column. However, there is another
possibility: the entire length of the bridge might fall down to the ground after the fail-
ure of the connection between the girder and the elastomeric bearing. This depends
on the span of the bridge, the height of the piers, and the column’s mode of failure. 5- The final mode of in the current model is that one of the girder sides has rested on
the ground while the other side has rested on the column. However, there is another
possibility: the entire length of the bridge might fall down to the ground after the fail-
ure of the connection between the girder and the elastomeric bearing. This depends
on the span of the bridge, the height of the piers, and the column’s mode of failure. Funding Funding
This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors. Funding
This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors. Availability of data and materials Availability of data and materials Availability of data and materials
The datasets used and/or analyzed during the current study available from the corresponding author on reasonable
request. 4 Conclusions In this study, the IAEM has been utilized to perform collapse analysis of prestressed
bridges under various hazard loads. A typical prestressed bridge has been analyzed
under two severe loading conditions; blast load and sudden failure of column. According
to the presented results, progressive collapse phenomena can occur due to the lack of
redundancy. Alternative load paths should be provided to avoid such catastrophic col-
lapses and minimize the induced damage during blast hazards. Blast resistant bridge
design should be developed and implemented by the national building codes to pro-
tect bridges against terrorist events. The numerical approach, IAEM, presented in this
research, demonstrates a strong capability for studying the overall behavior of pre-
stressed bridges under high loading circumstances, from the early stages of loading to
final collapse. The investigation has confirmed the IAEM’s dependability in simulating
prestressed bridges using a minimum number of elements and, therefore, a reasonable
CPU solving time. Competing interests
Th
th
d
l p
g
The authors declare no conflict of interest, financial or otherwise. Received: 23 October 2022 Accepted: 11 November 2022 Authors’ contributions
bd l
l Authors contributions
M. Abdelaziz mainly contributed to the research and numerical studies. M. Gomaa and H. El-Ghazaly mainly contributed
as technical leading and support. All authors have read and approved the manuscript. References US Army Corps Ofengineers
Yahia MT (2009) Response of bridge structures subjected to blast loads and protection techniques to mitigat
of blast hazards on bridges PHD thesis New Brunswick UFC-3-340-02 (2008) Structures to resist the effects of accidental explosions. US Army Corps Ofengineers
Yahia MT (2009) Response of bridge structures subjected to blast loads and protection techniques to mitigate the effect
of blast hazards on bridges. PHD thesis,, New Brunswick Yahia MT (2009) Response of bridge structures subjected to blast loads and protection techniques to mitigate the effect
of blast hazards on bridges. PHD thesis,, New Brunswick g
Zhang G, Liu Y, Liu J, Lan S, Yang J (2022) Causes and statistical characteristics of bridge failures: A review. J Traffic Transp Eng
Zhao K, Song Y, Wang J (2014) Progressive collapse mechanism of continuous girder bridges under barge collision. 2014
World Congr. Adv. Civil, Environ. Mater. Res. (ACEM14), Busan References In Elkholy S, Meguro K (2004) Numerical simulation of high-rise steel buildings using improved applied element method. In:
13th World Conf Earthq Eng Vancouver BC Canada 13th World Conf. Earthq. Eng. Vancouver, BC, Canada q
g
,
,
El-Kholy SA, Gomaa MS, Akl AY (2012) Improved applied element simulation of RC and composite structures under
extreme loading conditions. Arab J Sci Eng 37:921–933 q
g
El-Kholy SA, Gomaa MS, Akl AY (2012) Improved applied element simulation of RC and composite structures under
extreme loading conditions. Arab J Sci Eng 37:921–933 g
g
Hassan JF, Rahman AAA, Al-Tarafany DM (2021) Prestressed bridge deck responses to blast loads. IOP Conf Ser Mater Sci
Eng 1067:12003 Hassan JF, Rahman AAA, Al-Tarafany DM (2021) Prestressed bridge deck responses to blast loads. IOP Conf Ser Mater S
Eng 1067:12003 Ibarhim A, Salim H, Rahman NA (2012) Progressive collapse of post-tensioned box girder bridges under blast loads using
applied element method. Struct Congr 2012:2291–2300 Ibarhim A, Salim H, Rahman NA (2012) Progressive collapse of post-tensioned box girder bridges under blast loads using
applied element method. Struct Congr 2012:2291–2300 g
Jiang H, Wang J, Chorzepa MG, Zhao J (2017) Numerical investigation of progressive collapse of a multispan continuous
bridge subjected to vessel collision. J Bridg Eng 22:4017008 Menegotto M, Pinto PE (1973) Method of Analysis for Cyclically Loaded R. C. Plane Frames Including Changes in Geom‑
etry and Non-Elastic Behavior of Elements under Combined Normal Force and Bending. In: Proc IABSE Symp Resist i Okamoto H, Maekawa K (1991) Nonlinear analysis and constitutive models of reinforced concrete. Gihodo Shuppan
Company Seyed Khoei A, Akbari R, Maalek S, Gharighoran A (2020) Assessment of design and retrofitting solutions on the progres‑
sive collapse of Hongqi bridge. Shock Vib 2020 Seyedkhoei A, Akbari R, Maalek S (2019) Earthquake-induced domino-type progressive collapse in regular, semiregular,
and irregular bridges. Shock Vib 2019 g
g
Tagel-Din H, Meguro K (2000) Applied element method for dynamic large deformation analysis of structures. Doboku
Gakkai Ronbunshu 2000:1–10 UFC-3-340-02 (2008) Structures to resist the effects of accidental explosions. US Army Corps Ofengineers
Yahia MT (2009) Response of bridge structures subjected to blast loads and protection techniques to mitigat UFC-3-340-02 (2008) Structures to resist the effects of accidental explosions. References e e e ces
Abdelaziz MM, El-Ghazaly H, Gomaa MS (2020) Modelling of Prestressed concrete girders using improved applied ele‑
ment method. In: 7th Int. Conf Integrity-Reliability-Failure, pp 505–506 Abdelaziz MM, El-Ghazaly H, Gomaa MS (2020) Modelling of Prestressed concrete girders using improved applied ele‑
ment method. In: 7th Int. Conf Integrity-Reliability-Failure, pp 505–506
Abdelaziz MM, El-Ghazaly HA, Gomaa MS (2021a) Improved applied element model for bonded Prestressed concrete
structures. J Struct Eng 147:4020298
Abdelaziz MM, El-Ghazaly HA, Gomaa MS (2021b) Numerical simulation of unbonded prestressed concrete beams using
improved applied element method. Eng Struct 245:112962
Amr Ramadan Ibrahim (2018) Reducing progressive collapse in reinforced concrete building structures. PhD Thesis. Benha Faculty of Engineering, Benha University
Beshara FBA (1991) Nonlinear finite element analysis of reinforced concrete structures subjected to blast loading. PhD
Thesis -. City University London Page 15 of 15 Abdelaziz et al. Advances in Bridge Engineering (2022) 3:24 Bi K, Ren W-X, Cheng P-F, Hao H (2015) Domino-type progressive collapse analysis of a multi-span simply-supported
bridge: a case study. Eng Struct 90:172–182 Bi K, Ren W-X, Cheng P-F, Hao H (2015) Domino-type progressive collapse analysis of a multi-span simply-supported
bridge: a case study. Eng Struct 90:172–182 g
y
g
BS-5896 TBS (2012) High tensile steel wire and strand for the prestressing of concrete. Specification. g
y
g
BS-5896 TBS (2012) High tensile steel wire and strand for the prestressing of concrete. Specification. Deng L, Wang W, Yu Y (2016) State-of-the-art review on the causes and mechanisms of bridge collapse. J Perform Constr
Facil 30:4015005 Deng L, Wang W, Yu Y (2016) State-of-the-art review on the causes and mechanisms of bridge collapse. J Perform Const
Facil 30:4015005 ECP-201 (2012) Egyptian code for calculating loads and forces in structural work and masonry. Housing and Building (
) gyp
g
y
g
National Research Center. Ministry of Housing, Utilities and Urban Planning, Cairo y
g
g
ECP-203 (2018) Egyptian code for design and construction of reinforced concrete structures. Housing and Building gy
g
National Research Center. Ministry of Housing, Utilities and Urban Planning, Cairo gy
g
National Research Center. Ministry of Housing, Utilities and Urban Planning, Cairo Elkholy S, Meguro K (2004) Numerical simulation of high-rise steel buildings using improved applied element method. In:
13th World Conf. Earthq. Eng. Vancouver, BC, Canada Elkholy S, Meguro K (2004) Numerical simulation of high-rise steel buildings using improved applied element method. Publisher’s Note
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Development and validation of a prediction model for adenoma detection during screening and surveillance colonoscopy with comparison to actual adenoma detection rates
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Development and validation of a prediction model for adenoma detection during screening
and surveillance colonoscopy with comparison to actual adenoma detection rates
Brand, E.C.; Crook, J.E.; Thomas, C.S.; Siersema, P.D.; Rex, D.K.; Wallace, M.B. 2017, Article / Letter to editor (PLoS One, 12, 9, (2017), article e0185560)
Doi link to publisher: https://doi.org/10.1371/journal.pone.0185560 Version of the following full text: Publisher’s version
Downloaded from: http://hdl.handle.net/2066/177124
Download date: 2024-10-24 Note: To cite this publication please use the final published version (if applicable). RESEARCH ARTICLE Editor: John Green, University Hospital Llandough,
UNITED KINGDOM Editor: John Green, University Hospital Llandough,
UNITED KINGDOM Editor: John Green, University Hospital Llandough,
UNITED KINGDOM Received: June 21, 2017
Accepted: September 14, 2017
Published: September 28, 2017 OPEN ACCESS Citation: Brand EC, Crook JE, Thomas CS,
Siersema PD, Rex DK, Wallace MB (2017)
Development and validation of a prediction model
for adenoma detection during screening and
surveillance colonoscopy with comparison to
actual adenoma detection rates. PLoS ONE 12(9):
e0185560. https://doi.org/10.1371/journal. pone.0185560 Materials and methods Screening and surveillance colonoscopy data from the cross-sectional multicenter cluster-
randomized Endoscopic Quality Improvement Program-3 (EQUIP-3) study (NCT02325635)
was used. The dataset was split into two cohorts based on center. A prediction model for
detection of 1 adenoma was developed using multivariable logistic regression and subse-
quently internally (bootstrap resampling) and geographically validated. We compared pre-
dicted to observed ADRs. Copyright: This is an open access article, free of all
copyright, and may be freely reproduced,
distributed, transmitted, modified, built upon, or
otherwise used by anyone for any lawful purpose. The work is made available under the Creative
Commons CC0 public domain dedication. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Development and validation of a prediction
model for adenoma detection during
screening and surveillance colonoscopy with
comparison to actual adenoma detection
rates Eelco C. Brand1,2, Julia E. Crook3, Colleen S. Thomas3, Peter D. Siersema4, Douglas
K. Rex5, Michael B. Wallace1* Eelco C. Brand1,2, Julia E. Crook3, Colleen S. Thomas3, Peter D. Siersema4, Douglas
K. Rex5, Michael B. Wallace1* a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 1 Department of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, Florida, United States of
America, 2 Department of Gastroenterology and Hepatology, University Medical Center Utrecht, Utrecht, the
Netherlands, 3 Division of Biomedical Statistics and Informatics, Mayo Clinic, Jacksonville, Florida, United
States of America, 4 Department of Gastroenterology and Hepatology, Radboud University Medical Center,
Nijmegen, The Netherlands, 5 Department of Gastroenterology and Hepatology, Indiana University Medical
Center, Indianapolis, Indiana, United States of America * Wallace.Michael@mayo.edu Objective The adenoma detection rate (ADR) varies widely between physicians, possibly due to
patient population differences, hampering direct ADR comparison. We developed and vali-
dated a prediction model for adenoma detection in an effort to determine if physicians’
ADRs should be adjusted for patient-related factors. Conclusion The substantial variation in ADRs could only partially be explained by patient-related factors. These data suggest that ADR variation could likely also be due to other factors, e.g. physi-
cian or technical issues. Abbreviations: ADR, adenoma detection rate; ASA,
American Society of Anesthesiology physical status
class; BMI, body mass index; CI, confidence
interval; C-statistic, concordance statistic; CRC,
colorectal cancer; EQUIP, Endoscopic Quality
Improvement Program; GIQuIC, Gastro-Intestinal
Quality Improvement Consortium; NA, not
applicable; NCT, clinical trial registration number of
clinicaltrials.gov; OR, odds ratio; SD, standard
deviation; TRIPOD, Transparent Reporting of a
multivariable prediction model for Individual
Prognosis or Diagnosis. Prediction of adenoma detection rates during screening and surveillance colonoscopy Competing interests: Peter D. Siersema is a
consultant for EndoAid and EndoChoice and
received grant support from Pentax and Boston
Scientific. Douglas K. Rex is a consultant for
Olympus, received research support from
EndoChoice, Medivators, EndoAid and Boston
Scientific, and received honoraria from Boston
Scientific. Michael B. Wallace received grant
support from Boston Scientific, Olympus,
Medtronic and Ninepoint, and is in possession of
stocks of Cosmo pharmaceuticals within a blind
trust. None of the mentioned funders had any role
in the conception, planning, design, and execution
of the study, neither did they have a role in the
interpretation of the results, drafting of the
manuscript, and decision to publish. This does not
alter our adherence to PLOS ONE policies on
sharing data and materials. 1.29; 95%-CI: 1.17–1.43, OR class III vs. I: 1.57; 95%-CI: 1.32–1.86), surveillance versus
screening (OR: 1.39; 95%-CI: 1.27–1.53), and Hispanic or Latino ethnicity (OR: 1.13; 95%-
CI: 1.00–1.27). The model’s discriminative ability was modest (C-statistic in the derivation:
0.63 and validation cohort: 0.60). The observed ADR was considerably lower than predicted
for 12/66 (18.2%) physicians and 2/9 (22.2%) centers, and considerably higher than pre-
dicted for 18/66 (27.3%) physicians and 4/9 (44.4%) centers. Results The derivation (5 centers, 35 physicians, overall-ADR: 36%) and validation (4 centers, 31
physicians, overall-ADR: 40%) cohort included respectively 9934 and 10034 patients (both
cohorts: 48% male, median age 60 years). Independent predictors for detection of 1 ade-
noma were: age (optimism-corrected odds ratio (OR): 1.02; 95%-confidence interval (CI):
1.02–1.03), male sex (OR: 1.73; 95%-CI: 1.60–1.88), body mass index (OR: 1.02; 95%-CI:
1.01–1.03), American Society of Anesthesiology physical status class (OR class II vs. I: Funding: Eelco C. Brand received an unrestricted
scientific internship (16-03S) abroad grant from
The Dutch Digestive Foundation (Maag Lever Darm
Stichting). The funder had no role in study design,
data collection and analysis, decision to publish, or
preparation of the manuscript. PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 1 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Data source We used the data from the cluster-randomized cross-sectional Endoscopic Quality Improve-
ment Program-3 (EQUIP-3) study (Clinical Trials Registration: NCT02325635) that ran from
September 2013 until January 2015.[9] The EQUIP-3 study was approved by the Mayo Clinic
Institutional Review Board and was considered minimal risk and exempt from patient-level
consent.[9] In the EQUIP-3 study centers were randomized, after a lead-in phase, to receive a
quality improvement program aimed at increasing the ADR or no intervention. During the
lead-in phase data on all colonoscopies performed in all participating centers was collected
enabling analyses of the colonoscopy quality metrics without the influence of the quality
improvement program. The centers randomized to receive the quality improvement program,
received the first EQUIP training as described in the EQUIP-1 study,[27] consisting of baseline
measurement of ADR, followed by an in-person 1-hour powerpoint based training emphasiz-
ing on improvement of adenoma detection and flat lesion recognition. Furthermore in these
centers posters about EQUIP were placed in each endoscopy room, and the ADR of all endos-
copists was one-on-one discussed, typically with low performers. Each center and individual
then received regular follow-up ADR reports, approximately monthly during the post-inter-
vention phase.[9] Data was collected through the GIQuIC-form (S1 File)[12] by the physician
or nurse at the end of the procedure. Pathology results were entered subsequently when avail-
able. Predictor assessment was thus blinded for the outcome. Introduction Colonoscopy combined with polypectomy, when necessary, has been shown to decrease colo-
rectal cancer (CRC) incidence[1] and CRC-related mortality.[1,2] However, the protective
benefit is reduced by the occurrence of interval-CRC, i.e. CRC occurring within the colonos-
copy surveillance interval. Three main reasons for the occurrence of interval-CRC have been
suggested in literature, namely: 1) missed lesions during colonoscopy (accounting for approxi-
mately 50–60% of the cases), 2) incomplete resection, and 3) newly developed cancers.[3] The
proportion of patients undergoing colonoscopy in which at least one adenoma is detected, the
adenoma detection rate (ADR), has been shown to be inversely associated with the develop-
ment of interval-CRC.[4,5] Quality improvement in colonoscopy therefore aims, among other
things, at increasing and thereby achieving sufficient physicians’ ADRs. American and Euro-
pean guidelines recommend thus ADRs to be 25%,[6,7] i.e. 30% in male and 20% in
female patients.[7] The influence of several modifiable factors, such as procedural and technological factors, on
ADR have been studied.[8] Moreover, training programs to improve the ADR have been
developed and evaluated.[9,10] Nevertheless, ADRs vary widely between physicians,[11] possi-
bly caused by patient population differences. ADR comparison between centers and physicians
is therefore challenging and even more complicated by the strict domain in which the ADR
should be calculated, i.e. for patients at average risk of adenoma detection in a screening popu-
lation. Average risk individuals are those without additional risk factors for adenoma detec-
tion, e.g. a family history of CRC, a personal history of CRC or colorectal adenomas, and are
not preselected for colonoscopy through, for example, stool tests, e.g. fecal immunochemical
tests, or other diagnostic tests. Several initiatives aim to provide physicians with feedback on
their ADR through online databases, such as the Gastro-Intestinal Quality Improvement Con-
sortium (GIQuIC).[12] The feedback could be improved if next to these unadjusted ADRs the
expected ADR for a physician’s patient population could be predicted. Sample split The original dataset was split into two cohorts based on the performing center. This enabled
validation of the model in geographically different centers, which is a second-best after fully
external validation. In short, in the first cohort, i.e. the derivation cohort, the model will be
developed and internally validated. Subsequently, the fitted model will be geographically vali-
dated in the second cohort, i.e. the validation cohort. The number of patients, centers, physi-
cians, and randomization to the intervention were balanced between the derivation and
validation cohort. Introduction Several prediction models based on patient risk factors have been developed for the detec-
tion of advanced adenomas[13–23] and a few for any adenoma.[18,20,23–25] Most of the
models for any adenoma detection were developed in Asian populations,[18,20,23,24] with a
generally lower adenoma prevalence than Western populations, had a moderate discriminative
ability, and only included screening colonoscopies.[18,20,23–25]Application of these models
is thus hampered in a Western setting and in day-to-day practice where screening and PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 2 / 18 Prediction of adenoma detection rates during screening and surveillance colonoscopy surveillance colonoscopies might both be used for ADR calculations as they are performed
side-to-side. Therefore, the aim of the present study was to develop and validate a prediction model for
colorectal adenoma detection based on patient risk factors in a screening and surveillance pop-
ulation. The secondary aim was to compare the observed individual physicians’ and centers’
ADRs to the predicted proportion of patients with 1 adenoma based on the developed
model. Materials and methods The present study has been performed and reported according to the TRIPOD statement for
the reporting of multivariable prediction models (S2 File).[26] Predictors for adenoma detection Pre-colonoscopic possible predictors for adenoma detection were selected based on previously
published prediction models for the detection of (advanced) adenomas.[13–25] Age and body mass index (BMI) in kg/m2 were analyzed as continuous variables. We cate-
gorized race as: “African-American”, “Asian”, “other” (due to the small numbers of patients
per subgroup including white, native American, Alaska native, native Hawaiian, native Pacific
and patients categorized as other), and “unknown or patient declined to provide”. Ethnicity
was categorized as: “Hispanic or Latino”, “not Hispanic or Latino”, and “unknown or patient
declined to provide”. As a proxy for clinical condition and co-morbidities the American Society of Anesthesiol-
ogy physical status (ASA) was used[28]. Because no ASA V patients and only a small number
of ASA IV patients were included, we categorized this variable as: “ASA I”, “ASA II” and “ASA
III or IV”. The indication of colonoscopy was surveillance, i.e. a personal history of colorectal adeno-
mas or surveillance marked as indication on the GIQuIC form, or colorectal cancer screening. Family history, i.e. 1 first-degree relative <60 years diagnosed with the condition, of colorec-
tal adenomas and family history of CRC were analyzed as dichotomous variables. The pre-
colonoscopic risk on adenoma detection, i.e. high or low, was not included as a possible pre-
dictor due to possible multicollinearity with indication, family history of CRC and family his-
tory of colorectal adenomas. Outcome The outcome of the prediction model was the detection of 1 histologically confirmed colo-
rectal adenoma per patient. The histological assessment was performed in daily practice, and
thus not completely blinded for patient factors, e.g. sex and age of the patient. However, the
pathologist did not have access to the GIQuIC form and was consequently blinded to factors
such as BMI, ASA class, and race and ethnicity, and it is therefore unlikely that these factors
could have influenced the pathologists’ judgment. Prediction of adenoma detection rates during screening and surveillance colonoscopy in the GIQuIC database; and 3) bowel preparation was adequate, i.e. sufficient to accurately
detect polyps 6 mm. In the present study we excluded patients: 1) <50 years, because screening is recommended
50 years; 2) with a known increased risk of colorectal neoplasia who are normally discarded
in ADR calculations, i.e. colonoscopy for a high-risk genetic CRC syndrome or surveillance
colonoscopy because of inflammatory bowel disease; and 3) a personal history of CRC, because
these patients will probably have undergone colorectal surgery. Screening and surveillance
colonoscopies were both included, because these are performed side-to-side in daily practice
and might both be used in ADR calculations. Furthermore, a prediction model for adenoma
detection in both a screening and surveillance population potentially facilitates ADR compari-
sons across physicians and centers in both screening and surveillance settings. A minuscule proportion (N = 53, 0.2%) of colonoscopies were probably performed in a
patient already included in the study, we therefore excluded these second colonoscopies from
the database. Participants Sixty-six physicians from nine centers in the United States, i.e. within California, Illinois, Indi-
ana, New Mexico, New York, Ohio, Tennessee, and Virginia, participated. Patients undergoing
outpatient colonoscopy were included in the EQUIP-3 study if 1) they did not have a history
of colorectal surgery; 2) indication for colonoscopy was screening or surveillance, as indicated 3 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Statistical analysis All statistical analyses were performed with R language environment for statistical computing
version 3.1.3.[29] 4 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Prediction of adenoma detection rates during screening and surveillance colonoscopy Sample size. We refer to the original paper for sample size calculations.[9] The number of
patients with 1 adenoma detected exceeded ten per possible predictor considered, and
should therefore be sufficient for the analysis. Sample size. We refer to the original paper for sample size calculations.[9] The number of
patients with 1 adenoma detected exceeded ten per possible predictor considered, and
should therefore be sufficient for the analysis. Missing data. To correct for possible errors with data-entry on the GIQuIC-form we
recoded the following implausible values as missing: BMI <15 or >55kg/m2, height <140 or
>220cm, weight <40 or >250kg. We assumed missing data of these variables to be missing at
random, in other words the fact that the data is missing is not related to the value that is miss-
ing.[30] Multiple imputation based on iterative (10 iterations) chained equations with predic-
tive mean matching was performed, creating 20 multiple imputed datasets, using the MICE-
package for R.[31] The multiple imputation procedure was performed based on center, physi-
cian, all possible predictors and detection of: 1 adenoma, 3 adenomas, any polyp, advanced
adenoma(s), adenocarcinoma(s), and serrated lesion(s).[32] The imputed values for BMI were
calculated from the imputed height and weight. We assumed patient’s race and ethnicity being categorized as “unknown or patient declined
to provide” to be missing not at random, i.e. we expect that there is a reason why these values
are not filled out in the GIQuIC database, and we therefore retained this category in the
modeling process. Descriptive statistics. The number of patients per center and per physician is presented
as medians and ranges. Continuous baseline characteristics are presented as mean ± standard
deviation, and categorical data as frequencies with proportions. The proportion of patients
with 1 adenoma detected, i.e. the ADR, is reported per subgroup. Univariable odds ratios (ORs) including 95%-confidence intervals (CIs) for the detection of
1 adenoma were estimated for all possible predictors based on logistic regression modeling. An odds ratio was regarded statistically significant if the 95%-CI did not include ‘one’. Model development and internal validation within the derivation cohort. PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Statistical analysis A multivari-
able logistic regression model with detection of 1 adenoma as outcome was fitted with the
following possible predictors: age, sex, BMI, race, ethnicity, ASA class, indication, family his-
tory of CRC, family history of colorectal adenomas, interaction between race and sex, and
interaction between ethnicity and sex. The model estimates were adjusted for randomization
to a quality improvement intervention by adding the dichotomous variable “colonoscopy per-
formed after intervention received versus no intervention received” to the model. The final
model was selected using stepwise backwards selection based on Akaike’s information
criterion. The model’s discriminative ability was assessed with the apparent C-statistic, which is
equivalent to the area under the receiver operating characteristic curve. Subsequently internal
validation was performed using 1000 bootstrap resamples per imputed dataset to calculate the
shrinkage factor and optimism-corrected C-statistic. Regular bootstrap resampling without
taking clustering into account was performed.[33] The optimism-corrected model coefficients
and intercept were calculated based on the shrinkage factor. The model calibration was visually
assessed with a calibration plot. Geographical validation and model-update within the validation cohort. Because we
expected differences in the baseline adenoma prevalence and overall effect of predictors due
to geographic variation we performed logistic re-calibration by fitting a logistic regression
model with the original model’s linear predictor as the independent variable and detection of
1 adenoma as the dependent variable. The intercept and coefficient of this new logistic
model are the re-calibrated intercept and slope-correction, respectively.[34] The discrimina-
tive ability (C-statistic) and calibration (with a calibration plot) of the updated model were
assessed. 5 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Prediction of adenoma detection rates during screening and surveillance colonoscopy Missing values No outcome data were missing. A substantial proportion (28.2–35.1%) of patients had missing
values for height, weight or BMI (Fig 1). Baseline characteristics and ADR per subgroup of patients The provider and patient characteristics, and ADR per variable are summarized in Table 1. The reasons for being at high risk of adenoma detection are summarized in S1 Table. Within
the derivation cohort the mean age was 60.2 years, 47.6% were male, and the mean BMI was
28.3 kg/m2. The overall ADR was 35.9%, with ADRs for female (29.6%) and male (42.9%)
patients above the recommended thresholds[7] of 20% and 30% respectively. Within the
validation cohort the patients were slightly older (mean age 61.0 years), almost the same pro-
portion was male (47.8%), and patients had a higher mean BMI (29.2 kg/m2). The overall ADR
(40.0%) was higher, and again the ADR for female (34.9%) and male (45.6%) patients was
above the recommended thresholds[7]. Regarding the baseline characteristics the derivation and validation cohort differed the
most with respect to the included proportion of African-American and Hispanic or Latino
patients, and colonoscopies with screening as indication (Table 1). Study population The 22316 patients were divided between the derivation and validation cohort. In the deriva-
tion cohort 9934 patients (1223 patients were excluded) were examined by 35 physicians in
five centers (Fig 1). In the validation cohort 10034 patients (1125 patients were excluded) were
examined by 31 physicians in four centers. Predicted proportion of patient with 1 adenoma detected compared to
actual ADRs In both cohorts the probability for the detection of 1 adenoma per patient was predicted
with the final model. The sum of the predicted probabilities of adenoma detection per patient
was calculated resulting in the predicted proportion of patients with 1 adenoma per physi-
cian and center. These predicted proportions were graphically compared to the physicans’ and
centers’ observed ADR, i.e. the proportion of patients with 1 adenoma detected, including
95% Wilson CIs. The observed ADR was considered considerably lower than predicted if the
upper bound of the 95% CI was lower than the predicted ADR, and considerably higher than
predicted if the lower bound of the 95% CI was higher than the predicted ADR. Univariable association between predictors and detection of 1
adenoma In the derivation cohort statistically significant positive predictors for detection of 1 ade-
noma were age (per year increase), male sex, BMI (per kg/m2 increase), ASA class II compared
to class I, ASA class III or IV compared to I, Hispanic or Latino ethnicity and surveillance
compared to screening as indication (Table 2). Some univariable associations within the validation cohort clearly differed from those
observed in the derivation cohort. The OR of ASA class III or IV compared to I was lower and
statistically non-significant. The OR of family history of CRC was above 1 in the validation
cohort, but was still non-significant. The OR for African-American, Asian, and Hispanic or 6 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Prediction of adenoma detection rates during screening and surveillance colonoscopy Fig 1. Flowchart of patients in the derivation and validation cohort with an overview of the reasons for and number of excluded patients and
number of implausible and missing values. BMI, body mass index; CRC, colorectal cancer; EQUIP-3, Endoscopic Quality Improvement Program-3
study; IBD, inflammatory bowel disease; N, number of patients. Fig 1. Flowchart of patients in the derivation and validation cohort with an overview of the reasons for and number of excluded patients and
number of implausible and missing values. BMI, body mass index; CRC, colorectal cancer; EQUIP-3, Endoscopic Quality Improvement Program-3
study; IBD, inflammatory bowel disease; N, number of patients. https://doi.org/10.1371/journal.pone.0185560.g001 https://doi.org/10.1371/journal.pone.0185560.g001 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 7 / 18 Prediction of adenoma detection rates during screening and surveillance colonoscopy Table 1. Provider and patient characteristics for the derivation and validation cohort and the adenoma detection rate per patient subgroup. Derivation cohort
Validation cohort
All patients
[N = 9934]
N (%)a
Patients with 1 adenoma
[N = 3568]
N (ADR)a
All patients
[N = 10034]
N (%)a
Patients with 1 adenoma
[N = 4013]
N (ADR)a
Provider characteristics
Centerb, median N (range)
1544 (1144–3336)
537 (431–1232)
2492.5 (1228–3821)
735 (561–1982)
Physicianc, median N (range)
289 (55–725)
93 (11–306)
246 (57–812)
96 (12–330)
Patient characteristics
Age in years, mean ± SD
60.2 ± 7.7
61.3 ± 7.8
61.0 ± 8.2
61.8 ± 8.3
Female
5209 (52.4)
1542 (29.6)
5237 (52.2)
1826 (34.9)
Male
4725 (47.6)
2026 (42.9)
4797 (47.8)
2187 (45.6)
BMI in kg/m2, mean ± SD
28.3 ± 5.6
[N = 6851]d
28.8 ± 5.5
[N = 2538]d
29.2 ± 5.8
[N = 6511]d
29.7 ± 5.8
[N = 3120]d
ASA I
2689 (27.1)
793 (29.5)
1920 (19.1)
668 (34.8)
ASA II
6455 (65.0)
2420 (37.5)
7532 (75.1)
3119 (41.4)
ASA III or IVe
790 (8.0)
355 (44.9)
582 (5.8)
226 (38.8)
Race
Otherf
6368 (64.1)
2250 (35.3)
8306 (82.8)
3463 (41.7)
African-American or black
1320 (13.3)
477 (36.1)
701 (7.0)
263 (37.5)
Asian
134 (1.3)
49 (36.6)
149 (1.5)
51 (34.2)
Unknown or patient declined to
provide
2112 (21.3)
792 (37.5)
878 (8.8)
236 (26.9)
Ethnicity
Not Hispanic or Latino
5933 (59.7)
2067 (34.8)
8451 (84.2)
3517 (41.6)
Hispanic or Latino
1415 (14.2)
533 (37.7)
87 (0.9)
31 (35.6)
Unknown or patient declined to
provide
2586 (26.0)
968 (37.4)
1496 (14.9)
465 (31.1)
Indication for colonoscopyg
Screening
7353 (74.0)
2409 (32.8)
6518 (65.0)
2361 (36.2)
Surveillance
2581 (26.0)
1159 (44.9)
3516 (35.0)
1652(47.0)
Risk assessmenth
Average risk
6558 (66.0)
2168 (33.1)
6589 (65.7)
2452 (37.2)
High risk
3376 (34.0)
1400 (41.5)
3445 (34.3)
1561 (45.3)
ADR
d
d t
ti
t
i
ti
f
ti
t
ith 1 d
d t
t d
b
ASA A
i
S
i t
f A
th
i l
h
i
l ADR, adenoma detection rate, i.e. proportion of patients with 1 adenoma detected per subgroup; ASA, American Society of Anesthesiology physical
status class; BMI, body mass index; N, number of patients; SD, standard deviation. ADR, adenoma detection rate, i.e. PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Latino patients was <1 within the validation cohort, while these variables had an OR >1 in the
derivation cohort. Latino patients was <1 within the validation cohort, while these variables had an OR >1 in the
derivation cohort. Latino patients was <1 within the validation cohort, while these variables had an OR >1 in the
derivation cohort. proportion of patients with 1 adenoma detected per subgroup; ASA, American Society of Anesthesiology physical
status class; BMI, body mass index; N, number of patients; SD, standard deviation. aUnless, stated otherwise in the beginning of the row. bFive centers were included in the derivation cohort, and four centers in the validation cohort. cThirty-five physicians were included in the derivation cohort, and thirty-one physicians were included in the validation cohort. dNumber of patients without missing values. eOnly three patients in the development cohort and no patients in the validation cohort were in ASA category IV and therefore ASA III and IV were
combined. fIncluding white, native American, Alaska native, native Hawaiian, native Pacific patients and patient’s race categorized as other. gThe indication is considered surveillance for patients with a personal history of colorectal adenomas or surveillance marked as indication on the
GastroIntestinal Quality Improvement Consortium (GIQuIC) form. hThe number of patients categorized per reason for high risk of adenoma detection are displayed in supporting information Table 1 (S1 Table). https://doi.org/10.1371/journal.pone.0185560.t001 y
p
aUnless, stated otherwise in the beginning of the row. bFive centers were included in the derivation cohort, and four centers in the validation cohort. cThirty-five physicians were included in the derivation cohort and thirty-one physicians were included in the validation cohort eOnly three patients in the development cohort and no patients in the validation cohort were in ASA category IV and therefore ASA III and IV were
combined. fIncluding white, native American, Alaska native, native Hawaiian, native Pacific patients and patient’s race categorized as other. gTh i di
ti
i
id
d
ill
f
ti
t
ith
l hi t
f
l
t l d
ill
k d
i di
ti
th fIncluding white, native American, Alaska native, native Hawaiian, native Pacific patients and patient’s race categorized as other. gThe indication is considered surveillance for patients with a personal history of colorectal adenomas or surveillance marked as indication on the Including white, native American, Alaska native, native Hawaiian, native Pacific patients and patient s race categorized as other. gThe indication is considered surveillance for patients with a personal history of colorectal adenomas or surveillance marked as indication on the
GastroIntestinal Quality Improvement Consortium (GIQuIC) form. https://doi.org/10.1371/journal.pone.0185560.t001 8 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Prediction of adenoma detection rates during screening and surveillance colonoscopy Table 2. Univariable odds ratios of possible risk factors for the detection of 1 adenoma within the derivation and validation cohort. Possible predictors
Derivation cohort
Validation cohort
Univariable odds ratioa
[95%-CI]
Univariable odds ratioa
[95%-CI]
Age (per year increase)
1.03 [1.02–1.04]
1.02 [1.02–1.03]
Female
1.00 (ref)
1.00 (ref)
Male
1.79 [1.64–1.94]
1.57 [1.44–1.70]
BMI (per kg/m2 increase)b
1.02 [1.01–1.03]
1.03 [1.02–1.04]
ASA I
1.00 (ref)
1.00 (ref)
ASA II
1.43 [1.30–1.58]
1.32 [1.19–1.47]
ASA III or IVc
1.95 [1.66–2.30]
1.19 [0.98–1.44]
Race
Otherd
1.00 (ref)
1.00 (ref)
African-American or black
1.04 [0.91–1.17]
0.84 [0.72–0.98]
Asian
1.06 [0.73–1.50]
0.73 [0.51–1.02]
Unknown or patient declined to provide
1.10 [0.99–1.22]
0.51 [0.44–0.60]
Ethnicity
Not Hispanic or Latino
1.00 (ref)
1.00 (ref)
Hispanic or Latino
1.13 [1.00–1.27]
0.78 [0.49–1.20]
Unknown or patient declined to provide
1.12 [1.02–1.23]
0.63 [0.56–0.71]
Indication for colonoscopye
Screening
1.00 (ref)
1.00 (ref)
Surveillance
1.67 [1.53–1.83]
1.56 [1.44–1.70]
History of colorectal cancer
No
1.00 (ref)
1.00 (ref)
Familyf
0.88 [0.75–1.02]
1.13 [0.97–1.31]
History of colorectal adenomas
No
1.00 (ref)
1.00 (ref)
Familyf
1.12 [0.93–1.35]
1.17 [0.88–1.55] ASA, American Society of Anesthesiology physical status class; BMI, body mass index; CI, confidence interval; ref, reference category. aOdds ratios based on a univariable logistic regression model with detection of 1 adenoma as outcome. 95% confidence intervals are profiled confidence
intervals. ,
y
gy p y
;
,
y
;
,
;
,
g
y
aOdds ratios based on a univariable logistic regression model with detection of 1 adenoma as outcome. 95% confidence intervals are profiled confidence
intervals. bThis association is calculated after multiple imputation. bThis association is calculated after multiple imputation. cO
S
S cOnly three patients in the development cohort and no patients in the validation cohort were in ASA category IV and
combined. dIncluding white, native American, Alaska native, native Hawaiian and native Pacific patients and patient’s race categorized as other. eThe indication is considered surveillance for patients with a personal history of colorectal adenomas or surveillance marked as indication on the
GastroIntestinal Quality Improvement Consortium (GIQuIC) form. f y
fFamily history is defined as a first degree relative diagnosed with the condition at an age <60 years. https://doi.org/10.1371/journal.pone.0185560.t002 Geographical validation within the validation cohort The re-calibrated model with an intercept of -2.406 and overall slope correction of 0.757 (final
model estimates not shown) had a modest discriminative ability (C-statistic 0.603). The model
tended to overestimate the adenoma detection among patients with a high observed adenoma
detection (Fig 2B). Prediction of adenoma detection rates during screening and surveillance colonoscopy Table 3. Prediction modela for the detection of 1 adenoma per patient based on multivariable logistic regression within the derivation cohort. Factors
Uncorrected multivariable
OR [95%-CI]
Correctedb β coefficients
Correctedb multivariable
OR [95%-CI]
Intercept
-
-3.134
-
Age (per year increase)
1.02 [1.02–1.03]
0.023
1.02 [1.02–1.03]
Female
1.00 (ref)
0 (ref)
1.00 (ref)
Male
1.76 [1.62–1.92]
0.549
1.73 [1.60–1.88]
BMI (per kg/m2 increase)
1.02 [1.01–1.03]
0.017
1.02 [1.01–1.03]
ASA I
1.00 (ref)
0 (ref)
1.00 (ref)
ASA II
1.30 [1.18–1.44]
0.256
1.29 [1.17–1.43]
ASA III or IV
1.59 [1.34–1.90]
0.451
1.57 [1.32–1.86]
Ethnicity
Not Hispanic or Latino
1.00 (ref)
0 (ref)
1.00 (ref)
Hispanic or Latino
1.13 [1.00–1.28]
0.122
1.13 [1.00–1.27]
Unknown or patient declined to provide
1.16 [1.05–1.29]
0.148
1.16 [1.05–1.28]
Indication for colonoscopyc
Screening
1.00 (ref)
0 (ref)
1.00 (ref)
Surveillance
1.41 [1.28–1.55]
0.332
1.39 [1.27–1.53]
ASA, American Society of Anesthesiology physical status class; BMI, body mass index; CI, confidence interval; OR, odds ratio; ref, reference category. aThe presented odds ratios are adjusted for EQUIP intervention (colonoscopy performed after versus no intervention received) which had an uncorrected
OR of 1.24 [95%-CI: 1.13–1.36] in the final model. bCorrected after internal validation using bootstrap resampling with a shrinkage factor of 0.969. The intercept is additionally corrected by subtraction of the
intercept correction of -0.017. cThe indication is considered surveillance for patients with a personal history of colorectal adenomas or surveillance marked as indication on the
GastroIntestinal Quality Improvement Consortium (GIQuIC) form ction of 1 adenoma per patient based on multivariable logistic regression within the derivation cohort. cThe indication is considered surveillance for patients with a personal history of colorectal adenomas or surveillance marked as indication on the
GastroIntestinal Quality Improvement Consortium (GIQuIC) form. https://doi.org/10.1371/journal.pone.0185560.t003 accurate, however, the model overestimated the probability of the detection of 1 adenoma
among patients with a low observed and especially high observed adenoma detection (Fig 2A). Model development and validation within the derivation cohort After stepwise backwards selection the following patient-related predictors were selected in the
multivariable model (Table 3): age, sex, BMI, ASA class, indication (surveillance versus screen-
ing), and Hispanic or Latino ethnicity. The discriminative ability was modest (apparent C-sta-
tistic: 0.630 and optimism-adjusted C-statistic: 0.626). Calibration of the model was visually PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 9 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 ASA, American Society of Anesthesiology physical status class; BMI, body mass index; CI, confidence interval; OR, odds ratio; ref, reference category.
aThe presented odds ratios are adjusted for EQUIP intervention (colonoscopy performed after versus no intervention received) which had an uncorrected
OR of 1.24 [95%-CI: 1.13–1.36] in the final model.
bCorrected after internal validation using bootstrap resampling with a shrinkage factor of 0.969. The intercept is additionally corrected by subtraction of the
intercept correction of -0.017.
cThe indication is considered surveillance for patients with a personal history of colorectal adenomas or surveillance marked as indication on the
GastroIntestinal Quality Improvement Consortium (GIQuIC) form. Prediction of adenoma detection rates during screening and surveillance colonoscopy Fig 2. Calibration plot of the model performance A) within the derivation cohort after internal validation (figure at the left), and B) within the
validation cohort after logistic re-calibration (figure at the right). Grouped observations are grouped per decile of patients. The observed proportion of
patients with 1 adenoma detected is displayed on the y-axis, and the predicted proportion of patients with 1 adenoma on the x-axis. C-statistic,
concordance statistic. Fig 2. Calibration plot of the model performance A) within the derivation cohort after internal validation (figure at the left), and B) within the
validation cohort after logistic re-calibration (figure at the right). Grouped observations are grouped per decile of patients. The observed proportion of
patients with 1 adenoma detected is displayed on the y-axis, and the predicted proportion of patients with 1 adenoma on the x-axis. C-statistic,
concordance statistic. https://doi.org/10.1371/journal.pone.0185560.g002 Predicted proportion of patients with 1 adenoma compared to
observed ADR Within the derivation cohort the median observed ADR was 35.2% (range: 20.0–52.5%) per
physician and 36.9% (range: 27.9–39.5%) per center. Six physicians and no center had an ADR
below the recommended threshold[6,7] of 25%. The median predicted proportion of
patients with 1 adenoma was 36.7% (range: 31.0–40.2%) per physician and 36.5% (range:
35.0%-38.0%) per center. The upper bound of the 95%-CI of the observed ADR was lower
than the predicted proportion of patients with 1 adenoma for five physicians and one center. The lower bound of the 95%-CI of the observed ADR was higher than the predicted propor-
tion of patients with 1 adenoma for five physicians and one center (Figs 3 and 4A). Within the validation cohort the median observed ADR was 41.9% (range: 4.2–65.0%) per
physician and 43.4% (range: 23.5–51.9%) per center. Five physicians and one center had an PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 10 / 18 Fig 3. Observed adenoma detection rates (including 95% Wilson confidence intervals) versus predicted proportions of patients with 1
adenoma per physician within the derivation cohort. The physicians are ranked in ascending order of adenoma detection rate. The numbers on the x-
axis denote the number of patients per physician. https://doi org/10 1371/journal pone 0185560 g003 Fig 3. Observed adenoma detection rates (including 95% Wilson confidence intervals) versus predicted proportions of patients with 1
adenoma per physician within the derivation cohort. The physicians are ranked in ascending order of adenoma detection rate. The numbers on the x-
axis denote the number of patients per physician. Fig 3. Observed adenoma detection rates (including 95% Wilson confidence intervals) versus predicted proportions of patients with 1
adenoma per physician within the derivation cohort. The physicians are ranked in ascending order of adenoma detection rate. The numbers on the x-
axis denote the number of patients per physician. https://doi.org/10.1371/journal.pone.0185560.g003 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 11 / 18 Prediction of adenoma detection rates during screening and surveillance colonoscopy Fig 4. A. Observed adenoma detection rates (including 95% Wilson confidence intervals) versus predicted proportions of patients with 1
adenoma per center within A) the derivation cohort (figure at the left) and B) the validation cohort (figure at the right). The centers are ranked in
ascending order of adenoma detection rate. The numbers on the x-axis denote the number of patients per center. https://doi.org/10.1371/journal.pone.0185560.g004 Fig 4. A. Observed adenoma detection rates (including 95% Wilson confidence intervals) versus predicted proportions of patients with 1
adenoma per center within A) the derivation cohort (figure at the left) and B) the validation cohort (figure at the right). The centers are ranked in
ascending order of adenoma detection rate. The numbers on the x-axis denote the number of patients per center. https://doi.org/10.1371/journal.pone.0185560.g004 https://doi.org/10.1371/journal.pone.0185560.g004 observed ADR <25%. The median predicted proportion of patients with 1 adenoma was
39.1% (range: 31.9–44.2%) per physician and 39.1% (range: 36.4–41.7%) per center. The upper
bound of the 95%-CI of the observed ADR was lower than the predicted proportion of patients
with 1 adenoma for seven physicians and one center. The lower bound of the 95%-CI of the
observed ADR was higher than the predicted proportion of patients with 1 adenoma for 13
physicians and three centers (Figs 5 and 4B). Discussion This study shows that age, sex, BMI, ASA class, surveillance vs. screening, and a Hispanic or
Latino ethnicity are independent patient-related predictors of colorectal adenoma detection in
a screening and surveillance population. These patient risk factors only modestly account for
the variation in individual physicians’ and centers’ ADR. The final multivariable model had a
moderate discriminative ability within the derivation and validation cohort, which slightly
increased after the addition of the performing physician as predictor. The lowest observed
ADRs were lower than predicted, while the highest observed ADRs were higher than pre-
dicted. Approximately one in six physicians performed colonoscopy with an ADR below that
predicted by patient risk factors. Our finding that increasing age is an independent predictor of adenoma detection is in line
with the recommendation to start screening colonoscopy from 50 years onwards, since ade-
noma detection increases with age.[35] The increased risk (OR: 1.73, 95%-CI: 1.60–1.88) for
adenoma detection in male versus female patients is consistent with the current recommended
difference in adenoma detection rate for male patients (30%) and female patients (20%)
that equals an OR of 1.71.[7] Increasing BMI was included as a predictor in almost every previ-
ous prediction model for adenoma detection[18,20,24,25] as is the case in our prediction
model. A recent Asian study found a self-reported family history of colorectal adenomas to be
associated with an increased risk of adenoma detection.[36] Moreover, a family history of
advanced adenomas has been shown to increase the risk of advanced adenoma detection.[37]
However in the present study a family history of adenomas was not independently predictive
for adenoma detection. Interestingly a family history of CRC was not found to be an indepen-
dent predictor either, while a family history of CRC has been previously included in prediction
models for both adenoma[18,23–25] and advanced adenoma detection.[16–19,22,23] Some possible predictors for adenoma detection that have been associated with (advanced)
adenoma detection or CRC development are not collected within the GIQuIC database. Smok-
ing was included in prediction models for adenoma detection.[18,23–25] Furthermore alcohol
consumption has been associated with the development of (advanced) adenomas,[38] and has
been included as independent predictor in two prediction models for advanced adenomas. Fig 5. Observed adenoma detection rates (including 95% Wilson confidence intervals) versus predicted proportions of patients with 1
adenoma per physician within the validation cohort. The physicians are ranked in ascending order of adenoma detection rate. The numbers on the x-
axis denote the number of patients per physician. Fig 5. Observed adenoma detection rates (including 95% Wilson confidence intervals) versus predicted proportions of patients with 1
adenoma per physician within the validation cohort. The physicians are ranked in ascending order of adenoma detection rate. The numbers on the x-
axis denote the number of patients per physician. Fig 5. Observed adenoma detection rates (including 95% Wilson confidence intervals) versus predicted proportions of patients with 1
adenoma per physician within the validation cohort. The physicians are ranked in ascending order of adenoma detection rate. The numbers on the x-
axis denote the number of patients per physician. https://doi.org/10.1371/journal.pone.0185560.g005 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 12 / 18 Prediction of adenoma detection rates during screening and surveillance colonoscopy Overall, there was no obvious trend of smaller sample sizes per physician or center at the
extremes of observed ADRs. The predicted proportion of patients with 1 adenoma varied
less than the observed ADR. Model performance including physician as predictive factor Given the moderate discriminative ability of the prediction model, a sensitivity analysis was
performed in which the performing physician was added as a variable during model develop-
ment within the derivation cohort. After stepwise backwards selection performing physician
was selected in the model and ethnicity was left out which led to a modest increase in the
apparent C-statistic from 0.630 to 0.647. PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Discussion [21,22] Certain medication, such as aspirin has been associated with a decreased risk of CRC
development[39] and could therefore have possibly added to the discrimination between
patients with and without adenomas.[25] In our model ASA class, which is routinely assessed
to make sedation decisions, might function as a proxy for medical condition in general. Never-
theless, assignment of ASA-class might heavily depend on the assessor, and certain medical
conditions, if predictive, would be less prone to observer judgment and might be more specific. Lastly, dietary components, e.g. dietary fibers have been associated with a decreased risk of PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 13 / 18 Prediction of adenoma detection rates during screening and surveillance colonoscopy colorectal adenoma development,[40] and fried food, picked food, white meat or green vegeta-
ble consumption were predictive of advanced adenoma detection in a Chinese population.[15]
However, dietary factor assessment in clinical practice might suffer from recall bias. These fac-
tors should be considered to be included as variables within ADR monitoring databases such as
GIQuIC, if addition of any of these predictors would improve prediction of adenoma detection. The moderate discriminative ability of our patient-factor based prediction model for ade-
noma detection is in line with a recent study in which adjustment of the ADR for age, sex,
race/ethnicity, and family history of CRC did reduce the variability in ADRs but had only a
small effect on the differences of ADRs between physicians.[41] In another study excluding
different patient subgroups from ADR calculations changed ADRs substantially, but had only
a small effect on the ADR ranking among physicians[42] suggesting that factors, such as physi-
cian-related, procedural or technological factors, are likely to influence the ADR. A physician-
effect might also be part of the explanation of the ADR increase during the first ten years of the
German CRC screening program, because physicians who started to perform screening colo-
noscopy detected more adenomas compared to physicians who stopped performing colonos-
copies.[43] Unfortunately, no physician-factors were known in our study, therefore their
influence on the variation in ADR could not be assessed. Future identification of modifiable
physician-factors next to for example withdrawal time could create opportunities for further
quality improvement in colonoscopy. Discussion In this study, to the best of our knowledge, we describe the first prediction model for ade-
noma detection in a screening and surveillance population and its application to compare the
predicted proportion of patients with 1 adenoma to the individual physician’s and center’s
observed ADRs. The study is strengthened by the prospective data collection. The large sample
size decreased the risk of model overfitting, which was further decreased by the internal and
geographical validation, however, a full external validation is still preferable before the model
would be widely applied. Our study also has some limitations. Firstly, although handled in the most appropriate way
with multiple imputations, the substantial proportion of missing data on BMI might have
influenced our results. Moreover, data on race and ethnicity was possibly missing not at ran-
dom and could therefore not be handled with multiple imputation. Data on smoking status
was unknown for all patients. Secondly, the race and ethnicity sub classification was based on
the possibilities within the GIQuIC form; therefore we could for example not specify whether
Asian patients originally came from Asian countries with a low or high colorectal adenoma
prevalence. Thirdly, due to the design of data collection the pathologists could not be blinded
for all predictors during histology assessment. Fourthly, the number of patients who under-
went surveillance colonoscopy earlier or later than recommended is unknown. This could
have influenced the ADR in the surveillance group, however compared to screening colonos-
copy more patients with 1 adenoma were detected during surveillance colonoscopy in the
present study. Lastly, since adenoma detection is not considered to be perfect with reported
per adenoma miss rates up to 20% of all adenomas,[44] the reference standard for detection,
i.e. colonoscopy, is not perfect. If the performing physician or procedural factors are truly
influencing the adenoma detection per patient, the outcome assessment might have been
biased. Unfortunately, it is not possible to determine to what extent this has influenced the per-
formance of our model and the selection of predictors. Conclusions We developed and validated a prediction model for colorectal adenoma detection in a screen-
ing and surveillance population based on patient-related predictors, i.e. age, sex, BMI, ASA 14 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Prediction of adenoma detection rates during screening and surveillance colonoscopy class, surveillance as indication, and Hispanic or Latino ethnicity, with a modest discriminative
ability. Additional patient-related predictors that were not included in the database, e.g. smok-
ing, alcohol use, medication and medical history, could possibly have added to the model per-
formance. However, these data suggest that variation in ADR between physicians could likely
be due to a combination of patient-related and other factors, e.g. physician, procedural or tech-
nical issues. These data also suggest that a low individual physician’s ADR, can only partially
be explained by patient mix, and efforts to improve ADR to meet current guidelines should be
pursued. S2 Database. De-identified database of the validation cohort.
(CSV) S1 File. Gastro-Intestinal Quality Improvement Consortium (GIQuIC) data-entry form. (PDF) S2 File. Transparent Reporting of a multivariable prediction model for Individual Progno-
sis or Diagnosis (TRIPOD) checklist. (PDF) S1 Table. Reasons of high-risk assessment for adenoma detection and adenoma detection
rate per high-risk assessment reason. (DOCX) Acknowledgments We thank Max Peters, MD, PhD, for his advice on the modeling in R. We thank Max Peters, MD, PhD, for his advice on the modeling in R. Supporting information Supporting information
S1 Database. De-identified database of the derivation cohort. (CSV)
S2 Database. De-identified database of the validation cohort. (CSV)
S1 Data Dictionary. Description of the variables within the databases. (XLSX)
S1 File. Gastro-Intestinal Quality Improvement Consortium (GIQuIC) data-entry form. (PDF)
S2 File. Transparent Reporting of a multivariable prediction model for Individual Progno-
sis or Diagnosis (TRIPOD) checklist. (PDF)
S1 Table. Reasons of high-risk assessment for adenoma detection and adenoma detection
rate per high-risk assessment reason. (DOCX) S1 Database. De-identified database of the derivation cohort.
(CSV) S2 Database. De-identified database of the validation cohort. (CSV) S2 Database. De-identified database of the validation cohort. (CSV) References 1. Nishihara R, Wu K, Lochhead P, Morikawa T, Liao X, Qian ZR, et al. Long-term colorectal-cancer inci-
dence and mortality after lower endoscopy. N Engl J Med. United States; 2013; 369: 1095–1105. https://doi.org/10.1056/NEJMoa1301969 PMID: 24047059 2. Zauber AG, Winawer SJ, O’Brien MJ, Lansdorp-Vogelaar I, van Ballegooijen M, Hankey BF, et al. Colo-
noscopic polypectomy and long-term prevention of colorectal-cancer deaths. N Engl J Med. United
States; 2012; 366: 687–696. https://doi.org/10.1056/NEJMoa1100370 PMID: 22356322 3. Robertson DJ, Lieberman D a, Winawer SJ, Ahnen DJ, Baron J a, Schatzkin A, et al. Colorectal cancers
soon after colonoscopy: a pooled multicohort analysis. Gut. 2014; 63: 949–56. https://doi.org/10.1136/
gutjnl-2012-303796 PMID: 23793224 4. Corley DA, Jensen CD, Marks AR, Zhao WK, Lee JK, Doubeni CA, et al. Adenoma detection rate and
risk of colorectal cancer and death. N Engl J Med. United States; 2014; 370: 1298–1306. https://doi.org/
10.1056/NEJMoa1309086 PMID: 24693890 5. Kaminski MF, Regula J, Kraszewska E, Polkowski M, Wojciechowska U, Didkowska J, et al. Quality
indicators for colonoscopy and the risk of interval cancer. N Engl J Med. United States; 2010; 362:
1795–1803. https://doi.org/10.1056/NEJMoa0907667 PMID: 20463339 6. Kaminski MF, Thomas-Gibson S, Bugajski M, Bretthauer M, Rees CJ, Dekker E, et al. Performance
measures for lower gastrointestinal endoscopy: a European Society of Gastrointestinal Endoscopy
(ESGE) Quality Improvement Initiative. Endoscopy. Germany; 2017; 49: 378–397. https://doi.org/10. 1055/s-0043-103411 PMID: 28268235 7. Rex DK, Schoenfeld PS, Cohen J, Pike IM, Adler DG, Fennerty MB, et al. Quality indicators for colonos-
copy. Am J Gastroenterol. United States; 2015; 110: 72–90. https://doi.org/10.1038/ajg.2014.385
PMID: 25448873 8. Brand EC, Wallace MB. Strategies to Increase Adenoma Detection Rates. Curr Treat Options Gastro-
enterol. United States; 2017; 15: 184–212. https://doi.org/10.1007/s11938-017-0126-2 PMID:
28138858 9. Wallace MB, Crook JE, Thomas CS, Staggs E, Parker L, Rex DK. Effect of an endoscopic quality
improvement program on adenoma detection rates: a multicenter cluster-randomized controlled trial in
a clinical practice setting (EQUIP-3). Gastrointest Endosc. United States; 2017; 85: 538–545.e4. https://doi.org/10.1016/j.gie.2016.07.042 PMID: 27473182 10. Kaminski MF, Anderson J, Valori R, Kraszewska E, Rupinski M, Pachlewski J, et al. Leadership training
to improve adenoma detection rate in screening colonoscopy: a randomised trial. Gut. England; 2016;
65: 616–624. https://doi.org/10.1136/gutjnl-2014-307503 PMID: 25670810 11. Bretthauer M, Kaminski MF, Loberg M, Zauber AG, Regula J, Kuipers EJ, et al. Population-Based Colo-
noscopy Screening for Colorectal Cancer: A Randomized Clinical Trial. JAMA Intern Med. 2016; 176:
894–902. https://doi.org/10.1001/jamainternmed.2016.0960 PMID: 27214731 12. GIQuIC 2016. Clinical Data Registry [Internet]. Author Contributions Conceptualization: Eelco C. Brand, Julia E. Crook, Michael B. Wallace. Data curation: Colleen S. Thomas. Formal analysis: Eelco C. Brand, Julia E. Crook, Colleen S. Thomas. Investigation: Eelco C. Brand, Peter D. Siersema, Douglas K. Rex, Michael B. Wallace. Methodology: Eelco C. Brand, Julia E. Crook, Colleen S. Thomas, Michael B. Wallace. Supervision: Michael B. Wallace. Visualization: Eelco C. Brand. Writing – original draft: Eelco C. Brand, Michael B. Wallace. Writing – review & editing: Eelco C. Brand, Julia E. Crook, Colleen S. Thomas, Peter D. S
sema, Douglas K. Rex, Michael B. Wallace. Conceptualization: Eelco C. Brand, Julia E. Crook, Michael B. Wallace. Data curation: Colleen S. Thomas. Investigation: Eelco C. Brand, Peter D. Siersema, Douglas K. Rex, Michael B. Wallace. Methodology: Eelco C. Brand, Julia E. Crook, Colleen S. Thomas, Michael B. Wallace. Supervision: Michael B. Wallace. Writing – original draft: Eelco C. Brand, Michael B. Wallace. Writing – review & editing: Eelco C. Brand, Julia E. Crook, Colleen S. Thomas, Peter D. Sier-
sema, Douglas K. Rex, Michael B. Wallace. 15 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Prediction of adenoma detection rates during screening and surveillance colonoscopy PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 References [cited 29 Nov 2016]. http://giquic.gi.org/. 13. Adelstein B-A, Macaskill P, Turner RM, Katelaris PH, Irwig L. The value of age and medical history for
predicting colorectal cancer and adenomas in people referred for colonoscopy. BMC Gastroenterol. England; 2011; 11: 97. https://doi.org/10.1186/1471-230X-11-97 PMID: 21899773 14. Betes M, Munoz-Navas MA, Duque JM, Angos R, Macias E, Subtil JC, et al. Use of colonoscopy as a
primary screening test for colorectal cancer in average risk people. Am J Gastroenterol. United States;
2003; 98: 2648–2654. https://doi.org/10.1111/j.1572-0241.2003.08771.x PMID: 14687811 15. Cai Q-C, Yu E-D, Xiao Y, Bai W-Y, Chen X, He L-P, et al. Derivation and validation of a prediction rule
for estimating advanced colorectal neoplasm risk in average-risk Chinese. Am J Epidemiol. United
States; 2012; 175: 584–593. https://doi.org/10.1093/aje/kwr337 PMID: 22328705 16. Imperiale TF, Monahan PO, Stump TE, Glowinski EA, Ransohoff DF. Derivation and Validation of a
Scoring System to Stratify Risk for Advanced Colorectal Neoplasia in Asymptomatic Adults: A Cross-
sectional Study. Ann Intern Med. United States; 2015; 163: 339–346. https://doi.org/10.7326/M14-1720
PMID: 26259154 17. Kaminski MF, Polkowski M, Kraszewska E, Rupinski M, Butruk E, Regula J. A score to estimate the like-
lihood of detecting advanced colorectal neoplasia at colonoscopy. Gut. England; 2014; 63: 1112–1119. https://doi.org/10.1136/gutjnl-2013-304965 PMID: 24385598 18. Kim DH, Cha JM, Shin HP, Joo KR, Lee J Il, Park D Il. Development and validation of a risk stratifica-
tion-based screening model for predicting colorectal advanced neoplasia in Korea. J Clin Gastroenterol. United States; 2015; 49: 41–49. https://doi.org/10.1097/MCG.0000000000000102 PMID: 24583751 19. Lin OS, Kozarek RA, Schembre DB, Ayub K, Gluck M, Cantone N, et al. Risk stratification for colon neo-
plasia: screening strategies using colonoscopy and computerized tomographic colonography. 16 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Prediction of adenoma detection rates during screening and surveillance colonoscopy Gastroenterology. United States; 2006; 131: 1011–1019. https://doi.org/10.1053/j.gastro.2006.08.015
PMID: 17030171 Gastroenterology. United States; 2006; 131: 1011–1019. https://doi.org/10.1053/j.gastro.2006.08.015
PMID: 17030171 20. 20. Omata F, Shintani A, Isozaki M, Masuda K, Fujita Y, Fukui T. Diagnostic performance of quantitative
fecal immunochemical test and multivariate prediction model for colorectal neoplasms in asymptomatic
individuals. Eur J Gastroenterol Hepatol. England; 2011; 23: 1036–1041. https://doi.org/10.1097/MEG. 0b013e32834a2882 PMID: 21897207 21. Schroy PC 3rd, Wong JB, O’Brien MJ, Chen CA, Griffith JL. A Risk Prediction Index for Advanced Colo-
rectal Neoplasia at Screening Colonoscopy. Am J Gastroenterol. United States; 2015; 110: 1062–1071. https://doi.org/10.1038/ajg.2015.146 PMID: 26010311 22. Tao S, Hoffmeister M, Brenner H. References Development and validation of a scoring system to identify individuals
at high risk for advanced colorectal neoplasms who should undergo colonoscopy screening. Clin Gas-
troenterol Hepatol. United States; 2014; 12: 478–485. https://doi.org/10.1016/j.cgh.2013.08.042 PMID:
24022090 23. Yeoh K-G, Ho K-Y, Chiu H-M, Zhu F, Ching JYL, Wu D-C, et al. The Asia-Pacific Colorectal Screening
score: a validated tool that stratifies risk for colorectal advanced neoplasia in asymptomatic Asian sub-
jects. Gut. England; 2011; 60: 1236–1241. https://doi.org/10.1136/gut.2010.221168 PMID: 21402615 24. Wong MCS, Lam TYT, Tsoi KKF, Hirai HW, Chan VCW, Ching JYL, et al. A validated tool to predict
colorectal neoplasia and inform screening choice for asymptomatic subjects. Gut. England; 2014; 63:
1130–1136. https://doi.org/10.1136/gutjnl-2013-305639 PMID: 24045331 25. Shaukat A, Church TR, Shanley R, Kauff ND, O’Brien MJ, Mills GM, et al. Development and validation
of a clinical score for predicting risk of adenoma at screening colonoscopy. Cancer Epidemiol Biomark-
ers Prev. United States; 2015; 24: 913–920. https://doi.org/10.1158/1055-9965.EPI-14-1321 PMID:
25800242 26. Collins GS, Reitsma JB, Altman DG, Moons KGM. Transparent Reporting of a multivariable prediction
model for Individual Prognosis or Diagnosis (TRIPOD): the TRIPOD statement. Ann Intern Med. United
States; 2015; 162: 55–63. https://doi.org/10.7326/M14-0697 PMID: 25560714 27. Coe SG, Crook JE, Diehl NN, Wallace MB. An endoscopic quality improvement program improves
detection of colorectal adenomas. Am J Gastroenterol. 2013; 108: 219–26; quiz 227. https://doi.org/10. 1038/ajg.2012.417 PMID: 23295274 28. ASA Phyiscal Status Classification System [Internet]. 2014. https://www.asahq.org/resources/clinical-
information/asa-physical-status-classification-system 29. R Core Team. R: A language and environment for statistical computing version 3.1.3. R Foundation for
Statistical Computing. [Internet]. Vienna, Austria; 2015. http://www.r-project.org/ 30. Sterne JAC, White IR, Carlin JB, Spratt M, Royston P, Kenward MG, et al. Multiple imputation for miss-
ing data in epidemiological and clinical research: potential and pitfalls. BMJ. England; 2009; 338:
b2393. 31. van Buuren Stef G-O K. Mice: Multivariate Imputation by Chained Equations in R. In: Journal of Statisti-
cal Software, 45(3) [Internet]. 2011 pp. 1–67. http://www.jstatsoft.org/v45/i03/ 32. Moons KGM, Donders RART, Stijnen T, Harrell FEJ. Using the outcome for imputation of missing pre-
dictor values was preferred. J Clin Epidemiol. England; 2006; 59: 1092–1101. https://doi.org/10.1016/j. jclinepi.2006.01.009 PMID: 16980150 33. Bouwmeester W, Moons KGM, Kappen TH, van Klei WA, Twisk JWR, Eijkemans MJC, et al. Internal
validation of risk models in clustered data: a comparison of bootstrap schemes. Am J Epidemiol. United
States; 2013; 177: 1209–1217. https://doi.org/10.1093/aje/kws396 PMID: 23660796 34. Steyerberg EW. Chapter 20. Updating for a New Setting. PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 References In: Steyerberg EW, editor. Clinical Prediction
Models A Practical Approach to Development, Validation, and Updating. New York: Springer;
2009. pp. 361–366. 35. Diamond SJ, Enestvedt BK, Jiang Z, Holub JL, Gupta M, Lieberman DA, et al. Adenoma detection rate
increases with each decade of life after 50 years of age. Gastrointest Endosc. United States; 2011; 74:
135–140. https://doi.org/10.1016/j.gie.2011.03.1178 PMID: 21612774 36. Wong MCS, Ching JYL, Chiu H-M, Wu KC, Rerknimitr R, Li J, et al. Risk of Colorectal Neoplasia in Indi-
viduals With Self-Reported Family History: A Prospective Colonoscopy Study from 16 Asia-Pacific
Regions. Am J Gastroenterol. 2016; 111: 1621–1629. https://doi.org/10.1038/ajg.2016.52 PMID:
26977757 37. Ng SC, Lau JYW, Chan FKL, Suen BY, Tse YK, Hui AJ, et al. Risk of Advanced Adenomas in Siblings
of Individuals With Advanced Adenomas: A Cross-Sectional Study. Gastroenterology. United States;
2016; 150: 608–616. https://doi.org/10.1053/j.gastro.2015.11.003 PMID: 26584600 17 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 Prediction of adenoma detection rates during screening and surveillance colonoscopy 38. Zhu J-Z, Wang Y-M, Zhou Q-Y, Zhu K-F, Yu C-H, Li Y-M. Systematic review with meta-analysis: alcohol
consumption and the risk of colorectal adenoma. Aliment Pharmacol Ther. England; 2014; 40: 325–
337. https://doi.org/10.1111/apt.12841 PMID: 24943329 39. Algra AM, Rothwell PM. Effects of regular aspirin on long-term cancer incidence and metastasis: a sys-
tematic comparison of evidence from observational studies versus randomised trials. Lancet Oncol. England; 2012; 13: 518–527. https://doi.org/10.1016/S1470-2045(12)70112-2 40. Peters U, Sinha R, Chatterjee N, Subar AF, Ziegler RG, Kulldorff M, et al. Dietary fibre and colorectal
adenoma in a colorectal cancer early detection programme. Lancet (London, England). England; 2003;
361: 1491–1495. https://doi.org/10.1016/S0140-6736(03)13173-X 41. Jensen CD, Doubeni CA, Quinn VP, Levin TR, Zauber AG, Schottinger JE, et al. Adjusting for patient
demographics has minimal effects on rates of adenoma detection in a large, community-based setting. Clin Gastroenterol Hepatol. United States; 2015; 13: 739–746. https://doi.org/10.1016/j.cgh.2014.10. 020 PMID: 25445767 42. Marcondes FO, Dean KM, Schoen RE, Leffler DA, Rose S, Morris M, et al. The impact of exclusion cri-
teria on a physician’s adenoma detection rate. Gastrointest Endosc. United States; 2015; 82: 668–675. https://doi.org/10.1016/j.gie.2014.12.056 PMID: 26385275 43. Brenner H, Altenhofen L, Kretschmann J, Rosch T, Pox C, Stock C, et al. Trends in Adenoma Detection
Rates During the First 10 Years of the German Screening Colonoscopy Program. Gastroenterology. United States; 2015; 149: 356–66.e1. https://doi.org/10.1053/j.gastro.2015.04.012 PMID: 25911510 44. PLOS ONE | https://doi.org/10.1371/journal.pone.0185560
September 28, 2017 References van Rijn JC, Reitsma JB, Stoker J, Bossuyt PM, van Deventer SJ, Dekker E. Polyp miss rate deter-
mined by tandem colonoscopy: A systematic review. Am J Gastroenterol. J.C. Van Rijn, Department of
Clinical Epidemiology and Biostatistics, Academic Medical Center, 1105 AZ, Amsterdam, Netherlands,
United States; 2006; 101: 343–350. https://doi.org/10.1111/j.1572-0241.2006.00390.x PMID:
16454841 18 / 18
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In vitroandin vivocomparison of transport media for detecting nasopharyngeal carriage ofStreptococcus pneumoniae
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PeerJ
| 2,016
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cc-by
| 4,805
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In vitro and in vivo comparison of
transport media for detecting
nasopharyngeal carriage of Streptococcus
pneumoniae Anneke Steens1,2, Natacha Milhano1,3, Ingeborg S. Aaberge1 and
Didrik F. Vestrheim1 1 Infection Control and Environmental Health, Norwegian Institute of Public Health, Oslo, Norway
2 Faculty of Medicine, University of Oslo, Oslo, Norway
3 European Programme for Public Health Microbiology Training (EUPHEM), European Centre for Disease
Prevention and Control (ECDC), Stockholm, Sweden 1 Infection Control and Environmental Health, Norwegian Institute of Public Health, Oslo, Norway
2 Faculty of Medicine, University of Oslo, Oslo, Norway
3 E
P
f
P bli H
l h Mi
bi l
T
i i
(EUPHEM) E
C
f
Di 3 European Programme for Public Health Microbiology Training (EUPHEM), European Centre for Disease
Prevention and Control (ECDC), Stockholm, Sweden Subjects Microbiology, Infectious Diseases
Keywords Streptococcus pneumoniae, Nasopharyngeal carriage, Transport media, In vivo and in
vitro comparison, Carriage study, Pneumococcus ABSTRACT Background. As a standard method for pneumococcal carriage studies, the World
Health Organization recommends nasopharyngeal swabs be transported and stored at
cool temperatures in a medium containing skim-milk, tryptone, glucose and glycerol
(STGG). An enrichment broth used for transport at room temperature in three carriage
studies performed in Norway may have a higher sensitivity than STGG. We therefore
compared the media in vitro and in vivo. Methods. For the in vitro component, three strains (serotype 4, 19F and 3) were
suspended in STGG and enrichment broth. Recovery was compared using latex
agglutination, quantification of bacterial loads by real-time PCR of the lytA gene, and
counting colonies from incubated plates. For the in vivo comparison, paired swabs
were obtained from 100 children and transported in STGG at cool temperatures or in
enrichment broth at room temperature. Carriage was identified by latex agglutination
and confirmed by Quellung reaction. Results. In vitro, the cycle threshold values obtained by PCR did not differ between
the two media (p = 0.853) and no clear difference in colony counts was apparent
after incubation (p = 0.593). In vivo, pneumococci were recovered in 46% of swabs
transported in STGG and 51% of those transported in enrichment broth (Kappa statistic
0.90, p = 0.063). Submitted 27 June 2016
Accepted 15 August 2016
Published 22 September 2016
Corresponding author
Anneke Steens, anneke.steens@fhi.no
Academic editor
Luc Van Kaer
Additional Information and
Declarations can be found on
page 7
DOI 10.7717/peerj.2449
Copyright
2016 Steens et al. Distributed under
Creative Commons CC-BY 4.0 Submitted 27 June 2016
Accepted 15 August 2016
Published 22 September 2016
Corresponding author
Anneke Steens, anneke.steens@fhi.no
Academic editor
Luc Van Kaer
Additional Information and
Declarations can be found on
page 7
DOI 10.7717/peerj.2449
Copyright
2016 S
l Discussion. Overall, no statistical differences in sensitivity were found between
STGG and enrichment broth. Nevertheless, some serotype differences were observed
and STGG appeared slightly less sensitive than enrichment broth for detection of
nasopharyngeal carriage of pneumococci by culturing. We recommend the continued
use of STGG for transport and storage of nasopharyngeal swabs in pneumococcal
carriage studies for the benefit of comparability between studies and settings, including
more resource-limited settings. Subjects Microbiology, Infectious Diseases
Keywords Streptococcus pneumoniae, Nasopharyngeal carriage, Transport media, In vivo and in
vitro comparison, Carriage study, Pneumococcus Distributed under
Creative Commons CC-BY 4.0 How to cite this article Steens et al. How to cite this article Steens et al. (2016), In vitro and in vivo comparison of transport media for detecting nasopharyngeal carriage of
Streptococcus pneumoniae. PeerJ 4:e2449; DOI 10.7717/peerj.2449 INTRODUCTION Monitoring carriage of Streptococcus pneumoniae (pneumococci) is important for
determining changes after vaccine introduction in national immunisation programmes. To enable comparison of results from different studies and countries, the World Health
Organization Pneumococcal Carriage Working Group published a set of standard methods
for such studies measuring nasopharyngeal carriage of pneumococci (Satzke et al., 2013). A
medium containing skim milk powder, tryptone soy broth, glucose and glycerol in distilled
water (STGG) is recommended for transport and storage of nasopharyngeal specimens, and
transport should be done at cool temperatures (O’Brien et al., 2001). Studies using STGG
in developed countries have generally revealed prevalences of pneumococcal carriage in
children of around 30–50% (Andrade et al., 2014; Van Hoek et al., 2014; Desai et al., 2015). In Norway, several carriage studies have been performed using enrichment broth (beef
infusion enriched with 5% horse serum and 3.3% defibrinated horse blood (Kaltoft et al.,
2008); Statens Serum Institute, Copenhagen, Denmark) for transport at room temperature. Carriage prevalence in those studies was around 80% before and after introduction of the
7-valent pneumococcal conjugate vaccine (PCV), and 62% two years after switching to the
13-valent PCV (Steens et al., 2015). Although different factors may contribute to this high
prevalence, such as the percentage of children in day-care (>90% (Statistics Norway, 2010))
and the low use of antibiotics in Norway (Garcia-Rodriguez & Fresnadillo Martinez, 2002;
Norwegian Veterinary Institute, 2014), results suggest that enrichment broth transported at
room temperature may be more sensitive for detection of carriage than STGG transported
at cool temperatures. We therefore compared (1) in vitro recovery from serial dilutions in STGG and
enrichment broth and (2) in vivo detection of nasopharyngeal carriage of pneumococci
from swabs that were transported and stored in STGG at cool temperatures or in enrichment
broth at room temperature. ABSTRACT (2016), In vitro and in vivo comparison of transport media for detecting nasopharyngeal carriage of
Streptococcus pneumoniae. PeerJ 4:e2449; DOI 10.7717/peerj.2449 MATERIALS AND METHODS In the in vitro component of the study, we compared recovery rates of pneumococci
from serial dilutions that had been stored at different temperatures and media using (I)
culturing, (II) a commercial latex agglutination kit and (III) quantitative real-time PCR
(qPCR). In the in vivo component, we compared carriage using paired swabs taken from
children attending day-care centres and transported in STGG or enrichment broth. In the
second part, we used methods (I) and (II) for detection of pneumococci. See Fig. 1 for a
schematic overview of the procedures. Note that we followed the recommended conditions
for transport and storage for each medium (wet ice/cool box for STGG and freezing (in
vivo only), room temperature and immediate processing for enrichment broth). Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 In vitro comparison Furthermore, 100 µL of the STGG samples was added
to 3ml fresh enrichment broth. All was done in triplicate. Plates and tubes (broth sample
made from the STGG samples and the initial enrichment broth samples) were incubated
overnight at 35 ◦C with 5% CO2. Pneumococci were identified by latex agglutination (Pneumotest-Latex kit; Statens
Serum Institut, Denmark; Slotved et al., 2004) from the incubated broths. Quantification
of the bacterial loads was performed by qPCR (see below for details) and counting of the
colony forming units (CFU) from the incubated plates. In vitro comparison Three strains belonging to different serotypes were used as pneumococcal samples; two
reference strains (ATCC49619—serotype 19F, and TIGR4—serotype 4), and a strain
belonging to serotype 3 obtained from the 2013 sample of a previous Norwegian carriage
study (Steens et al., 2015). Colonies from each serotype were suspended in Todd-Hewitt Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 2/10 Vortex
and
freeze
at
-‐70°C
Serial
dilu6ons
of
pneumococcal
suspensions
in
TH
broth
100µL
in
1ml
STGG
on
wet
ice
100µL
in
3ml
enrichment
broth
at
room
temperature
TIME
3
hours
Overnight
Day
2
Latex
agglu6na6on
Plate
100µL
on
blood
agar. Incubate
at
35⁰C
Count
colonies
Incubate
in
ini6al
3ml
enrichment
broth
at
35⁰C
Prepare
200µL
sample
for
qPCR
and
freeze
Plate
100µL
on
blood
agar. Incubate
at
35⁰C
Incubate
100µL
in
3ml
enrichment
broth
at
35⁰C
Latex
agglu6na6on
Count
colonies
Prepare
200µL
sample
for
PCR
and
frozen
In
vitro
In
vivo
Nasopharyngeal
swab
2
Thaw
STGG
sample,
and
vortex
Place
in
3ml
enrichment
broth
at
room
temperature
TIME
Within
4
hours
Overnight
Day
2
Latex
agglu6na6on
Plate
the
swab
on
GBA
for
culturing. Incubate
at
35⁰C
Quellung
reac6on
Incubate
in
ini6al
3ml
enrichment
broth
at
35⁰C
Plate
20µL
on
GBA
for
culturing,
Incubate
at
35⁰C
Incubate
200µL
in
3ml
enrichment
broth
at
35⁰C
Latex
agglu6na6on
Quellung
reac6on
Place
in
1ml
STGG
in
a
cool
box
Freeze
for
minimal
18
hours
and
maximal
1
months
Nasopharyngeal
swab
1
qPCR
Figure 1 Schematic overview of the experimental designs. (A) in vitro. (B) in vivo. TH, Todd-Hewitt; STGG, skim milk, tryptone, glucose and
glycerol; GBA, gentamycin-blood-agar. Place
in
3ml
enrichment
broth
at
room
temperature Latex
agglu6na6on Figure 1 Schematic overview of the experimental designs. (A) in vitro. (B) in vivo. TH, Todd-Hewitt; STGG, skim milk, tryptone, glucose and
glycerol; GBA, gentamycin-blood-agar. (TH) broth at a concentration of 0.5 McFarland in serial 1:10 dilutions of 10−2 to 10−5
(minimal concentration for which recovery of pneumococcal DNA was possible; see
Supplemental Information 3). A volume of 100 µL of serotype dilution in TH broth was
added to each set of transport media (either 1 ml of STGG or 3 ml of enrichment broth)
to prepare the pneumococcal samples. The samples were left for 3 h on wet ice (STGG) or
room temperature (enrichment broth). Subsequently, 100 µL of the samples was plated on
Columbia horse blood agar plates. Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 DNA extraction and amplification by qPCR From each sample 200 µL was boiled for 10 min and DNA was extracted by QIAamp
DNA Mini QIAcube kit (Qiagen, Inc., Valencia, CA, US) according to the manufacturer’s
recommendations. A qPCR assay for the detection of the autolysin-encoding gene (lytA)
was then performed as described before by Carvalho et al. (2007). Briefly, 25 µL reaction
volume composed of TaqMan Fast Universal PCR Master Mix 2x, 200 nM of each primer
and probe, 10x Exo IPC-mix, 50x Exo IPC DNA and 2 µL of DNA was run at 50 ◦C for
2 min, denaturation at 95 ◦C for 10 min, followed by 40 amplification cycles of 95 ◦C
for 15 s and 60 ◦C for 1 min. Samples were considered negative if cycle thresholds (Ct) Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 3/10 exceeded 40. A positive (ATCC49619) and a non-template control (sterile water) were
included in each run, along with extraction controls. Data analysis For the in vitro analyses, Ct values and CFU counts (after a logarithmic transformation;
logCFU) from the two media were compared by linear regression. We used 11 mutually
exclusive dummy variables identifying different dilution-serotype combinations, which
enabled us to simultaneously run the comparison for all serotypes. Additionally, the analyses
were conducted separately per serotype. Agreement in the in vivo comparison was determined using the kappa statistic (Landis &
Koch, 1977) and the exact McNemar’s probability test for paired data. Data were analysed
in Stata 14.0 and GraphPad Prism 5. In vivo comparison This comparison was performed as part of a larger carriage study (sample taken in 2015
(Steens et al., 2016)). The study was conducted in accordance with principles of the Decla-
ration of Helsinki, and approved by the Regional Committee for Medical Research Ethics,
South-Eastern Norway (reference number: 2014/2046). Parents/guardians of the children
gave written informed consent before including their child in the study. The study design
resembles the design used in previous Norwegian carriage studies (Steens et al., 2015). Two flocked nylon nasopharyngeal swabs (E-swabsTM, Copan, Italy) taken from the
same nostril were collected from 100 children aged 1–6 years according to standard
procedures. The first swab was placed in 1 ml STGG which was subsequently stored in a
cool box and the second swab was stored and transported in 3 ml enrichment broth at room
temperature. The specimens were processed within 4 h of sampling. The STGG samples
were vortexed at high speed and frozen at −70 ◦C , following the recommendations of
WHO (Satzke et al., 2013). Within one month but earliest 18 h after initial freezing, the
STGG samples were processed further: after being thawed and vortexed, 200 µl was added
to fresh enrichment broth and 20 µl was plated on gentamycin-blood-agar (GBA). The
swabs from the enrichment broth samples were plated on GBA within 4 h of sampling
and the swab was re-inserted into the enrichment broth. All broths and GBA plates were
incubated overnight at 35 ◦C , with 5% CO2. Pneumococci were identified by latex agglutination from incubated broths. Confirma-
tion and factor typing were performed by Quellung reaction. All morphologically different
pneumococcal colonies per plate were typed. In cases where the latex agglutination was
positive but no colonies were found on plates after incubation overnight, samples were
re-cultured by plating one drop of the incubated broth and incubating this for another
night before further analysis. In vitro results (A) serotype 19F; (B) serotype 4; (C) serotype 3. * Uncountable. The quantification of DNA by Ct value is presented in Fig. 2. The Ct values overall
did not differ significantly between STGG and enrichment broth samples (p = 0.853),
though for serotype 4, the Ct values were significantly lower for STGG samples compared
to enrichment broth samples (p = 0.007). After culturing, no clear overall difference was
found in the logCFU (p = 0.593) but significant differences were observed for serotype 4
(Fig. 3B; p = 0.008; more colonies on plates incubated with STGG samples) and serotype 3
(Fig. 3C; p = 0.001; more colonies on plates incubated with enrichment broth samples). In vitro results The latex agglutination test was positive for both media for all serotype dilutions tested,
with the exception of serotype 3 at a dilution of 10−5 in STGG, where no pneumococci
were detected. Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 4/10 A
B
C
* #
Enrichment broth
STGG
Figure 2
DNA quantification (Ct values) at different dilutions of enrichment broth and STGG. (A)
serotype 19F*; (B) serotype 4; (C) serotype 3. * At a dilution of 10−5, one of the triplicates had a cycle
threshold (Ct) of 39.4, while the other two were above 40. This sample was therefore considered negative. # Ct above 40. **
A
B
C
Enrichment broth
STGG
**
Figure 3
Quantification of bacterial load (log counts of colony forming units [CFU]) at different dilu-
tions of enrichment broth and STGG. (A) serotype 19F; (B) serotype 4; (C) serotype 3. * Uncountable. A
B
C
* #
Enrichment broth
STGG * #
Figure 2
DNA quantification (Ct values) at different dilutions of enrichment broth and STGG. (A)
serotype 19F*; (B) serotype 4; (C) serotype 3. * At a dilution of 10−5, one of the triplicates had a cycle
threshold (Ct) of 39.4, while the other two were above 40. This sample was therefore considered negative. # Ct above 40. **
A
B
C
Enrichment broth
STGG
**
Figure 3
Quantification of bacterial load (log counts of colony forming units [CFU]) at different dilu-
tions of enrichment broth and STGG. (A) serotype 19F; (B) serotype 4; (C) serotype 3. * Uncountable. Figure 2
DNA quantification (Ct values) at different dilutions of enrichment broth and STGG. (A)
serotype 19F*; (B) serotype 4; (C) serotype 3. * At a dilution of 10−5, one of the triplicates had a cycle
threshold (Ct) of 39.4, while the other two were above 40. This sample was therefore considered negative. # Ct above 40. Figure 2
DNA quantification (Ct values) at different dilutions of enrichment broth and STGG. (A)
serotype 19F*; (B) serotype 4; (C) serotype 3. * At a dilution of 10−5, one of the triplicates had a cycle
threshold (Ct) of 39.4, while the other two were above 40. This sample was therefore considered negative. # Ct above 40. **
A
B
C
Enrichment broth
STGG
** Figure 3
Quantification of bacterial load (log counts of colony forming units [CFU]) at different dilu-
tions of enrichment broth and STGG. Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 In vivo results Forty-six percent of the swabs transported and stored in STGG and 51% of those transported
in enrichment broth were positive for pneumococci. This resulted in a Kappa statistic for
carriage of 0.90 for the paired swabs (Table 1), indicating a trend towards higher sensitivity
after transportation in enrichment broth compared to STGG (p = 0.0625). If re-cultured
samples were excluded, carriage was 44% for the samples transported and stored in STGG
and 48% for those transported in enrichment broth (Kappa = 0.92; p = 0.125). For each
child for whom both swabs were positive, the same serotype was obtained. In one child,
carriage of two serotypes was found in the enrichment broth sample, while one serotype
was found in the STGG sample. However, the plate incubated with the enrichment broth Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 5/10 Table 1
Pneumococcal carriage determined by culturing paired nasopharyngeal swabs stored in
STGG or enrichment broth. Enrichment broth
Positive
Negative
Total
Positive
46
0
46
STGG
Negative
5
49
54
Total
51
49
100
Notes. STGG, skim milk, tryptone, glucose and glycerol. sample had only one colony of the serotype that was missed in the STGG sample (serotype 3)
and the agglutination test was negative for this serotype, indicating presence at a very
low concentration. Table 1
Pneumococcal carriage determined by culturing paired nasopharyngeal swabs stored in
STGG or enrichment broth. Enrichment broth
Positive
Negative
Total
Positive
46
0
46
STGG
Negative
5
49
54
Total
51
49
100
Notes. STGG, skim milk, tryptone, glucose and glycerol. Table 1
Pneumococcal carriage determined by culturing paired nasopharyngeal swabs stored in
STGG or enrichment broth. Enrichment broth
Positive
Negative
Total
Positive
46
0
46
STGG
Negative
5
49
54
Total
51
49
100
Notes. STGG, skim milk, tryptone, glucose and glycerol. Table 1
Pneumococcal carriage determined by culturing paired nasopharyngeal swabs stored in
STGG or enrichment broth. STGG, skim milk, tryptone, glucose and glycerol. sample had only one colony of the serotype that was missed in the STGG sample (serotype 3)
and the agglutination test was negative for this serotype, indicating presence at a very
low concentration. sample had only one colony of the serotype that was missed in the STGG sample (serotype 3)
and the agglutination test was negative for this serotype, indicating presence at a very
low concentration. Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 DISCUSSION Overall, no statistical differences in sensitivity were found between STGG stored and
transported at cool temperatures and enrichment broth transported at room temperature. Nevertheless, some serotype differences were observed as well as a trend towards higher
sensitivity for detection of pneumococcal carriage after transportation in enrichment broth
compared to STGG. There are several possible reasons for these differences. In vitro, a pure dilution of one
serotype was used in place of a nasopharyngeal swab. In vivo the swab contained different
respiratory bacteria and viruses, and was covered with mucus and cellular debris. The
presence of other bacteria places pneumococci in competition for nutrients needed for
growth and reproduction. These nutrients are available in higher concentration in enrich-
ment broth than in STGG, which may explain the small difference in sensitivity observed
between the in vitro and in vivo settings. In addition to the difference in available nutrients
in STGG and enrichment broth, the fact that STGG samples were kept in a cool box during
transport while the enrichment broth samples were kept at room temperature, may have
caused the small non-significant difference in carriage prevalence. The original carriage
study presenting the use of enrichment broth as transport medium used cool transport
conditions (Kaltoft et al., 2008) but three previous Norwegian carriage studies used room
temperature (Steens et al., 2015). The present study is not designed to differentiate between
the effect of media and temperature, but while pneumococci are thought to thrive better
at warmer temperatures, we did not find an overall difference between the methods in
bacterial load or DNA quantity in vitro. Whether the relative abundance of other respiratory
bacteria/the microbiome may have changed and would no longer be representative of the
nasopharyngeal tract after storage at room temperature should be investigated were room
temperature to be used in such studies. Still, for serotype 3, the bacterial load indicated
a higher sensitivity of enrichment broth compared to STGG. The serotype 3 isolate was
obtained from a previous carriage study. For serotype 19F and 4, reference strains were
used. The origin of the isolates (reference strains versus carriage isolate) may have induced
different bacterial growth characteristics. Further, the capsule structure differs between Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 6/10 serotypes (serotype 3 being very mucoid). The low number of serotypes tested and the
difference in origin between serotypes are limitations to the in vitro part of this study. DISCUSSION The carriage prevalence found in this study is lower than observed previously in Norway
(Steens et al., 2015), and more similar to what has been seen in other developed countries
(Van Hoek et al., 2014; Desai et al., 2015; Andrade et al., 2014). The methods used for swab
collection, transport and incubation in enrichment broth and culturing were unchanged
from former studies, indicating a real difference in carriage prevalence that may have
resulted from vaccination. Advantages of molecular based techniques compared to culture techniques include the
fact that viable organisms are not required, the original composition of the nasopharyngeal
specimen is preserved, and detailed quantification and characterization of the pneumococci
within a sample are possible, depending on the methods used (Satzke et al., 2013). Furthermore, the sensitivity of molecular methods for detection of multiple co-colonising
serotypes has been shown to be higher than conventional methods (Saha et al., 2015). Nevertheless, isolation of strains enables further characterization such as antimicrobial
susceptibility testing and sequence typing, and should not be replaced by molecular
methods alone, despite its high sensitivity. The additional incubation step and use of
latex agglutination appears to be of value for identification and isolation of pneumococci
from multiple carriage (Kaltoft et al., 2008). The PneuCarriage Project concluded that
microarray with a culture amplification step has the highest sensitivity for determining
carriage (Satzke et al., 2015). Finally, STGG is cheap, easy to make and can be stored longer than enrichment broth,
thus enabling comparability between studies and settings, including more resource-limited
settings. Furthermore, STGG transported and stored at cool temperatures enables studies to
investigate the microbiome (Grijalva et al., 2014; Turner et al., 2011), whereas enrichment
broth may selectively stimulate growth of pneumococci. Therefore, even though STGG ap-
peared slightly less sensitive than enrichment broth for detection of nasopharyngeal carriage
of pneumococci by culturing, we recommend the continued use of STGG for transport
and storage of nasopharyngeal swabs at cool temperatures in future carriage studies. ACKNOWLEDGEMENTS We thank the children and parents for participating and day-care centres workers for
their support. We also thank Anne Ramstad Alme, Gunnhild Rødal, Lene Haakensen,
Anne Witsø and Martha Langedok Bjørnstad for the laboratory analyses, Ingvild Essén
and Kristine Hartmark for the collection of nasopharyngeal swabs, and Richard White for
statistical advice. ADDITIONAL INFORMATION AND DECLARATIONS
Funding
The authors received no funding for this work. Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 Funding The authors received no funding for this work. Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 Competing Interests The authors declare there are no competing interests. Supplemental Information Supplemental information for this article can be found online at http://dx.doi.org/10.7717/
peerj.2449#supplemental-information. Supplemental information for this article can be found online at http://dx.doi.org/10.7717/
peerj.2449#supplemental-information. Human Ethics The following information was supplied relating to ethical approvals (i.e., approving body
and any reference numbers): The following information was supplied relating to ethical approvals (i.e., approving body
and any reference numbers): Regional Committee for Medical Research Ethics, South-Eastern Norway (REK sør-øst
B) Approval number: 2014/2046. Data Availability The following information was supplied regarding data availability: The following information was supplied regarding data availability: The raw data has been supplied as a Supplementary File. The raw data has been supplied as a Supplementary File. Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 Author Contributions • Anneke Steens and Natacha Milhano conceived and designed the experiments, performed
the experiments, analyzed the data, contributed reagents/materials/analysis tools, wrote
the paper, prepared figures and/or tables, reviewed drafts of the paper. • Ingeborg S. Aaberge conceived and designed the experiments, contributed
reagents/materials/analysis tools, reviewed drafts of the paper. • Didrik F. Vestrheim conceived and designed the experiments, performed the
experiments, contributed reagents/materials/analysis tools, reviewed drafts of the paper. REFERENCES Andrade AL, Ternes YM, Vieira MA, Moreira WG, Lamaro-Cardoso J, Kipnis A,
Cardoso MR, Brandileone MC, Moura I, Pimenta FC, Da Gloria Carvalho M,
Saraiva FO, Toscano CM, Minamisava R. 2014. Direct effect of 10-valent conjugate
pneumococcal vaccination on pneumococcal carriage in children Brazil. PLoS ONE
9(6):e98128 DOI 10.1371/journal.pone.0098128. Andrade AL, Ternes YM, Vieira MA, Moreira WG, Lamaro-Cardoso J, Kipnis A,
Cardoso MR, Brandileone MC, Moura I, Pimenta FC, Da Gloria Carvalho M,
Saraiva FO, Toscano CM, Minamisava R. 2014. Direct effect of 10-valent conjugate
pneumococcal vaccination on pneumococcal carriage in children Brazil. PLoS ONE
9(6):e98128 DOI 10.1371/journal.pone.0098128. Carvalho G, Tondella ML, McCaustland K, Weidlich L, McGee L, Mayer LW, Steiger-
walt A, Whaley M, Facklam RR, Fields B, Carlone G, Ades EW, Dagan R, Sampson
JS. 2007. Evaluation and improvement of real-time PCR assays targeting lytA., ply,
and psaA genes for detection of pneumococcal DNA. Journal of Clinical Microbiology
45(8):2460–2466 DOI 10.1128/JCM.02498-06. Desai AP, Sharma D, Crispell EK, Baughman W, Thomas S, Tunali A, Sherwood
L, Zmitrovich A, Jerris R, Satola SW, Beall B, Moore MR, Jain S, Farley MM. 2015. Decline in pneumococcal nasopharyngeal carriage of vaccine serotypes after
the introduction of the 13-valent pneumococcal conjugate vaccine in children
in Atlanta, Georgia. The Pediatric Infectious Disease Journal 34(11):1168–1174
DOI 10 1097/INF 0000000000000849 Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 8/10 Garcia-Rodriguez JA, Fresnadillo Martinez MJ. 2002. Dynamics of nasopharyngeal col-
onization by potential respiratory pathogens. Journal of Antimicrobial Chemotherapy
50 Suppl S2:59–73 DOI 10.1093/jac/dkf506. Grijalva CG, Griffin MR, Edwards KM, Johnson M, Gil AI, Verastegui H, Lanata
CF, Williams JV. 2014. Concordance between RT-PCR-based detection of res-
piratory viruses from nasal swabs collected for viral testing and nasopharyngeal
swabs collected for bacterial testing. Journal of Clinical Virology 60(3):309–312
DOI 10.1016/j.jcv.2014.04.011. Kaltoft MS, Skov Sorensen UB, Slotved HC, Konradsen HB. 2008. An easy method for
detection of nasopharyngeal carriage of multiple Streptococcus pneumoniae serotypes. Journal of Microbiological Methods 75(3):540–544 DOI 10.1016/j.mimet.2008.08.010. Landis JR, Koch GG. 1977. The measurement of observer agreement for categorical data. Biometrics 33(1):159–174 DOI 10.2307/2529310. Norwegian Veterinary Institute. 2014. Skov Simonsen G, Urdahl AM, eds. Usage of
antimicrobial agents and occurence of antimicrobial resistance in Norway. Tromsø:
Norwegian Veterinary Institute. Available at http://www.vetinst.no/overvåking/ O’Brien KL, Bronsdon MA, Dagan R, Yagupsky P, Janco J, E J, Whitney CG, Yang
Y-H, Robinson L-GE, Schwartz B, Carlone GM. 2001. Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 REFERENCES Evaluation of a medium
(STGG) for transport and optimal recovery of Streptococcus pneumoniae from na-
sopharyngeal secretions collected during field studies. Journal of Clinical Microbiology
39(3):1021–1024 DOI 10.1128/JCM.39.3.1021-1024.2001. Saha S, Modak JK, Naziat H, Al-Emran HM, Chowdury M, Islam M, Hossain B,
Darmstadt GL, Whitney CG, Saha SK. 2015. Detection of co-colonization with
Streptococcus pneumoniae by algorithmic use of conventional and molecular
methods. Vaccine 33(5):713–718 DOI 10.1016/j.vaccine.2014.11.040. Satzke C, Dunne EM, Porter BD, Klugman KP, Mulholland EK, g. PneuCarriage
project. 2015. The pneucarriage project: a multi-centre comparative study to identify
the best serotyping methods for examining pneumococcal carriage in vaccine
evaluation studies. PLoS Med 12(11):e1001903 DOI 10.1371/journal.pmed.1001903. Satzke C, Turner P, Virolainen-Julkunen A, Adrian PV, Antonio M, Hare KM,
Henao-Restrepo AM, Leach AJ, Klugman KP, Porter BD, Sa-Leao R, Scott JA,
Nohynek H, O’Brien KL, W.H.O.P.C.W. Group. 2013. Standard method for
detecting upper respiratory carriage of Streptococcus pneumoniae: updated recom-
mendations from the World Health Organization Pneumococcal Carriage Working
Group. Vaccine 32(1):165–179 DOI 10.1016/j.vaccine.2013.08.062. Slotved H-C, Kaltoft M, Skovsted IC, Kerrn MB, Espersen F. 2004. Simple, rapid latex
agglutination test for serotyping of pneumococci (Pneumotest-Latex). Journal of
Clinical Microbiology 42:2518–2522 DOI 10.1128/JCM.42.6.2518-2522.2004. Statistics Norway. 2010. Norway, Child-care, 2010 [in Norwegian: Barn i barnehage—
foreldrebakgrunn og utvikling de seneste årene]. (electronic). Statistics Norway. 2010. Norway, Child-care, 2010 [in Norwegian: Barn i barnehage—
foreldrebakgrunn og utvikling de seneste årene]. (electronic). Steens A, Caugant DA, Aaberge IS, Vestrheim DF. 2015. Decreased carriage and genetic
shifts in the Streptococcus pneumoniae population after changing the 7-valent to the Steens et al. (2016), PeerJ, DOI 10.7717/peerj.2449 9/10 13-valent pneumococcal vaccine in Norway. The Pediatric Infectious Disease Journal
34:875–883. Steens A, Caugant DA, Aaberge IS, Vestrheim DF. 2016. Continued decrease in
pneumococcal carriage after implementation of PCV13 in norway. In: Abstract 370. 10th International Symposium on Pneumococci and Pneumococcal Diseases (ISPPD
2016), Glasgow, Scotland. Turner P, Po L, Turner C, Goldblatt D, Nosten F. 2011. Detection of respiratory viruses
by PCR assay of nasopharyngeal swabs stored in skim milk-tryptone-glucose-
glycerol transport medium. Journal of Clinical Microbiology 49(6):2311–2313
DOI 10.1128/JCM.00224-11. Van Hoek AJ, Sheppard CL, Andrews NJ, Waight PA, Slack MP, Harrison TG, Ladhani
SN, Miller E. 2014. Pneumococcal carriage in children and adults two years after
introduction of the thirteen valent pneumococcal conjugate vaccine in England. Vaccine 32:4349–4355 DOI 10.1016/j.vaccine.2014.03.017. 10/10
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Trace Equivalence and Epistemic Logic to Express Security Properties
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Trace Equivalence and Epistemic Logic to Express
Security Properties
Kiraku Minami
To cite this version:
Kiraku Minami. Trace Equivalence and Epistemic Logic to Express Security Properties. 40th International Conference on Formal Techniques for Distributed Objects, Components, and Systems (FORTE),
Jun 2020, Valletta, Malta. pp.115-132, �10.1007/978-3-030-50086-3_7�. �hal-03283228�
HAL Id: hal-03283228
https://inria.hal.science/hal-03283228
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Distributed under a Creative Commons Attribution 4.0 International License
Trace Equivalence and Epistemic Logic to
Express Security Properties⋆
Kiraku Minami[0000−0002−4434−4222]
Kyoto University, Kyoto 606-8502, Japan
kminami@kurims.kyoto-u.ac.jp
Abstract. In process algebra, we can express security properties using
an equivalence on processes. However, it is not clear which equivalence
is the most suitable for the purpose. Indeed, several definitions of some
properties are proposed. For example, the definition of privacy is not
unique. This situation means that we are not certain how to express an
intuitive security notion. Namely, there is a gap between an intuitive
security notion and the formulation. Proper formalization is essential for
verification, and our purpose is to bridge this gap.
In the case of the applied pi calculus, an outputted message is not explicitly expressed. This feature suggests that trace equivalence appropriately
expresses indistinguishability for attackers in the applied pi calculus.
By chasing interchanging bound names and scope extrusions, we prove
that trace equivalence is a congruence. Therefore, a security property expressed using trace equivalence is preserved by application of contexts.
Moreover, we construct an epistemic logic for the applied pi calculus. We
show that its logical equivalence agrees with trace equivalence. It means
that trace equivalence is suitable in the presence of a non-adaptive attacker. Besides, we define several security properties to use our epistemic
logic.
Keywords: Applied pi calculus · Trace equivalence · Epistemic logic
1 Introduction
1.1 Background
In modern society, information technology is indispensable to our daily lives,
and many communication protocols are developed to transmit data securely.
Verification of security properties of each protocol is essential, but it is not easy.
In the first place, how to formalize security notions is not clear. Various definitions of the same security property have been proposed, we will show an example
later. One of our goals is to provide foundations to express these properties in
a rigorous way. Besides, how to model communication and concurrency is also
not clear; many such models have also been developed. In this work, we focus on
process algebra because it allows us to handle parallel composition naturally.
⋆
This work was partly supported by JST ERATO Grant Number JPMJER1603,
Japan.
2
K. Minami
In process calculi, common confidentiality properties such as secrecy are represented to use an equivalence on processes. Many equivalences exist (cf. [18]),
but which is the most suitable for expressing confidentiality is not clear. For
instance, Delaune et al. [13] defined privacy in electronic voting in terms of the
applied pi calculus [1] as follows.
Definition 1 ( [13, Definition 9]). A voting protocol respects vote-privacy (or
just privacy) if
S[VA {a/v }|VB {b/v }] ≈l S[VA {b/v }|VB {a/v }]
for all possible votes a and b.
VA and VB denote the voters containing the free variable v. S is an evaluation
context. S denotes other voters and authorities. Intuitively, when the protocol
respects privacy, this definition states that an attacker cannot distinguish two
situations where votes are swapped. Note that indistinguishability is expressed to
use labeled bisimilarity ≈l in this definition. Is it the most suitable? This question
is nontrivial. Indeed, Chadha et al. [7] gave another definition and claimed that
trace equivalence is more suitable than bisimilarity to model privacy. We also
claim that trace equivalence is more suitable to express security properties in
the presence of non-adaptive attackers. Similar arguments are not abundant in
previous work.
In the applied pi calculus, a process can send not only names but also terms,
but we do not explicitly express sent messages. We indirectly represent them
to use alias variables. This feature enables us to handle cryptographic protocols
naturally and suggests that trace equivalence means indistinguishability for attackers. This is because attackers whom we consider can observe only labeled
transitions. We recall the syntax and semantics of the applied pi calculus in §2.
Both bisimilarity and trace equivalence on labeled transition systems (LTSs)
are well studied. However, trace equivalence in the applied pi calculus (and
other variants of the pi calculus [26, 27]) has not drawn much attention. This is
perhaps because trace equivalence is the coarsest among commonly used equivalences. However, security properties sometimes require that different processes
are regarded as the same. For example, consider secrecy. We want to make
two processes that send different messages indistinguishable. In the case, trace
equivalence is enough, but bisimilarity is not always optimal because it is too
strong. Bisimilarity requires that possible actions for each process are the same.
However, a non-adaptive attacker cannot detect a difference in feasibility. Here,
“non-adaptive” means that the attacker cannot control participants. Thereby,
a fine equivalence such as bisimilarity is not always adequate. Bisimilarity is
probably suitable for more powerful attackers.
Epistemic logic is often used to express confidentiality directly (e.g. [7, 25,
32]). For example, when a message M sent by an agent a is anonymous, we
might say that an adversary cannot know who sent M . In epistemic logic, we
can express it with a formula such as ¬KSend(a, M ). This logical formulation
is close to our intuition. Nevertheless, research into an epistemic logic for the
applied pi calculus is not abundant.
Trace Equivalence and Epistemic Logic to Express Security Properties
3
In this paper, we assume that attackers can observe only labeled transitions.
Especially, they cannot observe what action participants’ can do. This assumption is natural because attackers in this paper are non-adaptive. We also assume
that an attacker can send messages to participants.
1.2 Contributions
We prove that trace equivalence for the applied pi calculus is a congruence in
§3. Second, we give an epistemic logic that characterizes trace equivalence in
§4. Besides, we define security properties such as role-interchangeability, secrecy
[25, 32], and openness, using our epistemic logic. Moreover, we show that parallel
composition does not generally preserve secrecy and openness.
Whereas, trace equivalence characterizes total secrecy, so application of contexts preserves it. We omit many proofs. See [28] for details.
Our results suggest that trace equivalence is more suitable to express (nonprobabilistic) security notions than bisimilarity.
2 The Applied Pi Calculus
The applied pi calculus [1] is an extension of the pi-calculus [26, 27]. We can
handle cryptographic protocols naturally to use it.
2.1 Syntax
Let Σ be a signature equipped with an equational theory. Terms are made from
names, variables, and function symbols. A term is ground when it contains no
variables. We recall the syntax of the applied pi-calculus. Here, M, N... range
over terms, while n on names and x on variables.
P, Q ::= 0 | M ⟨N ⟩.P | M (x).P | νn.P |
if M = N then P else Q | P + Q | P |Q | !P
A, B ::= P | νn.A | νx.A | A|B | {M /x}
P, Q, ... are plain processes. ν is a binding operator. | is a parallel composition
operator. + is a nondeterministic choice operator. Plain processes are similar to
pi-calculus processes, but they are not the same. A pi-calculus process can send
only a name. On the other hand, an applied pi calculus process can send a term.
Besides, a channel consists of a term. An object of an input prefix is a variable,
so names do not change while the process runs.
A, B, ... are extended processes. We call {M /x} an active substitution. This
notion is peculiar to the applied pi calculus. An active substitution {M /x} substitutes M for x in a neighbor process.
fn(A) and bn(A) denote the sets of free names and bound names of a process
A, respectively. fv and bv are similar to them. If fn(A)∩bn(A) = ∅ and no bound
4
K. Minami
names are restricted twice, we say that A is name-distinct. Variable-distinctness
is defined similarly. n(M ) denotes the set of names that appear in a term M .
v(M ) is similar to it.
The domain dom(A) of an extended process A is inductively defined below. If
variables in neighbor concurrently running processes are in dom(A), the process
A affects those variables. If fv(A) = dom(A), we say that A is closed.
dom(P ) = ∅, dom(νn.A) = dom(A), dom(νx.A) = dom(A) \ {x},
dom(A|B) = dom(A) ∪ dom(B), dom({M /x}) = {x}
2.2 Semantics
A context is an expression containing one hole. An evaluation context is a context whose hole is neither under a replication, a conditional branch, nor an
action prefix. Structural equivalence ≡ is the smallest equivalence relation on
extended processes that is closed under application of evaluation contexts and
α-conversion, such that:
A|0 ≡ A (A|B)|C ≡ A|(B|C) A|B ≡ B|A
(νu.A)|B ≡ νu.(A|B) if u ∈
/ fn(B) ∪ fv(B) νu.νv.A ≡ νv.νu.A !P ≡ P |!P
P + Q ≡ Q + P νx.{M /x} ≡ 0 A|{M /x} ≡ A[M /x]|{M /x}
{M /x} ≡ {N /x} if Σ ⊢ M = N
The second from the last represents how an active substitution {M /x} acts.
Definition 2. Internal reduction → is the smallest relation on extended processes closed under structural equivalence and application of evaluation contexts,
such that:
if M = N then P else Q → P
when Σ ⊢ M = N
if M = N then P else Q → Q
when Σ ̸⊢ M = N
P +Q→P
M ⟨N ⟩.P | M (x).Q → P | Q[N /x],
where terms M and N in the second rule are ground.
The last line represents synchronous communication on a channel M . We
emphasize that an environment cannot observe what is interchanged.
Next, we recall labeled semantics and requisite equivalence relations.
x∈
/ fv(M ⟨N ⟩.P )
M (N )
M (x).P −→ P [N /x]
M ⟨N ⟩.P
α
A −→ A′ u does not appear in α.
α
νu.A −→ νu.A′
νx.M ⟨x⟩
−→
P |{N /x}
Trace Equivalence and Epistemic Logic to Express Security Properties
α
A −→ A′ bv(α) ∩ fv(B) = ∅
α
A|B −→ A′ |B
5
α
A ≡ A′ A′ −→ B ′ B ′ ≡ B
α
A −→ B
The second rule represents an output. Note that an active substitution {N /x}
is generated. The term N does not appear in the action label νx.M ⟨x⟩.
A frame is an extended process generated from 0 and active substitutions
to use restriction and parallel composition. fr(A) denotes a process obtained by
replacing plain processes in A with 0, and we call it a frame of A. We can
consider that fr(A) is a list of outputted messages.
µ is an action. We define =⇒ as the transitive reflexive closure of −→, and
µ
α
α
=⇒ as =⇒−→=⇒. =⇒ is the former when µ is silent and is the latter otherwise.
def
Definition 3. (M = N )φ ⇔ v(M ) ∪ v(N ) ⊆ dom(φ) and M σ = N σ where
φ ≡ νe
n.σ and n
e ∩ n(M, N ) = ∅ for some names n
e and active substitutions σ.
(M = N )φ means that an attacker cannot distinguish M and N to use φ.
Definition 4. The static equivalence on closed frames is given by
def
φ ≈s ψ ⇔ dom(φ) = dom(ψ) and ∀M, N ; (M = N )φ ⇔ (M = N )ψ
for closed frames φ and ψ. The static equivalence on closed processes is given by
def
A ≈s B ⇔ fr(A) ≈s fr(B)
for closed processes A and B.
Static equivalence means that an attacker has the same information about
which terms are equal.
µ1
µn
Definition 5. A trace tr is a finite derivation tr = A0 =⇒ ... =⇒ An such
that every Ai is closed and fv(µi ) ⊆ dom(Ai−1 ) for all i. If An can perform
no actions, the trace tr is said to be complete or maximal. Given a trace tr,
µj
µi+1
let tr[i] be its i-th process Ai , and tr[i, j] be the trace Ai =⇒ ... =⇒ Aj where
0 ≤ i ≤ j ≤ n. The length of the trace tr is denoted by |tr| = n.
µ1
µn
µ′
1
Definition 6. Let tr be a trace A0 =⇒ ... =⇒ An and tr′ be a trace B0 =⇒
µ′
m
... =⇒
Bm . Static equivalence between tr and tr′ is defined as below:
def
tr ∼t tr′ ⇔ n = m and µi = µ′i and Ai ≈s Bi f or all i.
An attacker cannot distinguish statically equivalent traces. tr(A) is a set of
traces of A. trmax (A) is a set of maximal traces of A.
Definition 7. Let A and B be closed processes.
def
A ⊆t B ⇔ ∀tr ∈ tr(A) ∃tr′ ∈ tr(B) s.t. tr ∼t tr′ ,
def
A ≈t B ⇔ A ⊆t B and B ⊆t A.
Let A and B be two processes. Let σ be a map that maps variables in (fv(A) \
dom(A)) ∪ (fv(B) \ dom(B)) to ground terms. When Aσ ≈t Bσ holds for every
such σ, we also denote it as A ≈t B.
6
K. Minami
A ⊆t B means that each trace of A is imitated by some trace of B.
We later show that non-adaptive active attackers cannot distinguish trace
equivalent processes.
Trace equivalence is undecidable. However, if processes contain no replications and the equational theory on Σ is a subterm convergent destructor rewriting system, trace equivalence is coNEXP complete [9].
3 Congruency of Trace Equivalence
The theorem below is our main result. It holds that trace equivalence is a congruence even though trace equivalence for the pi-calculus is not a congruence.
This is ascribed to the difference between the pi-calculus and the applied pi
calculus, namely, to the fact that names and variables are distinguished in the
applied pi calculus. This is why adding an input prefix does not break trace
equivalence. Besides, a scheme of late instantiation for an input transition is
used in pi-calculus [26, 27], so parallel composition may break trace equivalence.
On the other hand, a scheme of early instantiation is used in the applied pi
calculus. This scheme enables us to decompose a trace of a parallel composed
process into traces of component processes.
Example 1. We consider pi-calculus. We put
P = z(z ′ )|yy ′ .ww′ , Q = z(z ′ ).yy ′ .ww′ + yy ′ .z(z ′ ).ww′ + yy ′ .ww′ .z(z ′ ).
Then, x(z).P and x(z).Q are trace equivalent, but xy|x(z).P and xy|x(z).Q
are not trace equivalent. On the other hand, x(z).P and x(z).Q are not trace
equivalent in the applied pi calculus because instantiation is early.
Abadi et al. [1] defined partial normal forms to prove that labeled bisimilarity
is closed by application of closing evaluation contexts. They gave an operational
semantics on partial normal forms. They classified transitions between ordinal
processes into six cases to use partial normal forms.
To prove the next theorem, we use partial normal forms and define concurrent
normal forms of traces. Transitions in a concurrent normal trace have to be
particular forms.
Abadi et al. [1] studied decomposition and composition of reductions on
partial normal forms. We study decomposition and composition of concurrent
normal traces.
Theorem 1. ≈t is a congruence.
The proof is very long and complicated, so we only present an outline of our
proof for the proposition below. Other cases are easy. The proof is given in [28].
Proposition 1. A ≈t B ⇒ A|C ≈t B|C.
Proof outline. First, we define concurrent normal forms. A concurrent normal
form is a particular form of a trace of a parallel composed process. A concurrent
Trace Equivalence and Epistemic Logic to Express Security Properties
7
normal trace captures changes of scopes of bound names. Each process in a
concurrent normal trace is of the form νe
rse.(νe
x.(σ|P )ρ | ν ye.(ρ|Q)σ), where σ and
ρ are (active) substitutions. Terms sent by the left process are accumulated in σ.
Bound names sent by the left process P are accumulated in se. Symmetric cases
are similar.
Second, for any trace t of A|C, we prove that there exists a concurrent normal
trace t′ of A|C such that t ∼t t′ .
Third, given a concurrent normal trace tr of A|C, we prove that we can
construct traces of A and C which each process in them is of the form νe
s.(σ|P )ρ
or νe
r.(ρ|Q)σ.
Finally, we take a trace tr′ of B which is statically equivalent to the extracted
trace of A as the above, combine it with tr′ , and prove that the result is statically
equivalent to the given trace tr.
2
Example 2. Let h be a unary function symbol which cannot be inverted.
νm.a(x).x⟨m⟩ ≈t νm.a(x).x⟨h(m)⟩ holds. Then,
νm.a(x).x⟨m⟩ | νn.a⟨n⟩.n(y).b⟨y⟩ ≈t νm.a(x).x⟨h(m)⟩ | νn.a⟨n⟩.n(y).b⟨y⟩
is shown as follows.
We arbitrarily take a trace tr of the left hand side. We consider
tr :νm.a(x).x⟨m⟩ | νn.a⟨n⟩.n(y).b⟨y⟩
νz.a⟨z⟩
−→ νm.a(x).x⟨m⟩ | νn.(n(y).b⟨y⟩ | {n/z })
a(z)
−→νmn.(n⟨m⟩ | n(y).b⟨y⟩ | {n/z })
−→νmn.(b⟨m⟩ | {n/z })
νw.b⟨w⟩
−→ νmn.{n/z , m/w}
as an example. We transform it into a concurrent normal form.
tr′ :νm.a(x).x⟨m⟩ | νn.a⟨n⟩.n(y).b⟨y⟩
νz.a⟨z⟩
−→ νn.((νm.a(x).x⟨m⟩)[n/z ] | n(y).b⟨y⟩ | {n/z })
a(z)
−→νn.((νm.z⟨m⟩)[n/z ] | n(y).b⟨y⟩ | {n/z })
−→νnm.((νv.{m/v })[n/z ] | (b⟨v⟩ | {n/z })[m/v ])
νw.b⟨w⟩
−→ νnm.((νv.{m/v })[n/z , v /w] | {n/z , v /w}[m/v ])
Next, we decompose it into traces of component processes.
tr1 :νm.a(x).x⟨m⟩
tr2 :νn.a⟨n⟩.n(y).b⟨y⟩
a(n)
νz.a⟨z⟩
νv.n⟨v⟩
z(m)
−→(νm.z⟨m⟩)[n/z ]
−→ (νm.{m/v })[n/z ]
−→ νn.(n(y).b⟨y⟩ | {n/z })
−→νn.(b⟨v⟩ | {n/z })[m/v ]
νw.b⟨w⟩
−→ νn.{n/z , v /w}[m/v ]
8
K. Minami
Since νm.a(x).x⟨m⟩ ≈t νm.a(x).x⟨h(m)⟩ holds, we can take a trace of νm.a(x).x⟨h(m)⟩
which is statically equivalent to the former.
tr3 :νm.a(x).x⟨h(m)⟩
a(n)
−→(νm.z⟨h(m)⟩)[n/z ]
νv.n⟨v⟩
−→ (νm.{h(m)/v })[n/z ]
Finally, we compose tr2 and tr3 and obtain a desired trace tr4 .
tr4 :νm.a(x).x⟨h(m)⟩ | νn.a⟨n⟩.n(y).b⟨y⟩
νz.a⟨z⟩
−→ νn.((νm.a(x).x⟨h(m)⟩)[n/z ] | n(y).b⟨y⟩ | {n/z })
a(z)
−→νn.((νm.z⟨h(m)⟩)[n/z ] | n(y).b⟨y⟩ | {n/z })
−→νnm.((νv.{h(m)/v })[n/z ] | (b⟨v⟩ | {n/z })[h(m)/v ])
νw.b⟨w⟩
−→ νnm.((νv.{h(m)/v })[n/z , v /w] | {n/z , v /w}[h(m)/v ])
Cheval et al. [10] established congruence property of trace equivalence for
image-finite processes. They proved that trace equivalence is equivalent to maytesting equivalence for image-finite processes. On the other hand, taking all
processes into account, may-testing equivalence does not imply trace equivalence.
They gave a concrete counterexample. Thus, we cannot use the same technique.
4 An Epistemic Logic for the Applied Pi Calculus
4.1 Syntax
We propose an epistemic logic for the applied pi calculus. It was inspired by [7],
but our logic is a bit different. We give syntax of formulas.
δ ::=⊤|M1 = M2 |M ∈ dom|δ1 ∨ δ2 |¬δ
φ ::=δ|φ1 ∨ φ2 |¬φ|⟨µ⟩− φ|F φ|Kφ
where M1 , M2 and M are terms, and µ is an action. We call δ a static formula
and φ a modal formula. A static formula δ mentions equality of terms. A modal
formula φ mentions traces.
⟨µ⟩− φ states that the previous action is µ, and φ holds just before observing
µ. F φ states that φ holds some time or other. The operator K expresses an
attacker’s knowledge, i.e., Kφ means an attacker knows that φ holds.
4.2 Semantics
Our logic is an LTL-like logic with an epistemic operator. Let A be a namevariable-distinct process that fv(A) \ dom(A) = x
e, ρ be an assignment which
Trace Equivalence and Epistemic Logic to Express Security Properties
9
maps x
e to ground terms, tr ∈ tr(Aρ), 0 ≤ i ≤ |tr|, and M1 and M2 be terms.
Please remember that fr(A) is a frame of A.
We suppose that δ and φ contain no variables other than x
e ∪ dom(tr[i]). We
omit semantics of logical operators. They are defined as expected.
A, ρ, tr, i |= M1 = M2 iff (M1 ρ = M2 ρ)fr(tr[i])
A, ρ, tr, i |= M ∈ dom iff M is a variable x, and x ∈ dom(tr[i])
µ
A, ρ, tr, i |= ⟨µ⟩− φ iff tr[i − 1] =⇒ tr[i] in tr and A, ρ, tr, i − 1 |= φ
A, ρ, tr, i |= F φ iff ∃j ≥ i s.t. A, ρ, tr, j |= φ
A, ρ, tr, i |= Kφ iff ∀ρ′ ∀tr′ ∈ tr(Aρ′ ); tr[0, i] ∼t tr′ [0, i] ⇒ A, ρ′ , tr′ , i |= φ
We suppose that an attacker does not know what terms are assigned to
free variables before the process runs. Hence, the definition of K contains a
quantifier over assignments ∀ρ′ . Recall that an attacker can observe only labeled
transitions, so accessibility is defined based on static equivalence on traces.
We also define satisfiability of formulas containing free variables. We put
ye = dom(tr[i]). We suppose that φ contains no variables other than x
e, ye, and ze.
f; A, ρ, tr, i |= φ(e
f),
A, ρ, tr, i |= φ(e
x, ye, ze) iff ∀M
x, ye, M
f is a sequence of ground terms.
where M
From now, we suppose that all processes are name-variable-distinct. We often
omit restriction of a domain of definition. D(ρ) is a domain of definition of ρ.
When a formula φ is satisfied over all possible runs of a process A, we say
that A satisfies φ.
def
Definition 8. A |= φ ⇔ ∀ρ ∀tr ∈ tr(Aρ); A, ρ, tr, 0 |= φ, where D(ρ) = fv(A) \
dom(A).
def
Definition 9. A ⊑L B ⇔ ∀ρ ∀tr ∈ tr(Aρ) ∃tr′ ∈ tr(Bρ)
s.t. ∀i ∀φ; [A, ρ, tr, i |= φ ⇔ B, ρ, tr′ , i |= φ],
where D(ρ) = (fv(A) \ dom(A)) ∪ (fv(B) \ dom(B)).
def
A ≡L B ⇔ A ⊑L B and B ⊑L A.
4.3 Correspondence with trace equivalence
We prove that trace equivalent processes satisfy the same formulas.
Theorem 2. 1. A ≈t B ⇒ A ⊑L B; 2. A ⊑L B ⇒ A ⊆t B
Proof. Let x
e = (fv(A) \ dom(A)) ∪ (fv(B) \ dom(B)).
1) We prove
∀ρ ∀tr ∈ tr(Aρ), tr′ ∈ tr(Bρ);
tr ∼t tr′ ⇒ ∀i ∀φ; [A, ρ, tr, i |= φ ⇔ B, ρ, tr′ , i |= φ],
10
K. Minami
where D(ρ) = x
e, by induction on the syntax of formulas.
2) We arbitrarily take an assignment ρ and tr ∈ tr(Aρ).
By A ⊑L B, ∃tr′ ∈ tr(Bρ) s.t.∀i ∀φ; [A, ρ, tr, i |= φ ⇔ B, ρ, tr′ , i |= φ].
Then, we can prove tr ∼t tr′ .
By arbitrariness of tr, it immediately follows that A ⊑L B ⇒ A ⊆t B.
Theorem 3. A ≈t B ⇔ A ≡L B.
This theorem suggests that trace equivalence is suitable to define security
properties. We give Proposition 2 as an example in the next subsection.
4.4 Applications
In this subsection, we often use abbreviations. Notably, P expresses ¬K¬, and
G expresses ¬F ¬. P φ means that an attacker does not know φ does not hold.
In other words, the attacker thinks that the possibility that φ holds remains.
We define minimal secrecy. We regard it as generalized minimal anonymity
[25].
Definition 10. A variable x is minimally secret with respect to δ in A iff A |=
G(δ(x) → P (¬δ(x))).
This definition means that attackers cannot know that δ(x) holds.
This property is very weak. For instance, although x is minimally secret with
respect to a nontrivial formula δ, x is not always minimally secret with respect
to ¬δ. Hereafter, we often omit objects.
Example 3. We put δ(z) : z ̸= a ∧ z ̸= b.
We consider a process if x = a then c else d. Then x is minimally secret with
respect to δ, but not secret with respect to ¬δ.
Moreover, ∨ does not preserve minimally secret. However, ∧ preserves it.
Although x is minimally secret in A, x is not always secret in A|A. Besides,
restriction does not always preserve minimal secrecy.
Example 4. We put δ(z) : z = a. We put
P = if x = a then (a⟨s⟩ + b⟨s⟩) else a⟨s⟩, Q = if x = b then b⟨s⟩ else c⟨s⟩.
Then x is minimally secret with respect to δ in P + Q, but not secret in (P +
Q)|(P + Q).
Example 5. We put δ(z) : z = a. Then, x is minimally secret with respect to δ
in x + a, but not secret in νa.(x + a). Here, we omitted objects.
We define total secrecy. We can also regard it as generalized total anonymity
[25]. Total secrecy states attackers can obtain no information about x.
Trace Equivalence and Epistemic Logic to Express Security Properties
11
Definition 11. x is totally secret in A(x, ye) iff
∀δ(z, ze, w);
e A(x, ye) |= G(δ(x, ye, w)
e → P (¬δ(x, ye, w)))
e
where δ contains no variables other than ones in {z} ∪ ze ∪ w
e and satisfies that
e ∀ψ∃M : ground s.t. ψ |= ¬δ(M, N
e , w).
∀N
e Besides, |e
y | = |e
z | and w
e ∩ ({x} ∪ ye) =
∅.
Proposition 2. x is totally secret in A(x, ye) iff A(x, ye) ≈t A(x′ , ye).
Proof. ⇒) We suppose for the sake of contradiction that A(x, ye) ̸≈t A(x′ , ye).
e that are ground such that A(M1 , N
e ) ̸≈t A(M2 , N
e ).
There exist M1 , M2 and N
e
e
e ))
We suppose that A(M1 , N ) ̸⊆t A(M2 , N ). Then, there exists tr ∈ tr(A(M1 , N
e
such that any trace of A(M2 , N ) is not statically equivalent to tr.
e . Then
We put δ(z, ze) : z ̸= M2 ∨ ze ̸= N
e ), tr, |tr| |= Kδ(x, ye).
A(x, ye), (x 7→ M1 , ye 7→ N
This contradicts total secrecy.
⇐) We arbitrarily take δ, ρ, tr and i, where δ meets the demand of Definition
11 and D(ρ) = {x} ∪ ye.
We suppose that A(x, ye), ρ, tr, i |= δ(x, ye, w).
e
We take M such that fr(tr[i]) |= ¬δ(M, ρ(e
y ), w).
e Let ρ′ be
{
M
(y = x)
′
ρ (y) =
ρ(y) (otherwise).
By assumption, A(ρ(x), ρ(e
y )) ≈t A(M, ρ(e
y )).
Hence, there exists tr′ ∈ tr(A(M, ρ(e
y ))) such that tr ∼t tr′ .
Then, A(x, ye), ρ′ , tr′ , i |= ¬δ(M, ρ(e
y ), w).
e
Therefore, A(x, ye), ρ, tr, i |= P (¬δ(x, ρ(e
y ), w)).
e
Then, A(x, ye) |= G(δ(x, ye, w)
e → P (¬δ(x, ρ(e
y ), w))).
e
Theorem 4. If x is totally secret in A(x, ye), then x is also totally secret in
E[A(x, ye)] for every context E[_] which does not contain x.
Our framework can handle role interchangeability [25]. When xi satisfies a
property δk and xl satisfies a property δj , an attacker thinks that it is possible
that xl satisfies a property δk and xi satisfies a property δj .
Definition 12. We put fv(A) \ dom(A) = {x1 , ..., xp }, J = {1, ..., q}, and I =
{1, ..., p}. (xi , δk ) is role interchangeable regarding {δj (zj , yej )}j∈J in A iff
A(x1 , ..., xp ) |= G(δk (xi , yek ) →
∧∧
(δj (xl , yej ) → P (δk (xl , yek ) ∧ δj (xi , yej ))))
l∈I j∈J
where yej ∩ {x1 , ..., xp } = ∅ for all j ∈ J.
12
K. Minami
Proposition 3.
f ∀i ∀tr ∈ tr(A(M1 , ..., Mp ))
∀M
e ∃tr′ ∈ tr(A(Mi , N2 , ..., Ni−1 , M1 , Ni+1 , ..., Np )) s.t. tr ∼t tr′
∃N
⇔ (x1 , δk ) is role interchangeable with respect to {δj } in A for all {δj } and
k.
Corollary 1. ∀l ∈ I \ {i}; A(x1 , ..., xi , ..., xl , ..., xp ) ≈t A(x1 , ..., xl , ..., xi , ..., xp )
⇒ (xi , δk ) is role interchangeable with respect to {δj } in A for all {δj } and k.
The converse holds only when p = 2. We give a counterexample for p = 3.
Example 6. We put A(x, y, z) = if x = y then x + z else if x = z then x +
y else y + z.
Then, (x, δk ) is role interchangeable regarding {δj } in A for all {δj }j∈J and
k, but A(a, b, a) ̸≈t A(b, a, a). Thus, A(x, y, z) ̸≈t A(y, x, z).
We can also consider role permutativity. Mano [24] showed that it is strictly
stronger than role interchangeability. Role permutativity states that even if p
values are swapped, an attacker cannot notice it.
Definition 13. We put fv(A) \ dom(A) = {x1 , ..., xp }, J = {1, ..., q}, and I =
{1, ..., p}. {δj }j∈J is role permutable in A iff
∧
∧
∀n ≤ p ∀ψ ∈ Sp ; A(x1 , ..., xp ) |= G(
δik (xik , yek ) → P (
δik (xiψ(k) , yek )))
k≤n
k≤n
where yej ∩ {x1 , ..., xp } = ∅ for all j and each ik differs.
Proposition 4. ∀ψ ∈ Sp ; A(x1 , ..., xp ) ≈t A(xψ(1) , ..., xψ(p) )
⇔ {δj }j∈J is role permutable in A for all {δj }j∈J .
We define openness. We regard it as generalized identity [32]. Parallel composition does not preserve openness.
Definition 14. x is open in A under ∆(x) iff
∀ρ ∀tr ∈ trmax (Aρ); A, ρ, tr, |tr| |= ∆(x) → K(∆(x) → (x = xρ)).
Example 7. We put ∆(z) : z = r ∨ z = s. We put
P = if x = r then a⟨n⟩ else b⟨n⟩, Q = if x = r then b⟨n⟩ else a⟨n⟩.
Then x is open in P and Q under ∆(x), but x is not open in P |Q under ∆(x).
Problem 1.
Input: An extended process A, an assignment ρ, a trace tr ∈ tr(A), an
integer 0 ≤ i ≤ |tr|, and a formula φ.
Question: Does A, ρ, tr, i |= φ hold?
Proposition 5. Even if the word problem in Σ is decidable, Problem 1 can be
undecidable.
Trace Equivalence and Epistemic Logic to Express Security Properties
13
Abadi and Cortier [2] proved that static equivalence can be undecidable even
if the word problem in Σ is decidable. Proposition 5 follows from it.
We change semantics. We repeat the definition of satisfaction.
A |= φ iff ∀ρ ∀tr ∈ tr(Aρ); A, ρ, tr, 0 |= φ
Now, we restrict ρ to be an assignment which maps free variables to only names
and restrict inputted messages in tr to be only variables. That is, we assume
that an attacker cannot tamper with a message. In other words, the attacker can
only transfer messages without any change. Notably, the attacker cannot make
a tuple of messages.
Problem 2.
Input: An extended process A and a formula φ.
Question: Does A |= φ hold?
A convergent subterm theory is an equational theory defined by finite equations whose each right-hand side is a proper subterm of the left-hand side.
Proposition 6. If the equational theory on Σ is a convergent subterm theory
and A contains no replications, Problem 2 is decidable.
4.5 Comparison with the Work of Chadha et al.
Chadha et al. developed the definition of privacy in e-voting as follows. They
considered protocol instances in which two voters Alice and Bob participate, and
voting options are 0 and 1.
Definition 15 ( [7, Definition 9]). The voting process V respects privacy if
V |= Aprivacy ∧ Bprivacy where
def
- Aprivacy = ∧v∈{0,1} 2(K(Avote(v)) → Bvote(v)), and
def
- Bprivacy = ∧v∈{0,1} 2(K(Bvote(v)) → Avote(v)).
Avote(v) means that Alice voted v, and Bvote(v) is similar.
Minimal secrecy of a vote never holds because an attacker trivially knows
votes when all votes agree. We consider protocol instances in which m voters
participate and n voting options exist. Let vi be a vote of i. We consider the
property below:
∨j,k vj ̸= vk → ∧i ∧v G(K(vi = v) → v1 = v∧...∧vi−1 = v∧vi+1 = v∧...∧vm = v)
The consequence in G(...) implies that vi ̸= v due to the antecedent condition,
so we can rewrite the property.
∨j,k vj ̸= vk → ∧i ∧v G(K(vi = v) → vi ̸= v)
Moreover, we take the contraposition in G.
∨j,k vj ̸= vk → ∧i ∧v G(vi = v → P (vi ̸= v))
14
K. Minami
This consequence is exactly minimal secrecy. Besides, minimal secrecy of voting implies privacy, so privacy and minimal secrecy of voting agree under the
disagreement condition ∨j,k vj ̸= vk .
It was shown that V (0, 1) ≈t V (1, 0) implies that V respects privacy, and the
partial converse was given in [7]. We give several properties of minimal secrecy.
Proposition 7. We assume that a voting process V is equivalent for aborts,
and minimal secrecy of each vote in V (v1 , ..., vm ) holds under the disagreement
condition ∨j,k vj ̸= vk .
1. m = 2 ⇒ V (v1 , v2 ) ≈t V (v2 , v1 ).
2. m = 3 and n = 2 ⇒ V (v1 , v2 , v3 ) ≈t V (v2 , v1 , v3 ).
3. Otherwise, V (v1 , ..., vi , ..., vj , ..., vm ) ≈t V (v1 , ..., vj , ..., vi , ..., vm ) does not
always hold.
5 Related Work
Logics about behavior of labeled transition systems originate from HennessyMilner logic [20] that is a modal logic characterizing observational congruence.
That is, observational equivalent systems satisfy the same modal formulas when
these systems are image-finite.
Process algebra is a special LTS. The spi calculus [3] is an extension of the
pi-calculus. It enables us to handle symmetric key encryption based on the DolevYao model [14]. In the spi calculus, two ciphertexts obtained by encrypting two
different plaintexts are indistinguishable unless an observer gets a secret key.
Abadi and Gordon formalized security properties to use testing equivalence.
We focused on the applied pi calculus [1] because it is more powerful than the
spi calculus. That is, we intend to handle more various security notions. In the
calculus, a process can send not only names but also terms via alias variables.
Due to this feature, we can handle not only secrecy but also stricter properties. The authors proved that observational equivalence and labeled bisimilarity
correspond.
Chadha et al. [7] already developed an epistemic logic for the applied pi
d Has directly represents attackcalculus. They defined formulas Has and evt.
d means that a particular event had occurred. Temporal
ers’ knowledge, and evt
modalities were also used, but they do neither mention the just previous nor
next action. The epistemic operator K was defined based on static equivalence
on traces. Authors suggested that trace equivalence is more suitable than labeled bisimilarity when we consider privacy. However, a correspondent relation
between logic and behavior of processes was not provided. As a matter of fact,
α-equivalent processes do not always satisfy the same formulas in their framework because secret values are expressed as bound names or through events. In
our framework, trace equivalent processes satisfy the same formulas.
Horne [21] introduced quasi-open bisimilarity, and he proved that it coincides
open bisimilarity. Moreover, intuitionistic modal logic FM characterizes quasiopen bisimilarity. The law of excluded middle does not hold in the logic because
processes containing a free variable are also considered.
Trace Equivalence and Epistemic Logic to Express Security Properties
15
Knight et al. [22] defined an epistemic logic for an LTS. This framework is
based on Hennessy-Milner logic, and it handles multiple agents’ knowledge. They
also proved weak completeness. However, compositionality was not discussed.
Process algebra is one of nominal transition systems. Parrow et al. [29] developed modal logic characterizing bisimilarity for a nominal transition system.
Toninho and Caires [31] proposed a dynamic spatial epistemic logic, which
reasons what information a process can obtain. The epistemic operator means
not only an attacker’s knowledge but also a participant’s knowledge, so, for
example, the logic can reason a correspondence assertion.
Tsukada et al. [32] studied sequential and parallel compositionality of security
notions to use an epistemic logic for a multiagent system. They proved that
neither anonymity nor privacy is generally preserved by composition. They also
gave a sufficient condition for preservation. However, this word “parallel” merely
means that the same agent acts two actions in the paper. That is, concurrency
was not considered.
Fiore and Abadi [16] developed symbolic models of processes. They gave a
procedure to decide whether an environment can derive a message M . Their
technique can be used for verification. However, equivalences on processes were
not studied in the paper.
Clarkson and Schneider [12] generalized trace properties to hyperproperties,
and Clarkson et al. [11] developed hyperLTL and hyperCTL* for hyperproperties. Hyperproperties can express security properties which cannot be expressed
by trace properties. The authors regarded systems as sets of traces, so hyperproperties are properties about systems. Our security properties are also proper
hyperproperties. The advantage of our work over these works is to relate trace
equivalence to attackers’ knowledge. In [11, 12], the relation between the equivalence and knowledge is not clear.
Goubault-Larrecq et al. [19] proposed the probabilistic applied pi calculus.
In this case, Theorem 1 no longer holds. It is known that trace distribution
preorder [30] is not a congruence. On the other hand, it is shown in [5] that
probabilistic trace equivalence for nondeterministic and probabilistic LTS is a
congruence with respect to parallel composition. Probabilistic trace equivalence
is coarser than trace distribution equivalence.
Canetti et al. [6] defined implementation for task-PIOAs. According to their
definition, T1 implements T2 iff the set of behaviors of T1 composed with E is
included in the set of behaviors of T2 composed with E for every environment E.
Here, behavior is the set of trace distributions. The implementation relation is
preserved by parallel composition.
Giro and D’Argenio [17] pointed out that ordinary schedulers may give rise
to unnatural behavior. A scheduler may leak information if it can look at the
whole of the system. To solve this problem, they provided several reasonable
subclasses of schedulers. The problem of the scheduler in the formalization of security properties was also pointed out in [4, 8], which proposed other approaches.
Eisentraut et al. [15] also studied subclasses of schedulers for probabilistic
automata. They defined late distribution bisimulation and proved that late dis-
16
K. Minami
tribution bisimulation with respect to distributed schedulers is compositional.
We may need to specify subclasses of schedulers to state a probabilistic variant
of Theorem 1.
Knight et al. [23] developed spatial and epistemic process calculus. Their
study is for concurrent constraint programming, so their processes can add
constraints. They proved that observational equivalence is a congruence. Their
processes do not have labeled actions, so observational equivalence means that
equivalent processes provide the same results. On the other hand, in the applied
pi calculus, trace equivalent processes provide equivalent traces and indistinguishable information.
In this paper, we characterized trace equivalence in terms of our epistemic
logic. That is, we showed that a non-adaptive active intruder cannot distinguish
trace equivalent processes. We also focused on how composition of systems affects
security properties. We proved that any composition preserves total secrecy and
role permutativity. This is because trace equivalence is a congruence.
6 Conclusion
6.1 Summary
In this paper, we provided an epistemic logic for the applied pi calculus. This logic
is an LTL-like logic, so we can describe security notions. We formulated secrecy,
role-interchangeability, and openness. These are generalized security properties
regarding multiagent systems.
Moreover, we associated trace equivalence with total secrecy. Application
of context does not preserve minimal secrecy, but total secrecy is preserved
because trace equivalence is a congruence. We also give a necessary and sufficient
condition for role-interchangeability.
We conclude that trace equivalence is suitable to express non-probabilistic
indistinguishability in the view of security in the presence of a non-adaptive
active adversary.
6.2 Future Work
First, our epistemic logic states an adversary’s knowledge. We intend to construct
a logic for a process’s knowledge. It will bridge a gap between multiagent systems
and process calculi.
Second, formalizations of other security properties such as non-malleability
are also the next topics.
Finally, what logic is suitable for security in the presence of an adaptive
attacker is still open.
Acknowledgments
The author thanks Prof. M. Hasegawa and Prof. N. Yoshida for discussions. He
also thanks the anonymous reviewers for helpful comments and suggestions.
Trace Equivalence and Epistemic Logic to Express Security Properties
17
References
1. Abadi, M., Blanchet, B., Fournet, C.: The applied pi calculus: Mobile values, new names, and secure communication. J. ACM 65(1), 1–41 (2017).
https://doi.org/10.1145/3127586
2. Abadi, M., Cortier, V.: Deciding knowledge in security protocols under
equational theories. Theoretical Computer Science 367(1-2), 2–32 (2006).
https://doi.org/10.1016/j.tcs.2006.08.032
3. Abadi, M., Gordon, A.D.: A calculus for cryptographic protocols:
The spi calculus. Information and computation 148(1), 1–70 (1999).
https://doi.org/10.1006/inco.1998.2740
4. Alvim, M.S., Andrés, M.E., Palamidessi, C., van Rossum, P.: Safe equivalences for security properties. In: Calude, C.S., Sassone, V. (eds.) TCS
2010. IFIPAICT, vol. 323, pp. 55–70. Springer, Berlin, Heidelberg (2010).
https://doi.org/10.1007/978-3-642-15240-5_5
5. Bernardo, M., De Nicola, R., Loreti, M.: Revisiting Trace and Testing Equivalences
for Nondeterministic and Probabilistic Processes. Logical Methods in Computer
Science 10(1) (2014). https://doi.org/10.2168/LMCS-10(1:16)2014
6. Canetti, R., Cheung, L., Kaynar, D., Liskov, M., Lynch, N., Pereira, O., Segala,
R.: Task-structured probabilistic i/o automata. Journal of Computer and System
Sciences 94, 63 – 97 (2018). https://doi.org/10.1016/j.jcss.2017.09.007
7. Chadha, R., Delaune, S., Kremer, S.: Epistemic logic for the applied pi calculus. In: Lee, D., Lopes, A., Poetzsch-Heffter, A. (eds.) FMOODS/FORTE
2009. LNCS, vol. 5522, pp. 182–197. Springer, Berlin, Heidelberg (2009).
https://doi.org/10.1007/978-3-642-02138-1_12
8. Chatzikokolakis, K., Palamidessi, C.: Making random choices invisible to the scheduler. In: Caires, L., Vasconcelos, V.T. (eds.) CONCUR 2007. LNCS, vol. 4703,
pp. 42–58. Springer, Berlin, Heidelberg (2007). https://doi.org/10.1007/978-3-54074407-8_4
9. Cheval, V., Kremer, S., Rakotonirina, I.: Deepsec: Deciding equivalence properties in security protocols theory and practice. In: SP 2018. pp. 529–546 (2018).
https://doi.org/10.1109/SP.2018.00033
10. Cheval, V., Cortier, V., Delaune, S.: Deciding equivalence-based properties using constraint solving. Theoretical Computer Science 492, 1 – 39 (2013).
https://doi.org/10.1016/j.tcs.2013.04.016
11. Clarkson, M.R., Finkbeiner, B., Koleini, M., Micinski, K.K., Rabe, M.N., Sánchez,
C.: Temporal logics for hyperproperties. In: Abadi, M., Kremer, S. (eds.)
POST 2014. LNCS, vol. 8414, pp. 265–284. Springer, Berlin, Heidelberg (2014).
https://doi.org/10.1007/978-3-642-54792-8_15
12. Clarkson, M.R., Schneider, F.B.: Hyperproperties. Journal of Computer Security
18(6), 1157–1210 (2010). https://doi.org/10.3233/JCS-2009-0393
13. Delaune, S., Kremer, S., Ryan, M.: Verifying privacy-type properties of electronic voting protocols. Journal of Computer Security 17(4), 435–487 (2009).
https://doi.org/10.3233/JCS-2009-0340
14. Dolev, D., Yao, A.C.: On the security of public key protocols.
IEEE Transactions on Information Theory 29(2), 198–208 (1983).
https://doi.org/10.1109/TIT.1983.1056650
15. Eisentraut, C., Godskesen, J.C., Hermanns, H., Song, L., Zhang, L.: Probabilistic bisimulation for realistic schedulers. In: Bjørner, N., de Boer, F.
(eds.) FM 2015. LNCS, vol. 9109, pp. 248–264. Springer, Cham (2015).
https://doi.org/10.1007/978-3-319-19249-9_16
18
K. Minami
16. Fiore, M., Abadi, M.: Computing symbolic models for verifying
cryptographic
protocols.
In:
CSFW-14.
pp.
160–173
(2001).
https://doi.org/10.1109/CSFW.2001.930144
17. Giro, S., D’Argenio, P.: On the expressive power of schedulers in distributed probabilistic systems. Electronic Notes in Theoretical Computer Science 253(3), 45 –
71 (2009). https://doi.org/10.1016/j.entcs.2009.10.005
18. van Glabbeek, R.J.: The linear time - branching time spectrum. In: Baeten, J.C.M.,
Klop, J.W. (eds.) CONCUR 1990. LNCS, vol. 458, pp. 278–297. Springer, Berlin,
Heidelberg (1990). https://doi.org/10.1007/BFb0039066
19. Goubault-Larrecq, J., Palamidessi, C., Troina, A.: A probabilistic applied pi–
calculus. In: Shao, Z. (ed.) APLAS 2007. LNCS, vol. 4807, pp. 175–190. Springer,
Berlin, Heidelberg (2007). https://doi.org/10.1007/978-3-540-76637-7_12
20. Hennessy, M., Milner, R.: On observing nondeterminism and concurrency.
In: de Bakker, J., van Leeuwen, J. (eds.) Automata, Languages and Programming. LNCS, vol. 85, pp. 299–309. Springer, Berlin, Heidelberg (1980).
https://doi.org/10.1007/3-540-10003-2_79
21. Horne, R.: A bisimilarity congruence for the applied pi-calculus sufficiently coarse
to verify privacy properties. arXiv:1811.02536 (2018)
22. Knight, S., Mardare, R., Panangaden, P.: Combining epistemic logic and hennessymilner logic. In: Constable, R.L., Silva, A. (eds.) Logic and Program Semantics, LNCS, vol. 7230, pp. 219–243. Springer, Berlin, Heidelberg (2012).
https://doi.org/10.1007/978-3-642-29485-3_14
23. Knight, S., Palamidessi, C., Panangaden, P., Valencia, F.D.: Spatial and epistemic
modalities in constraint-based process calculi. In: Koutny, M., Ulidowski, I. (eds.)
CONCUR 2012. LNCS, vol. 7454, pp. 317–332. Springer, Berlin, Heidelberg (2012).
https://doi.org/10.1007/978-3-642-32940-1_23
24. Mano, K.: Formal Specification and Verification of Anonymity and Privacy. Ph.D.
thesis, Nagoya University (2013)
25. Mano, K., Kawabe, Y., Sakurada, H., Tsukada, Y.: Role interchange for anonymity
and privacy of voting. Journal of Logic and Computation 20(6), 1251–1288 (2010).
https://doi.org/10.1093/logcom/exq013
26. Milner, R., Parrow, J., Walker, D.: A calculus of mobile processes, i. Inf. Comput.
100(1), 1–40 (1992). https://doi.org/10.1016/0890-5401(92)90008-4
27. Milner, R., Parrow, J., Walker, D.: A calculus of mobile processes, ii. Inf. Comput.
100(1), 41–77 (1992). https://doi.org/10.1016/0890-5401(92)90009-5
28. Minami, K.: Trace equivalence and epistemic logic to express security properties.
arXiv:1903.03719 (2019)
29. Parrow, J., Borgström, J., Eriksson, L.H., Gutkovas, R., Weber, T.:
Modal Logics for Nominal Transition Systems. In: CONCUR 2015. LIPIcs,
vol. 42, pp. 198–211. Schloss Dagstuhl–Leibniz-Zentrum fuer Informatik (2015).
https://doi.org/10.4230/LIPIcs.CONCUR.2015.198
30. Segala, R.: A compositional trace-based semantics for probabilistic automata. In:
Lee, I., Smolka, S.A. (eds.) CONCUR 1995. LNCS, vol. 962, pp. 234–248. Springer,
Berlin, Heidelberg (1995). https://doi.org/10.1007/3-540-60218-6_17
31. Toninho, B., Caires, L.: A spatial-epistemic logic for reasoning about security protocols. In: SecCo 2010. EPTCS, vol. 51, pp. 1–15. Open Publishing Association
(2011). https://doi.org/10.4204/EPTCS.51.1
32. Tsukada, Y., Sakurada, H., Mano, K., Manabe, Y.: On compositional reasoning
about anonymity and privacy in epistemic logic. Annals of Mathematics and Artificial Intelligence 78(2), 101–129 (2016). https://doi.org/10.1007/s10472-016-9516-8
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VERRUCIFORM EPIDERMODYSPLASIA (STUDY OF 2 CASES) IN CHU MOHAMED V MARRAKECH MORROCCO.
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International journal of advanced research
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Introduction:- Verruciform Epidermodysplasia (EV) was described in 1922 by Lewandowski-Lutz[1]. It is a rare genodermatosis,
with autosomal recessive inheritance, characterized by a facilitation of cutaneous infection by certain types of
human papilloma virus (HPV) associated with a deficiency of cellular immunity [2,3]. We report two cases of EV
associated with malignant transformation, specifying the clinical and evolutionary features of this condition through
our observations and a review of the literature. Patients and observations:- Our study is retrospective about 2 cases collected from the plastic surgery; restorative and burns department, in
Mohamed VI Hospital of Marrakech in Morocco, carriers of epidermodysplasue verruciform transformed into
malignant tumors. Ouafaa Dhaidah, Moulay Driss Elamrani, Yassine Benchamkha and Salwa Ettalbi. Ouafaa Dhaidah, Moulay Driss Elamrani, Yassine Benchamkha and Salwa Ettalbi. Ouafaa Dhaidah, Moulay Driss Elamrani, Yassine Benchamkha and Salwa Ettalb
Department of Plastic and Reconstructive Surgery in CHU Mohamed VI, Marrakech, Mor ,
y
,
rtment of Plastic and Reconstructive Surgery in CHU Mohamed VI, Marrakech, Morocco. …………………………………
Manuscript Info
……………………. Manuscript History
Received: 10 November 2017
Final Accepted: 12 December 2017
Published: January 2018
Key words:-
Verruciform
epidermodysplasia,
dermatology, oncology, plastic Surgery. ………………………………………………………………
Verruciform epidermodysplasia (VE) or Lutz-Lewandowski disease is
a rare genodermatosis, most often autosomal recessive, characterized
by abnormal susceptibility to infection by certain types of HPV. We
report 2 cases with malignant transformation in squamous cell and
basocellular carcinomas. We study 2 cases of patients aged of 50 and 34 years old that suffer
from this illness and have been received in plastic restorative and burns
Department in CHU Mohamed V Marrakech Morocco. In our study we try to focus on the origin, factors and the diagnostic of
the Verruciform epidermodysplasia and compare them to those
evocated by other authors and the treatment that has been followed. Verruciform epidermodysplasia is a rare disease that requires early
diagnosis to avoid the high potential for transformation for these
patients. Copy Right, IJAR, 2018,. All rights reserved. ISSN: 2320-5407 ISSN: 2320-5407 Int. J. Adv. Res. 6(1), 632-635 Patient N: 1 J.J is a woman aged 50 years, resulting from the first siblings cousins parents without pathological antecedents. The
beginning of the symptomatology was at the age of 15 marked by the spontaneous appearance of the flat verrucous
lesions disseminated all over the face; the trunk and limbs and generalized after all over the body with healthy skin
intervals. The evolution was marked by the rapid appearance and increase of multiple tumors in 2 years (when she
was 48 years old). The diagnosis of a verruciform epidermodysplasia was posed during her hospitalization in the
dermatology department then sent to ours for additional care. On examination: achromatic warts and macules at the
level of the face and the upper and lower limbs, with ulcero-budding tumors at the forehead, 8 cm long axis, another 632
Corresponding Author:- Ouafaa Dhaidah. Address:- Department of Plastic and Reconstructive Surgery in CHU Mohamed VI, Marrakech,
Morocco. 632 Corresponding Author:- Ouafaa Dhaidah. 632
Corresponding Author:- Ouafaa Dhaidah. Address:- Department of Plastic and Reconstructive Surgery in CHU Mohamed VI, Marrakech,
Morocco. Int. J. Adv. Res. 6(1), 632-635 Int. J. Adv. Res. 6(1), 632-635 ISSN: 2320-5407 at the level of the internal cantus with a size of 2 cm and the third one was at the level of the external face of the leg
with a size of 6 cm.Biopsies were made for these 3 tumors under local anesthesia.The histological study has shown
that it is a moderately differentiated squamous cell carcinoma. A cervicofacial CT is done as part of a local
extension assessment showed a cutaneous process at the forehead, and opposite the root of the nose without invasive
bone opposite. Tumor excision was made with margins of one centimeter for the tumor of the leg and the forehead
and bone cut at the level of the latter for the tumor of the internal cantus of the eye and the septum was respected. The histological study showed epidermoid carcinoma at the three sites, with tumor limits at the level of the internal
cantus (the patient refuses the ocular exenteration). A locoregional extension assessment was negative, the coverage
made by a thin skin graft at the level of the loss of substance of the forehead and the leg was performed and for the
internal cantus a cicatrization directed by Vaseline tulles and local topicals. The patient was sent to the oncology department for additional care. Patient N: 1 They decided that radiotherapy is not
recommended on the eye. Due to the ocular recurrence of the tumor; the patient accepted the ocular exenteration and
readressed back to the oncology department for care. Patient 2:- O.Z patient, 34 years old woman with no pathological history; born of a consanguineous marriage, admitted to
plastic, restorative and burns surgery department for a frontal tumor. The examination shows few warts on the face
and limbs with an ulcero-budding tumor of 7 centimeters. The patient was operated several times; the pathological
anatomy showed epidermoid carcinoma with a deep incomplete excision. Cervico-facial CT showed a tumor process
of the left fronto-palpebral scalp without intracranial bone extension with infra-centimetric peripheral ganglia. A
large surgical revision with ocular exenteration is done with coverage by a flap of the scalp. The patient was referred
to the radiotherapy department where she did the sessions. Recurrence occurred after 6 months and cerebral CT
showed cerebral parenchymal infiltration. A multidisciplinary staff (plastic surgery, dermatology, oncology and
neurosurgery) decided on a tumor excision intraparechymate and covered by a free flap but due to the general
deterioration, the treatment was palliative. Discussion:- Adv. Res. 6(1), 632-635 ISSN: 2320-5407 ubiquitous without racial or geographic limitation, although the condition has rarely been described in black
subjects. ubiquitous without racial or geographic limitation, although the condition has rarely been described in black
subjects. The skin lesions are the cause of hospitalization for both patients. We generally find the same lesional aspects
described in the literature. It is :
Maculopapular lesions with warts. We note that these lesions are disseminated throughout the integument with
healthy skin interval, small sizes with regular hypochromic contours or even non painful and itchy achromic.
Maculopapular lesions with warts. We note that these lesions are disseminated throughout the integument with
healthy skin interval, small sizes with regular hypochromic contours or even non painful and itchy achromic.
erythematous macular lesions of pityriasis versicolor almost are generalized to the entire hyperchromic
integument and sometimes hypochromic. Diffuse and very squamous with bending folds.
erythematous macular lesions of pityriasis versicolor almost are generalized to the entire hyperchromic
integument and sometimes hypochromic. Diffuse and very squamous with bending folds.
hyperpigmented palmoplantar keratotic lesions often found in the OS literature. The histological examination was performed from biopsies or tumor excisions of cutaneous tissue fragment and
allowed to find the characteristic lesions described by LEDERMAN which associates four signs in the histology of
verruciform epidermodysplasia called hyperkeratosis, hyperacanthosis, hypergranulosis and intense vacuolar
alteration in the center point which is the cytopathic effect of HPV viruses. This examination confirmed the
diagnosis in all our patients who presented for the most part the characteristic signs of the histology of verruciform
epidermodysplasia [10, 11]. None of our two patients was able to benefit from genetic and biochemical studies or research of viral DNA. This
would have been important. This is to know what type of HPV virus has infected each patient. The small number of our observations does not allow us to draw a definitive conclusion on the average age of onset
of the disease. All authors agree to locate the age of onset in childhoodIn the literature, we find this cancerization in
20 to 25% of cases - which is a very low rate compared to our patients who present 100% of malignant
transformation found in basal cell carcinoma and squamous cell carcinoma that make all the seriousness of the
disease [12]. The transformation into spino-cellular epithelioma after a rather long delay. Discussion:- Invasive cancer appears after 15 years,
sometimes beyond 25 years, or even 40 years according to Lutzner. It is the possibility of this cancerous
transformation that makes all of LEWANDOWSKY-LUTZ's disease. The age of malignant transformation for our
population is after 30 years that is almost the same result found by other authors[13]. The prognosis of EV is related to the oncogenic potential of some HPV inducing carcinomas on the photo-exposed
areas in 30 to 60% of cases [14]. We note the notion of recurrence with the appearance of other tumors despite an oncology surgical treatment
associated with radiotherapy which makes the fatal prognosis of this pathology. Patients must protect themselves from UV radiation at an early age. The retinoids, by their antiproliferative and
inductive actions of the cellular differentiation, make it possible to prevent and to delay the occurrence of cutaneous
cancers. They have only a partial effect on warts since keratinocytes are always infested with HPV. Their long-term
use exposes them to the risk of side effects. Some tests based on interferon, vitamin D analogs and the combination
of retinoic acid with interferon, give hope for a better therapeutic management of this ailment [15, 16]. Discussion:- Discussion:-
LEWANDOWSKY-LUTZ disease is a rare condition. The evaluation of its frequency in the general population has
rarely been done in the literature. LEWANDOWSKY-LUTZ disease is a rare condition. The evaluation of its frequency in the general population has
rarely been done in the literature. The small number of our observations does not allow us to draw a definitive conclusion on the average age of onset
of the disease. All authors agree on the age of onset is in childhood, the age of malignant transformation for our
population is after 30 years [4]. In the literature we do not note a predisposition of sex in disease, while in our population we find a female
predominance [4]. The familial nature of the disease was recognized since S. HIDAKA (1924) who called it "verrucas dyskeratoticas
congenitalis", It is a multifactorial disease involving genetic factors extrinsic (ultraviolet) and presumably
immunological [ 5]. We find the hereditary character net in our cases. Indeed, Our patient N 2 had a deceased brother that had the same
lesions as her. But at no time, none of our patients has reported a dermatitis concept to his parents. Note that in all
our observations; we find a parental consanguinity [6,7]. We retain in our observations 50% of family cases. This is a high percentage compared to the literature which finds
that vary between 10 and 20% [8,9]. We retain in our observations 50% of family cases. This is a high percentage compared to the literature which finds
that vary between 10 and 20% [8,9]. The parental consanguinity of these cases is consistent with the literature that says that the mode of transmission is
autosomal recessive and rarely the mode of transmission is recessive X-linked because in all our cases we do not
find the same lesions among the ascendants. The parental consanguinity of these cases is consistent with the literature that says that the mode of transmission is
autosomal recessive and rarely the mode of transmission is recessive X-linked because in all our cases we do not
find the same lesions among the ascendants. The incidence of race seems relative . Our two patients belong to the brown race, recorded in North Africa zone
(south of Morocco).Most cases of LEWANDOWSKY-LUTZ disease are white. SORYA ORGA MALIKI's study
shows that there were five black patients in his study in Senegal. According to ANGO-PADONOU[9], the disease is 633 Int. J. Conclusion:- EV is a rare genodermatosis. Its relationship with certain genetic diseases is well established. Our study of EV
associated with a malignant transformation into cutaneous tumors that change the prognosis of this pathology. 634 Int. J. Adv. Res. 6(1), 632-635 ISSN: 2320-5407 Bibliography:- g
p y
1. Ortak T, Uysal C A, AlagosMS,Orbay H, Sensoz O. Epidermodysplasia Verruciformis : An Unusual
Presentation. 2
l S
2006 32 302 6 2. Dermatol Surg 2006 ; 32 : 302-6 2. Dermatol Surg 2006 ; 32 : 302-6
3. Micalli G, Nasca MR, Dall’oglio F, Musumeci ML. Cimetine therapy for epidermodysplasia verruciformis. J
Am Acad
4
Dermatol 2003 ; 48 : 9-10 4. Dermatol 2003 ; 48 : 9-10. 5. Weber BP, Fierlbeck G, Kempf HG. Multiple metachronous skin squamous cell carcinomas and
epidermodysplasia 6. verruciformis in the head region : a human papillomavirusassociated disease. Eur Arch Otorhinolaryngol 1994 ;
3426. 7. DEGOS R .DermatologieEd. Med. Flammarion, Paris, 1981. 7. DEGOS R .DermatologieEd. Med. Flammarion, Paris, 1981. OS R .DermatologieEd. Med. Flammarion, Paris, 1981. CAMPS V BLANCHET BARDON C PETIT A BACCARD M FISHER A DUBERTRET L OS R .DermatologieEd. Med. Flammarion, Paris, 1981. CAMPS V., BLANCHET-BARDON C., PETIT A., BACCARD M.,FISHER A., DUBERTRET L. 8. DESCAMPS V., BLANCHET-BARDON C., PETIT A., BACCARD M.,FISHER A., DUBE 8. DESCAMPS V., BLANCHET-BARDON C., PETIT A., BACCARD M.,FISHER A., DUBERTRET L. 9. Epidermodysplasie verruciforme après greffe de moelle pour letraitement d'un déficit immunitaire combiné
sévère : un modèle pourcomprendre le déficit immunitaire spécifique de l'E.V. ?Ann. Derm. Vénéreol., 1991,
118, 847-850. 10. 44- MATHIEU A., AVRIL M-F., DUVILLARD P., BLANCHET-BARDONC., ORTH G., BANANGER C.,
BOGNEL C., CHARPENTIER M.,GIRINSKY M.,PRADE M., LUBOINSKI B.Epidermodysplasie
verruciforme et papillomavirus Présence d'HPV 5 dans une métastase ganglionnaire.Ann. Dermatol. Vénéréol.,
1985, 112 : 741-742 11. 50- PFISTER H.Human papillomavirus and impaired immunity epidermodysplasia 12. Verrucifonnis Arch. Derm. , 1987, 123 : 1469-1470 12. Verrucifonnis Arch. Derm. , 1987, 123 : 1469-1470 13. JABLONSKA S., OBALEK S., ORTH G., HAFTEK M.,CHORZELSKA M.J. 13. JABLONSKA S., OBALEK S., ORTH G., HAFTEK M.,CHORZELSKA M.J. 14. Regression of the lesions of epidermodysplasia verruciformis .Brit. J. Denn. 1982, 107 : 109 15. ANGOPADONOUF.,BOURLONDA.,MONTEIROB.,AMOUSSOUGNENOUD.,GNINAFON
M.,
YEDOMON H., Epidennodysplasie verrucifonne : difficultés diagnostiques chez un sujetde race noire. Ann. Denn. Vénéréal.. 1990. 117 : 957-958. 16. CIVATTE J.Histopathologie cutanée. Ed. Med. Flammarion, Paris, 1967. 293 p
g
17. LEDERMAN D.P.Epidem10dysplasie verrucifom1e de Lewandowsky-Lutz. affection virale modèle de
recherche sur l'action des virus à potentiel oncogène ;Med. et Hyg., 1981, 39 : 1576-1582. 18. DEGOS R., LEFORT P., BATISTA A.Epidermodysplasie verruciforme de Lewandowsky-LutzBull. Soc. Fr. Derm. Syph. 1957, 64 : 278-279. yp
19. JABLONSKA S., ORTH G.,Epiderrnodysplasia verruciforrnis.Clin. Derrn. Bibliography:- 1980, 3 : 83-86 20. Lane JA, Bowman PH, Cohen DJ. Epidermodysplasia verruciformis. South Med J 2003 ; 96 : 613-5 21. Anadolu R, Oskay T, Erdem C, Boyvat A, Terzi E, Gürgey E.Treatment of epidermodysplasia verruciformis
with acombination of acitretin and interferon alfa-2a. J Am Acad.Dermatol 2001 ; 45 : 296-9. 22. Junko Hi, Chihiro M, Tsuyoshi M, Makoto K,, Masaaki M.Treatment of localized epidermodysplasia 21. Anadolu R, Oskay T, Erdem C, Boyvat A, Terzi E, Gürgey E.Treatment of epidermodys
with acombination of acitretin and interferon alfa-2a. J Am Acad.Dermatol 2001 ; 45 : 296-9 22. Junko Hi, Chihiro M, Tsuyoshi M, Makoto K,, Masaaki M.Treatment of localized ep
verruciformis witht acalcitol ointment. Internat J Dermatology 2002 ; 41 : 817–20. 635
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Sixty-Eight Cities of the United States in 1920
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Journal of Geography Journal of Geography ISSN: 0022-1341 (Print) 1752-6868 (Online) Journal homepage: http://www.tandfonline.com/loi/rjog20 Date: 21 June 2016, At: 15:42 This is the first of a series of articles by Professor Ridgley based on the census reports
of 1920. The next article will deal with population by states. Editor. Sixty-Eight Cities of the United States in 1920 Douglas C. Ridgley To cite this article: Douglas C. Ridgley (1921) Sixty-Eight Cities of the United States in 1920,
Journal of Geography, 20:2, 75-79, DOI: 10.1080/00221342108984922 To link to this article: http://dx.doi.org/10.1080/00221342108984922 Published online: 22 Feb 2008. Submit your article to this journal
Article views: 4
View related articles Published online: 22 Feb 2008. Download by: [Universitaetsbibliothek Heidelberg] Download by: [Universitaetsbibliothek Heidelberg] SIXTY-EIGHT CITIES OF THE UNITED STATES FEB., 1921 75 SIXTY-EIGHT CITIES OF THE UNITED STATES IN 1920'
DOUGLAS c. RIDGLEY
State Normal University, Normal, Illinois State Normal University, Normal, Illinois State Normal University, Normal, Illinois The United States Census is taken every ten years. This includes
exhaustive reports concerning population, agriculture, manufactures,
forestry and forest products, mines and quarries. Preparation for taking the census of 1920 began in July, 1919, and
70,000 enumerators started their work on January 2, 1920, as January
1 fell on Sunday. Their task involved a call at every home in the land
during the month of January. Inquiry was made and facts recorded
concerning all the people of the United States. Detailed reports were
also made concerning agriculture, manufactures, and other subjects. Downloaded by [Universitaetsbibliothek Heidelberg] at 15:42 21 June 2016 In the Bureau of the Census of the Department of Commerce at
Washington, D. C., hundreds of persons are engaged in studying,
classifying, tabulating, and publishing the census reports. Publication
of all reports will not be completed until 1922. In order to give infor-
mation concerning the census returns, the Bureau of the Census issues
reports from day to day to the newspapers and others who are inter-
ested. The earlier reports are concerning population. Since February,
1920, readers have found census population facts almost daily in the
newspapers. A recent report on which this article is based gives the population
of cities having 25,000 inhabitants or more. Some of the leading facts
of this report are here summarized. Populations are given in round
numbers. CLASSES
OF CITIES, NUMBER,
AND TOTAL
POPULATION
OF EACH
CLASS CLASSES
OF CITIES, NUMBER,
AND TOTAL
POPULATION
OF EACH
CLAS Increase
per cent
Group 1. 200,000 inhabitants or more
33
22,000,000
24.8
Group 2. 100,000 to 200,000 inhabitants. . . . . . . . . . . . 36
4,700,000
28.8
Group 3. 50,000 to 100,000 inhabitants. . . . . . . . . . . . 70
5,200,000
33.2
Group 4. 25,000 to 50,000 inhabitants. . . . . . . . . . . . 144
5,100,000
34.1
14.9
Cities having
Number Population 1910-1920
Total
25,000 inhabitants or more.. . . . . . . . . . . . . 288
37,000,000
Total population ConCinental United States.. . . . . . . . . .105,000,000 The 33 larger cities have about 20 per cent of the population of the
United States, and the 288 cities included in the summary have 35 THE JOURNAL OF GEOGRAPHY 76 VOL. CITIES OF THE 100,000 CLASS Downloaded by [Universitaetsbibliothek Heidelberg] at 15:42 21 June 2016 Groups 1 and 2 of the above classification are usually referred to as
cities of the 100,000 class, and this article deals with these 68 cities as
a single group. The material is presented in such form as to be made
the basis of a few geography lessons with classes now studying the
United States or who hare studied the United States previously. Names of states are not given after the names of cities in the lists
below. Pupils should always be required to give the name of the
state after the name of the cit>y. The cities should be located by use
of wall map, maps of United States and groups of states in textbook,
and in atlases. In case a name indicates well-known cities in two or
more states, the state is indicated. Since each decennial census stands
for ten years as the only accurate count of population, it is of real
importance to get promptly from the official census significant facts,
classify them, and study their larger relationships as a sure foundation
for accurate comparison during the next decade. Downloaded by [Universitaetsbibliothek Heidelberg] at 15:42 21 June 2 In 1910, there were 50 cities of the 100,000 class. The 1920 list
contains these 50 and 18 additional cities. During the decade every
one of the 68 cities grew in population, the percentage varying from
less than one-tenth of one per cent for Spokane, Washington, to 201
per cent for Akron, Ohio, and 113 per cent for Detroit, Michigan. Los Angeles, California made the next largest percentage gain with
80 per cent. The increases in number of inhabitants varied from 35
for Spokane, Washington, to 850,000 for New York City. Detroit
made the next largest gain, 520,000, and Chicago next with 510,000. Among the 50 cities of the 100,000 class in 1910, 7 retain the same
relative rank as in 1920. New York, Chicago, and Philadelphia still
rank Nos. 1, 2, and 3 respectively. 3an Francisco retains rank as No. 11, Minneapolisas No. 18, Birmingham as 36, and Dayton as 43. De-
troit moved from No. 9 to No.4; LOS Angeles from No. 17 to No. 10. No other of the 50 cities were advanced in rank more than 4. SIXTY-EIGHT CITIES OF THE UNITED STATES IN 1920'
DOUGLAS c. RIDGLEY
State Normal University, Normal, Illinois 20 per cent of the entire population. It is interesting to note that the
first two groups of the above summary have about the same number
of cities, the third group is about double the second group in number
with about the same population as the second group, The,fourth
group is about double the third group in number with approximately
the same population as the third group. Exactly one-half of the 288
cities included in the summary are in the fourth group. THE SIXTY-EIGHT CITIES WITH POPULATIONS
IN ROUND
NUMBER THE SIXTY-EIGHT CITIES WITH POPULATIONS
IN ROUND
NUMBER THE SIXTY-EIGHT CITIES WITH POPULATIONS
IN ROUND
NUMBER
In the following list, the cities are arranged in order of population, the numbers indi-
cating the rank of the city in 1920. In the following list, the cities are arranged in order of population, the numbers indi-
cating the rank of the city in 1920. 1. New York City, 5,600,000. 3. Philadelphia, 1,800,000. 4. Detroit, 993,000. 5. Celveland, 796,000. 6. St. Louis, 772,000. 7. Boston, 748,000. 8. Baltimore, 733,000. 9. Pittsburgh, 588,000. 10. Los Angeles, 576,000. 11. San
Francisco, 508,000. 12. Buffalo, 506,000. 13. hfilwaukee, 457,000. 14. Washington,
437,000. 15. Newark, 414,000. 16. Cincinnati, 401,000. 17. New Orleans, 387,000. 18. Minneapolis, 380,000. 19. Kansas City (Mo.), 324,000. 20. Seattle, 315,000. 21. Indianapolis, 314,000. 22. Jersey City, 297,000. 23. Rochester, 295,000. 24. Port-
land (Oregon), 258,000. 25. Denver, 256,000. 26. Toledo, 243,000. 27. Providence,
237,000. 28. Columbus, 237,000. 29. Louisville, 234,000. 30, St. Paul, 234,000. 31. Oakland, 210,000. 32. Akron, 208,000. 33. ,4tlanta, 200,000. 34. Omaha, 191,000. 35. Worcester, 179,000. 36. Birmingham, 178,000. 37. Syracuse, 171,000. 38. Rich-
mond, 171,000. 39. New Haven, 162,000. 40. Memphis, 162,000. 41. San Antonio,
161,000. 42. Dallas, 158,000. 43. Dayton, 152,000. 44. Bridgeport, 143,000. 45. Houston, 138,000. 46. Hartford, 138,000. 47. Scranton, 137,000. 48. Grand Rapids,
137,000. 49. Paterson, 135,000. 50. Youngstown, 132,000. 51. Springfield (Mass.),
129,000. 52. Des Moines, 126,000. 53. New Bedford, 121,000. 54. Fall River, 120,000. 55. Trenton, 119,000. 56. Nashville, 118,000. 57. Salt Lake City, 118,000. 58. Cam-
den, 116,000. 59. Norfolk, 115,000. 60. Albany, 113,000. 61. Lowell, 112,000. 62. Wilmington, 110,000. 63. Cambridge, 109,000. 64. Reading, 107,000. 65. Fort Worth,
106,000. 66. Spokane, 104,000. Kansas City (Kans.), 101,000. 68. Yonkers, 100,000. 2. Chicago, 2,700,000. Downloaded by [Universitaetsbibliothek Heidelberg] at 15:42 21 June 2 CITIES OF THE 100,000 CLASS Spokane
moved downward in rank from 48 to 66, Cambridge from 47 to 63,
four others mol-ed don~mard in rank 10 or more. Of these 50 cities, SIXTY-EIGHT CITIES OF THE UNITED STATES FEB.,
1921 FEB.,
1921 77 7 retain the same rank, 16 advance in rank and 27 rank lower, but all
have gained in population. 7 retain the same rank, 16 advance in rank and 27 rank lower, but all
have gained in population. CLASSIFICATION
OF THE SIXTY-EIGHT CITIES 1. Open your geography textbook at the political map of the
United States. Find on the map the cities of the above list in order of
rank, pronounce the name of each city and the name of the state in
which it is located. If the city is not given on the map of the United
States, find it on the larger map of the group of states in which it is
found . 2. On an outline map of the United States, place a cross for each
city, so that the two lines of the cross shall intersect at the exact loca-
tion of the city. Refer to the map in your geography to make sure of
the location. Near the cross place the number indicating the rank of
the city. y
3. With only your outline map before you, see whether you can
name all the cities promptly, giving the name of the state after the
name of each city. 4. Make a table to show the following facts: 4. Make a table to show the following facts:
a. Number of states having 7 cities of the 100,000 class
Write the names of states follomed by the names of the cities
for each state. a. Number of states having 7 cities of the 100,000 class a. Number of states having 7 cities of the 100,000 class
Write the names of states follomed by the names of the cities
for each state. Write the names of states follomed by the names of the cities
for each state. THE JOURXXL OF GEOGRAPHY VOL. 20 VOL. 20 78 b. Number of states having 6 cities of the 100,000 class
Write the list as under "a" in each case. b. Number of states having 6 cities of the 100,000 class
i
h li
d
" " i
h b. Number of states having 6 cities of the 100,000 class
Write the list as under "a" in each case. c. Number of states having 5 cities of the 100,000 class d. Number of states having 4 cities of the 100,000 class e. Number of states having 3 cities of the 100,000 class f. Number of states having 2 cities of the 100,000 class g. Number of states having 1 city of the 100,000 class h. CLASSIFICATION
OF THE SIXTY-EIGHT CITIES Number of states having no city of the 100,000 class
In listing the states as above, the District of Columbia is to be
considered among the list of states. The complete list therefore will
consist of the names of 48 states and 1 federal district. 5 . Make a list of the groups of states as shown on the various maps
of your textbook. After the name of each state-group, write the num-
ber indicating the number of cities in the group. Xdd your numbers
and see whether the sum is 68. Xame orally the cities in each group of
states, note on the map the exact position of the city, and give reasons
for its location. Read in the textbook what is given about each city. 5 . Make a list of the groups of states as shown on the various maps
of your textbook. After the name of each state-group, write the num-
ber indicating the number of cities in the group. Xdd your numbers
and see whether the sum is 68. Xame orally the cities in each group of
states, note on the map the exact position of the city, and give reasons
for its location. Read in the textbook what is given about each city. g
y
6. On a map of the United States trace the 100th meridian. This
meridian divides the land surface of Continental United States into
two almost equal parts. How many of the 68 cities lie west of the 100th
meridian? How many east? Give reasons for this difference. 7. Name the cities of the 100,000 class located on the Mississippi
River; on the Ohio River; on the Missouri River; on the Great Lakes;
on the Atlantic coast; on the Gulf coast; on the Pacific coast. What
proportion of the 68 cities is included in this list? p
p
8. Which occupations-agriculture. mining, manufacturing, com-
merce-tend
to develop large cities? Give examples and explain. 9. How many of the 68 cities are in the 11 Western States? How
many in the 8 Plateau States? In the 3 Pacific Coast States? Give
reasons. 10. Select 10 cities in which you are most interested and learn all
you can about their advantages of location and the reasons for their
development. Use textbook, commercial geographies, encyclopedias,
and other reference books. FOR
THE GEOGRAPHY
CLASS
OR THE ARITHMETIC
CLASS The large facts of the United States Census are of sufficient impor-
t~ance, significance, and permanence to warrant a careful study. The
facts concerning 68 cities have great geographical significance. The
real meaning of the census reports is emphasized and crystallized by SIXTY-EIGHT CITIES OF THE UNITED STATES 79 FEB., 1921 FEB., 1921 having pupils solve arithmetical problems based on census figures. These problems may be solved as a geography lesson or an arith-
metic lesson. The total population of Continental United States is
105,000,000; of these 68 cities, 27,000,000; of the 33 larger cities, each
having 200,000 inhabitants or more, 22,000,000 ; of the 35 cities having
between 100,000 and 200,000 inhabitants approximately 5,000,000. The following arithmetical problems are suggestive of helpful arithme-
tic work based on census reports. The per cents may be expressed as a
whole number and one decimal place. bliothek Heidelberg] at 15:42 21 June 2016 1. What per cent of the population of Continental United States
live : 1. What per cent of the population of Continental United States
live : a. In the 68 cities of the 100,000 class? b. In the 33 cities of the 200,000 class? c. In the 10 larger cities? d. In New York City? e. In Chicago? e. In Chicago? 2. New York state has a population of 10,000,000. What per cent
of this population live in New York City? 3. Illinois has a population of 6,400,000. What per cent of this
population live in Chicago? 4. Ohio has a population of 7,500,000. What per cent live in the 7
cities of the 100,000 class? 5. Massachusetts has a population of 3,800,000. What per cent
live in its cities of the 100,000 group? 6. California has a population of 3,400,000. What per cent live in
cities of over 100,000? 7. Akron, Ohio, had a population in 1910 of 69,000. Find its in-
crease in population and its percentage of increase. 8. New York City had a population in 1910 of 4,700,000. Find its
increase in population and its percentage of increase. Explain clearly
why the percentage of increase for Akron and New York City are so
widely different. 9. Rhode Island has a population OF 600,000. What per cent live in
Providence? 10. District of Columbia has a population of 437,000. What per
cent live in the city of Washington? y
g
11. FOR
THE GEOGRAPHY
CLASS
OR THE ARITHMETIC
CLASS Study the population figures of this article and make additional
problems to be solved by members of your class. Look for large and
interesting comparisons. Make problems that will help the student to
understand geography as well as arithmetic.
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Calculation and manufacture of multilayer composite structures
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ΎCorresponding author: yakubov@tyuiu.ru Calculation and manufacture of multilayer
composite structures
Yu. Е. Yakubovskiy*, V. I. Kolosov, A. G. Kuzyaev, and S. O. Kruglov
Industrial University of Tyumen, Tyumen, Russia Yu. Е. Yakubovskiy*, V. I. Kolosov, A. G. Kuzyaev, and S. O. Kruglov
Industrial University of Tyumen, Tyumen, Russia Abstract. A brief overview of the work done to solve the problems of
bending of composite plates and shells is presented. A mathematical model
has been developed that takes into account the physically nonlinear
properties of the layer`s material. The seams between the layers have finite
longitudinal stiffness. Seams can be continuous or discrete (anchors). The
proposed mathematical model makes it possible to take into account the
creep properties of the aging material. The reliability of calculations is
substantiated by comparison with experimental data and known
calculations. Taking into account the temperature mode made it possible to
develop a technology for manufacturing multilayer structures with predicted
properties of the material of the layers. Based on the results presented,
methods for calculating multilayer structures and technologies for their
manufacture have been developed. It is proposed to create products from
cement-based composites with unique planned characteristics, oriented to
the intended purpose of the manufactured structures. The intended purpose
of products can be achieved by using a material with special characteristics
in each layer. To protect against rodents and microorganisms, light
antiseptics can be used in the process of making the composite. The solution
of these issues in thin-walled structures is associated with the development
of technologies for creating multilayer composite systems. The results of the
creation of composites are presented. © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons
Attribution License 4.0 (https://creativecommons.org/licenses/by/4.0/). E3S Web of Conferences 474, 01066 (2024)
ICITE 2023 E3S Web of Conferences 474, 01066 (2024)
ICITE 2023 https://doi.org/10.1051/e3sconf/202447401066 2 Main points Further development of the theory of composite plates led to the decision to physically
nonlinear problems of bending considered designs. To implement the mathematical model, a
system of resolving differential equations was built taking into account the nonlinear
properties of the material of each layer. The layers are connected by flexible shear links,
which are described by nonlinear relationships, since the stiffness coefficient of the seams
depends on the magnitude of the shear stresses. Comparison of the results of solving the
problem with experimental data (in the inelastic area) confirmed the effectiveness of the
proposed method [3]. The tasks were considered taking into account the isotropy and anisotropy of the
properties of the materials of the structural layers and shear seams. Kirchhoff - Love
hypothesis is fulfilled for a separate layer, but not for the package as a whole. The layers are
interconnected by elastic - yielding shear links, which allow one layer to shift with respect to
another. Cross-links are absolutely rigid. The load normal to the surface of the package is
distributed according to an arbitrary principle. The total number of layers is n + 1, and the
seams are n. Nonlinear equations are derived for active elastic-plastic deformations. To record the relationship between stresses and strains, the dependences of the
deformation theory are used. The material of the layers is compressed, the coefficient of
transverse deformation is variable. The influence of the stiffness of the anchorage of the plate layers on the behavior of the
composite package was also investigated [2]. As a result, a system of nonlinear differential equations of equilibrium, continuity and
seam work has been developed. The total number of equations is 2 (n + 1). 1 Introduction Recently, a large number of materials have been created that meet increased requirements
for the reliability of structures, including strength, thermal conductivity, resistance to
aggressive environment, etc. It is possible to achieve the desired combination of the required
properties by selecting and alternating layers in composite shells. Structures of two or more
monolithic elements have been known for a long time and have found very wide application
in all areas of activity. These are all kinds of load-bearing and enclosing structures, multilayer
elements in buildings and mechanisms, steel-concrete pipes with high tightness and strength,
and much more. If the work of the seams is taken into account when calculating multilayer
structures, then such systems are classified as composite [1, 2]. y
p
Two-layer composite beams, plates and shells are often made from a concrete layer,
reinforced on the side of the tension zone with a steel sheet that only takes membrane forces. E3S Web of Conferences 474, 01066 (2024)
ICITE 2023 https://doi.org/10.1051/e3sconf/202447401066 Three-layer and multi-layer beams and slabs are arranged in such a way that layers of a
more rigid material strengthen the stretched area of the structure. Such systems are used in
the construction of foundations and bases of industrial construction projects with increased
requirements for thermal insulation. They are also used in foundations for residential
buildings erected on permafrost. 2 Main points 𝜕𝜑𝜕𝜑𝐵𝜕𝜑𝜕𝐵𝜕𝜑 y
Continuity equations for the middle surface of the i-th layer are presented in the form [4]: 𝐵𝑖𝜕𝜑𝑖𝜕𝑥𝜕𝜑𝑖𝜕𝑦𝐵𝑖𝐵𝑖𝜕𝜑𝑖𝜕𝑥𝜕𝑦𝜕𝐵𝑖𝜕𝜕𝜕𝜑𝑖𝜕𝑥 𝐵𝐵11
∗𝑖𝑖(𝜕𝜕4𝜑𝜑𝑖𝑖
𝜕𝜕𝑥𝑥4 + 𝜕𝜕4𝜑𝜑𝑖𝑖
𝜕𝜕𝑦𝑦4 ) + 2 (𝐵𝐵33
∗𝑖𝑖
2 −𝐵𝐵12
∗𝑖𝑖) 𝜕𝜕4𝜑𝜑𝑖𝑖
𝜕𝜕𝑥𝑥2𝜕𝜕𝑦𝑦2 + 2[𝜕𝜕𝐵𝐵11
∗𝑖𝑖
𝜕𝜕𝜕𝜕
𝜕𝜕3𝜑𝜑𝑖𝑖
𝜕𝜕𝑥𝑥3 + 2 2 https://doi.org/10.1051/e3sconf/202447401066 E3S Web of Conferences 474, 01066 (2024) E3S Web of Conferences 474, 01066 (2024)
ICITE 2023 ICITE 2023 + 𝜕𝜕
𝜕𝜕𝜕𝜕(𝐵𝐵33
∗𝑖𝑖
2 −𝐵𝐵12
∗𝑖𝑖) 𝜕𝜕3𝜑𝜑𝑖𝑖
𝜕𝜕𝜕𝜕𝜕𝜕𝑦𝑦2 + 𝜕𝜕𝐵𝐵11
∗𝑖𝑖
𝜕𝜕𝜕𝜕
𝜕𝜕3𝜑𝜑𝑖𝑖
𝜕𝜕𝑦𝑦3 + 𝜕𝜕
𝜕𝜕𝜕𝜕(𝐵𝐵33
∗𝑖𝑖
2 −𝐵𝐵12
∗𝑖𝑖) 𝜕𝜕3𝜑𝜑𝑖𝑖
𝜕𝜕𝑥𝑥2𝜕𝜕𝜕𝜕] +
+ (𝜕𝜕2𝐵𝐵11
∗𝑖𝑖
𝜕𝜕𝑦𝑦2 −𝜕𝜕2𝐵𝐵12
∗𝑖𝑖
𝜕𝜕𝑥𝑥2 ) 𝜕𝜕2𝜑𝜑𝑖𝑖
𝜕𝜕𝑦𝑦2 + (𝜕𝜕2𝐵𝐵11
∗𝑖𝑖
𝜕𝜕𝑥𝑥2 −𝜕𝜕2𝐵𝐵12
∗𝑖𝑖
𝜕𝜕𝑦𝑦2 ) 𝜕𝜕2𝜑𝜑𝑖𝑖
𝜕𝜕𝑥𝑥2 + 𝜕𝜕2𝐵𝐵33
∗𝑖𝑖
𝜕𝜕𝜕𝜕𝜕𝜕𝜕𝜕
𝜕𝜕2𝜑𝜑𝑖𝑖
𝜕𝜕𝜕𝜕𝜕𝜕𝜕𝜕−
−𝜕𝜕2
𝜕𝜕𝑦𝑦2 [(𝐵𝐵11
∗𝑖𝑖−𝐵𝐵12
∗𝑖𝑖)(𝑇𝑇𝑖𝑖−𝑇𝑇𝑖𝑖−1)] −𝜕𝜕2
𝜕𝜕𝑥𝑥2 [(𝐵𝐵11
∗𝑖𝑖−𝐵𝐵12
∗𝑖𝑖)(𝑇𝑇𝑖𝑖−𝑇𝑇𝑖𝑖−1)] =
=
𝜕𝜕2𝜀𝜀1𝑖𝑖
𝜕𝜕𝑦𝑦2 +
𝜕𝜕2𝜀𝜀2𝑖𝑖
𝜕𝜕𝑥𝑥2 + 2
𝜕𝜕2𝛾𝛾12
𝑖𝑖
𝜕𝜕𝜕𝜕𝜕𝜕𝜕𝜕(2) To describe the joint operation of layers on both sides of the i-th seam, it was taken into
account that the characteristics of the shear stiffness of the seam are considered isotropic in
the seam plane. Cross-links are absolutely rigid: 𝜕𝜕𝜕𝜕𝑇𝑖𝜂𝜕𝜕𝜕𝜕𝜕𝜕𝑇𝑖𝜂𝜕𝜕𝜂𝜕𝑇𝑖𝜕𝑥𝜕𝑇𝑖𝜕𝑦𝑐𝑖𝜕𝑊𝜕𝑥𝜕𝑊𝜕𝑦 𝜕𝜕
𝜕𝜕𝜕𝜕
𝜕𝜕𝑇𝑇𝑖𝑖
𝜂𝜂𝑖𝑖𝜕𝜕𝜕𝜕+ 𝜕𝜕
𝜕𝜕𝜕𝜕
𝜕𝜕𝑇𝑇𝑖𝑖
𝜂𝜂𝑖𝑖𝜕𝜕𝜕𝜕+ 1
𝜂𝜂𝑖𝑖(𝜕𝜕2𝑇𝑇𝑖𝑖
𝜕𝜕𝑥𝑥2 + 𝜕𝜕2𝑇𝑇𝑖𝑖
𝜕𝜕𝑦𝑦2 ) = 𝑐𝑐𝑖𝑖(𝜕𝜕2𝑊𝑊
𝜕𝜕𝑥𝑥2 + 𝜕𝜕2𝑊𝑊
𝜕𝜕𝑦𝑦2 ) +
+𝜀𝜀𝑥𝑥
𝑖𝑖+1 −𝜀𝜀𝑥𝑥
𝑖𝑖+ 𝜀𝜀𝑦𝑦
𝑖𝑖+1 −𝜀𝜀𝑦𝑦
𝑖𝑖(3) The obtained equations of the mathematical model were transformed into algebraic ones
by the asymptotic expansion of the determined functions into sinusoidal series. In this case,
the procedure for orthogonalization of the Bubnov - Galerkin method is implemented. The
system of algebraic equations was solved by the iterative method according to the Seidel
scheme [3]. The method of variable parameters of elasticity in the form of I.A. Birger was used in the
calculations. This allowed the solution of a nonlinear problem to be reduced to a sequence of
solutions to linear problems. At the same time, in the process of calculations, variable
coefficients of the stiffness of the material of the layers of the composite structure were
calculated. The calculation was reduced to fixing variable stiffness coefficients at each stage. At the
beginning of the calculation, elastic values of mechanical characteristics were introduced
𝐄𝐄𝐜𝐜𝐜𝐜
𝐢𝐢
= 𝐄𝐄𝟎𝟎
𝐢𝐢, 𝛎𝛎𝐜𝐜𝐜𝐜
𝐢𝐢
= 𝛎𝛎𝟎𝟎
𝐢𝐢 . The system of linear equations (1), (2), (3) was solved by the Bubnov - Galerkin method
and the Seidel iterative method to determine the stress - strain state of the structure. 2 Main points The number of
the sought functions is also 2 (n + 1): the deflection function W (x, y), n + 1 functions of
efforts 𝜑𝜑𝑖𝑖(𝑥𝑥, 𝑦𝑦) and n shear functions 𝑇𝑇𝑖𝑖(𝑥𝑥, 𝑦𝑦): 𝐷𝜕𝑊𝜕𝑥𝜕𝑊𝜕𝑦𝐷𝐷𝜕𝑊𝜕𝑥𝜕𝑦𝜕𝐷𝜕𝜕𝜕𝑊𝜕𝑥 𝐷𝐷11
∗(𝜕𝜕4𝑊𝑊
𝜕𝜕𝑥𝑥4 + 𝜕𝜕4𝑊𝑊
𝜕𝜕𝑦𝑦4 ) + 2(𝐷𝐷12
∗+ 2𝐷𝐷33
∗) 𝜕𝜕4𝑊𝑊
𝜕𝜕𝑥𝑥2𝜕𝜕𝑦𝑦2 + 2[𝜕𝜕𝐷𝐷11
∗
𝜕𝜕𝜕𝜕
𝜕𝜕3𝑊𝑊
𝜕𝜕𝑥𝑥3 +
+ 𝜕𝜕
𝜕𝜕𝜕𝜕(𝐷𝐷12
∗+ 2𝐷𝐷33
∗) 𝜕𝜕3𝑊𝑊
𝜕𝜕𝜕𝜕𝜕𝜕𝑦𝑦2 + 𝜕𝜕𝐷𝐷11
∗
𝜕𝜕𝜕𝜕
𝜕𝜕3𝑊𝑊
𝜕𝜕𝑦𝑦3 + 𝜕𝜕
𝜕𝜕𝜕𝜕(𝐷𝐷12
∗+ 2𝐷𝐷33
∗) 𝜕𝜕3𝑊𝑊
𝜕𝜕𝑥𝑥2𝜕𝜕𝜕𝜕] +
+ (𝜕𝜕2𝐷𝐷11
∗
𝜕𝜕𝑥𝑥2 + 𝜕𝜕2𝐷𝐷12
∗
𝜕𝜕𝑦𝑦2 ) 𝜕𝜕2𝑊𝑊
𝜕𝜕𝑥𝑥2 + (𝜕𝜕2𝐷𝐷11
∗
𝜕𝜕𝑦𝑦2 + 𝜕𝜕2𝐷𝐷12
∗
𝜕𝜕𝑥𝑥2 ) 𝜕𝜕2𝑊𝑊
𝜕𝜕𝑦𝑦2 + 4 𝜕𝜕2𝐷𝐷33
∗
𝜕𝜕𝜕𝜕𝜕𝜕𝜕𝜕
𝜕𝜕2𝑊𝑊
𝜕𝜕𝜕𝜕𝜕𝜕𝜕𝜕=
= 𝑞𝑞+ ∑
с𝑖𝑖(
𝜕𝜕2𝑇𝑇𝑖𝑖
𝜕𝜕𝑥𝑥2 +
𝜕𝜕2𝑇𝑇𝑖𝑖
𝜕𝜕𝑦𝑦2 ) + ∑
(
𝜕𝜕2𝑀𝑀1
𝑖𝑖
𝜕𝜕𝑥𝑥2 + 2
𝜕𝜕2𝑀𝑀12
𝑖𝑖
𝜕𝜕𝜕𝜕𝜕𝜕𝜕𝜕+
𝜕𝜕2𝑀𝑀2
𝑖𝑖
𝜕𝜕𝑦𝑦2 )
𝑛𝑛+1
𝑖𝑖=1
𝑛𝑛
𝑖𝑖=1
(1) (1) Here 𝐷𝐷𝑚𝑚𝑚𝑚
∗ - is the single cylindrical stiffness of the layer package; ; 𝑀𝑀𝑚𝑚𝑚𝑚
𝑖𝑖
- bending
moments in the middle of the i-th layer; с𝑖𝑖= 𝑎𝑎𝑖𝑖+1 + 𝑏𝑏𝑖𝑖 - the distance between the middle
surfaces of the layers on both sides of the i-th seam. 𝜕𝜑𝜕𝜑𝐵𝜕𝜑𝜕𝐵𝜕𝜑 Here 𝐷𝐷𝑚𝑚𝑚𝑚
∗ - is the single cylindrical stiffness of the layer package; ; 𝑀𝑀𝑚𝑚𝑚𝑚
𝑖𝑖
- bending
moments in the middle of the i-th layer; с𝑖𝑖= 𝑎𝑎𝑖𝑖+1 + 𝑏𝑏𝑖𝑖 - the distance between the middle
surfaces of the layers on both sides of the i-th seam. 2 Main points The
stresses in the i-th layer and the i-th seam were determined by the expressions [4]. The
intensity of normal stresses was calculated and, taking into account the properties of the
material of the layers of the plate, the secant modulus was determined 𝐄𝐄𝐜𝐜𝐜𝐜
𝐢𝐢(𝐱𝐱, 𝐲𝐲, 𝐳𝐳) and the
lateral deformation coefficient 𝛎𝛎𝐜𝐜𝐜𝐜
𝐢𝐢(𝐱𝐱, 𝐲𝐲, 𝐳𝐳). Next, a new linear bending problem was solved
and the deformed state of the plate was determined. After determining 𝛔𝛔𝐢𝐢𝐢𝐢𝐢𝐢
𝐢𝐢
(𝐱𝐱, 𝐲𝐲, 𝐳𝐳) by
dependence 𝛔𝛔𝐢𝐢𝐢𝐢
𝐢𝐢−𝛆𝛆𝐢𝐢𝐢𝐢
𝐢𝐢 were calculated 𝐄𝐄𝐜𝐜𝐜𝐜
𝐢𝐢(𝐱𝐱, 𝐲𝐲, 𝐳𝐳) etc. The calculation was carried out up to the specified difference between the subsequent and
previous values: 𝝈𝒊𝒊𝒊𝒊𝝈𝒊𝒊𝒊𝟏𝒊 𝝈𝝈𝒊𝒊𝒊𝒊𝒊𝒊
𝒊𝒊
−𝝈𝝈𝒊𝒊𝒊𝒊𝒊𝒊−𝟏𝟏
𝒊𝒊
𝝈𝝈𝒊𝒊𝒊𝒊𝒊𝒊
𝒊𝒊
≤∆, 𝝈𝝈𝒊𝒊𝒊𝒊𝒊𝒊
𝒊𝒊
−𝝈𝝈𝒊𝒊𝒊𝒊𝒊𝒊−𝟏𝟏
𝒊𝒊
𝝈𝝈𝒊𝒊𝒊𝒊𝒊𝒊
𝒊𝒊
≤∆, after which the problem was considered solved. after which the problem was considered solved. To assess the reliability of solving the problem of bending of the considered structure,
taking into account the physically nonlinear properties of the material of the middle layer, a
comparison with experiment was carried out. Calculations revealed a change in stresses up to 25% due to the physical nonlinearity of
the properties of the layer materials. The dependence of the strength of the composite shell 3 E3S Web of Conferences 474, 01066 (2024)
ICITE 2023 https://doi.org/10.1051/e3sconf/202447401066 revealed on the stiffness of the connecting seams, and not on their type (using glue or anchors)
[2] revealed on the stiffness of the connecting seams, and not on their type (using glue or anchors)
[2]. As a further development of the mathematical modeling of the bending of composite
structures, the account of plastic deformations and creep was introduced. In a viscoelastic
material under a constant load, deformations increase (accumulate) over time. This leads to
a qualitative and significant quantitative change in the stress-strain state: a decrease in
stiffness, a redistribution of forces between structural elements, etc. To describe these phenomena, it was proposed to record the relationship between stresses
and deformations for an aging material. On the basis of the theory of an elastic-creeping
body, the possibility of an analytical description of fast-flowing creep is shown. Using the
technique of N.Kh. Arutyunyan and A.A. Zevin, new creep kernels were constructed in
relation to the aging material [5]: 𝐾𝑡𝜏𝑄𝑡𝜏𝐵𝑡𝜏𝑄𝑠𝐵𝑠𝜏𝑑𝑑𝑡 𝐾𝐾1(𝑡𝑡, 𝜏𝜏) = 𝑄𝑄(𝑡𝑡, 𝜏𝜏) + 𝐵𝐵(𝑡𝑡−𝜏𝜏) + ∫𝑄𝑄(𝑠𝑠)𝐵𝐵(𝑠𝑠−𝜏𝜏)𝑑𝑑𝑑𝑑
𝑡𝑡
𝜏𝜏
(4)
𝐾𝐾2(𝑡𝑡, 𝜏𝜏) = 𝑄𝑄(𝑡𝑡, 𝜏𝜏) + 𝐵𝐵(𝑡𝑡−𝜏𝜏) + 𝑄𝑄(𝜏𝜏) ∫𝐵𝐵(𝑡𝑡−𝑠𝑠)𝑑𝑑𝑑𝑑
𝑡𝑡
𝜏𝜏
. 2 Main points 4 4 https://doi.org/10.1051/e3sconf/202447401066 E3S Web of Conferences 474, 01066 (2024)
ICITE 2023 3 Conclusion The formation of a new creep core by adding the regular and difference cores has led to the
possibility of describing the rapidly flowing creep of an aging material. The use of a weakly
singular expression in the difference part as applied to an aging body made it possible to
simplify the numerical implementation without involving special techniques. The possibility of using the new relationships in real practice was proved by comparison
with experimental creep curves of an aging material (Ross data) [5]. The solution of the
problem of deformation in time of the composite plate showed that the displacements and
stresses in the composite plate change, depending on the age of loading, by 50% or more. The results obtained were used as a theoretical basis for the creation of structures from
composite plates and shells. 2 Main points 𝒕𝝉𝑲𝟐𝒕𝝉𝑸𝒕𝝉𝑩𝒕𝝉 𝐾𝐾1(𝑡𝑡, 𝜏𝜏) = 𝑄𝑄(𝑡𝑡, 𝜏𝜏) + 𝐵𝐵(𝑡𝑡−𝜏𝜏) + ∫𝑄𝑄(𝑠𝑠)𝐵𝐵(𝑠𝑠−𝜏𝜏)𝑑𝑑𝑑𝑑
𝑡𝑡
𝜏𝜏
(4) 𝐾𝑡𝜏𝑄𝑡𝜏𝐵𝑡𝜏𝑄𝜏𝐵𝑡𝑠𝑑𝑑𝑡 𝐾𝐾2(𝑡𝑡, 𝜏𝜏) = 𝑄𝑄(𝑡𝑡, 𝜏𝜏) + 𝐵𝐵(𝑡𝑡−𝜏𝜏) + 𝑄𝑄(𝜏𝜏) ∫𝐵𝐵(𝑡𝑡−𝑠𝑠)𝑑𝑑𝑑𝑑𝑡𝜏 . 𝑲𝟏𝒕𝝉𝑲𝟐𝒕𝝉𝑸𝑩𝒕𝝉 𝜏𝜏
Here 𝑲𝑲𝟏𝟏(𝒕𝒕, 𝝉𝝉), 𝑲𝑲𝟐𝟐(𝒕𝒕, 𝝉𝝉) – are the creep kernels of the aging material; 𝑸𝑸(𝒕𝒕, 𝝉𝝉) – is the
regular part of the creep kernel; 𝑩𝑩(𝒕𝒕−𝝉𝝉) – is the difference part of the creep kernel; 𝒕𝒕−𝝉𝝉
– is the difference argument; 𝒕𝒕 – considered moment in time; 𝝉𝝉 – is an intermediate moment
in time; 𝒔𝒔 – is an intermediate argument. A weakly singular kernel satisfying all the necessary requirements was used as the
difference component: 𝑩𝒕𝝉𝝌𝒆𝝆𝒕𝝉𝜶𝒕𝝉𝝑𝟏𝟏 𝑩𝑩(𝒕𝒕−𝝉𝝉) = 𝝌𝝌 𝒆𝒆−𝝆𝝆(𝒕𝒕−𝝉𝝉)𝜶𝜶 (𝒕𝒕−𝝉𝝉)𝝑𝝑−𝟏𝟏
𝟏𝟏
Г(𝝑𝝑) (5) 𝜗𝜗𝑡𝜏 where 𝐵𝐵(𝑡𝑡−𝜏𝜏) – is the difference part of the creep kernel; Г(𝜗𝜗) – gamma function; χ, ρ, 𝜗𝜗 –
core parameters [χ > 0; ρ > 0; 𝜗𝜗 ϵ (0;1); α ϵ (0;1)]; 𝑡𝑡−𝜏𝜏 – is the difference argument; 𝑡𝑡
– considered moment in time; 𝜏𝜏 – intermediate time. The core was used as a regular component, the basis of which - the creep measure had the
form: 𝑸𝒕𝝉𝝏𝑪𝟎𝑨𝒆𝜷𝜷𝟏𝒆𝜸𝒕𝝉𝒂𝒌𝒆𝜸𝒌𝒕𝒆𝜶𝒌𝝉𝟑𝒌𝟏 𝑸𝑸(𝒕𝒕, 𝝉𝝉) = −
𝝏𝝏
𝝏𝝏𝝏𝝏 [𝑪𝑪𝟎𝟎+ 𝑨𝑨𝒆𝒆−𝜷𝜷𝜷𝜷][𝟏𝟏− 𝒆𝒆−𝜸𝜸(𝒕𝒕−𝝉𝝉)] = ∑
𝒂𝒂𝒌𝒌𝒆𝒆−𝜸𝜸𝒌𝒌𝒕𝒕𝒆𝒆𝜶𝜶𝒌𝒌𝝉𝝉
𝟑𝟑
𝒌𝒌=𝟏𝟏
(6) 𝑎𝛽𝛽𝑎𝐶𝛾𝑎𝐴𝛾𝛽𝛼𝛽𝛼𝛾𝛼𝛾𝛽𝛾𝛾𝛾𝛾 (6) 𝑎𝑎1 = 𝛽𝛽𝛽𝛽, 𝑎𝑎2 = 𝐶𝐶0𝛾𝛾, 𝑎𝑎3 = 𝐴𝐴(𝛾𝛾− 𝛽𝛽), 𝛼𝛽𝛼𝛾𝛼𝛾𝛽𝛾𝛾𝛾𝑡𝜏 𝑎𝑎1 = 𝛽𝛽𝛽𝛽, 𝑎𝑎2 = 𝐶𝐶0𝛾𝛾, 𝑎𝑎3 = 𝐴𝐴(𝛾𝛾− 𝛽𝛽), 𝑎𝑎1 = 𝛽𝛽𝛽𝛽, 𝑎𝑎2 = 𝐶𝐶0𝛾𝛾, 𝑎𝑎3 = 𝐴𝐴(𝛾𝛾− 𝛽𝛽),
𝛼𝛼1 = −𝛽𝛽, 𝛼𝛼2 = 𝛾𝛾, 𝛼𝛼3 = 𝛾𝛾−𝛽𝛽, 𝛾𝛾1 = 0, 𝛾𝛾2 = 𝛾𝛾3 = 𝛾𝛾. 𝑄𝑡𝜏𝑡𝜏𝜏 𝑎1
𝛽𝛽𝛽𝑎
2𝐶
0𝛾𝛾𝑎
3𝐴
(𝛾𝛾
𝛽𝛽)
𝛼𝛼1 = −𝛽𝛽, 𝛼𝛼2 = 𝛾𝛾, 𝛼𝛼3 = 𝛾𝛾−𝛽𝛽, 𝛾𝛾1 = 0, 𝛾𝛾2 = 𝛾𝛾3 = 𝛾𝛾. 𝑄𝑡𝜏𝑡𝜏𝜏 Here 𝑄𝑄(𝑡𝑡, 𝜏𝜏) – regular part of the creep core; 𝑡𝑡−𝜏𝜏 – is the difference argument; 𝑡𝑡 –
considered moment in time; 𝜏𝜏 – intermediate time. After transformations, a formula was obtained that was used to calculate the bending of
a composite structure, taking into account the visco-elastic properties of the aging material: 𝑲𝒓𝒕𝝉𝑸𝒕𝝉𝑩𝒕𝝉𝝌𝒂𝒌𝟑𝒌𝟏𝒆𝜶𝒌𝝉𝜸𝒌𝒕𝒆𝜼𝒓𝒌𝒛𝝆𝒛𝜶𝒕𝝉𝒛𝝑𝟏𝒅𝒅 𝑲𝑲𝒓𝒓(𝒕𝒕, 𝝉𝝉) = 𝑸𝑸(𝒕𝒕, 𝝉𝝉) + 𝑩𝑩(𝒕𝒕−𝝉𝝉) +
𝝌𝝌
Г(𝝑𝝑) ∑
[𝒂𝒂𝒌𝒌
𝟑𝟑
𝒌𝒌=𝟏𝟏
𝒆𝒆𝜶𝜶𝒌𝒌𝝉𝝉−𝜸𝜸𝒌𝒌𝒕𝒕∫
𝒆𝒆𝜼𝜼𝒓𝒓𝒌𝒌𝒛𝒛−𝝆𝝆𝒛𝒛𝜶𝜶
𝒕𝒕−𝝉𝝉
𝟎𝟎
𝒛𝒛𝝑𝝑−𝟏𝟏𝒅𝒅𝒅𝒅 (7) where r = 1, 2; 𝜂𝜂1𝑘𝑘= 𝛼𝛼𝑘𝑘; 𝜂𝜂2𝑘𝑘= 𝛾𝛾𝑘𝑘, 𝑎𝑎𝑘𝑘, 𝜒𝜒 – required parameters. where r = 1, 2; 𝜂𝜂1𝑘𝑘= 𝛼𝛼𝑘𝑘; 𝜂𝜂2𝑘𝑘= 𝛾𝛾𝑘𝑘, 𝑎𝑎𝑘𝑘, 𝜒𝜒 – required parameters For numerical implementation, the exponential functions in the integrand were expanded
into a Maclaurin power series. 4 Discussion The work carried out made it possible to proceed to the development of materials and
structures with predictable properties. As a result of the use of nanomaterials, a more precise
adjustment of such structural properties as strength, deformability, durability, rest of it. Development of the technology for manufacturing products is based on the study of the effect
of temperature on the formation of the properties of composites [1]. Composite materials are planned with the specified parameters, oriented to the purpose
(target application). Depending on the purpose of the product, a specially selected
composition and manufacturing technology will provide the necessary characteristics:
strength, chemical resistance, plasticity, etc. The solution of manufacturing issues is associated with the creation of new and
modernization of existing installations, the selection of the composition of the composite,
ensuring the specified quality of products at a lower cost compared to the existing analogues,
which will ensure the commercialization of the project. The proposed technology makes it possible to manufacture and carry out thermal
insulation of production sites of oil and gas fields in permafrost conditions. Samples of composite boards are shown in the figure 1. Thermal insulation materials are often used in the construction of various types of roads. The latter include railways, motorways and other roads, runways, pedestrian zones, etc. Protection against freezing of road surfaces is one of the important issues. The material for
thermal insulation will protect the road from the destructive effects of frost heaving of the
soil. a)
b) a) b) b) a) a) 5 https://doi.org/10.1051/e3sconf/202447401066 E3S Web of Conferences 474, 01066 (2024)
ICITE 2023 c)
d)
Fig. 1. Samples of composite boards. a) – perlite, b) – expanded polystyrene, c) – expanded clay, d) – multilayer slab. d) c) d) c) Fig. 1. Samples of composite boards. Fig. 1. Samples of composite boards. – perlite, b) – expanded polystyrene, c) – expanded clay, d) – multilayer slab. It is proposed to use composite plates based on cement-polymer materials with fillers for
the manufacture of heat-shielding insulation elements for roadbeds for various purposes. The influence of the composition and size of the composite on the properties and
characteristics of products are summarized in the table 1. characteristics of products are summarized in the table 1. Table 1. Composition and sizes of composite ingredient. 4 Discussion Material
Indicators
Specific
gravity
(kg/m3)
Coefficient of thermal
conductivity
(watt/(m*degree))
Particle
size
(mm)
Cost
(rubles)
Cement М 500
1350
0,25
5-50 *10-3
7000 per
ton
Sand (10% of
humidity)
1500
0,97
0,1-1,5
1000 per
ton
Perlite М76
76
0,05
0,16-1,25
2500 per
m3
Expanded polystyrene
granules
15
0,037
2-2,5
2000 per
m3
Expanded clay 0-5
mm
450
0,2
0-5
1500 per
m3
Expanded clay 10-20
mm
300
0,16
10-20
1300 per
m3
The composite consists of particles of materials of various sizes: nanometers, microns,
millimeters and centimeters. Nano-technologies implemented. This allows to obtain a
material with the required characteristics of strength, water resistance and thermal insulation. The solution of these issues in thin-walled structures is associated with the development
of technologies for creating multilayer composite systems. The intended purpose of products
can be achieved by using a material with special characteristics in each layer. Depending on
the purpose, the characteristics of the layers can provide gas tightness, strength etc. Table 1. Composition and sizes of composite ingredient. Material
Indicators
Specific
gravity
(kg/m3)
Coefficient of thermal
conductivity
(watt/(m*degree))
Particle
size
(mm)
Cost
(rubles)
Cement М 500
1350
0,25
5-50 *10-3
7000 per
ton
Sand (10% of
humidity)
1500
0,97
0,1-1,5
1000 per
ton
Perlite М76
76
0,05
0,16-1,25
2500 per
m3
Expanded polystyrene
granules
15
0,037
2-2,5
2000 per
m3
Expanded clay 0-5
mm
450
0,2
0-5
1500 per
m3
Expanded clay 10-20
mm
300
0,16
10-20
1300 per
m3 Table 1. Composition and sizes of composite ingredient. The composite consists of particles of materials of various sizes: nanometers, microns,
millimeters and centimeters. Nano-technologies implemented. This allows to obtain a
material with the required characteristics of strength, water resistance and thermal insulation. The solution of these issues in thin-walled structures is associated with the development
of technologies for creating multilayer composite systems The intended purpose of products The composite consists of particles of materials of various sizes: nanometers, microns,
millimeters and centimeters. Nano-technologies implemented. This allows to obtain a
material with the required characteristics of strength, water resistance and thermal insulation. The composite consists of particles of materials of various sizes: nanometers, microns,
millimeters and centimeters. Nano-technologies implemented. This allows to obtain a
material with the required characteristics of strength, water resistance and thermal insulation. The solution of these issues in thin-walled structures is associated with the development
of technologies for creating multilayer composite systems. References 1. Yu. E. Yakubovskiy, V. S. Goltsov, V. I. Kolosov, Procedia Engineering 165, 1238–45
(2016) 2. Yu. E. Yakubovskiy, V. I. Kolosov, B. A. Gulyaev, V. S. Goltsov, Procedia Engineering
165, 1246–53 (2016) 3. Yu. E. Yakubovskiy, V. I. Kolosov, “Physically Nonlinear Bending of Composite
Plates”, in Proceedings of Energy, Environmental and Construction Engineering 2019
(2020), pp. 307-318 4. Yu. E. Yakubovskiy, B. A. Gulyaev, V. I. Kolosov, N. A. Krivchun, S. V. Yakubovskaya, Bending of composite plates and thin shells (Tyumen Industrial
University Press, Tyumen, 2016) 5. Yu. E. Yakubovskiy, V. I. Kolosov, I. A. Donkova, S. O. Kruglov, Physical and
mathematical modeling. Oil, gas, energy 4, 181-191 (2018) 6. D. Ding, L. Lv, G. Xiao, J. Luo, C. Lei, Y. Ren, X. Hou, International Journal of Applied
Ceramic Technology 17(2), 645-656 (2020) 7. Y. Gao, W. Xiao, H. Zhu, European Journal of Mechanics, A/Solids 82, 103993 (2020). 8. Z. Han, J. Ren, J. Zhou, S. Zhang, Z. Zhang, L. Yang, C. Yin, International Journal of
Hydrogen Energy 45(11), 7223-7233 (2020) 9. N. Jiang, Y. Liu, X. Yu, H. Zhang, M. Wang, International Journal of Electrochemical
Science 15, 5520-5528 (2020) 10. C. Li, Z. Li, S. Li, Y. Zhang, B. Sun, Y. Yu, W. Yue, Optics Express 28(5), 6071-6083
(2020) 11. M. Li, Z. Zhang, H. Gao, Y. Wang, J. Liang, D. Shu, B. Sun, Materials Characterization
159, 110018 (2020) 12. W. Peng, K. Sun, Mechanics of Materials 141, 103270 (2020) 13. Y. Shang, G. Yang, F. Su, Y. Feng, Y. Ji, D. Liu, C. Shen, Composites Communications
19, 147-153 (2020) 14. A. Sheng, W. Ren, Y. Yang, D. Yan, H. Duan, G. Zhao, Z. Li, Composites Part A:
Applied Science and Manufacturing 129, 105692 (2020) 15. S. Tajmiri, E. Azimi, M. R. Hosseini, Y. Azimi, Environmental Research 182, 108997
(2020) 16. L. Wang, R. Luo, G. Cui, Z. Chen, Corrosion Science 167, 108522 (2020) 17. Y. Wang, W. Wang, X. Ding, D. Yu, Chemical Engineering Journal 380, 122553 (2020) 18. L. Xu, H. Wang, Z. Chu, L. Cai, H. Shi, C. Zhu, Y. Lei, ACS Applied Polymer Materials
2(2), 741-750 (2020) 19. X. Xu, H. F. Lu, K. Y. Luo, J. H. Yao, L. Z. Xu, J. Z. Lu, Y. F. Lu, Journal of Materials
Processing Technology 284, 116736 (2020) 20. Y. Zhang, H. Yang, Z. Dang, S. Zhan, C. Sun, G. Hu, Q. 4 Discussion The intended purpose of products
can be achieved by using a material with special characteristics in each layer. Depending on
the purpose, the characteristics of the layers can provide gas tightness, strength etc. The solution of these issues in thin-walled structures is associated with the development
of technologies for creating multilayer composite systems. The intended purpose of products
can be achieved by using a material with special characteristics in each layer. Depending on
the purpose, the characteristics of the layers can provide gas tightness, strength etc. The solution of these issues in thin-walled structures is associated with the development
of technologies for creating multilayer composite systems. The intended purpose of products
can be achieved by using a material with special characteristics in each layer. Depending on
the purpose, the characteristics of the layers can provide gas tightness, strength etc. 6 6 6 https://doi.org/10.1051/e3sconf/202447401066 E3S Web of Conferences 474, 01066 (2024)
ICITE 2023 References Yuan, ACS Applied Materials
and Interfaces 12(19), 22137-22145 (2020) 7 7
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https://www.nature.com/articles/s41467-022-31891-3.pdf
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English
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N-Heterocyclic carbene-based C-centered Au(I)-Ag(I) clusters with intense phosphorescence and organelle-selective translocation in cells
|
Nature communications
| 2,022
|
cc-by
| 8,804
|
ARTICLE 1 Department of Chemistry, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan. 2 Research Center for
Computational Science, Institute for Molecular Science and SOKENDAI, Myodaiji, Okazaki, Aichi 444-8585, Japan. 3 Department of Life Science and
Technology, Tokyo Institute of Technology, 2-12-1-M6-7 Ookayama, Meguro-ku, Tokyo 152-8550, Japan. 4Present address: Department of Chemistry,
Graduate School of Science, Tohoku University, Aoba-ku, Sendai, Miyagi 980-8578, Japan. 5These authors contributed equally: Zhen Lei, Mizuki Endo.
✉email: ehara@ims.ac.jp; ozawa@chem.s.u-tokyo.ac.jp; shionoya@chem.s.u-tokyo.ac.jp ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 Fig. 1 Schematic diagram of this study. Carbon(C)-centered AuI-AgI
clusters with N-heterocyclic carbene (NHC) ligands with intense
phosphorescence and their ligand-specific, organelle-selective translocation
in cells. S
ub-nanoscale gold clusters with atomic precision are pro-
mising miniature nanoscale materials. Gold clusters often
exhibit photoluminescence properties such as phosphores-
cence, in addition to the unique molecular structures and
aurophilicity1,2. To date, several excellent protocols have been
developed to improve the photoluminescence performance of
gold clusters. Examples include alloying by metal kernels,
supramolecular networking by self-assembly of clusters, surface
hardening by additives, chemical modification by capping ligands
with electron-donating/withdrawing groups, and so on3–10. The
structure, electronic state, and reactivity of the gold cluster moiety
can be greatly affected by the protective ligands and different
metals that additionally bind to the gold atoms. y
g
The octahedral hexagold(I) cluster with a hyper-coordinated
carbon center (CAuI6), first developed by Schmidbaur et al. using
phosphine ligands, is one of the most classical models of AuI
clusters11,12. These clusters emit bright yellowish-green light in
the solid-state, but not in solution. Wang et al. reported a het-
eronuclear metal cluster capable of emitting light even in solution
by the pyridyl-phosphine bidentate ligand13,14. This method has
made it possible to construct a series of heterometallic AuI
clusters that exhibit strong red phosphorescence in solution15,16. This luminescence is thought to be due to the formation of a solid
sphere in which the surface of the cluster is completely
protected17. It has also been reported that such cluster complexes
are a promising group of compounds that emit light at specific
locations in the cell18. Fig. 1 Schematic diagram of this study. Carbon(C)-centered AuI-AgI
clusters with N-heterocyclic carbene (NHC) ligands with intense
phosphorescence and their ligand-specific, organelle-selective translocation
in cells. can
improve
the
phosphorescence
emission
efficiency
of
C-centered AuI clusters, but also guide the development of
functions for metal cluster-based functional molecules in che-
mical synthesis approaches. More recently, N-heterocyclic carbene (NHC) ligands have
been developed as one of the most promising organic ligands for
Au0 clusters with high designability19–22. Carbene ligands have
strong electron-donating properties and are known to enhance
the stability of metal surfaces, metal nanoparticles, and metal
nanorods23–25. Therefore, NHC ligands have been used in the
synthesis of Au0 clusters26–30, and their interfacial structure,
stability, and catalytic activity have been elucidated. Results Synthesis and characterization. To further polynucleate the AuI
cluster with different metals, a nitrogen donor was introduced into
the wing-tip portion of each NHC ligand (N-isopropyl-N’−2-(5-
methylpyridyl)benzimidazolylidene (1a), N-isopropyl-N’−2-pyr-
idylbenzimidazolylidene (1b), N-isopropyl-N’−2-(5-methylpyridyl)
imidazolylidene
(1c),
N-isopropyl-N’−2-pyridylimidazolylidene
(1d); Supplementary Figs. 1–4). Specifically, CAuI6 complexes [(C)
(AuI-L)6](BF4)2 (2a–d, L = 1a–d) in which only the carbene ligand
is coordinated to AuI, were synthesized from unsymmetrical
bidentate ligands 1a–d. The isolation yields of 2a–d were 8–52%
based on the amount of AuI used according to previously reported
literatures11–18, and their molecular structures in the solid-state
were determined by single-crystal X-ray diffraction (ScXRD)
(Fig. 2, Supplementary Figs. 5, 6, and Supplementary Table 8). It
was found by NMR spectroscopy (Supplementary Figs. 8–27) and
mass spectrometry (Supplementary Fig. 28) that the solid-state
structure was maintained in solution. The heterometallic CAuI6AgI2 clusters, [(C)(AuI-L)6AgI2](BF4)4
(3a–d, L = 1a–d) were synthesized from CAuI6 clusters 2a–d with
pyridyl pendants-introduced ligands 1a–d. The processes of
complexation of CAuI6 clusters 2a–d with AgBF4 were investi-
gated by UV-vis absorption, phosphorescence spectroscopy,
mass spectrometry, and NMR spectroscopy (Supplementary
Figs. 34–46). CAuI6AgI2 clusters, 3a–d, were isolated as single
crystals by layering dry Et2O on a solution of each reaction
mixture in CH2Cl2/CH3OH. As shown in Fig. 3a, the molecular
structures of CAuI6AgI2 clusters, [(C)(AuI-L)6AgI2](BF4)4 (3a–d,
L = 1a–d), were determined by ScXRD, and all clusters were
found to have a bicapped octahedral core. The two AgI ions in
each cluster are located on two opposite sides of the octahedron,
each anchored by three pyridyl groups and interacting with three
neighboring AuI atoms. These CAuI6AgI2 clusters 3a–d showed
strong intramolecular C −H ∙∙∙Au interactions34–36, with the
shortest H-Au distances being 2.690, 2.818, 2.765, and 2.730 Å,
respectively (Supplementary Fig. 47). The structures are similar to In this study, we design and synthesize bidentate ligands
consisting of an NHC ligand linked to a pyridyl ligand, and clarify
the detailed structure and photochemical properties of hetero-
nuclear clusters of AuI and AgI, which exhibit very high phos-
phorescence quantum yields even in solution. Furthermore, the
strong phosphorescence emission of these clusters is used to
elucidate the cellular uptake and organelle-selective translocation
pathways of the cluster complexes (Fig. 1). Interestingly, the NHC
ligand-protected heterometallic clusters are translocated to a
specific intracellular organelle in a ligand-specific manner. This is
in sharp contrast to phosphine-protected clusters with the same
metal core structure, which are non-selectively dispersed in the
cytosol. ARTICLE In this con-
text, we successfully applied the NHC ligand to the CAuI6 cluster
in 201831–33. We found that when an imidazolylidene carbene
ligand was attached to each gold atom of the C-centered CAuI6
cluster, the phosphorescence emission was red-shifted in the
solid-state
compared
to
clusters
protected
by
phosphine
ligands31. On the other hand, when a benzimidazolylidene ligand
with one benzene ring fused to the imidazole ring was used, the
phosphorescence emission showed a large blue shift of about
60 nm32,33. These two examples indicate that such a simple
chemical modification can significantly change the photochemical
properties of the clusters. Phosphorescent metal cluster com-
plexes have the potential to precisely control the structure and
electronic state of the metal cluster part by ligand design, and are
expected to contribute not only to the creation of structure-
specific photochemical functions but also to live-cell imaging and
elucidation of intracellular molecular behaviors. NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications N-Heterocyclic carbene-based C-centered Au(I)-
Ag(I) clusters with intense phosphorescence and
organelle-selective translocation in cells Zhen Lei
1,5, Mizuki Endo
1,5, Hitoshi Ube
1, Takafumi Shiraogawa2, Pei Zhao
2, Koichi Nagata
1,4,
Xiao-Li Pei1, Tomoya Eguchi3, Toshiaki Kamachi
3, Masahiro Ehara
2✉, Takeaki Ozawa
1✉&
Mitsuhiko Shionoya
1✉ Zhen Lei
1,5, Mizuki Endo
1,5, Hitoshi Ube
1, Takafumi Shiraogawa2, Pei Zhao
2, Koichi Nagata
1,4,
Xiao-Li Pei1, Tomoya Eguchi3, Toshiaki Kamachi
3, Masahiro Ehara
2✉, Takeaki Ozawa
1✉&
Mitsuhiko Shionoya
1✉ Photoluminescent gold clusters are functionally variable chemical modules by ligand design. Chemical modification of protective ligands and introduction of different metals into the gold
clusters lead to discover unique chemical and physical properties based on their significantly
perturbed electronic structures. Here we report the synthesis of carbon-centered Au(I)-Ag(I)
clusters with high phosphorescence quantum yields using N-heterocyclic carbene ligands. Specifically, a heterometallic cluster [(C)(AuI-L)6AgI2]4+, where L denotes benzimidazolylidene-
based carbene ligands featuring N-pyridyl substituents, shows a significantly high phosphor-
escence quantum yield (Φ = 0.88). Theoretical calculations suggest that the carbene ligands
accelerate the radiative decay by affecting the spin-orbit coupling, and the benzimidazolylidene
ligands further suppress the non-radiative pathway. Furthermore, these clusters with carbene
ligands are taken up into cells, emit phosphorescence and translocate to a particular organelle. Such well-defined, highly phosphorescent C-centered Au(I)-Ag(I) clusters will enable ligand-
specific, organelle-selective phosphorescence imaging and dynamic analysis of molecular dis-
tribution and translocation pathways in cells. 1 Department of Chemistry, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan. 2 Research Center for
Computational Science, Institute for Molecular Science and SOKENDAI, Myodaiji, Okazaki, Aichi 444-8585, Japan. 3 Department of Life Science and
Technology, Tokyo Institute of Technology, 2-12-1-M6-7 Ookayama, Meguro-ku, Tokyo 152-8550, Japan. 4Present address: Department of Chemistry,
Graduate School of Science, Tohoku University, Aoba-ku, Sendai, Miyagi 980-8578, Japan. 5These authors contributed equally: Zhen Lei, Mizuki Endo. ✉email: ehara@ims.ac.jp; ozawa@chem.s.u-tokyo.ac.jp; shionoya@chem.s.u-tokyo.ac.jp 1 NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications TURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 ARTICLE Fig. 2 Heteronuclear CAuI6AgI2 clusters 3a–d were used in this study. a Synthetic route for CAuI6AgI2 clusters 3a–d. b Chemical structures of ligands
1a–d. c Molecular structure of [(C)(AuI−1a)6](BF4)2 (2a, 25% probability) with the anions BF4- simplified. Fig. 2 Heteronuclear CAuI6AgI2 clusters 3a–d were used in this study. a Synthetic route for CAuI6AgI2 clusters 3a–d. b Chemical structures of ligands
1a–d. c Molecular structure of [(C)(AuI−1a)6](BF4)2 (2a, 25% probability) with the anions BF4- simplified. those of the previously reported [(C)(AuI-dppy)6AgI2](BF4)4 (4,
dppy = 2-pyridyldiphenylphosphine)14, but differ in the following
two points. First, because the C −AuI bond distances in 3a–d
with NHC ligands are shorter than those of the P −AuI bonds in
4 with phosphine ligands, and also because the AuI-AgI distances
are shorter in 3a–d, the overall structures of the CAuI6AgI2 parts
of 3a–d are significantly smaller than that of 4 (Fig. 3b). The AuI-
AgI distances in 3a–d are in a very similar range (Supplementary
Table 13). Second, there are no intramolecular C −H ∙∙∙Au
interactions in 4. consistent with those observed when AgBF4 was added to the
solutions of 2a–d. Their molar absorbance coefficients of 3a and
3b, protected with benzimidazolylidene ligands, were significantly
higher than those of 3c and 3d, protected with imidazolylidene
ligands. g
Importantly, the use of the bidentate NHC ligands and the
coordination of AgI ions have a synergistic effect, and the
heterogeneous metal clusters emit very strong phosphorescence
in solution (Fig. 3e and Supplementary Fig. 66). In comparison,
the metal clusters 3a–d with NHC ligands emit yellow light in
solution, whereas 4 with phosphine ligands emit red phosphor-
escence, with a difference in wavelength of about 90 nm. The
phosphorescence quantum yields of 3a and 3b were determined
to be 0.88 and 0.86 in CH2Cl2 (λemmax = 562 nm), respectively,
the highest values among the reported AuI clusters (Fig. 3g). In
contrast, single crystals of 3c and 3d with imidazolylidene
ligands showed similar yellow luminescence, but the phosphor-
escence quantum yields in CH2Cl2 and CH2Cl2/CH3OH were
remarkably low, 0.14 and 0.01, respectively. In addition, the
phosphorescence
lifetimes
of
3a
and
3b
protected
with
benzimidazolylidene ligands were 1.85 and 1.66 μs, respectively,
which were significantly longer than those of 3c and 3d protected
with imidazolylidene ligands, 0.32 and 0.16 μs, respectively
(Fig. 3f). The radiative (kr) and non-radiative rate constants
(knr) shown in Fig. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 3g indicate that clusters with NHC ligands
have significantly higher radiative emission rates than clusters
with phosphine ligands. Furthermore, the benzimidazolylidene
ligand could dramatically improve the quantum yield and
microsecond-level
lifetime
of
the
phosphorescence
of
the
CAuI6AgI2 clusters, 3a and 3b, by significantly suppressing the
non-radiative relaxation pathways. Upon photoexcitation, 3a–d showed strong yellow lumines-
cence in the solid-state with λemmax lying in the range from 559 to
578 nm, which significantly red-shifted as compared to 2a–d
(from 482 to 490 nm), and is similar to 4 (553 nm, Fig. 3c and
Supplementary Figs. 29 and 48). The two AgI atoms do not
simply bind to the CAuI6 core but may change the electronic
structure of the whole clusters13–17. The CAuI6AgI2 clusters 3a–d were further characterized by
solution-phase NMR spectroscopy (Supplementary Figs. 49–64). Two interesting features were observed in the 1H NMR spectra. First, in the 1H NMR spectra of 3a–d, the septet signals of the
secondary hydrogen atoms of the isopropyl groups were shifted to
the high field by about 0.5 ppm compared to 2a–d, which is a
change similar to that observed when AgBF4 was added to 2a–d
(Supplementary Figs. 42–45). This result confirmed the existence
of C −H ∙∙∙Au interactions in 3a–d even in solution36. The
second feature is that split signals of methyl of isopropyl groups
were observed in the both 1H and 13C NMR spectra of 3a–d. For
example, the methyl groups of 2b showed only one set of signals
in the 1H (1.49 ppm) and 13C NMR (21.9 ppm) spectra, whereas
two sets of signals were observed in the 1H NMR (1.44 and 1.33
ppm) and 13C NMR (22.6 and 22.1 ppm) spectra for 3b. It was
inferred from the molecular structures of 3a–d that this signal
change was caused by the helical arrangement of the ligands in
the bicapped octahedral CAuI6AgI2 and the two opposing
CAuI3AgI moieties showing different helical directions14,15. Heterometallic species, [(C)(AuI-L)4AuIAgI](BF4)+ and [(C)
(AuI-L)6AgI](BF4)2+ (L = 1a–d), were also observed in the MS
spectra (Supplementary Fig. 65). These results strongly suggest
that all of 3a–d maintain the bicapped octahedral structures even
in solution. Theoretical calculations of CAuI6AgI2 clusters. In order to
mechanistically clarify how the photochemical properties change
depending on the type of carbene ligands, the absorption and
phosphorescence properties of 3b with benzimidazolylidene
ligands and 3d with imidazolylidene ligands were theoretically
calculated and comparatively analyzed (Fig. 4). Results Thus, the control of intracellular translocation of
C-centered AuI clusters is achieved by a slight modification of
organic ligands. These results not only show that NHC ligands 2 NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 reproduced. The distributions of SOMO and SOMO −1, which
characterize phosphorescence, are similar to those of LUMO and
HOMO respectively (Fig 4c d) The imidazolylidene and ben
close agreement with the experimental values of 2.21 and 2.17 eV,
respectively, within error37 (Supplementary Table 21). It is worth noting that the molecular structure of the clusters
Fig. 3 Molecular structures and photochemical properties of CAuI6AgI2 clusters 3a–d and 4. a Molecular structures of 3a–d (50% probability for 3a, 3c,
and 3d; 25% probability for 3b), with the anions BF4- simplified. b Comparison of the key structure parameters of 3a–d and 4. c Emission spectra of
3a–d and 4 in the solid-state, with λemmax being 559, 573, 578, 570, and 553 nm, respectively, and corresponding photos at room temperature. d UV-vis
absorption spectra of 3a (ε336 = 8.4 × 104 M−1 cm−1), 3b (ε336 = 8.3 × 104 M−1 cm−1), 3c (ε333 = 3.4 × 104 M−1 cm−1), 3d (ε330 = 3.3 × 104 M−1 cm−1),
and 4 (ε321 = 1.8 × 104 M−1 cm−1) in CH2Cl2 (293 K). e Emission spectra of 3a–d and 4 in CH2Cl2 at 293 K, with λemmax of 562, 562, 564, 571, and 650 nm,
respectively, and the corresponding photos taken at room temperature. f Emission decay of 3a–d and 4 in CH2Cl2 at room temperature, with τ of 1.85, 1.66,
0.32, 0.16, and 3.74 µs, respectively. g Quantum yields, radiative rate constants (kr) and non-radiative rate constants (knr) of 3a–d and 4 in CH2Cl2 at room
temperature. Note that a mixed solvent CH2Cl2/CH3OH (9:1, v:v) was used for 3d42. ARTICLE
NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 Fig. 3 Molecular structures and photochemical properties of CAuI6AgI2 clusters 3a–d and 4. a Molecular structures of 3a–d (50% probability for 3a, 3c,
and 3d; 25% probability for 3b), with the anions BF4- simplified. b Comparison of the key structure parameters of 3a–d and 4. c Emission spectra of
3a–d and 4 in the solid-state, with λemmax being 559, 573, 578, 570, and 553 nm, respectively, and corresponding photos at room temperature. d UV-vis
absorption spectra of 3a (ε336 = 8.4 × 104 M−1 cm−1), 3b (ε336 = 8.3 × 104 M−1 cm−1), 3c (ε333 = 3.4 × 104 M−1 cm−1), 3d (ε330 = 3.3 × 104 M−1 cm−1),
and 4 (ε321 = 1.8 × 104 M−1 cm−1) in CH2Cl2 (293 K). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 As a result, the
calculated absorption spectra agreed well with the experimental
observations in the calculated energy range. The trend of the
energy difference was reproduced; the first peaks for 3b and 3d
were calculated to be 387 and 388 nm, respectively. The order of
the molar absorbance coefficients (3b > 3d) was also well Solutions of CAuI6AgI2 clusters 3a–d in CH2Cl2 or CH2Cl2/
CH3OH showed multiple optical absorption bands in the range of
300–450 nm (Fig. 3d). These optical absorption modes were 3 ARTICLE NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 Finally, in order to evaluate knr, the minimum energy crossing
point (MECP) between S0 and T1 states was calculated using the
Harvey method43,44. The results showed that the core of
CAuI6AgI2 is significantly deformed at the MECP. For example,
the shape of CAuI6AgI2 of 3d is significantly changed compared
to the shape of the T1 state (Supplementary Fig. 72). The energy
barrier from the minimum of T1 state to MECP were calculated as
11.6 and 10.8 kcal/mol for 3b and 3d, respectively, which
qualitatively agrees with the knr of these complexes (Supplemen-
tary Table 29). However, the energy difference of the MECP for
3b and 3d is small, so there may be another cause. Overall,
although NHC ligands are less involved in the electronic structure
of the clusters than phosphine ligands, they can accelerate
radiative decay by enhancing the spin–orbit coupling of the low-
lying spin–orbit states. On the other hand, when the benzimi-
dazolylidene ligand was used, non-radiative decays did not occur
preferentially, resulting in 3a and 3b having very high quantum
yields. We then directly investigated the phosphorescence lifetimes
and the radiative rate constants of 3b and 3d using the ZORA
method with spin–orbit interaction in a perturbative way40
implemented in the ADF program package41. The results are
compared to the experimental values, which approximate the
calculated kr as kr = 1/τ (Supplementary Table 27). The
phosphorescence is attributed to the three lowest, nearly
degenerate spin–orbit states, which are about 0.1 eV lower
than other states, with T1 being the dominant contribution. Although the order of the absolute values of τ differs from the
experimental values, the trend of kr (3b > 3d) agrees with each
other. Importantly, the kr values of imidazolylidene- and
benzimidazolylidene-protected clusters were almost quantita-
tively reproduced in the calculations. Note that the low kr of 3d
with imidazolylidene ligands is due to the solvent effect of
CH3OH42. In addition, we analyzed the wavefunction and
spin–orbit coupling of the low-lying spin–orbit states (Supple-
mentary Tables 27 and 28). These states are described mainly
by the T1, T2, and T3 components, with small contributions
from the S1 and S3 components. It can be seen that the NHC
ligand significantly changed the main component of each state
and the coupling of the spin–orbit states. This is thought to be
the origin of the different kr values of these compounds. Ligand-specific translocation in cells. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 Fig. 4 TD-DFT calculations for CAuI6AgI2 clusters 3b and 3d. a, b Calculated and experimental absorption spectra of 3b (calc. ε388 = 3.0 × 104 M−1 cm−1,
exp. ε390 = 3.7 × 104 M−1 cm−1) and 3d (calc. ε389 = 2.0 × 104 M−1 cm−1, exp. ε385 = 1.6 × 104 M−1 cm−1). The excitation energies, oscillator strengths, and
transition characters for the absorption spectra are summarized in Supplementary Tables 18, 19, and the associated molecular orbitals (MOs) are shown in
Supplementary Figs. 68, 69. The lowest peaks observed around 400 nm for 3b and 3d were considered to be transitions between MOs consisting mainly of
AuI, AgI and the central carbon. The strong absorption peaks around 330 nm for 3b and 3d are due to the MLCT transition from AuI to ligands37. The
absorption in the high-energy region (<300 nm) is mainly due to the ππ* transition of the ligands. c, d Calculated MOs (lowest unoccupied molecular
orbital, LUMO; highest occupied molecular orbital, HOMO; singly occupied molecular orbital, SOMO, in the triplet state), comparisons of calculated and
experimental excitation energies, and analysis of orbital composition by Mulliken partition of ligands in 3b and 3d. Fig. 4 TD-DFT calculations for CAuI6AgI2 clusters 3b and 3d. a, b Calculated and experimental absorption spectra of 3b (calc. ε388 = 3.0 × 104 M−1 cm−1,
exp. ε390 = 3.7 × 104 M−1 cm−1) and 3d (calc. ε389 = 2.0 × 104 M−1 cm−1, exp. ε385 = 1.6 × 104 M−1 cm−1). The excitation energies, oscillator strengths, and
transition characters for the absorption spectra are summarized in Supplementary Tables 18, 19, and the associated molecular orbitals (MOs) are shown in
Supplementary Figs. 68, 69. The lowest peaks observed around 400 nm for 3b and 3d were considered to be transitions between MOs consisting mainly of
AuI, AgI and the central carbon. The strong absorption peaks around 330 nm for 3b and 3d are due to the MLCT transition from AuI to ligands37. The
absorption in the high-energy region (<300 nm) is mainly due to the ππ* transition of the ligands. c, d Calculated MOs (lowest unoccupied molecular
orbital, LUMO; highest occupied molecular orbital, HOMO; singly occupied molecular orbital, SOMO, in the triplet state), comparisons of calculated and
experimental excitation energies, and analysis of orbital composition by Mulliken partition of ligands in 3b and 3d. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 e Emission spectra of 3a–d and 4 in CH2Cl2 at 293 K, with λemmax of 562, 562, 564, 571, and 650 nm,
respectively, and the corresponding photos taken at room temperature. f Emission decay of 3a–d and 4 in CH2Cl2 at room temperature, with τ of 1.85, 1.66,
0.32, 0.16, and 3.74 µs, respectively. g Quantum yields, radiative rate constants (kr) and non-radiative rate constants (knr) of 3a–d and 4 in CH2Cl2 at room
temperature. Note that a mixed solvent CH2Cl2/CH3OH (9:1, v:v) was used for 3d42. close agreement with the experimental values of 2.21 and 2.17 eV,
respectively, within error37 (Supplementary Table 21). reproduced. The distributions of SOMO and SOMO −1, which
characterize phosphorescence, are similar to those of LUMO and
HOMO, respectively (Fig. 4c, d). The imidazolylidene and ben-
zimidazolylidene ligand moieties are involved in the SOMO −1
orbitals. The calculated phosphorescence energies of 3b and 3d
are 2.09 and 2.08 eV (592 and 596 nm, respectively), which are in p
y
pp
y
It is worth noting that the molecular structure of the clusters
in the singlet state is very different from that in the triplet
state8,9,38,39
(Supplementary
Fig. 71
and
Supplementary
Table 23). For example, the AuI-AuI distances of 3b in the 4 NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 At a concentration of 5.0 μM, similar localization was
observed by extending the incubation time (30 and 60 min), but at the same time, the cells changed to a round shape and the nuclear envelope showed the
characteristics of cells under stress45. Similar nucleoli spots and morphological changes were also observed in the cells labeled with 3a-c at a concentration
of 5.0 or 10 μM. HEK293T cells and COS7 cells also showed a similar trend (Supplementary Figs. 75–81). It is noteworthy that CAuI6AgI2 clusters protected by the NHC
or phosphine ligands showed different distributions in the cells,
even though they have almost the same core structure. To clarify
the cellular uptake pathway of 3a and 4, cells were incubated
with 3a and 4 at a lower temperature (4 °C), where endocytosis
was expected to be non-specifically inhibited. As shown in
Fig. 6a, the cells labeled under the condition did not show any
luminescence signals. Then, route-specific inhibitors such as
wortmannin, sucrose, and genistein were used at 37 °C to
specifically inhibit macropinocytosis, clathrin- and caveolin-
dependent
endocytosis,
respectively. For
cluster
3a
with
benzimidazolylidene ligands, the genistein treatment effectively
inhibited the ER accumulation. These results suggest that the
uptake of cluster 3a is due to a caveolin-dependent endocytosis
process. In contrast, the accumulation of cluster 4 with
phosphine ligands in the cytosol was blocked by all inhibitors. Thus cluster 4 was taken up into the cells and dispersed in a
nonspecific manner. Based on these results, we proposed a
possible route of cellular uptake and intracellular translocation of
NHC- and phosphine-protected CAuI6AgI2 clusters (Fig. 6b). These clusters first accumulate on the surface of the cell
membrane and are then taken up into the cells by endocytosis. Clusters 3a and 3b were suggested to accumulate in specific
organelles, whereas cluster 4 was uniformly distributed in the
cytosol. HEK293T and COS7 cells labeled with 3a or 3b showed a
similar distribution pattern. To identify the accumulated struc-
tures, the cells labeled with 3a or 3b were further labeled with
several organelle markers. Confocal microscope analysis showed
that 3a and 3b were selectively located in the ER. The time-lapse
imaging revealed that clusters 3a and 3b were transported into the
cells within 5 min after accumulation on the surface. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 Fig. 5 Optimized bioimaging results of CAuI6AgI2 clusters 3a, 3b, and 4. a Confocal luminescence and differential interference contrast (DIC) images of
3a and 3b in HeLa, HEK293T, and COS7 cells. Scale bar, 50 μm. b Confocal luminescence and DIC images of 4 in HeLa cells. c Co-localization images of 3a
and 3b with ER-tracker Red in HeLa cells. d Time-lapse images of 3a in Hela cells. White arrows indicate nuclear accumulation. e PLIM images and lifetime
plot of 3a in HeLa cells. Scale bar, 20 μm. Each experiment was independently repeated at least three times with similar results. As previously reported18,
strong luminescence spots were observed in the nucleoli of the HeLa cells labeled with 4 at a concentration of 10 μM for 10 min. Time-lapse monitoring
also confirmed that cellular uptake and nucleoli accumulation were fast under these conditions. At a concentration of 5.0 μM, similar localization was
observed by extending the incubation time (30 and 60 min), but at the same time, the cells changed to a round shape and the nuclear envelope showed the
characteristics of cells under stress45. Similar nucleoli spots and morphological changes were also observed in the cells labeled with 3a-c at a concentration
of 5.0 or 10 μM. HEK293T cells and COS7 cells also showed a similar trend (Supplementary Figs. 75–81). Fig. 5 Optimized bioimaging results of CAuI6AgI2 clusters 3a, 3b, and 4. a Confocal luminescence and differential interference contrast (DIC) images of
3a and 3b in HeLa, HEK293T, and COS7 cells. Scale bar, 50 μm. b Confocal luminescence and DIC images of 4 in HeLa cells. c Co-localization images of 3a
and 3b with ER-tracker Red in HeLa cells. d Time-lapse images of 3a in Hela cells. White arrows indicate nuclear accumulation. e PLIM images and lifetime
plot of 3a in HeLa cells. Scale bar, 20 μm. Each experiment was independently repeated at least three times with similar results. As previously reported18,
strong luminescence spots were observed in the nucleoli of the HeLa cells labeled with 4 at a concentration of 10 μM for 10 min. Time-lapse monitoring
also confirmed that cellular uptake and nucleoli accumulation were fast under these conditions. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 Luminescent metal com-
plexes have been used as promising bioimaging reagents for the
past two decades45–47. Li and Wang et al. have reported on the
nucleolus-selective labeling behavior of phosphine-protected
CAuI6AgI2 cluster 418. Since carbene-protected CAuI6AgI2 clus-
ters 3a and 3b emit phosphorescence sufficient for bioimaging in
DMSO/PBS (1:1000, v:v) (Supplementary Figs. 73 and 74, Sup-
plementary Table 30), we further examined their behavior in
living cells to determine if there are differences in subcellular
distribution and cell renewal pathway depending on the organic
ligands. Figure 5 shows the optimized bioimaging results for 3a, 3b, and
4. At the concentration of 1.0 or 2.0 μM, where no cytotoxicity was
observed
by
confocal
microscopy
analysis
(Supplementary
Figs. 75–82), 3a, 3b, and 4 entered HeLa cells within 10 min. 5 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 3a or 3b had
accumulated in the ER after 10 min, and the longer the incubation
time, the more it accumulated in the nucleus region (Fig. 5d and
Supplementary Figs. 78, 80). The accumulation of 3a in the ER,
induced by a 10-min incubation, was maintained for 36 h
(Supplementary Fig. 84). Thus, clusters with the NHC ligands
can be selectively translocated to an intracellular organelle in a
manner specific to the ligand structure. Furthermore, since these
clusters have long emission lifetimes on the order of micro-
seconds, phosphorescence lifetime imaging (PLIM) was con-
ducted. The calculated lifetime of 3a was 0.15 μs, which was in
good agreement with the in vitro result. Thus, 3a can be used as an
ER-selective targeting reagent, and its phosphorescence can be
well distinguishable from autofluorescence. NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications 6 ARTICLE Methods For phosphine-protected 4, the uptake is an energy-dependent,
nonspecific process that is associated with macropinocytosis,
clathrin-mediated, and/or caveolin-dependent endocytosis. In
the case of NHC-protected 3a–d, caveolin-dependent endocy-
tosis is the main pathway for cellular uptake. NHC-based clusters
3a and 3b were sequentially translocated to ER after intracellular
uptake, but phosphine-based cluster 4 was released from
intracellular compartments to cytosol within 10 min. Prolonged
incubation allowed the nuclear accumulation of the clusters 3a,
3b, and 4, which in turn increased the permeability of their
membranes. In addition, high concentration of clusters acceler-
ated these processes. Synthesis of 1a·HI and 1b·HI. Under a nitrogen atmosphere, a Schlenk tube was
charged with benzimidazole (5.00 g, 42.3 mmol), K2CO3 (3.90 g, 28.2 mmol), and
the corresponding bromopyridine derivatives: 2-bromo-5-methylpyridine (2.43 g,
14.1 mmol) for 1a·HI and 2-bromopyridine (1.37 mL, 14.1 mmol) for 1b·HI. The
reaction mixture was heated at 200 °C for 12 h and then allowed to cool to room
temperature. After it was diluted with water (50 mL) and extracted with CH2Cl2
(50 mL × 3), the combined organic phase was washed with sat. Na2CO3 aqueous
solution (50 mL × 3), and brine (50 mL), and then dried over anhydrous MgSO4
before filtration. Concentration under reduced pressure gave a light red oil. This
intermediate was then transferred into a Schlenk flask and dissolved in CH3CN
(50 mL) under a nitrogen atmosphere. 2-Iodopropane (1.51 mL, 15.2 mmol) was
added to the solution, and the reaction mixture was heated at reflux for 12 h. After
cooling to room temperature, the mixture was concentrated to ca. 5 mL under
reduced pressure. When diethyl ether (50 mL) was added to this residue, a pale
yellow precipitate was obtained as a crude product. Colorless crystals 1a·HI and
1b·HI were obtained by layering diethyl ether on CH2Cl2/CH3CN (9:1, v:v) solu-
tion containing the crude product. Yields: 2.30 g (43%, based on 2-bromo-5-
methylpyridine) for 1a·HI; 1.90 g (37%, based on 2-bromopyridine) for 1b·HI. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 Fig. 6 Mechanisms and proposed routes of cellular uptake of carbene- and phosphine-protected CAuI6AgI2 clusters. a Confocal luminescence and DIC
images of clusters 3a and 4 in HeLa cells at 37 °C without pretreatment of inhibitor (control), at 4 °C without pretreatment of inhibitor, or at 37 °C with
pretreatment of endocytosis inhibitors wortmannin, sucrose or genistein. Scale bars, 50 μm. Each experiment was independently repeated at least three
times with similar results. b Schematic representation of the proposed cellular uptake routes for carbene-protected 3a–d and phosphine-protected 4. Fig. 6 Mechanisms and proposed routes of cellular uptake of carbene- and phosphine Fig. 6 Mechanisms and proposed routes of cellular uptake of carbene- and phosphine-protected CAuI6AgI2 clusters. a Confocal luminescence and DIC
images of clusters 3a and 4 in HeLa cells at 37 °C without pretreatment of inhibitor (control), at 4 °C without pretreatment of inhibitor, or at 37 °C with
pretreatment of endocytosis inhibitors wortmannin, sucrose or genistein. Scale bars, 50 μm. Each experiment was independently repeated at least three
times with similar results. b Schematic representation of the proposed cellular uptake routes for carbene-protected 3a–d and phosphine-protected 4. NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunicati ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 (s, 18H, methyl), 1.19 (d, 18H, isopropyl), 0.94 (d, 18H, isopropyl; 13C NMR
(126 MHz, CD2Cl2, δ, ppm): 178.6, 150.8, 149.6, 143.1, 136.6, 123.0, 121.8, 119.7,
54.7, 23.0, 22.4, 18.8. ESI-MS (CH2Cl2): 2681.5 ([(C)(Au−1c)6Ag](BF4)2+). (s, 18H, methyl), 1.19 (d, 18H, isopropyl), 0.94 (d, 18H, isopropyl; 13C NMR
(126 MHz, CD2Cl2, δ, ppm): 178.6, 150.8, 149.6, 143.1, 136.6, 123.0, 121.8, 119.7,
54.7, 23.0, 22.4, 18.8. ESI-MS (CH2Cl2): 2681.5 ([(C)(Au−1c)6Ag](BF4)2+). CH3CN (50 mL) under a nitrogen atmosphere. 2-Iodopropane (1.70 g, 10.0 mmol)
was added to the solution, and the reaction mixture was heated at reflux for 12 h. After cooling to room temperature, the mixture was concentrated to ca. 5 mL
under reduced pressure. When diethyl ether (50 mL) was added to this residue, a
pale yellow precipitate was obtained as a crude product. Colorless crystals of 1c·HI
were obtained by layering diethyl ether on CH2Cl2/CH3CN (9:1, v:v) solution
containing the crude product. Yield: 1.71 g (52%, based on 2-bromo-5-
methylpyridine). CH3CN (50 mL) under a nitrogen atmosphere. 2-Iodopropane (1.70 g, 10.0 mmol)
was added to the solution, and the reaction mixture was heated at reflux for 12 h. After cooling to room temperature, the mixture was concentrated to ca. 5 mL (
2
2)
( ( )(
)6 g (
4)2 )
For 3d: 1H NMR (500 MHz, CD2Cl2/CD3OD = 3:1 (v:v), δ, ppm): 8.12 (t, 6H),
7.78 (d, 6H), 7.62 (d, 12H), 7.45 (d, 6H), 7.31 (t, 6H), 4.64 (sept, 6H, isopropyl),
1.16 (d, 18H, isopropyl), 0.96 (d, 18H, isopropyl). ESI-MS (CH2Cl2/CH3OH = 9:1
(v:v)): 1939.2 ([(C)(Au−1d)4AuAg](BF4)+). 1H NMR (500 MHz, CDCl3, δ, ppm): 11.37 (s, 1H, imidazolyl), 8.54 (d, 1H,
pyridyl), 8.32 (d, 1H, pyridyl), 8.26 (t, 1H, imidazolyl), 7.86 (dd, 1.8 Hz, 1H,
pyridyl), 7.42 (t, 1H, imidazolyl), 5.27 (sept, 1H, isopropyl), 2.43 (s, 3H, methyl),
1.73 (d, 6H, isopropyl). X-ray crystallography. Intensity data of compounds 1a–c·HI, 2a–d, and 3a–d
were collected on a Rigaku XtaLAB Synergy-DW system (CuKα) at 93 K. The
structures were solved by direct methods, and non-hydrogen atoms except for the
disordered BF4- and CH2Cl2 in 2b were refined anisotropically by the least squares
on F2 using the SHELXTL program. The hydrogen atoms of organic ligands were
generated geometrically; no attempt was made to locate the hydrogen atoms of
disordered dichloromethane molecules in 2b and water molecules in 2d. Synthesis of 2a–d. References Cluster linker approach:
preparation of a luminescent porous framework with NbO topology by linking
silver ions with gold(I) clusters. Angew. Chem. Int. Ed. 53, 12771–12775
(2014). 7. Ryo, K. et al. Ultrabright luminescence from gold nanoclusters: rigidifying the
Au(I)-thiolate shell. J. Am. Chem. Soc. 137, 8244–8250 (2015). Synthesis of 3a–d. CAuI6 cluster (2a (29.6 mg, 10.0 μmol) for 3a; 2b (28.8 mg,
10.0 μmol) for 3b; 2c (25.8 mg, 10.0 μmol) for 3c; 2d (24.9 mg, 10.0 μmol) for 3d)
was dissolved in dry CH2Cl2 (3 mL). AgBF4 (6.0 mg, 30.0 μmol) in dry CH3OH
(1 mL) was added to the solution under stirring. The mixture was then filtered and
the filtrate was layered with dry Et2O. Yellow crystals can be obtained within
1 week. Yield: 30.3 mg (90%, based on 2a) for 3a; 30.2 mg (93%, based on 2b) for
3b; 26.3 mg (89%, based on 2c) for 3c; 18.3 mg (64%, based on 2d) for 3d. 8. Li, Q. et al. A mono-cuboctahedral series of gold nanocluster:
photoluminescence origin, large enhancement, wide tunability, and structure
−property correlation. J. Am. Chem. Soc. 141, 5314–5325 (2019). y
9. Weerawardene, K. L. D. M. et al. Luminescence and electron dynamics in
atomically precise nanoclusters with eight superatomic electrons. J. Am. Chem. Soc. 141, 18715–18726 (2019). 10. Yao, C. et al. Giant emission enhancement of solid-state gold nanoclusters by
surface engineering. Angew. Chem. Int. Ed. 59, 8270–8276 (2020). g
g
For 3a: 1H NMR (500 MHz, CD2Cl2, δ, ppm): 7.91 (d, 6H), 7.81 (d, 6H), 7.74 (s,
6H), 7.64 (dt, 12H), 7.59 (t, 6H), 7.44 (d, 6H), 5.34 (sept, 6H, isopropyl), 1.41 (d,
18H, isopropyl), 1.34 (s, 18H, isopropyl), 1.12 (s, 18H, methyl). 13C NMR
(126 MHz, CD2Cl2, δ, ppm): 183.6, 151.8, 147.4, 143.1, 137.2, 134.5, 131.9, 127.6,
127.1, 123.5, 114.1, 113.4, 54.1, 22.3, 22.1, 16.4. ESI-MS (CH2Cl2): 2389.2 ([(C)(Au-
1a)4AgAg2](BF4)2+). 11. Scherbaum, F., Grohmann, A., Huber, B., Krüger, C. & Schmidbaur, H. “Aurophilicity” as a consequence of relativistic effects: the
hexakis(triphenylphosphaneaurio)methane dication [(Ph3PAu)6C]2+. Angew. Chem. Int. Ed. Engl. 27, 1544–1546 (1988). References For 2b: 1H NMR (500 MHz, CD2Cl2, δ, ppm): 8.43 (s, 6H, pyridyl), 7.86 (br, 6H,
pyridyl), 7.75 (m, 12H, benzimidazolylidene), 7.53 (m, 12H, benzimidazolylidene),
7.30 (br, 6H, pyridyl), 6.45 (br, 6H, pyridyl), 5.71 (br, 6H, isopropyl), 1.49 (br, 36H,
isopropyl). 13C NMR (126 MHz, CD2Cl2, δ, ppm): 186.6, 151.0, 149.4, 139.1, 134.1,
132.2, 125.7, 125.7, 123.7, 121.3, 115.0, 113.3, 53.9, 21.9. ESI-MS (CH2Cl2): 1308.3
([(C)(Au-1b)6]2+). 1. Schmidbaur, H. & Schier, A. A briefing on aurophilicity. Chem. Soc. Rev. 37,
1931–1951 (2008). 2. Schmidbaur, H. & Schier, A. Aurophilic interactions as a subject of current
research: an up-date. Chem. Soc. Rev. 41, 370–412 (2012). research: an up-date. Chem. Soc. Rev. 41, 370–412 (2012). 3. Kang, X. & Zhu, M. Tailoring the photoluminescence of atomically preci
nanoclusters. Chem. Soc. Rev. 48, 2422–2457 (2019). 3. Kang, X. & Zhu, M. Tailoring the photoluminescence o nanoclusters. Chem. Soc. Rev. 48, 2422–2457 (2019). For 2c: 1H NMR (500 MHz, CD2Cl2, δ, ppm): 8.41 (d, 6H, pyridyl), 8.19 (s, 6H,
pyridyl), 7.87 (s, 6H, imidazolylidene), 7.21 (s, 6H, imidazolylidene), 6.58 (d, 6H,
pyridyl), 5.22 (sept, 6H, isopropyl), 2.08 (s, 18H, methyl), 1.15 (d, 36H, isopropyl). 13C NMR (126 MHz, CD2Cl2, δ, ppm): 179.8, 149.1, 148.7, 138.6, 133.9, 120.1,
117.2, 116.9, 53.6, 22.8, 18.1. ESI-MS (CH2Cl2): 1200.2 ([(C)(Au-1c)6]2+). 4. Santiago-Gonzalez, B. et al. Permanent excimer superstructures by
supramolecular networking of metal quantum clusters. Science 353, 571–575
(2016). 5. Huang, R.-W. et al. Hypersensitive dual-function luminescence switching of a
silver chalcogenolate cluster-based metal-organic framework. Nat. Chem. 9,
689–697 (2017). For 2d: 1H NMR (500 MHz, CD2Cl2, δ, ppm): 8.58 (d, 6H, pyridyl), 8.38 (d, 6H,
pyridyl), 7.91 (s, 6H, imidazolylidene), 7.21 (s, 6H, imidazolylidene), 7.06 (dd, 6H,
pyridyl), 6.85 (t, 6H, pyridyl), 5.20 (sept, 6H, isopropyl), 1.15 (d, 36H, isopropyl). 13C NMR (126 MHz, CD2Cl2, δ, ppm): 179.9, 150.9, 149.2, 138.2, 123.8, 120.3,
117.5, 117.5, 53.8, 23.0. ESI-MS (CH2Cl2): 1158.2 ([(C)(Au-1d)6]2+). For 2d: 1H NMR (500 MHz, CD2Cl2, δ, ppm): 8.58 (d, 6H, pyridyl), 8.38 (d, 6H,
pyridyl), 7.91 (s, 6H, imidazolylidene), 7.21 (s, 6H, imidazolylidene), 7.06 (dd, 6H,
pyridyl), 6.85 (t, 6H, pyridyl), 5.20 (sept, 6H, isopropyl), 1.15 (d, 36H, isopropyl). 13C NMR (126 MHz, CD2Cl2, δ, ppm): 179.9, 150.9, 149.2, 138.2, 123.8, 120.3,
117.5, 117.5, 53.8, 23.0. ESI-MS (CH2Cl2): 1158.2 ([(C)(Au-1d)6]2+). 6. Lei, Z., Pei, X.-L., Jiang, Z.-G. & Wang, Q.-M. Data availability The data that support the findings of this study are available within the manuscript and
its supplementary information and from the corresponding author upon request. The
X-ray crystallographic coordinates for structures reported in this article have been
deposited at the Cambridge Crystallographic Data Centre (CCDC) under deposition
numbers CCDC 2103969 (1a ∙HI), CCDC 2103970 (1b ∙HI), CCDC 2103971 (1c ∙HI),
CCDC 2103972 (2a), CCDC 2103973 (2b), CCDC 2103974 (2c), CCDC 2103975 (2d),
CCDC 2103976 (3a), CCDC 2103977 (3b), CCDC 2103978 (3c), and CCDC 2103979
(3d). These data can be obtained free of charge from the Cambridge Crystallographic
Data Centre via http://www.ccdc.cam.ac.uk/data_request/cif. Received: 27 November 2021; Accepted: 8 July 2022; For 2a: 1H NMR (500 MHz, CD2Cl2, δ, ppm): 8.40–8.15 (br, 6H, pyridyl),
7.91–7.38 (br, 30H, pyridyl + benzimidazolylidene), 7.22–6.72 (br, 6H, pyridyl),
5.75 (br, 6H, isopropyl), 1.45 (br, 54H, isopropyl + methyl). 13C NMR (126 MHz,
CD2Cl2, δ, ppm): 187.9, 150.3, 148.5, 140.0, 135.6, 134.4, 132.4, 125.9, 125.7, 120.9,
113.8, 113.2, 54.3, 22.4, 18.3. ESI-MS (CH2Cl2): 1350.2 ([(C)(Au-1a)6]2+). For 2a: 1H NMR (500 MHz, CD2Cl2, δ, ppm): 8.40–8.15 (br, 6H, pyridyl),
7.91–7.38 (br, 30H, pyridyl + benzimidazolylidene), 7.22–6.72 (br, 6H, pyridyl),
5.75 (br, 6H, isopropyl), 1.45 (br, 54H, isopropyl + methyl). 13C NMR (126 MHz,
CD2Cl2, δ, ppm): 187.9, 150.3, 148.5, 140.0, 135.6, 134.4, 132.4, 125.9, 125.7, 120.9,
113.8, 113.2, 54.3, 22.4, 18.3. ESI-MS (CH2Cl2): 1350.2 ([(C)(Au-1a)6]2+). ARTICLE Imidazolium/benzimidazolium halide (1a·HI (114 mg,
0.30 mmol) for 2a; 1b·HI (110 mg, 0.30 mmol) for 2b; 1c·HI (98.7 mg, 0.30 mmol)
for 2c; 1d·HBr (80.4 mg, 0.30 mmol) or 1d·HI (94.5 mg, 0.30 mmol) for 2d) was
dissolved in dry CH2Cl2 (10 mL). Tht-AuCl (96.0 mg, 0.30 mmol) was added and
then the solution was stirred for 5 min, which was followed by adding K2CO3
(828 mg, 6.00 mmol). After the mixture was stirred for 12 h in the dark, it was
filtered through a thin layer of Celite. The solvent was then removed under
reduced pressure using a rotary evaporator. After adding NaBF4 (165 mg,
1.50 mmol) and CH3OH (10 mL), the suspension was stirred for 5 min. CH2Cl2
(5 mL), a solution of KOH (28.0 mg, 0.50 mmol) in CH3OH (3 mL), a solution of
AgBF4 (58.5 mg, 0.30 mmol) in CH3OH (1 mL), and H2O (50 μL) were sequen-
tially dropwise added into the mixture under stirring, which leads to a brown
suspension. After another 5 min stirring, the suspension was again filtered through
Celite and evaporated to dryness. The solid was then transferred to a Schlenk flask
with a nitrogen atmosphere, and dry CH2Cl2 (5 mL), Et3N (30.0 μL, 0.20 mmol),
and a 2.0 M solution of Me3SiCHN2 in hexanes (48.0 μL, 0.10 mmol) were added. The resulting mixture was stirred for another 1 h. After filtration into a tube, a
layer of dry Et2O was added to the CH2Cl2 solution, which gave the products
colorless block-like crystals within 2 weeks. Yields: 59.5 mg (40%, based on tht-
AuCl) for 2a; 74.3 mg (52%, based on tht-AuCl) for 2b; 31.3 mg (24%, based on
tht-AuCl) for 2c; 11.6 mg (9%, based on tht-AuCl (1d·HBr)) for 2d; 10.0 mg (8%,
based on tht-AuCl (1d·HI)) for 2d. g
g
y
p
y
g
disordered dichloromethane molecules in 2b and water molecules in 2d. Reporting summary. Further information on research design is available in the Nature
Research Reporting Summary linked to this article. Discussion
h
d In this study, we have established a rational design and synthesis
method for a series of phosphorescent AuI-AgI clusters, and
revealed that the organic ligands bound to the surface of the metal
clusters are important for their photochemical property and
subcellar distribution. The NHC ligands were found to remark-
ably shift the emission wavelength of the CAuI6AgI2 clusters, and
significantly affecting the phosphorescence quantum yield and
lifetime, compared to the same cluster protected by phosphine
ligands. More importantly, the CAuI6AgI2 clusters were taken up
into the living cells and showed structure-specific translocation
pathways and distribution. This suggests that molecular design
may be able to control molecular behaviors in the cell. Therefore,
this study is expected to provide a strategy to create metal clusters
with tunable functionalities, and also to lead to clear guidelines
for designing active and applicable metallodrugs. y py
g
py
For 1a·HI: 1H NMR (500 MHz, CDCl3, δ, ppm): 11.41 (s, 1H, benzimidazolyl),
8.77 (d, 1H, pyridyl), 8.61–8.59 (m, 1H, benzimidazolyl), 8.46 (d, 1H, pyridyl), 7.95
(dd, 1H, pyridyl), 7.84–7.82 (m, 1H, benzimidazolyl), 7.71 (td, 2H, benzimidazolyl),
5.39 (sept, 1H, isopropyl), 2.48 (s, 3H, methyl), 1.99 (d, 6H, isopropyl). For 1b·HI: 1H NMR (500 MHz, CDCl3, δ, ppm): 11.46 (s, 1H, benzimidazolyl),
8.94 (d, 1H, pyridyl), 8.67 (m, 2H, benzimidazolyl + pyridyl), 8.16 (td, 1H, pyridyl),
7.86–7.84 (m, 1H, benzimidazolyl), 7.73 (t, 2H, benzimidazolyl), 7.54 (dd, 1H,
pyridyl), 5.42 (sept, 1H, isopropyl), 2.01 (d, 6H, isopropyl). Synthesis of 1c·HI. Under a nitrogen atmosphere, a Schlenk tube was charged with
imidazole (2.04 g, 30.0 mmol), K2CO3 (2.76 g, 20.0 mmol), and 2-bromo-5-
methylpyridine (1.72 g, 10.0 mmol). The reaction mixture was heated at 190 °C for
12 h and then allowed to cool to room temperature. After it was diluted with water
(50 mL) and extracted with CHCl3 (50 mL × 3), the combined organic phases were
washed with sat. Na2CO3 aqueous solution (50 mL × 3), and then dried over
anhydrous MgSO4 before filtration. Concentration under reduced pressure gave a
colorless oil, which was then transferred into a Schlenk flask and dissolved in 7 TURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-022-31891-3 15. Yang, Y., Pei, X.-L. & Wang, Q.-M. Postclustering dynamic covalent
modification for chirality control and chiral sensing. J. Am. Chem. Soc. 135,
16184–16191 (2013). 42. Zhou, M., Lei, Z., Guo, Q., Wang, Q.-M. & Xia, A. Solvent dependent excited
state behaviors of luminescent gold(I)−silver(I) cluster with hypercoordinated
carbon. J. Phys. Chem. C. 119, 14980–14988 (2015). 16. Jia, J.-H., Liang, J.-X., Lei, Z., Cao, Z.-X. & Wang, Q.-M. A luminescent
gold(I)–copper(I) cluster with unprecedented carbon-centered trigonal
prismatic hexagold. Chem. Commun. 47, 4739–4741 (2011). y
43. Harvey, J. N. & Aschi, M. Spin-forbidden dehydrogenation of methoxy cation:
a statistical view. Phys. Chem. Chem. Phys. 1, 5555–5563 (1999). 44. Harvey, J. N., Aschi, M., Schwarz, H. & Koch, W. The singlet and triplet states
of phenyl cation. A hybrid approach for locating minimum energy crossing
points between non-interacting potential energy surfaces. Theor. Chem. Acc. 99, 95–99 (1998). 17. Lei, Z., Pei, X.-L., Guan, Z.-J. & Wang, Q.-M. Full protection of intensely
luminescent gold(I)-silver(I) cluster by phosphine ligands and inorganic
anions. Angew. Chem., Int. Ed. 56, 7117–7120 (2017). 45. New, E. J., Parker, D., Smith, D. G. & Walton, J. W. Development of
responsive lanthanide probes for cellular applications. Curr. Opin. Chem. Bio
14, 238−246 (2010). g
18. Chen, M. et al. A phosphorescent silver(I)–gold(I) cluster complex that
specifically lights up the nucleolus of living cells with FLIM imaging. Biomaterials 34, 4284–4295 (2013). (
)
19. Hopkinson, M. N., Richter, C., Schedler, M. & Glorius, F. An overview of
N-heterocyclic carbenes. Nature 510, 485–496 (2014). 46. Zhao, Q., Huang, C. & Li, F. Phosphorescent heavy-metal complexes for
bioimaging. Chem. Soc. Rev. 40, 2508–2524 (2011). 20. Smith, C. A. et al. N‐heterocyclic carbenes in materials chemistry. Chem. Rev. 119, 4986–5056 (2019). 47. Lo, K. K.-W. Molecular design of bioorthogonal probes and imaging reagents
derived from photofunctional transition metal complexes. Acc. Chem. Res. 53,
32–44 (2020). 21. Zhukhovitskiy, A. V., MacLeod, M. J. & Johnson, J. A. Carbene ligands in
surface chemistry: from stabilization of discrete elemental allotropes to
modification of nanoscale and bulk substrates. Chem. Rev. 115, 11503–11532
(2015). Acknowledgements This research was supported by JSPS KAKENHI Grants No. JP16H06509 (Coordination
Asymmetry) and No. JP21H00453 to M.S., JSPS KAKENHI Grant No. JP19K05538 to
M.E., and CREST (JPMJCR1752) from Japan Science and Technology (JST) to T.O. Part
of the computation was performed using Research Center for Computational Science,
Okazaki, Japan (Project: 20-IMS-C100). 22. Zhong, R., Lindhorst, A. C., Groche, F. J. & Kühn, F. E. Immobilization of N‐
heterocyclic carbene compounds: a synthetic perspective. Chem. Rev. 117,
1970–2058 (2017). 23. Crudden, C. M. et al. Ultra stable self-assembled monolayers of N-heterocyclic
carbenes on gold. Nat. Chem. 6, 409–414 (2014). 24. Wang, G. et al. Ballbot-type motion of N-heterocyclic carbenes on gold
surfaces. Nat. Chem. 9, 152–156 (2017). Competing interests 28. Narouz, M. R. et al. N-heterocyclic carbene-functionalized magic-number
gold nanoclusters. Nat. Chem. 11, 419–425 (2019). The authors declare no competing interests. 29. Narouz, M. R. et al. Robust, highly luminescent Au13 superatoms protected by
N‐heterocyclic carbenes. J. Am. Chem. Soc. 141, 14997–15002 (2019). ,
,
g y
13
p
p
y
N‐heterocyclic carbenes. J. Am. Chem. Soc. 141, 14997–15002 (2019). 30. Shen, H. et al. Highly robust but surface-active: an N-heterocyclic carbene-
stabilized Au25 nanocluster. Angew. Chem., Int. Ed. 58, 17731–17735 (2019). Author contributions 25. MacLeod, M. J. et al. Robust gold nanorods stabilized by bidentate N-
heterocyclic-carbene–thiolate ligands. Nat. Chem. 11, 57–63 (2019). Z.L. designed this work, performed synthetic experiments, analyzed data, and prepared
the manuscript. M.Endo performed bioimaging experiments, analyzed data, and pre-
pared the manuscript. H.U. designed this work and directed the research. T.S., P.Z., K.N.,
and M.Ehara performed theoretical calculations. X.-L.P. assisted in the synthetic
experiments. T.E. performed PLIM experiments. T.K., and T.O. directed experiments. M.S. proposed and supervised this study and prepared the manuscript. 26. Polgar, A. M., Weigend, F., Zhang, A., Stillman, M. J. & Corrigan, J. F. A N‐
heterocyclic carbene-stabilized coinage metal-chalcogenide framework with
tunable optical properties. J. Am. Chem. Soc. 139, 14045–14048 (2017). p
p
p
27. Jin, L. et al. Trinuclear gold clusters supported by cyclic (alkyl)(amino)carbene
ligands: mimics for gold heterogeneous catalysts. Angew. Chem., Int. Ed. 53,
9059–9063 (2014). References For 3b: 1H NMR (500 MHz, CD2Cl2, δ, ppm): 8.14 (td, 6H), 7.84 (d, 6H), 7.77
(d, 6H), 7.71 (t, 6H), 7.64-7.61 (m, 12H), 7.37 (d, 6H), 6.30 (d, 6H), 5.28 (sept, 6H,
isopropyl), 1.44 (d, 18H, isopropyl), 1.33 (d, 18H, isopropyl); 13C NMR (126 MHz,
CD2Cl2, δ, ppm): 183.6, 151.6, 149.8, 143.2, 134.5, 131.9, 127.22, 127.16, 125.7,
124.7, 113.8, 112.9, 54.5, 22.6, 22.1. ESI-MS (CH2Cl2): 2897.5 ([(C)(Au−1b)6Ag]
(BF4)2+). 12. Gabbaï, F. P., Schier, A., Riede, J. & Schmidbaur, H. Synthesis of the
hexakis[(triphenylphosphane)gold(I)]methanium(2+) cation from
trimethylsilyldiazomethane; crystal structure determination of the
tetrafluoroborate salt. Chem. Ber. 130, 111–113 (1997). tetrafluoroborate salt. Chem. Ber. 130, 111–113 (1997). 13. Lei, Z. & Wang, Q.-M. Homo and heterometallic gold(I) clusters with
hypercoordinated carbon. Coord. Chem. Rev. 378, 382–394 (2019). For 3c: 1H NMR (500 MHz, CD2Cl2/CD3OD = 9:1 (v:v), δ, ppm): 7.91 (d, 6H),
7.67 (s, 6H), 7.57 (s, 6H), 7.51 (d, 6H), 7.38 (s, 6H), 4.72 (sept, 6H, isopropyl), 2.14 14. Jia, J.-H. & Wang, Q.-M. Intensely luminescent gold(I)-silver(I) cluster with
hypercoordinated carbon. J. Am. Chem. Soc. 131, 16634–16635 (2009). NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications 8 Additional information y
30. Shen, H. et al. Highly robust but surface-active: an N-heterocyclic carbene-
stabilized Au25 nanocluster. Angew. Chem., Int. Ed. 58, 17731–17735 (2019). Supplementary information The online version contains supplementary material
available at https://doi.org/10.1038/s41467-022-31891-3. 31. Ube, H., Zhang, Q. & Shionoya, M. A carbon-centered hexagold(I) cluster
supported by N‑heterocyclic carbene ligands. Organometallics 37, 2007–2009
(2018). Correspondence and requests for materials should be addressed to Masahiro Ehara,
Takeaki Ozawa or Mitsuhiko Shionoya. 32. Lei, Z., Nagata, K., Ube, H. & Shionoya, M. Ligand effects on the
photophysical properties of N,N’-diisopropylbenzimidazolylidene-protected
C-centered hexagold(I) clusters. J. Organomet. Chem. 917, 121271 (2020). Peer review information Nature Communications thanks Hannu Häkkinen and other
anonymous reviewer(s) for their contribution to the peer review of this work. 33. Lei, Z., Pei, X.-L., Ube, H. & Shionoya, M. Reconstituting the C-centered
hexagold(I) clusters with N-heterocyclic carbene ligands. Bull. Chem. Soc. Jpn. 94, 1324–1330 (2021). Reprints and permission information is available at http://www.nature.com/reprints Reprints and permission information is available at http://www.nature.com/reprints 34. Schmidbaur, H., Raubenheimer, H. G. & Dobrzańska, L. The gold–hydrogen
bond, Au–H, and the hydrogen bond to gold, Au···H–X. Chem. Soc. Rev. 43,
345–380 (2014). Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 35. Rigoulet, M. et al. Evidence for genuine hydrogen bonding in gold(I)
complexes. Proc. Natl Acad. Sci. USA 116, 46–51 (2019). Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. 36. Bakar, M. A., Sugiuchi, M., Iwasaki, M., Shichibu, Y. & Konishi, K. Hydrogen
bonds to Au atoms in coordinated gold clusters. Nat. Commun. 8, 576 (2017). Additional information bonds to Au atoms in coordinated gold clusters. Nat. Commun. 8, 576 (2017). 37. Greisch, J.-F. et al. Gas-phase photoluminescence and photodissociation of
silver-capped hexagold clusters. J. Phys. Chem. A 122, 5799–5810 (2018). 38. Aikens, C. M. Electronic and geometric structure, optical properties, and
excited state behavior in atomically precise thiolate-stabilized noble metal g
(
)
37. Greisch, J.-F. et al. Gas-phase photoluminescence and photodissociation of
silver-capped hexagold clusters. J. Phys. Chem. A 122, 5799–5810 (2018). pp
g
y
(
)
38. Aikens, C. M. Electronic and geometric structure, optical properties, and
excited state behavior in atomically precise thiolate-stabilized noble metal
nanoclusters. Acc. Chem. Res. 51, 3065–3073 (2018). 39. Weerawardene, K. L. D. M. & Aikens, C. M. Theoretical insights into the
origin of photoluminescence of Au25(SR)18−nanoparticles. J. Am. Chem. Soc. 138, 11202–11210 (2016). 40. Wang, F. & Ziegler, T. A simplified relativistic time-dependent density-
functional theory formalism for the calculations of excitation energies
including spin-orbit coupling effect. J. Chem. Phys. 123, 154102 (2005). © The Author(s) 2022 © The Author(s) 2022 41. Te Velde, G. et al. Chemistry with ADF. J. Comput. Chem. 22, 931–967 (2001). 9 NATURE COMMUNICATIONS | (2022) 13:4288 | https://doi.org/10.1038/s41467-022-31891-3 | www.nature.com/naturecommunications
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RESUMO JUSTIFICATIVA E OBJETIVOS: Opioides são fármacos uti-
lizados para o alívio da dor, porém, podem causar aumento da
sensibilidade dolorosa, denominada hiperalgesia induzida por
opioides, que afeta negativamente o tratamento da dor. O ob-
jetivo deste estudo foi avaliar se o fentanil, opioide amplamente
utilizado na prática clínica, produz hiperalgesia que pode ser ate-
nuada pela duloxetina, fluoxetina e pregabalina. dely used in the clinical practice, produces hyperalgesia that can
be attenuated by duloxetine, fluoxetine and pregabalin. METHODS: Thirty male Wistar rats were divided into six groups. The animals in group 1 received 1mL of 0.9% saline solution in-
traperitoneally (IP) and gavage; group 2 received fentanyl at a dose
of 100µg.kg-1 IP and 0.9% saline solution per gavage; groups 3, 4
and 5 received fentanyl at the dose of 100µg.kg-1 IP, and gavage
with duloxetine, 40mg.kg-1, fluoxetine, 40mg.kg-1 and pregabalin,
40mg.kg-1, respectively. Under general anesthesia with isoflurane,
all animals were submitted to plantar surgical incision. The appli-
cation of Von Frey filaments assessed hyperalgesia at the second
hour, one, three, five and seven days after treatment. RESULTS: Two hours after the procedure, no differences were
observed between G1 and G2, although G3, G4, and G5 sho-
wed less hyperalgesia. On day one and day three, a greater hype-
ralgesic effect was observed in G2 when compared to G1, G3,
G4 and G5. On day five, there was a hyperalgesic effect on G2,
and on day seven, there were no differences among the groups. CONCLUSION: The results suggest that fentanyl induces hype-
ralgesia and the efficacy of duloxetine, fluoxetine, and pregabalin
in reducing it. METHODS: Thirty male Wistar rats were divided into six groups. The animals in group 1 received 1mL of 0.9% saline solution in-
traperitoneally (IP) and gavage; group 2 received fentanyl at a dose
of 100µg.kg-1 IP and 0.9% saline solution per gavage; groups 3, 4
and 5 received fentanyl at the dose of 100µg.kg-1 IP, and gavage
with duloxetine, 40mg.kg-1, fluoxetine, 40mg.kg-1 and pregabalin,
40mg.kg-1, respectively. Under general anesthesia with isoflurane,
all animals were submitted to plantar surgical incision. The appli-
cation of Von Frey filaments assessed hyperalgesia at the second
hour, one, three, five and seven days after treatment. l
MÉTODOS: Trinta ratos Wistar machos, foram divididos em
6 grupos. RESUMO No 1º e 3º dias foi obser-
vado maior efeito hiperalgésico em G2 quando comparado com
G1, G3, G4 e G5. No 5º dia foi observado efeito hiperalgésico
no G2, e no 7º dia não houve diferenças entre os grupos. CONCLUSÃO: Os resultados sugerem que o fentanil induz hi-
peralgesia e eficácia da duloxetina, fluoxetina e pregabalina na
sua redução. RESULTADOS: Na 2ª hora pós-procedimento não foram ob-
servadas diferenças entre G1 e G2, entretanto, G3, G4 e G5 se
mostraram com menor hiperalgesia. No 1º e 3º dias foi obser-
vado maior efeito hiperalgésico em G2 quando comparado com
G1, G3, G4 e G5. No 5º dia foi observado efeito hiperalgésico
no G2, e no 7º dia não houve diferenças entre os grupos. RESULTADOS: Na 2ª hora pós-procedimento não foram ob-
servadas diferenças entre G1 e G2, entretanto, G3, G4 e G5 se
mostraram com menor hiperalgesia. No 1º e 3º dias foi obser-
vado maior efeito hiperalgésico em G2 quando comparado com
G1, G3, G4 e G5. No 5º dia foi observado efeito hiperalgésico
no G2, e no 7º dia não houve diferenças entre os grupos. CONCLUSÃO: Os resultados sugerem que o fentanil induz hi-
peralgesia e eficácia da duloxetina, fluoxetina e pregabalina na
sua redução. Oscar César Pires – https://orcid.org/0000-0002-7033-0764;
Maria Luiza Dalcim – https://orcid.org/0000-0002-5942-9691;
Ana Luiza Montes Pigozzi – https://orcid.org/0000-0001-5623-6096;
Fabiana Mara Scarpelli de Lima Alvarenga Caldeira – https://orcid.org/0000-0001-9084-
9822;
Marta Helena Rovani Pires – https://orcid.org/0000-0003-0592-5304;
Lafayette de Almeida Neto – https://orcid.org/0000-0002-5449-3344;
Irimar de Paula Posso – http://orcid.org/0000-0003-0337-2531. 1. Universidade de Taubaté, Taubaté, SP, Brasil. Submitted on March 06, 2019. Accepted for publication on December 13, 2019. Conflict of interests: none – Sponsoring sources: none. Correspondence to:
Avenida Tiradentes, 500 – Centro
12030-180 Taubaté, SP, Brasil. E-mail: oscarpires50@gmail.com.br
© Sociedade Brasileira para o Estudo da Dor Descritores: Duloxetina, Fentanil, Fluoxetina, Hiperalgesia,
Pregabalina, Ratos. ORIGINAL ARTICLE ORIGINAL ARTICLE BrJP. São Paulo, 2020 jan-mar;3(1):14-8 ABSTRACT Keywords: Duloxetine, Fentanyl, Fluoxetine, Hyperalgesia, Pre-
gabalin, Rats. BACKGROUND AND OBJECTIVES: Opioids are drugs used
to relieve pain, but may cause increased pain sensitivity, known
as opioid-induced hyperalgesia, which adversely affects pain ma-
nagement. This study aimed to check if fentanyl, an opioid wi-
dely used in the clinical practice, produces hyperalgesia that can
be attenuated by duloxetine, fluoxetine and pregabalin. Efeitos da duloxetina, fluoxetina e pregabalina sobre a hiperalgesia induzida por fentanil em
rattus novergicus Oscar César Pires1, Maria Luiza Dalcim1, Ana Luiza Montes Pigozzi1, Fabiana Mara Scarpelli de Lima Alvarenga Caldeira1, Marta
Helena Rovani Pires1, Lafayette de Almeida Neto1, Irimar de Paula Posso1 RESUMO No grupo 1, os animais receberam 1mL de solução fi-
siológica (SF) a 0,9% por via intraperitoneal (IP) e por gavagem;
no grupo 2, fentanil na dose de 100µg.kg-1 IP e SF a 0,9% por
gavagem; nos grupos 3, 4 e 5 os animais receberam fentanil na
dose de 100µg.kg-1 IP e, por gavagem, receberam respectivamen-
te duloxetina, 40mg.kg-1, fluoxetina, 40mg.kg-1 e pregabalina,
40mg.kg-1. A avaliação da hiperalgesia e sua atenuação foi feita
pela aplicação de filamentos de Von Frey, na 2ª hora e nos dias 1,
3, 5 e 7, após o tratamento. l
MÉTODOS: Trinta ratos Wistar machos, foram divididos em
6 grupos. No grupo 1, os animais receberam 1mL de solução fi-
siológica (SF) a 0,9% por via intraperitoneal (IP) e por gavagem;
no grupo 2, fentanil na dose de 100µg.kg-1 IP e SF a 0,9% por
gavagem; nos grupos 3, 4 e 5 os animais receberam fentanil na
dose de 100µg.kg-1 IP e, por gavagem, receberam respectivamen-
te duloxetina, 40mg.kg-1, fluoxetina, 40mg.kg-1 e pregabalina,
40mg.kg-1. A avaliação da hiperalgesia e sua atenuação foi feita
pela aplicação de filamentos de Von Frey, na 2ª hora e nos dias 1,
3, 5 e 7, após o tratamento. RESULTS: Two hours after the procedure, no differences were
observed between G1 and G2, although G3, G4, and G5 sho-
wed less hyperalgesia. On day one and day three, a greater hype-
ralgesic effect was observed in G2 when compared to G1, G3,
G4 and G5. On day five, there was a hyperalgesic effect on G2,
and on day seven, there were no differences among the groups. CONCLUSION: The results suggest that fentanyl induces hype-
ralgesia and the efficacy of duloxetine, fluoxetine, and pregabalin
in reducing it. p
RESULTADOS: Na 2ª hora pós-procedimento não foram ob-
servadas diferenças entre G1 e G2, entretanto, G3, G4 e G5 se
mostraram com menor hiperalgesia. No 1º e 3º dias foi obser-
vado maior efeito hiperalgésico em G2 quando comparado com
G1, G3, G4 e G5. No 5º dia foi observado efeito hiperalgésico
no G2, e no 7º dia não houve diferenças entre os grupos. CONCLUSÃO: Os resultados sugerem que o fentanil induz hi-
peralgesia e eficácia da duloxetina, fluoxetina e pregabalina na
sua redução. p
RESULTADOS: Na 2ª hora pós-procedimento não foram ob-
servadas diferenças entre G1 e G2, entretanto, G3, G4 e G5 se
mostraram com menor hiperalgesia. INTRODUCTION 1. Universidade de Taubaté, Taubaté, SP, Brasil. Pain is one of the most important and complex human expe-
riences, associated with actual or potential tissue damage, and
its treatment with opioids has increased substantially in recent
years, making it’s prescription common in the United States1,2. However, the increase in prescriptions has been causing many
problems, among which are the lack of knowledge regarding lon-
g-term efficacy, abusive use and adverse events associated with
prolonged use, including opioid-induced hyperalgesia (OIH), a Correspondence to: 14 Effects of duloxetine, fluoxetine and pregabalin on
fentanyl-induced hyperalgesia in rattus novergicus BrJP. São Paulo, 2020 jan-mar;3(1):14-8 phenomenon for which paradoxically, opioids can induce or sen-
sitize patients to acute pain3,4. In this sense, patients who receive
high doses of opioids may experience severe acute pain after sur-
gery, with an increased dose of analgesics, and anxiety for both
the patient and the physician4. rotonergic projections from the brain stem descend through the
spinal cord, where it is believed to be involved in the regulation
of somatosensory perception. Alterations in the serotonergic and
noradrenergic pathways modify both the cerebral perception of
the sensory stimuli of the ascending pathways, as well as alter
the mechanism of pain inhibition by the descending pathways. Depression and chronic pain share these neuronal serotonergic
and noradrenergic pathways, which is why duloxetine has been
shown to be effective in these two conditions15.f The mechanisms proposed to be responsible for OIH are mul-
tiple, including changes in N-methyl-D-aspartate (NMDA) re-
ceptors and second messengers, spinal cyclooxygenase (COX)
activation, the release of excitatory amino acids, reduction of
inhibitory neurotransmitters, descending facilitation and the an-
ti-analgesic system2,3,5,6. h f
Duloxetine has been shown to be effective in chronic pain condi-
tions such as fibromyalgia, peripheral diabetic neuropathy, pain-
ful symptoms of knee osteoarthritis, and chronic low back pain. There is also evidence of relief from painful symptoms associated
with depression and generalized anxiety disorder16. The increased release of glutamate in the dorsal horn of the spinal
cord and the consequent sustained increase in stimulus and res-
ponse of NMDA receptors by removal of magnesium mediated
by protein kinase-C seem to be important mechanisms involved
in OIH7. These NMDA receptors can be activated by opioids,
which act as excitatory neurotransmitters facilitating calcium in-
take into the cell and central sensitization (CS). Calcium intake
causes increased protein kinase-C activity, phosphorylation, and
inactivation of opioid receptors, in addition to an increase in
nitric oxide synthase8. The effect of fluoxetine on the serotonergic system (SRI) is well
known, making evident the use of fluoxetine as a treatment op-
tion for different chronic pain conditions such as fibromyalgia,
chronic tension-type headache, migraine without aura, painful
diabetic neuropathy, musculoskeletal pain, chronic pelvic pain,
and coronary syndrome17. Due to the effects of SRI by elevating
serotonin in the central nervous system (CNS), it is postulated
that duloxetine and fluoxetine may be useful in attenuating OIH. Correspondence to: Studies in rodents have demonstrated that fentanyl cause OIH
and suggested that the protein kinase Iiα (CaMKIIα) dependent
of Ca2+/calmodulin in the lateral capsular division of the central
nucleus of the amygdala (CeLC) and the spinal cord can play a
key role in the modulation of the OIH12,13. Correspondence to: The involvement of glutamate neurotransmission in synaptic
plasticity suggests that pregabalin may also be useful in atte-
nuating OIH18, being a GABA analog drug, which selectively
binds with high affinity to the calcium channels, widely dis-
tributed in the CNS and peripheral, producing a modulating
effect with a reduction of the excessive release of several excita-
tory neurotransmitters.f OIH has been associated with an increase in cholecystokinin, a
calcitonin gene-related peptide (CGRP), substance-P, and oci-
ception in the rostral ventromedial medulla due to increased
expression of excitatory opioid receptors, to the detriment of
inhibitory opioid receptors5,9,10. The descending facilitatory pathways, mediated by opioids, loca-
ted in the rostral ventromedial medulla, also seem to be involved
in OIH due to neuroplastic changes, since exposure to morphine
causes neuroplastic changes in the rostral ventromedial medulla,
with increased release of dynorphin and primary afferents fiber
neurotransmitters3,6,11. In this way, the administration of opioids
would cause an increase in dynorphin, which may favor OIH5,6. There is evidence that spinal dynorphin is pro-nociceptive, cau-
sing the release of excitatory neurotransmitters from primary
afferent neurons, suggesting positive feedback, amplifying the
sensory afferents6. In addition, prostaglandins, cytokines, and
chemokines may also be relevant in the development of OIH,
since opioids activate the release of cytokines, with increased
C-fos protein in sensory neurons in the spinal cord. Other sys-
tems that may be involved in OIH with reduced glycinergic inhi-
bitory control are nitric oxide synthase and heme oxygenase2,3. Several clinical trials have documented its effect on pain relief
and quality of life, including mood and sleep disorders, and are,
therefore, indicated for the treatment of fibromyalgia, neuropa-
thic pain, and generalized anxiety disorder18,19. fi Pregabalin has been shown to be effective in treating fibromyal-
gia, with improvement in various sleep parameters. Pain reduc-
tion was evidenced, regardless of anxiety or depression symp-
toms, suggesting that the pain reduction caused by pregabalin
results mainly from the direct effect of the treatment, and not the
indirect effect from the improvement of anxiety and depression
symptoms20. Behavioral tests such as the application of von Frey filaments and
thermal hyperalgesia have been used to evaluate hyperalgesia in
rats21. In this study, the test with von Frey filaments was used to
assess whether fentanyl, an opioid widely used in clinical practi-
ce, produces hyperalgesia that may suffer interference from the
drugs duloxetine, fluoxetine, and pregabalin. RESULTS When comparing the average weight of the animals before the
beginning of the experiment, there was no statistically significant
difference between groups (p<0.05). In the 2nd hour after the
surgical procedure, the pain intensity, assessed by von Frey fila-
ments, is shown in figure 1, showing that there is no significant
difference when comparing G1 with G2 (p=0.3759), but with
statistical significance when they were compared to groups G3,
G4, and G5 (p<0.05). On the first day after the surgical procedure, the pain intensity,
assessed by von Frey filaments, is shown in figure 2, showing a
significant difference between G1 and G2 (p <0.05) and between
these and groups G3, G4 and G5 (p<0.01). The surgical procedure consisted of a 1.0cm long, longitudinal
surgical incision in the right posterior paw, according to the pos-
toperative pain model21. This incision was made with a scalpel
with blade number 11, incising the skin and the plantar fascia
region of the paw, starting 0.5cm from the edge of the calcaneus
and extending towards the toes. Then, the plantar muscle was
elevated and incised longitudinally, with its insertion intact. Af-
ter hemostasis with slight pressure on the surgical area, all planes
were approached and sutured with two separate stitches with 4-0
mono nylon needle thread.h On the third day after the surgical procedure, the pain intensity,
assessed by von Frey filaments, is shown in figure 3, showing
a significant difference between the G1 and G2 (p<0.05) and,
between these and groups G3, G4 and G5 (p<0.01). On the 5th day after the surgical procedure, the pain intensity,
assessed by von Frey filaments, is shown in figure 4, showing a
significant difference between G2 and groups G1, G3, G4, and
G5 (p<0.05). The animals were randomly divided into six groups to recei-
ve similar volumes of drugs or 0.9% saline solution (SS). In
group 1, the animals received 1mL of 0.9% SS by intrape-
ritoneal (IP) and gavage; group 2 fentanyl (100μg.kg-1) (IP)
in a single dose and 0.9% SS by gavage; Group 3 fentanyl
(100μg.kg-1) (IP) in a single dose and duloxetine (40mg.kg-1)
by gavage; group 4 fentanyl (100μg.kg-1) (IP) in a single dose
and fluoxetine (40mg.kg-1) by gavage and group 5 fentanyl
(100μg.kg-1) (IP) in a single dose and pregabalin (40mg.kg-1)
by gavage. METHODS The duloxetine, an antidepressant from the class of serotonin-
-norepinephrine reuptake inhibitors (SNRI), is indicated for the
treatment of depressive disorder, generalized anxiety disorder,
and chronic pain conditions as diabetic neuropathic pain, chro-
nic fibromyalgia and chronic musculoskeletal pain14. The duloxetine, an antidepressant from the class of serotonin-
-norepinephrine reuptake inhibitors (SNRI), is indicated for the
treatment of depressive disorder, generalized anxiety disorder,
and chronic pain conditions as diabetic neuropathic pain, chro-
nic fibromyalgia and chronic musculoskeletal pain14. For the characteristics of the animal sample and convenience, it
was used 30 male Wistar rats, weighing between 220 and 300g,
allocated in number of 5 animals per compartment, where they
remained for 15 days before the beginning of the experiment for
adequate adaptation, treated with balanced commercial feed and
water “ad libitum,” 12-hour light-dark cycle and room tempera-
ture ranging between 19 and 25°C. i
The role of serotonin and norepinephrine in the regulation of
mood occurs through the ascending neuronal pathways, starting
from the middle portion of the brain, extending to the limbic
system and the prefrontal cortex. Besides, noradrenergic and se- i
The role of serotonin and norepinephrine in the regulation of
mood occurs through the ascending neuronal pathways, starting
from the middle portion of the brain, extending to the limbic
system and the prefrontal cortex. Besides, noradrenergic and se- 15 Pires OC, Dalcim ML, Pigozzi AL, Caldeira FM,
Pires MH, Almeida Neto L and Posso IP
ão Paulo, 2020 jan-mar;3(1):14-8 Pires OC, Dalcim ML, Pigozzi AL, Caldeira FM,
Pires MH, Almeida Neto L and Posso IP BrJP. São Paulo, 2020 jan-mar;3(1):14-8 times: 2nd hour, 1, 3, 5 and 7 days after the surgical procedure
and treatment administration. The IASP Ethical Standards, which regulates experiments
carried out in animals (Committee for Research and Ethical
Issues of the IASP, 1983), were followed to conduct the expe-
rimental procedures. All experiments were carried out at the
Laboratory of Pharmacology and Physiology at the University
of Taubaté, SP. The project started after the approval by the Ethics Committee
on the Use of Animals CEUA/UNITAU, under No. 03/2017. Statistical analysis
® The JMP® software from the SAS (Statistical Analysis System) Ins-
titute was used, applying the Student’s t-test, comparing pair by
pair, and adopting a significance level lower than 5% (p<0.05). To obtain mild anesthesia, the animals were placed in a 15x25x-
15cm transparent glass chamber with a transparent cover to
allow the visualization of the animal, with a hole in the front
and back to enable oxygen (O2), anesthetic gases and carbon
dioxide, entering and exiting, respectively. The halogenated
agent used in anesthetic induction was isoflurane (Isoforine®,
Cristália, Itapira, Brazil), at a concentration of 4.0% in fraction
of inspired oxygen (FiO2) of 1.0, administered by a calibrated
vaporizer (Hospital HB) and maintained for three minutes,
time necessary for the animal to present loss of postural re-
flexes and inability to move in the chamber. Then, the animal
was removed from the chamber and placed with the snout in a
mask through which it received 4% isoflurane in O2 as in the
anesthesia induction chamber.h RESULTS Student’s t-test showed no significant differences between
groups (p>0.05)
G1
G2
G3
G4
G5
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
***
***
***
**
*
Figure 2. Student’s t-test showed a significant difference when com-
paring G1* with G2** (p<0.05) and with G3***, G4*** and G5*** (p<0.01) G1
G2
G3
G4
G5
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
Figure 5. Student’s t-test showed no significant differences between
groups (p>0.05) G1
G2
G3
G4
G5
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
***
***
***
**
*
Figure 2. Student’s t-test showed a significant difference when com-
paring G1* with G2** (p<0.05) and with G3***, G4*** and G5*** (p<0.01) G1
G2
G3
G4
G5
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
***
***
***
**
*
Figure 2. Student’s t-test showed a significant difference when com-
paring G1* with G2** (p<0.05) and with G3***, G4*** and G5*** (p<0.01) Figure 2. Student’s t-test showed a significant difference when com-
paring G1* with G2** (p<0.05) and with G3***, G4*** and G5*** (p<0.01) Figure 5. Student’s t-test showed no significant differences between
groups (p>0.05) DISCUSSION G1
G2
G3
G4
G5
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
***
***
***
**
*
Figure 3. Student’s t-test showed a significant difference when com-
paring the G1* with G2** (p<0.05) and with G3***, G4*** and G5***
(p<0.01) Opioids are important drugs for the treatment of pain. However,
at the same time that they are initially analgesic and antihyperal-
gesic, they can later cause hyperalgesia, making the patient more
sensitive to pain2-5. OIH has been attributed to acute desensitization of receptors by
derailing G protein from opioid receptors, activation of NMDA
receptors, among other mechanisms2. OIH has been attributed to acute desensitization of receptors by
derailing G protein from opioid receptors, activation of NMDA
receptors, among other mechanisms2. A study has shown that the concomitant use of low doses of
opioid antagonists and NMDA receptor antagonists can prevent
or reduce the development of OIH, and that ketamine in low
doses can modulate OIH7,22,23. A study has shown that the concomitant use of low doses of
opioid antagonists and NMDA receptor antagonists can prevent
or reduce the development of OIH, and that ketamine in low
doses can modulate OIH7,22,23. A review proves that the mechanisms involved in the develop-
ment of OIH include the glutamatergic system and NMDA re-
ceptors, spinal cyclooxygenase activation, excitatory amino acids,
dynorphins, cytokines, and chemokines, prostaglandins and do-
wnward facilitation. In this sense, it is speculated that the modu-
lation of hyperalgesia can be done with NMDA receptor anta-
gonists, alpha-2 adrenergic agonists, selective serotonin reuptake
inhibitors, cyclooxygenase inhibitors, and GABA analogs24. Figure 3. Student’s t-test showed a significant difference when com-
paring the G1* with G2** (p<0.05) and with G3***, G4*** and G5***
(p<0.01) G1
G2
G3
G4
G5
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
*
Figure 4. Student’s t-test showed a significant difference when com-
paring G2* with groups G1, G3, G4, and G5 (p<0.05). In accordance with the present results, a study using fentanyl in
Sprague-Dawuley rats caused OIH and demonstrated a mitiga-
ting effect by the drugs duloxetine and pregabalin12. f
In the present study, in the 2nd hour after the surgical procedu-
re, there were no differences between the control groups, which
received SS by IP associated with SS by gavage compared to the
group that received fentanyl by IP associated with SS by gavage. RESULTS On the 7th day after the surgical procedure, the pain intensity,
assessed by von Frey filaments, is shown in figure 5, showing a
significant difference between groups. Figure 1. Student’s t-test did not show a significant difference when
comparing G1** with G2** (p=0.3759), but with statistical significance
when compared with G3*, G4 * and G5 * (p<0, 05). G1
G2
G3
G4
G5
8.00
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
*
*
*
**
** Figure 1. Student’s t-test did not show a significant difference when
comparing G1** with G2** (p=0.3759), but with statistical significance
G1
G2
G3
G4
G5
8.00
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
*
*
*
**
** y g
g
The evaluation of hyperalgesia was performed by applying the
von Frey21 filament test. The animals were kept in a wooden
chamber, with a 0.5cm checkered galvanized fabric floor. A
mirror was attached under the floor to allow the researcher to
observe the application of the filament and the reflex of limb
removal. Before applying the filament, the animals were kept in
the box for about 15 minutes for adaptation. Each of the fila-
ments, in an ascending pressure order, was applied three times
in a row with an interval of 3 to 5 seconds, moving on to the
next filament, being considered a positive response when the
animal removed the support of the injured limb from the floor
by the application of the filament. It was considered zero pres-
sure value when the animals presented the limb fully retracted;
that is, there was no need for any stimulus for the animal to
collect the limb support. The collected data were recorded on
a specific data collection form for each animal at the following Figure 1. Student’s t-test did not show a significant difference when
comparing G1** with G2** (p=0.3759), but with statistical significance
when compared with G3*, G4 * and G5 * (p<0, 05). 16 BrJP. São Paulo, 2020 jan-mar;3(1):14-8 Effects of duloxetine, fluoxetine and pregabalin on
fentanyl-induced hyperalgesia in rattus novergicus G1
G2
G3
G4
G5
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
Figure 5. Student’s t-test showed no significant differences between
groups (p>0.05) G1
G2
G3
G4
G5
7.00
6.00
5.00
4.00
3.00
2.00
1.00
0.00
Figure 5. CONCLUSION 22. DuPen A, Shen D, Ersek M. Mechanisms of opioid-induced tolerance and hyperalge-
sia. Pain Manag Nurs. 2007;8(3):113-21. 23. Joly V, Richebe P, Guignard B, Fletcher D, Maurette P, Sessler DI, et al. Remifenta-
nil-induced postoperative hyperalgesia and its prevention with small-dose ketamine. Anesthesiology. 2005;103(1):147-55. The present study showed evidence that fentanyl produces OIH
and is likely to have a mitigating effect mediated by serotonin
and norepinephrine and by calcium channel blockage by the
drugs duloxetine, fluoxetine, and pregabalin. gy
24. Leal P da C, Clivatti J, Garcia JB, Sakata RK. Opioid-induced hyperalgesia (HIO). Rev Bras Anestesiol. 2010;60(6):639-47. English, Portuguese, Spanish. 25. Mixcoatl-Zecuatl T, Jolivalt CG. A spinal mechanism of action for duloxetine in a
model of painful diabetic neuropathy. Br J Pharmacol. 2011;164(1):159-69. model of painful diabetic neuropathy. Br J Pharmacol. 2011;164 DISCUSSION f
On the 5th day after the surgical procedure, the group that received
fentanyl maintained a higher pain response when compared to the
other groups. However, although G1, which received SS, showed
less hyperalgesic effect compared to the fentanyl group, it did not
show any difference in comparison to the groups that received dulo-
xetine, fluoxetine or pregabalin, still showing the presence of OIH. On the 7th day, there were no differences between the groups;
that is, the possible residual effect of hyperalgesia induced by a
single dose of fentanyl was not evident. 11. Gebhart GF. Descending modulation of pain. Neurosci Biobehav Rev. 2004;27(8):729-37. 12. Li Z, Li C, Yin P, Wang ZJ, Luo F. Inhibition of CaMKIIα in the central nucleus
of amygdala attenuates fentanyl-induced hyperalgesia in rats. J Pharmacol Exp Ther. 2016;359(1):82-9. 13. Li Z, Yin P, Chen J, Jin S, Liu J, Luo F. CaMKIIα may modulate fentanyl-induced
hyperalgesia via a CeLC-PAG-RVM-spinal cord descending facilitative pain pathway
in rats. PLoS One. 2017;12(5):e0177412. l
p g
g
p
On the 7th day, there were no differences between the groups;
that is, the possible residual effect of hyperalgesia induced by a
single dose of fentanyl was not evident. 14. Pergolizzi JV Jr, Raffa RB, Taylor R Jr, Rodriguez G, Nalamachu S, Langley P. A
review of duloxetine 60 mg once-daily dosing for the management of diabetic periphe-
ral neuropathic pain, fibromyalgia, and chronic musculoskeletal pain due to chronic
osteoarthritis pain and low back pain. Pain Pract. 2013;13(3):239-52. i
osteoarthritis pain and low back pain. Pain Pract. 2013;13(3):239 Studies using duloxetine and fluoxetine to combat pain in ro-
dents support the results of this study that 5-HT and NE play
a critical role in attenuating persistent pain mechanisms, presu-
mably through descending modulatory pathways from pain and
consequently in OIH28- 30.h 15. Smith HS, Harris R, Clauw D. Fibromyalgia: an afferent processing disorder leading
to a complex pain generalized syndrome. Pain Physician. 2011;14(2):E217-45. 16. Chappell AS, Ossanna MJ, Liu-Seifert H, Iyengar S, Skljarevski V, Li LC, et al. Dulo-
xetine, a centrally acting analgesic, in the treatment of patients with osteoarthritis knee
pain: a 13-week, randomized, placebo-controlled trial. Pain. 2009;146(3):253-60.fi 17. Dharmshaktu P, Tayal V, Kalra BS. Efficacy of antidepressants as analgesics: a review. J Clin Pharmacol. 2012;52(1):6-17. DISCUSSION The use of pregabalin on nociceptive behavior and SC in a model
of trigeminal pain in rats, attenuating mechanical allodynia and
SC on the model of trigeminal pain confirms its clinical use in
the treatment of pain and, although there are few studies with
OIH, there is evidence that it can be useful in controlling this
type of pain31. 18. Micó JA, Prieto R. Elucidating the mechanism of action of pregabalin: α(2)δ as a
therapeutic target in anxiety. CNS Drugs. 2012;26(8):637-48. 19. Bellato E, Marini E, Castoldi F, Barbasetti N, Mattei L, Bonasia DE, et al. Fibrom-
yalgia syndrome: etiology, pathogenesis, diagnosis, and treatment. Pain Res Treat. 2012;2012:426130. 20. Crofford LJ, Rowbotham MC, Mease PJ, Russell IJ, Dworkin RH, Corbin AE, et
al. Pregabalin for the treatment of fibromyalgia syndrome: results of a randomized,
double-blind, placebo-controlled trial. Arthritis Rheum. 2005;52(4):1264-73. 21. Brennan TJ, Vandermeulen EP, Gebhart GF. Characterization of a rat model of inci-
sional pain. Pain. 1996;64(3):493-501. DISCUSSION f
In the present study, in the 2nd hour after the surgical procedu-
re, there were no differences between the control groups, which
received SS by IP associated with SS by gavage compared to the
group that received fentanyl by IP associated with SS by gavage. However, when comparing these with animals that received du-
loxetine, fluoxetine, or pregabalin, it was found less hyperalgesia,
demonstrating possible involvement of serotonin and norepine-
phrine receptors and reduction of calcium-dependent pro-no-
ciceptive neurotransmitters in spinal cord release, in agreement
with other studies25-27. When the animals were evaluated on the 1st and 3rd day after the
surgical procedure, the group that received fentanyl via IP showed
a greater hyperalgesic effect and with a statistically significant diffe- Figure 4. Student’s t-test showed a significant difference when com-
paring G2* with groups G1, G3, G4, and G5 (p<0.05). 17 BrJP. São Paulo, 2020 jan-mar;3(1):14-8 Pires OC, Dalcim ML, Pigozzi AL, Caldeira FM,
Pires MH, Almeida Neto L and Posso IP Pires OC, Dalcim ML, Pigozzi AL, Caldeira FM,
Pires MH, Almeida Neto L and Posso IP 7. Reznikov I, Pud D, Eisenberg E. Oral opioid administration and hyperalge-
sia in patients with cancer or chronic nonmalignant pain. Br J Clin Pharmacol. 2005;60(3):311-8. rence in relation to the control group, evidencing OIH. However,
the group that received fentanyl via IP, in addition to showing a
significant difference in relation to the control with SS, showed a
difference in relation to the duloxetine, fluoxetine and pregabalin
group, which were different from the control group that received
SS, suggesting effectiveness in reducing OIH. 8. Célèrier E, Rivat C, Jun Y, Laulin JP, Larcher A, Reynier P, et al. Long-lasting hype-
ralgesia induced by fentanyl in rats: preventive effect of ketamine. Anesthesiology. 2000;92(2):465-72. 9. Simonnet G, Rivat C. Opioid-induced hyperalgesia: abnormal or normal pain? Neu-
roreport. 2003;14(1):1-7. 10. Ossipov MH, Lai J, King T, Vanderah TW, Porreca F. Underlying mechanisms of pro-
nociceptive consequences of prolonged morphine exposure. Biopolymers. 2005;80(2-
3):319-24. f
On the 5th day after the surgical procedure, the group that received
fentanyl maintained a higher pain response when compared to the
other groups. However, although G1, which received SS, showed
less hyperalgesic effect compared to the fentanyl group, it did not
show any difference in comparison to the groups that received dulo-
xetine, fluoxetine or pregabalin, still showing the presence of OIH. REFERENCES 26. Nakajima K, Obata H, Iriuchijima N, Saito S. An increase in spinal cord noradre-
naline is a major contributor to the antihyperalgesic effect of antidepressants after
peripheral nerve injury in the rat. Pain. 2012;153(5):990-7. 1. Pain terms: a list with definition and note on usage. Recommended by the IASP
subcommittee on taxonomy. Pain. 1979;6(3):249. 1. Pain terms: a list with definition and note on usage. Recommended by the IASP
subcommittee on taxonomy. Pain. 1979;6(3):249. 27. Andersen J, Stuhr-Hansen N, Zachariassen LG, Koldsø H, Schiøtt B, Strømgaard K,
et al. Molecular basis for selective serotonin reuptake inhibition by the antidepressant
agent fluoxetine (Prozac). Mol Pharmacol. 2014,85(5):703-14. 2. Angst MS, Clark JD. Opioid-induced hyperalgesia: a qualitative systematic review. Anesthesiology. 2006;104(3):570-87. 2. Angst MS, Clark JD. Opioid-induced hyperalgesia: a qualitative systematic review. Anesthesiology. 2006;104(3):570-87. gl
28. Iyengar S, Webster AA, Hemrick-Luecke SK, Xu JY, Simmons RM. Efficacy of dulo-
xetine, a potent and balanced serotonin-norepinephrine reuptake inhibitor in persis-
tent pain models in rats. J Pharmacol Exp Ther. 2004;311(2):576-84. g
3. Chu LF, Angst MS, Clark D. Opioid-induced hyperalgesia in humans: molecular me-
chanisms and clinical considerations. Clin J Pain. 2008;24(6):479-96. 4. Silverman SM. Opioid induced hyperalgesia: clinical implications for the pain practi-
tioner. Pain Physician. 2009;12(3):679-84. h
29. Mixcoatl-Zecuatl T, Jolivalt CG. A spinal mechanism of action for duloxetine in
model of painful diabetic neuropathy. Br J Pharmacol. 2011;164(1):159-69. 9
, J
p
model of painful diabetic neuropathy. Br J Pharmacol. 2011;164(1):159-69. 5. Mao J. Opioid-induced abnormal pain sensitivity: implications in clinical opioid the-
rapy. Pain. 2002;100(3):213-7. 30. Obata H. Analgesic mechanisms of antidepressants for neuropathic pain. Int J Mol
Sci. 2017;18(11): pii2483. 6. Vanderah TW, Ossipov MH, Lai J, Malan TP Jr, Porreca F. Mechanisms of opioid-in-
duced pain and antinociceptive tolerance: descending facilitation and spinal dynor-
phin. Pain. 2001;92(1-2):5-9. 31. Cao Y, Wang H, Chiang CY, Dostrovsky JO, Sessle BJ. Pregabalin suppresses noci-
ceptive behavior and central sensitization in a rat trigeminal neuropathic pain model. J Pain. 2013;14(2):193-204. 18
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https://pubs.rsc.org/en/content/articlepdf/2023/cc/d3cc02164e
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English
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A practical synthesis of 1,3-disubstituted cubane derivatives
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Chemical communications
| 2,023
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cc-by
| 2,377
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Open Access Article. Published on 31 May 2023. Downloaded on 10/24/2024 6:16:24 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. View Article Online
View Journal | View Issue Open Access Article. Published on 31 May 2023. Downloaded on 10/24/2024 6:16
This article is licensed under a Creative Commons Attribution 3.0 Unp DOI: 10.1039/d3cc02164e DOI: 10.1039/d3cc02164e rsc.li/chemcomm which is not commercial, is highly toxic and must be synthe-
sised from expensive precursors.7 A robust multigram-scale synthesis of 1,3-disubstituted cubanes
(previously only available on milligram-scale) is reported. The
approach exploits a readily available enone intermediate previously
used for the synthesis of 1,4-disubstituted cubanes, by introducing
a novel Wharton transposition to access useful quantities of 1,3-
disubstituted cubanes for diverse applications. The Pettit approach was very recently revisited by MacMillan
and co-workers,4 exploiting bicyclic diazetidine 78 as a new
cyclobutadiene precursor. However, cyclobutadiene is very
reactive and cycloadduct 3 is air- and moisture-sensitive, thus
the route is feasible only on small scales (the sequence was
demonstrated on 1 mmol scale), limiting its practicality. On the
other hand, Ueda and co-workers showed that enone 9b could
be converted to cubane 5 (Scheme 1; B),9 but this route is not
viable for scale-up, due to the difficulty in accessing the key
enone 9b in appreciable quantities – it was obtained in only
4.5% yield (after exhaustive chromatography) as a side product
of the synthesis of the regioisomeric enone 9a (a precursor to
1,4-cubane dicarboxylate 10, and available on kilogram scale). Ever since Eaton and Cole’s landmark synthesis of the cubane
system,1 chemists have been fascinated by this highly strained,
non-natural cage motif.2 More recently, attention has turned to
developing applications of cubanes, particularly within medic-
inal chemistry, where it has been suggested that cubanes may
act as bioisosteres for the benzene ring.3–5 However, the vast
majority of work on the applications of cubanes has been
focused on 1,4-disubstituted cubanes (Fig. 1), as only these
derivatives are available on multigram-scale. Other substitution
patterns (such as 1,3-disubstituted cubanes), are accessible
only in milligram quantities, and/or their synthesis requires
long synthetic sequences often starting from the corresponding
1,4-disubstituted derivatives. The lack of access to multigram
quantities of cubanes that bear different substitution patterns
continues to preclude a full evaluation of the potential of
cubanes in medicinal chemistry (as well as other areas), thus
new synthetic approaches are required to bridge this gap. Herein, we demonstrate a robust approach to 5 that allows
the straightforward multigram-scale synthesis of 1,3-cubane
diester 11 as well as various novel 1,3-disubstituted cubane
derivatives. This journal is © The Royal Society of Chemistry 2023 Chem. Commun., 2023, 59, 7971–7973 | 7971 a Department of Chemistry, Lancaster University, Bailrigg, LA1 4YB, UK.
E-mail: s.coote@lancaster.ac.uk
b Division of Biomedical and Life Sciences, Faculty of Health and Medicine,
Lancaster University, Lancaster, UK
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/
10.1039/d3cc02164e Cite this: Chem. Commun., 2023,
59, 7971 Nahin Kazi,
ab Marine C. Aublette,
ab Sarah L. Allinson
b and
Susannah C. Coote
*a Received 3rd May 2023,
Accepted 30th May 2023 Received 3rd May 2023,
Accepted 30th May 2023 COMMUNICATION Open Access Article. Published on 31 May 2023. Downloaded on 10/24/2024 6:16:24 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 31 May 2023. Downloaded on 10/24/2024 6:16
This article is licensed under a Creative Commons Attribution 3.0 Unp A key component of our approach is the 1,3-
transposition of enone 9a into enone 9b, thus enabling the
preparation of both 1,4- and 1,3-disubstituted cubanes from a
common, easily accessible intermediate. To start with, enone 9a was prepared from cyclopentanone
according to Tsanaktsidis’s pilot scale synthesis10 using stan-
dard
laboratory
glassware,
followed
by
selective
mono-
deketalisation.11 The synthesis was routinely carried out on
scales of several hundred grams (see the ESI† for details). 9a
has previously been used in the synthesis of cubane 1,4-
dicarboxylic acid,12 and to access the corresponding 1,3-
disubstituted cubanes, we envisaged converting 9a into its
isomeric enone 9b via a Wharton transposition sequence.13
Thus, nucleophilic epoxidation of enone 9a gave epoxide 12 as a
single diastereoisomer in essentially quantitative yield, with no
purification required (Scheme 1). The subsequent Wharton
reaction required some optimisation, since in addition to 13,
the corresponding debrominated allylic alcohol was produced
in varying amounts depending on the reaction conditions. Limiting the number of equivalents of hydrazine employed Only two distinct direct routes to 1,3-disubstituted cubanes
have been reported. The 3-step Pettit route (Scheme 1; A)
features cyclobutadiene (2) as a key reagent, which undergoes
Diels–Alder reaction with dibromoquinone 1.6 This is a parti-
cularly elegant and extremely concise route, but is not scalable,
as it relies on the cyclobutadieneiron(tricarbonyl) complex (6), Chem. Commun., 2023, 59, 7971–7973 | 7971 This journal is © The Royal Society of Chemistry 2023 Scheme 2
Conversion of enone 9b into dimethyl 1,3-cubane dicarbox-
ylate 11. en Access Article. Published on 31 May 2023. Downloaded on 10/24/2024 6:16:24 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Scheme 2
Conversion of enone 9b into dimethyl 1,3-cubane dicarbox-
ylate 11. largely suppressed the debromination, but slowed the reaction. largely suppressed the debromination, but slowed the reaction. Thus, the optimized conditions involved gentle heating of a
solution of 12 and hydrazine in ethanol in the presence of an
basic resin for 72 hours, furnishing allylic alcohol 13 in 51%
yield. Subsequent oxidation using Dess-Martin periodinane
gave enone 9b in 92% yield, with the 3-step Wharton transposi-
tion sequence being carried out successfully on decagram scale. This article is licensed under a Crea q
g
y
g
Next, enone 9b underwent facile [2+2] photocycloaddition
upon irradiation at 300 nm, in acetone as both solvent and
triplet sensitiser (Scheme 2). This journal is © The Royal Society of Chemistry 2023 References 1 P. E. Eaton and T. W. Cole, J. Am. Chem. Soc., 1964, 88, 962–964. 1 P. E. Eaton and T. W. Cole, J. Am. Chem. Soc., 1964, 88, 962–964. 2 K. F. Biegasiewicz, J. R. Griffiths, G. P. Savage, J. Tsanaktsidis and
R. Priefer, Chem. Rev., 2015, 115, 6719–6745. 3 B. A. Chalmers, H. Xing, S. Houston, C. Clark, S. Ghassabian, A. Kuo,
B. Cao, A. Reitsma, C.-E. P. Murray, J. E. Stok, G. M. Boyle,
C. J. Pierce, S. W. Littler, D. A. Winkler, P. V. Bernhardt, C. Pasay,
J. J. De Voss, J. McCarthy, P. G. Parsons, G. H. Walter, M. T. Smith,
H. M. Cooper, S. K. Nilsson, J. Tsanaktsidis, G. P. Savage and
C. M. Williams, Angew. Chem., Int. Ed., 2016, 55, 3580–3585. Scheme 3
Selected synthetic manipulations of 17 to give five novel 1,3-
disubstituted cubane derivatives. aNaOH (aq), MeOH bPhI(OAc)2, I2, C6H6,
reflux cCDI, MeNH(OMe)HCl, CH2Cl2
dDPPA, Et3N, tBuOH, reflux eBH3
SMe2, THF, 0 1C to rt fAllylamine, reflux. CDI = carbonyldiimidazole, DPPA =
diphenylphosphorylazide. ,
,
y, J
,
y ,
C. J. Pierce, S. W. Littler, D. A. Winkler, P. V. Bernhardt, C. Pasay, 4 M. P. Wiesenfeldt, J. A. Rossi-Ashton, I. B. Perry, J. Diesel,
O. L. Garry, F. Bartels, S. C. Coote, X. Ma, C. S. Yeung,
D. J. Bennett and D. W. C. MacMillan, Nature, 2023, DOI: 10.1038/
s41586-023-06021-8. Finally, 1,3-cubane diester 11 underwent selective monosa-
ponification to give carboxylic acid 17 (Scheme 3), which is a
versatile intermediate en route to diverse 1,3-disubstituted
cubanes. Thus, in addition to the cross-coupling methodology
recently reported by the MacMillan group,4 17 also undergoes
standard functional group interconversions, and five novel
functionalised 1,3-disubstituted cubanes were prepared in
short order, through iodination of the carboxylic acid moiety
to give 18, formation of the corresponding Weinreb amide 19,
Curtius rearrangement to give 20, and selective borane-
mediated reduction to give alcohol 21. In addition, aminolysis
of the ester moiety in 17 through heating in allylamine gave
amide 22 in excellent yield (Scheme 3). 5 For reviews of cubanes and other hydrocarbon structures as bioi-
sosteres: (a) M. A. M. Subbaiah and N. A. Meanwell, J. Med. Chem.,
2021, 64, 14046–14128; (b) E. G. Tse, S. D. Houston, C. M. Williams,
G. P. Savage, L. M. Rendina, I. Hallyburton, M. Anderson,
R. Sharma, R. S. Obach and M. H. Todd, J. Med. Open Access Article. Published on 31 May 2023. Downloaded on 10/24/2024 6:16
This article is licensed under a Creative Commons Attribution 3.0 Unp The reaction was performed on
decagram scale and cycloadduct 14 was obtained in essentially
quantitative yield after simple evaporation of the solvent. As
previously noted by Ueda,9 attempts to effect a double
Favorskii-type ring contraction (after deketalisation of 14) failed
to yield diacid 5, hence two separate ring contraction reactions
were carried out. Acid 15 was obtained in 78% yield upon
heating in aqueous sodium hydroxide, and deprotection of the
ketal in 15 was best performed by heating in trifluoroacetic
acid. Attempts to perform this deprotection in sulfuric acid
(as is common in the 1,4-cubane series10 and as reported by
Ueda on small scales for the 1,3-cubane9) resulted in significant
decomposition and an arduous aqueous extraction on multi-
gram scales; pleasingly, both issues could be avoided simply by
employing trifluoroacetic acid. The crude product was taken on
directly into the second Favorskii-type ring contraction, which
took place under more forcing conditions, and acid-mediated
esterification of the resulting diacid in methanol gave 1,3-cubane
diester 11 in 52% yield over the three steps – a significant
improvement on the 25% yield obtained previously.9 Interestingly,
Ueda and co-workers obtained a B1:1 mixture of 11 and open-
cage derivative 16 (which presumably derives from initial Haller–
Bauer reaction14 instead of closure of the cubane), thus decreas-
ing the overall yield of cubane 11. This undesired reactivity was
also observed under our conditions through monitoring the ring
contraction reaction by 1H NMR spectroscopy (with solvent sup-
pression), but to our surprise, the cubane core was regenerated
under the acidic esterification conditions employed, and no trace
of 16 was detected. Thus, the choice of esterification conditions is
crucial in optimising the yield of 11, with the milder esterification
conditions chosen by the Ueda group (diazomethane) leading to
significant amounts of the undesired open-cage product 16. Fig. 1
Disubstituted cubanes; previous synthetic approaches to 1,3-
disubstituted cubanes (A/B); this work (C). Fig. 1
Disubstituted cubanes; previous synthetic approaches to 1,3-
disubstituted cubanes (A/B); this work (C). Scheme 1
1,3-Transposition sequence to convert enone 9a into enone
9b. Scheme 1
1,3-Transposition sequence to convert enone 9a into enone
9b. 9b. 7972 | Chem. Commun., 2023, 59, 7971–7973 This journal is © The Royal Society of Chemistry 2023 Communication
View Article Online View Article Online View Article Online Communication Communication Communication ChemComm ChemComm Scheme 3
Selected synthetic manipulations of 17 to give five novel 1,3-
disubstituted cubane derivatives. References Chem., 2020, 63,
11585–11601; (c) T. A. Reekie, C. M. Williams, L. M. Rendina and
M. Kassiou, J. Med. Chem., 2019, 62, 1078–1095; (d) S. D. Houston,
T. Fahrenhorst-Jones, H. Xing, B. A. Chalmers, M. L. Sykes,
J. E. Stok, C. F. Soton, J. M. Burns, P. V. Bernhardt, J. J. De Voss,
G. M. Boyle, M. T. Smith, J. Tsanaktsidis, G. P. Savage, V. M. Avery
and C. M. Williams, Org. Biomol. Chem., 2019, 17, 6790–6798;
(e) K. J. Flanagan, S. S. R. Bernhard, S. Plunkett and M. O. Senge,
Chem. – Eur. J., 2019, 25, 6941–6954; ( f ) P. K. Mykhailiuk, Org. Biomol. Chem., 2019, 17, 2839–2849; (g) J. Wlochal, R. D. M. Davies
and J. Burton, Org. Lett., 2014, 16, 4094–4097. 6 J. C. Barborak, L. Watts and R. Pettit, J. Am. Chem. Soc., 1966, 88,
1328–1329. 7 (a)
R. Pettit
and
J. Henery,
Org. Synth.,
1970,
50,
21;
(b) M. Rosenblum and C. Gatsonis, J. Am. Chem. Soc., 1967, 89,
5074–5075. In summary, we have developed a multigram-scale synthesis
of dimethyl 1,3-cubane dicarboxylate (11), which was previously
available only on milligram scale, and demonstrated that 11
can be readily converted into a variety of different 1,3-
disubstituted cubane derivatives via acid-ester intermediate
17. Key to the success of the approach was the development
of a Wharton 1,3-transposition sequence of readily available
enone 9a into enone 9b, such that both 1,4- and 1,3-
disubstituted cubanes can now be easily prepared from a single
intermediate. This work will expedite investigations into the
applications of 1,3-disubstituted cubanes, which have so far
been frustrated by the paucity of accessible 1,3-disubstituted
cubanes. Now that appreciable quantities are available, appli-
cations are envisaged in particular within medicinal chemistry
(e.g. as bioisosteres for meta-substituted benzene rings), but 8 T. K. Britten, P. D. Kemmitt, N. R. Halcovitch and S. C. Coote, Org. Lett., 2019, 22, 9232–9235. 9 T. Nigo, T. Hasegawa, Y. Kuwatani and I. Ueda, Bull. Chem. Soc. Jpn.,
1993, 66, 2068–2072. 10 M. J. Falkiner, S. W. Littler, K. J. McRae, G. P. Savage and
J. Tsanaktsidis, Org. Process Res. Dev., 2013, 17, 1503–1509. g
11 N. B. Chapman, J. M. Key and K. J. Toyne, J. Org. Chem., 1970, 35,
3860–3867. 12 S. Lal, A. Bhattacharjee, A. Chowdhury, N. Kumbhakarna and
I. N. N. Namboothiri, Chem. – Asian J., 2022, 17, e202200489. 13 (a) J. J. Open Access Article. Published on 31 May 2023. Downloaded on 10/24/2024 6:16
This article is licensed under a Creative Commons Attribution 3.0 Unp aNaOH (aq), MeOH bPhI(OAc)2, I2, C6H6,
reflux cCDI, MeNH(OMe)HCl, CH2Cl2
dDPPA, Et3N, tBuOH, reflux eBH3
SMe2, THF, 0 1C to rt fAllylamine, reflux. CDI = carbonyldiimidazole, DPPA =
diphenylphosphorylazide. ChemComm diverse applications can easily be envisaged in a broad range of
other areas (for example, in materials chemistry, supramole-
cular chemistry and biochemistry). This work was supported by funding from North West
Cancer Research (LFSL2018-23, Studentship to MCA). This journal is © The Royal Society of Chemistry 2023 References Li, in Name Reactions for Functional Group Transformations,
ed. J. J. Li and E. J. Corey, John Wiley & Sons, Inc., 2007, ch. 2, pp
152–158; (b) P. S. Wharton and D. H. Bohlen, J. Org. Chem., 1961, 26,
3615–3616. 14 (a) M. Goverdhan and R. V. Venkateswaran, Tetrahedron, 2000, 56,
1399–1422; (b) J. P. Gilday and L. A. Paquette, Org. Prep. Proced. Int.,
1990, 22, 167–201. Chem. Commun., 2023, 59, 7971–7973 | 7973 This journal is © The Royal Society of Chemistry 2023
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https://zenodo.org/records/2492919/files/article.pdf
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English
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Operative treatment of fractures of long bones
|
Transactions of the Royal Academy of Medicine in Ireland
| 1,902
|
public-domain
| 4,577
|
OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. At a time when aseptic surgery was in its infancy
there may have been some justification for the unwillingness
of sm'geons to mldertake what seemed g~at lisks, but now,
when the pl~nciples of aseptic technique are thoroughly
understood, and every modern hospital is equipped with the
means of canting out this technlque thoroughly, we are no
longer justified in ~amsting to what may without disparage-
ment be spoken of as methods of haphazard, instead of boldly
using those of scientific accuracy. I am not advocating that
every case of simple fracture should be subjected to operation. Ordinary fractures, for instance of the tibia or fibula, Lm-
accompanied by displacement, usually give excellent result~
when treated intelligently by the methods hitherto in vogue,
but it does seem rather a reflection upon us that we should
still regard with equs~nlmity a shortening of the limb mnount~
ing to one and a half inches as the result of a fracture of the
shaft of the femm -, or be content with the permanent lame-
ness and loss of function which so often accompany a Port's
fractm~. Every surgeon is aware of the di~r
of
treating a fracture involving both bones of the forea~n o1"
separation of the lower epiphysis of the humelms. In both
these instances deformity and impairment of function are
the too frequent results of ore" present methods, and I would
plead, therefore, for a careful consideration of these methods
and an inquiry as to the possibility of improving them. shrinks from the much smaller operation of exposing the
broken ends of the shattered femur, and seeming perfeot
coaptation of the broken surfaces by the application of simple
mechanical appliances. This, I think, is hardly creditable
to us, and shows that, notwithstanding all our talk about
the entel~rise and boldness of modern surgery, our mh~ds are
very apt to run in a groove, and with difficulty- do
we extricate om~elves flvm the fetters of tradition. On no
other hypothesis can our adherence to present methods be
explained. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. By THOMAS MTLES, F.R.C.$. ;
President of the Royal College oE Surgeons in Ireland. [Inaugural Address delivered at the Opening Meeting of the Section
of Surgery, November 8, 1901.] [Inaugural Address delivered at the Opening Meeting of the Section
of Surgery, November 8, 1901.] GENTLE~,--To-night I purpose bringing under your con-
sideration a few points in connection with such a compara,
tively commonplace subject as injury to the long bones. In recent years visceral surgery has perhaps too exclusively
occupied the attention of operators, and with the brilliant
result of such concentration of effort you are all familiar,
but I think that in the interval perhaps an insufficient amount
of attention has been devoted to the consideration of the
subject that I now intend to place before you. While in the
surgery of the thorax, abdomen, and head the enormous
advantages of an aseptic technique have been fully availed
of, we have, I feel, been rather remiss in applying the same
principles to the treatment of fractured bones. It seems
almost as if the boldness and enterprise which have achieved
such remarkable results in abdominal surgery are considered
entirely out of place when applied to the treatment of fractures. It still is considered compatible with good,surgery that a
fracture of the shaft of the femur should be followed by a
shortening of from one to two inches, and the man who,
without a moment's hesitation, would open the abdomen to
seek fox- a possible perforation of the stomach or intestine, H H Fractures of Long Bones. 114 shrinks from the much smaller operation of exposing the
broken ends of the shattered femur, and seeming perfeot
coaptation of the broken surfaces by the application of simple
mechanical appliances. This, I think, is hardly creditable
to us, and shows that, notwithstanding all our talk about
the entel~rise and boldness of modern surgery, our mh~ds are
very apt to run in a groove, and with difficulty- do
we extricate om~elves flvm the fetters of tradition. On no
other hypothesis can our adherence to present methods be
explained. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. At a time when aseptic surgery was in its infancy
there may have been some justification for the unwillingness
of sm'geons to mldertake what seemed g~at lisks, but now,
when the pl~nciples of aseptic technique are thoroughly
understood, and every modern hospital is equipped with the
means of canting out this technlque thoroughly, we are no
longer justified in ~amsting to what may without disparage-
ment be spoken of as methods of haphazard, instead of boldly
using those of scientific accuracy. I am not advocating that
every case of simple fracture should be subjected to operation. Ordinary fractures, for instance of the tibia or fibula, Lm-
accompanied by displacement, usually give excellent result~
when treated intelligently by the methods hitherto in vogue,
but it does seem rather a reflection upon us that we should
still regard with equs~nlmity a shortening of the limb mnount~
ing to one and a half inches as the result of a fracture of the
shaft of the femm -, or be content with the permanent lame-
ness and loss of function which so often accompany a Port's
fractm~. Every surgeon is aware of the di~r
of
treating a fracture involving both bones of the forea~n o1"
separation of the lower epiphysis of the humelms. In both
these instances deformity and impairment of function are
the too frequent results of ore" present methods, and I would
plead, therefore, for a careful consideration of these methods
and an inquiry as to the possibility of improving them. 115 By ~.fR. T. MYLES. By ~.fR. T. MYLES. The surgical world owes a great debt of gratitude in this
connection to the laboul~ of Mr. Arbuthnot Lane, who has for
maaly years past laboured with but indiffel~nt success to im-
press his own bold and sagacious views upon the general body
of the profession. In /hnerica, where traditions are of less
influence tha~l they al~ with us, his suggestions have met
~4th a ready acceptance, but it must be confessed that in
'Ilmland, as yet, little effort has been made to tread the path
he has pointed out to us. It is true that in occasional cases,
such as mltmited fractm~s, or those resulting in angular
union, we adopt modern methods, but I think these isolated
instances do. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. not relieve us of the reproach that in this pal~i-
cular branch of surgery Dublin lags behind, instead of being
"in the van, as it ought to be. ~Iy purpose to-night is not to dilate upon this subject at
large, but rather to confine my attention to one or two cases
~illustrative of the subject under review, and from them to
make any larger generalisations that may seem indicated. Quite recently two cases of rather rare injury were 1ruder
my care at the Richmond Hospital, and were both submitted
first to examination by the X-rays, and subsequently to opera-
tion. They were both cases of fracture of the neck of the
hmnelms, with dislocation of the head towards the axilla. As this particular injury is not discussed at any length in
~.he ordinary text-books, and as both the skiagl~ph and opera-
tion taught me a good deal I did not know before, I feel that
no apology on my part is necessal T for bringing the subject
under your notice to-night. As you will see later on, the
fundamental question that I have raised in the fnmt part of
this paper was forced upon my attention in these two cases. My fnmt case was that of a woman, aged forty years, a patient
in the North Dublin Union Infn~nary, sent to me by Dr. Caleb Powell, a Fellow of this College. The accident had
occurred some months before, and a diagnoss of dislocation, Fractures of Loag Bones. 116 with some other indefinite injm'y to the upper end of the shaft,
was made. The sholfldel:joint was ank~'losed, and the arm
practically useless. An X-ray exanfination by Dr. R. Lane
Joynt showed that, in addition to the dislocation, there was
a fracture of the anatomical neck ~4thout impaetion. As
there was both pain along the nerve tl"tu~s, and cedema of
the hand and am1, and as the limb was practically useless,
,I determined to operate. This I did by an anterior incision,
such as is usual in excision of the head of the hmnerus. The
operation in this case, as in all other cases of old-standing
uncomplicated dislocations, was very difficult, much more
so than is usually fotmd to l)e the case in resections for disease
of the bone. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. Tills difficulty was due to the altered relations
of the parts, to the thickening of the capsule and ligamentous
structures arolmd the joint, and to the genel~l shrinkage
which takes place when a dislocation has existed for any length
of time. To permit sufficient freedom of movement the long
head of the biceps had to be divided and the capsule split very
freely. When at length a good view of the parts was obtained,
'I found that the head of the humerus along its posterior
narrow edge was attached by osseous mlion to the anterior
edge of the glenoid fossa, and a nan-ow area of the renter
of the scapula adjacent thereto. On the anterior edge of the
glenoid fossa, eneroac.h~ng on the cartilage, was a distinct
crescentic depression, into which the head was finbedded--
apparently the pressure of the latter had first set up a rarefying
osteitis, followed later on by osseous union between the apposed
parts. The bond of union had to be divided with a bone
forceps before the head could be removed. Portion of the
great tu~)erosity was removed also, and the case became one
simply of resection. My second case was that of a man aged fort.y-two yearn,
who fell about fourteen feet on to his head and shoulder. He was at once brought to the neighboming hospital, where By .'M_R. T. ]i[s 117 a diagnosis of dislocation was made and vigorous repeated
effol~ were made under chloroform to reduce it. It is im-
possible for me to say if the fractm~ and dislocation co-existed
from the outset, or if, as he alleges, the fracture was produced
by the vigorous efforts at reduction. I am inclined to think
from the natm'e of the accident, a fall from such a height,
that the two injmies were produced at the same moment,
and that the repeated efforts made to effect reduction under
anaesthesia were made after due recognition of the nature
.of the lesion. This is lundered more probable by the fact
that when he came under my care some months later even
r
crepitus was easily obtained, and must have been still
more easily obtained a few hours after the accklent. On examination of the injm~d are.a a large bony mass
~ould be felt in the shoulder extending inwards beneath the
r
pi~)cess ; this was smooth, and felt like the head of
the htune1~is. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. There was but little flattening of the deltoid
or prominence of the acromion. The drctunfel~nce of the
shoulde," was nearly one inch g1"eater thaa~ on the opposite
side. He had practically no power whatever in the ann,
and any movement caused pain. An X-ray photo taken by
I)r. R. Lane Joyat showed that the head of the humeru,s
was dislocated inwards, and that the main line of fractm'e
was tln'ough the great tuberosity. In addition, a long splinter
was detached from the outside of the shaft, extending for
some three inches downwards. This case I also submitted to operation, but I fotmd it neces-
sary, in addition to the long anterior incision, to divide part
of the deltoid close to its insertion, so as to obtain sufficient
room for the subsequent manipulations. I confess I was
somewhat astonished on exposing the parts to find the head
firmly al~l,-ylosed to the scapula, as in the forlner case. The
seat of attachment, however, was lower down on the scapula,
mid nmch further inwards. It was not a mere line of bony Fractures of Lon, g Bo~es. 118 1mien, as in the first case, but the posterior edge, and nearly
half of the articular surface, was, as it were, imbedded in the-
scapula and incorporated with it. All attempts to displace
it were futile, and I had to remove it piecemeal with cutting
forceps. On the other hand, the long splinter of bone was
quite ununited, and showed no attempt at bony uuion. This
is.certainly not what one would have expected from a priori
reasoning. One of the dangers of this injury is said to be necrosis of
the head, but in my two cases at least experience does not sup-
port the t.heolies based on a p~-iori reasoning. It is un-
doubtedly a strange fact that the detached head, instead of
necrosing, should have become fn'mly united to the scapula,
while the long splinter of the shaft was still unattached. ,In this case, also, I had to resect a part of the great tuberosi~-
so as to obtain a smooth end to the humelxlS. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. These two cases are, to my mind, typical illustrations of
my thesis, that the principles of modern surgel T are not
applied to the treatment of fiuctures with an)r
like the
same bol&less that they are applied to other surgical
aihnents, First comes the ever-present difficulty of diagnosis,
li:
think ,I am justified in making the assertion that ordhml"y
methods of examination are not sttfficient to enable even the
most experienced surgeon to make an accurate diagnosis of
these complicated injuries about the shoulder. Evel T Ia~sh
surgeon is bound to speak respectfully of the work done by
the late Professor ttobert Smith, but no one, I think, now-a-
days will be fotmd to assert that the admirable rules he has
laid down for the diffel~ntial diagnosis of injuries about the
shottlder cover the enth'e ground, o1" are in themselves suffi--
Cient to enable an ordilmi T surgeon to make an absolutely
certain diagnosis. To meet the difficulty of teaching students, the teacher is By 'MR. T. '~YLES. 119 compelled to adopt a system of classification which divides
these injuries into separate groups, and to endeavour to
place any one injury in some one of these groups. Hence,
as a logical consequence, has arisen the unnatural divi-
sions of these fractures into intra-and extra-capsular, &c.,
with o1" without impaction. The learner, with his nmch smaller
experience, is still more urgently impelled in the same direction,
and when called to exan~ine one of these cases his first mental
effort is to place it in group i
or B. Now this dogmatic
teaching is, I believe, responsible for very many errors in
diagnosis, and I am com~nced that if men could approach
the questions before them with a more open mb~d, unham-
pel~i by the venerable dogmas of the past, such errors would
be less frequent. Nature does not care much for our classifi-
cations, and is not withheld
by respect for sth'gical
traditions from superimposing a dislocation upon any or
every fracture. The first requirement in surgery is accurate diagnosis,
audI do not believe that the precise rules laid dou~a by the
great teachers in the past are sufficient in themselves to supply
what we require. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. Every one of us has had experience of
the great difficulties that attend
the diagnosis of such
injuries, and I hope I will not be thought to labour the point
when I say that such injuries should not be treated at all
until either an X-ray photograph has been made by a competent
person, or a thorough examination has been made under an
anaesthetic. The former course is far the more reliable and
informing, but it is not always available. Even when an
X-ray photograph has been taken it requh~s skill and ex-
perience in such work to read aright the lesson it conveys. We must not fail to remember that such injuries may be very
complicated, several fractures co-existing, each of which,
adding its own PecUliar symptoms to the case, may more
or less effect~_~"y mask its companions. Thus, for instance, 120 Fractures of Lang Bones. the head of the bone may be obviously dislocated, and yet the
characteristic l~gidity of the dislocation be absent owing to
fi~cture of the neck, or all attempts at accuracy of diagnosis
may be frustrated by the enormous effusion of blood that so
5"equently accompanies any injury in this region. The difficulty of accurate diagnosis in such cases is well
illustrated by the following case :--A pati'ent of mine in
Jet,is-street Hospital, with the histo1% name of John Morley,
was sent me fl~m Ballaghadereen, in the County Mayo. He had appaa~ntly an old-standing disloeation of the head of the
humerus beneath the coracoid process, but on examlnlug the
shoulder carefully one could find under the acromion a mass of
bony consistence and about the size of a pigeon's egg, or a little
larger. He said, moreover, that the dislocation had been fi-e-
quently reduced, but always recurred. Now I l~ow I am quite
sure of your sympathy when I tell you that I made a very bad
error in this case, and one not due to ignorance alone, but rather
to the influence of the dogmatic teaching I received in my
youth. I was convinced that I had to deal with the very rare
condition described by the late R. W. Smith, in which, super-
)reposed on a disloeation, is a fi~cture of the great tuben)sity. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. JIt is some consolation to me now, in moments of reflection,
to know that on that occasion, at least, I en-ed in the very
best company, for my fi~end Professor Bennett, whose
authority in all injm~es to bones no one here will question,
kindly examined the case for me, and came to the same con-
cluaion as I did. 'I operated on the man aal(l discovered that there was no
fi-actm-e whatever; what I mistook for/.he detached tuber-
osity was a calcm~ous mass in the subdeltoid bm~a. Now
this is a very interesting case to me, and it is rendered still
more so by the thought that even had the X-my method
been available then it coukl not have helped us much, as the
mass of lime salts woldd have thl~wn as deep a shadow as By M~. T. HYT.~,S. 121 bone. This is a condition that I have never seen descl~bed
and, of com~e, is not included in any of the numerous
classifications of injm T in this region. Having, perhaps, at too much length discussed the question
of diagnosis, let me take up that of treatment. Having satis-
fied o~u~elves that we are dealing with a case of fractm~ of the
neck of the humerus complicated ~ith a dislocation, how
should we treat it ? My answer to this question is--By
immediate operation in the majolity of cases. I am con-
vincod that no other method gives promise of an equally
good result. What are the other methods, the traditional ones, if I may
call them so ? First, to do nothing wlmtever t~ the fracture
but begin to set up passive motion as soon as possible, so as
to establish a false joint between the head, wifich is pretty
certain to become fixed to the scapula, and tim upper end
of the shaft. I need not waste your time by discussing-this
method, which is in itself a confession of hnpotenco and does
nothing to relieve the pain and cedema due to pressure of
the displaced head on nelwes and veins. Secondly, to endea-
vour to effect reduction of the displaced head, and then to
treat the fractm~. EvelTone who has given any thought to the pathology
of this condition will find it hard indeed to believe that such
reduction is ever possible. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. The head cannot be grasped,
it can only be pushed with the finger tips ; it cannot be rotated. ~-action cannot be made on the shaft, lest the few untorn
fibres of pel~ostemn be severed and the vita~ty of the head
endangered. Even should the head be forced back into
place, one cannot be sure that it is properly applied to the
broken end of the shaft. It may be tluu~ed topsy-tm'~', or
it may be implanted in the shaft far below its nomnal position. However theolmtically attractive such a method may be, it is,
I think, of little practical value. Thh~lly, comes resection 122 Fractures of Long Bo~es. of the head. As tl~ involves a cutting operation, it is not less
sciious than the plan I have ,~commended of reduction
after incision and exposure of the parts. In l~cent eases it
would only be justified after the fom~er had been tried and
failure resulted. In old-standing cases it is p,~etically the
only method open to us. The pain and cedema of the arm
and head cannot be relieved Lmtil the bony mass of the head
is taken off the vein and brachial plexus. The l~sult of re-
section all the same is, I believe, hmetionally better than that
given by a false joint with the head ank-ylosed to the scapula. On s~mnning up these argmnents and weighing them
carefully, I think one is folded to the" conclusion that when
a dislocation of the head of the hmnerus complicated by
fi~cture of the n~k occurs in a young, healthy man, especially
one who has to live by manual labom', the sm-geon ought to. make up his mind to operate on it at the earliest possible
date. Tl~s being granted, let us consider what method of
operating is likely to prove the most useful for our propose. My own experience is too limited to make dognmtic assertions
on the subject., but I am pl~tty well convinced by such ex-
perience as I have had on the subject that the anterior incisiolt
alone is not sufficient for us. It does not give a sufficiently
fi~e exposure of the parts to enable the necessary manipula-
tions to be caaTied out fi~ely and quickly. MY belief is that
the cap formed by the deltoid muscle must be raised before
one can get pl~per access to the parts. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. This can be done
either, as suggested by Pl~fessor Kocher, by detaching the
spine of the scapula along its entil~ length from the rest of
the bone, disart:ieulating the aeromial end from the clavicle
and throwing the ent/re mass down, or by detaching the
deltoid insertion from the shaft of the humerus and raising
the muscle. This latter seems to me the preferable method~
as it does not involve such a serious addition to an ah~ady
grave injury as Professor Kocher's method, nor does it neces- By ,MR. T. MYLES. 123 sitate the subsequent wiring into position of the detached
scapular spine. ~[y plan would be as follows :--An incision,
starting from the clavicle above the eoracoid process would
follow the line of separation between the deltoid and g,~at
pectoral, as far as the insertion of the fomler. The peri-
osteum here wonld have to be raised colwesponding to the line
of attachment of the muscle, or even a small flap of the bone
taken with it. The incision would then follow the hinder"
edge of the deltoid as high as the point at which the circtml-
flex nerve entel~ it. The muscle could then be tin'ned up,
veKy fully, and the seat of injm-y thoroughly exposed. By
means either of a screw inserted in it, o1" ~f'Gill's hook, the
dislocated segment could, I believe, be brought into its normal
position, and then wired on to the shaft. Such an operation
can1 only be a success if performed very soon after the injm T
occurs. If any time be allowed to elapse, the shrinkag e which
takes place prevents either reduction of the dislocation or
perfect coaptation of the segments. What are the objections to this comparatively simple and
easily ~mderstood operation ? That it makes a grave injmT
still gTaver, and puts in danger a life that was not previously
imperilled. Surely, to say that such an operation impelils a
patient's life is really a confession of inability to carry out
an operation in accordance with modem principles. The
operation should not be dangerous, and never will be in the
hands of a careful, competent, and cleanly surgeon. An
operator who feels he cannot guarantee his work against
infection in such a case should not operate at all ; he should
seek some other outlet for his energies more suitable to his
capacity. OPERATIVE TREATMENT OF FRACTURES OF
LONG BONES. Again, say opponents of reform, this injury does not threaten
a man's life, thel~fore we are not justified in putting him ta~
any risk whatever. Is danger to a man's life the greatest
danger he can face, compared to which all others sink into. 124 Fractures of Loug Bones. ns gnifieance ? Is the poverty, due to inability to labour
with his hands, to which a man the victim of such an injm'y
as that under review is inevitably doomed, of no importance ? Are the persistent shooting pains, the paralysis and (edema
of hand and aaTn of no consequence ? q
My object to-night will have been achieved if I succeed in
impressing upon my hearers how open to reproach at present
is the attitude of most Izish surgeons in hesitating to apply
to the treatment of injured bones and joints the same boldness
and scientific sldll which they unhesitatingly apply to the
head, thorax, and abdomen. I feel assmBd it will not be many
yeaa~ before we will see as great a l~volution in the treatment
of such cases as we have witnessed during the last twenty
years in the treatment of penetrating wounds and other in-
juries of the abdomen, and those who come after us will look
back with contempt.uo~s pity on the unreasoning fatuity
of the men of our day, who, with the light of modern know-
ledge shining brightly on their path, wel~ so fettered by routine
and the teaching of tradition that they shrank thnidly from
s
that path, and left to another generation the glory
of reaping the harvest which it should have been their pride
and privilege to garner. Surely no one who has ever seen a
wor-ldng man with an old-standing dislocation and fracture
of the upper end of the humerus will hesitate for a moment
in urging such a one to face any and every risk to be relieved
.of his incapacity. Such cases are not commonly seen in the
general hospitals, but they can be-seen in abmldanco in the
workhouse hospitals, where these poor creatures are com-
pelled, though often yet in the very plane of life, to spend the
remainder of their days through inability to eal~ their own
]i~ing by the labour of their hands. That such a state of affairs
should still exist is a reproach we should labour diligently
:~o remove.
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Synthesis and Antibacterial Activity of Analogs of 5-Arylidene-3-(4-methylcoumarin-7-yloxyacetylamino)-2-thioxo-1,3-thiazoli-din-4-one
|
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| 2,014
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77
molecules
ISSN 1420-3049
www.mdpi.com/journal/molecules
OPEN ACCESS 77
molecules
ISSN 1420-3049
www.mdpi.com/journal/molecules
OPEN ACCESS Molecules 2014, 19, 13577-13586; doi:10.3390/molecules190913577
molecules
ISSN 1420-3049
www.mdpi.com/journal/molecules
Article
Synthesis and Antibacterial Activity of Analogs of
5-Arylidene-3-(4-methylcoumarin-7-yloxyacetylamino)-2-thioxo-
1,3-thiazoli-din-4-one
Nguyen Tien Cong 1, Huynh Thi Nhan 1, Luong Van Hung 1, Tran Dinh Thang 2,* and
Ping-Chung Kuo 3,*
1 Department of Chemistry, Ho Chi Minh City University of Education, Ho Chi Minh City 70000,
Vietnam; E-Mails: congchemist@gmail.com (N.T.C.); nhanhuynhsp@gmail.com (H.T.N.);
luonghung365@gmail.com (L.V.H.)
2 Department of Chemistry, Vinh University, Vinh 42000, Vietnam
3 Department of Biotechnology, National Formosa University, Yunlin 63201, Taiwan
* Authors to whom correspondence should be addressed; E-Mails: thangtd@vinhuni.edu.vn (T.D.T.);
pcckuoo@sunws.nfu.edu.tw (P.-C.K.); Tel.: +886-5-6315491 (P.-C.K.);
Fax: +886-5-6315502 (P.-C.K.).
Received: 30 June 2014; in revised form: 26 August 2014 / Accepted: 27 August 2014 /
Published: 1 September 2014
Abstract: In an effort to develop new antimicrobial agents, 3-(4-methylcoumarin-7-
yloxyacetylamino) 2 thioxo 1 3 thiazolidin 4 one (4) was synthesized by reaction of
OPEN ACCESS Molecules 2014, 19, 13577-13586; doi:10.3390/molecules190913577 Keywords: coumarin; 2-thioxo-1,3-thiazolidin-4-one; spectral elucidation; antibacterial
activity Keywords: coumarin; 2-thioxo-1,3-thiazolidin-4-one; spectral elucidation; antibacterial
activity Synthesis and Antibacterial Activity of Analogs of
5-Arylidene-3-(4-methylcoumarin-7-yloxyacetylamino)-2-thioxo-
1,3-thiazoli-din-4-one Nguyen Tien Cong 1, Huynh Thi Nhan 1, Luong Van Hung 1, Tran Dinh Thang 2,* and
Ping-Chung Kuo 3,* 1 Department of Chemistry, Ho Chi Minh City University of Education, Ho Chi Minh City 70000,
Vietnam; E-Mails: congchemist@gmail.com (N.T.C.); nhanhuynhsp@gmail.com (H.T.N.);
luonghung365@gmail.com (L.V.H.) 2 Department of Chemistry, Vinh University, Vinh 42000, Vietnam 2 Department of Chemistry, Vinh University, Vinh 42000, Vietnam 3 Department of Biotechnology, National Formosa University, Yunlin 63201, Taiwan 3 Department of Biotechnology, National Formosa University, Yunlin 63201, Taiwan * Authors to whom correspondence should be addressed; E-Mails: thangtd@vinhuni.edu.vn (T.D.T.);
pcckuoo@sunws.nfu.edu.tw (P.-C.K.); Tel.: +886-5-6315491 (P.-C.K.);
Fax: +886-5-6315502 (P.-C.K.). Received: 30 June 2014; in revised form: 26 August 2014 / Accepted: 27 August 2014 /
Published: 1 September 2014 Received: 30 June 2014; in revised form: 26 August 2014 / Accepted: 27 August 2014 /
Published: 1 September 2014 Abstract: In an effort to develop new antimicrobial agents, 3-(4-methylcoumarin-7-
yloxyacetylamino)-2-thioxo-1,3-thiazolidin-4-one (4) was synthesized by reaction of
thiocarbonylbisthioglycolic acid with ethyl (4-methyl-2-oxo-2H-chromen-7-yloxy)aceto-
hydrazide (3), which was prepared in turn from 7-hydroxy-4-methylcoumarin (1). The condensation of compound 4 with different aromatic aldehydes afforded a series of
5-(arylidene)-3-(4-methylcoumarin-7-yloxyacetyl-amino)-2-thioxo-1,3-thiozolidin-4-one analogs
5a–h. The structures of these synthetic compounds were elucidated on the basis of IR, 1H-NMR
and 13C-NMR spectral data and ESI-MS spectrometric analysis. Compounds 5a–h were
examined for their antibacterial activity against several strains of Gram-positive and
Gram-negative bacteria. ywords: coumarin; 2-thioxo-1,3-thiazolidin-4-one; spectral elucidation; antibacterial
it Keywords: coumarin; 2-thioxo-1,3-thiazolidin-4-one; spectral elucidation; antibacterial
activity Molecules 2014, 19 Molecules 2014, 19 13578 1. Introduction Bacterial disease control, including the food safety issue, has continuously attracted researchers’
attention from various fields. The use of preservatives and pathogen antagonists had been reported as a
means of protecting the microbiological safety of fresh and processed food products [1–4]. Although
some antagonists exhibited significant inhibition of bacterial growth, they were too toxic to be utilized
long term. In the present study, we hoped to explore new lead compounds with natural skeletons which
could be modified for further investigation as antimicrobial agents applied to food preservation. 7-Hydroxy-4-methylcoumarin derivatives with heterocyclic moieties possess diverse biological
properties such as antibacterial [5–7], antifungal [8,9], anticancer [10], enzyme-inhibitory [11], and
antioxidant activities [7,9]. On the other hand, thiazolidin-4-ones are important compounds due to their
broad range of biological activities including anticancer [12–14], virus-inhibitory [15], HIV-inhibitory [16],
and enzyme-inhibitory activities [14]. These observations prompted our interest in synthesizing some
new 7-hydroxy-4-methylcoumarin derivatives bearing 2-thioxo-1,3-thiozolidin-4-one substituents and
evaluate their antibacterial potential. 2. Results and Discussion 2.1. Synthesis of 7-Hydroxy-4-methylcoumarin Derivatives 5a–h 2.1. Synthesis of 7-Hydroxy-4-methylcoumarin Derivatives 5a–h The synthetic route for the preparation of the target compounds was presented in Scheme 1. Compounds 1–3 were synthesized according to the corresponding published procedures [6,7,9–11] and
characterization of these synthetic compounds was achieved by comparison of their physical and
spectral data with those reported in the previous literature [17]. Then compound 3 was reacted
with thiocarbonylbisthioglycolic acid in ethanol to obtain new compound 4, which was converted into
the series of N-(5-arylidene-4-oxo-2-thioxothiazolidin-3-yl)-2-(4-methyl-2-oxo-2H-chromen-7-yloxy)-
acetamides 5a–h by Knoevenagel condensation. In the IR spectrum of compound 4, in addition to the lactone and amide carbonyl group absorption
at 1709 cm−1, the stretching band in a high frequency region (1771 cm−1) indicated the presence of
C=O bonds in a thiazolidine ring. A new signal with intensity of 2H appearing at 4.47 ppm in the 1H-NMR
spectrum was attributed to the methylene group of the thiazolidine ring. Another signal also with intensity
of 2H appearing in the downfield region at 4.96 ppm was attributed to the oxymethylene protons
(OCH2). In terms of unexpected results, the signals of the methylene protons in 4 were split instead of
being a singlet. The splitting of these signals could be explained by a non-first order splitting effect. Comparing the 13C-NMR spectra of 3 [7] and 4, three more signals appeared in 4, two of which
were at around 160 ppm corresponding to the signals of the carbon atoms in the thioxo group and
carbonyl group, whereas the last one was at 33.4 ppm corresponding to the signal of the saturated
carbon atom of the thiazolidine ring. The spectral data of 4 as well as the agreement of the predicted
mass with molecular mass determined by HR-MS confirmed that a 4-oxo-2-thioxothiazolidine ring
was formed. 13579 Molecules 2014, 19 Scheme 1. Synthetic route for the preparation of compounds 5a–h. 2.1. Synthesis of 7-Hydroxy-4-methylcoumarin Derivatives 5a–h HO
OH
H3C
C
CH2
C
OC2H5
O
O
O
O
OH
CH3
(1)
ClCH2COOC2H5
O
O
OCH2COOC2H5
CH3
H2N
NH2
O
O
OCH2CONHNH2
CH3
S
C
SCH2COOH
SCH2COOH
O
O
O
CH3
NH
N
O
S
O
S
CHO
X
O
O
O
CH3
NH
N
O
S
O
S
(2)
(3)
(4)
(5a-h)
(a)
(b)
(c)
X =4-Cl
X = 4-OCH3
X = 4-NO2
(d)
X = 4-N(CH3)2
(e)
X = 4-OH
(f)
X = 2-NO2
(g)
X = 4-Br
(h)
X = 4-H
X
I
h IR
f
d 5
h
h
hif
f h
b
i
f h
b
l CH3 HO ClCH2COOC2H5 CH3 OCH2CONHNH2 (2) CHO
X S
O
O
O
CH3
NH
N
O
S
O
S
(5a-h)
(b)
(c)
X =4-Cl
X = 4-OCH3
X = 4-NO2
(d)
X = 4-OH
(f)
X = 2-NO2
(g)
(h)
X = 4-H
X (4) In the IR spectrum of compounds 5a–h, there were shifts of the absorption of the carbonyl group at
1771 cm−1 to lower frequencies (1721–1755 cm−1), in agreement with the formation of a conjugated
system between the carbonyl group and the benzylidene moiety. Comparison of the 1H-NMR spectra
of 5a–h with the 1H-NMR of 4 showed not only the disappearance of the methylene proton’s signal at
4.47 ppm, but also appearance of additional aromatic proton signals at 6.84–8.36 ppm and methylidene
proton signals at 7.82–8.86 ppm. The signal of the oxymethylene protons (OCH2) in compounds 5a–h
appeared at 5.00–5.04 ppm. The signals of these protons, like the signals of the methylene protons
OCH2 in compound 4, were also split by a non–first order splitting effect. Therefore, they did not
appear as singlets. Molecules 2014, 19 13580 Molecules 2014, 19 diameters were 15 mm to 20 mm) against certain bacteria including Escherichia coli, Pseudomonas
aeruginosa (Gram-negative bacteria), Bacillus subtilis and Staphylococcus aureus (Gram-positive
bacteria). In addition, the synthetic compounds 3 and 4 did not show any significant inhibition of
bacterial growth in our preliminary screening and therefore the data were not included. Table 1. Antimicrobial inhibition zone diameters (d) of compounds 5a–h. Bacteria
Conc. X
4-N(CH3)2
(5a)
4-OH
(5b)
4-OCH3
(5c)
4-H
(5d)
4-Br
(5e)
4-Cl
(5f)
2-NO2
(5g)
4-NO2
(5h)
d (mm) a
Escherichia coli
0.1%
14
15
13
14
15
12
12
15
0.2%
16
17
16
16
16
15
15
18
Pseudomonas aeruginosa
0.1%
13
19
12
17
15
15
14
18
0.2%
15
23
15
19
18
17
16
20
Bacillus subtilis
0.1%
15
15
14
15
18
14
13
14
0.2%
17
19
16
18
21
18
16
17
Staphylococcus aureus
0.1%
13
14
14
16
17
14
15
16
0.2%
15
16
18
17
20
16
17
18
a D − d ≥ 25 mm: Very high activity; D − d ≥ 20 mm: High activity; D − d ≥ 15 mm: Average activity; D − d ≤ 15 mm: Low
activity. Each experiment was performed in triplicate. Table 1. Antimicrobial inhibition zone diameters (d) of compounds 5a–h. a D − d ≥ 25 mm: Very high activity; D − d ≥ 20 mm: High activity; D − d ≥ 15 mm: Average activity; D − d ≤ 15 mm: Low
activity. Each experiment was performed in triplicate. The minimum inhibitory concentration (MIC) value is a measure to define the antibacterial activity
of a compound and is defined as the lowest concentration of drug that inhibits visible growth. Compounds 5a–h were subjected to examination of their MIC values according to the reported
method [19] and the data are shown in Table 2. The two-fold microdilution broth method was used
and all of the tested samples demonstrated inhibitory effects in a concentration-dependent manner. However, only 5c, 5g and 5h exhibited any significant inhibition against S. aureus with MIC values of
50 μg/mL. Table 2. The minimum inhibitory concentrations (MICs) of 5a–h against bacteria. Bacteria
MIC (μg/mL)
4-N(CH3)2
(5a)
4-OH
(5b)
4-OCH3
(5c)
4-H
(5d)
4-Br
(5e)
4-Cl
(5f)
2-NO2
(5g)
4-NO2
(5h)
Escherichia coli
- a
-
-
-
-
-
-
-
P. Molecules 2014, 19 aeruginosa
-
-
-
-
-
-
-
-
Bacillus subtilis
-
-
-
-
-
-
-
-
Staphylococcus aureus
-
-
50
-
-
-
50
50
a MIC > 50 μg/mL and not determined. Table 2. The minimum inhibitory concentrations (MICs) of 5a–h against bacteria. Table 2. The minimum inhibitory concentrations (MICs) of 5a–h against bacteria. Bacteria
MIC (μg/mL)
4-N(CH3)2
(5a)
4-OH
(5b)
4-OCH3
(5c)
4-H
(5d)
4-Br
(5e)
4-Cl
(5f)
2-NO2
(5g)
4-NO2
(5h)
Escherichia coli
- a
-
-
-
-
-
-
-
P. aeruginosa
-
-
-
-
-
-
-
-
Bacillus subtilis
-
-
-
-
-
-
-
-
Staphylococcus aureus
-
-
50
-
-
-
50
50
a MIC > 50 μg/mL and not determined. a MIC > 50 μg/mL and not determined. 2.2. Determination of the in Vitro Antimicrobial Activity Compounds 5a–h were examined for antimicrobial activity against Escherichia coli, Pseudomonas
aeruginosa (Gram-negative bacteria), Bacillus subtilis and Staphylococcus aureus (Gram-positive
bacteria) at concentrations of 0.1% and 0.2% according to the reported method with minor
modifications [18]. As shown in Table 1, most of the compounds 5a–g at 0.1% exhibited low
antimicrobial activity, with antimicrobial inhibition zone diameters of less than 15 mm. However, at
the concentration of 0.2%, most of these compounds showed average activity (the antimicrobial 3.2. Synthesis of 7-Hydroxy-4-methylcoumarin Derivatives 5a–h 3.2.1. Synthesis of 4-Oxo-2-thioxothiazolidine Derivatives 3.2.1. Synthesis of 4-Oxo-2-thioxothiazolidine Derivatives Compounds 1–3 were prepared using the corresponding reported methods [6,7,9–11] as shown in
Scheme 1. 3.2.2. Synthesis of 2-(4-Methyl-2-oxo-2H-chromen-7-yloxy)-N-(4-oxo-2-thioxothiazo-lidin-3-yl)aceta-
mide (4) 3.2.2. Synthesis of 2-(4-Methyl-2-oxo-2H-chromen-7-yloxy)-N-(4-oxo-2-thioxothiazo-lidin-3-yl)aceta-
mide (4) 3.1. General Procedures All starting materials were purchased from Merck (Darmstadt, Germany) and used without
purification. Melting points were measured in open capillary tubes on a Gallenkamp melting point 13581 Molecules 2014, 19 apparatus. The structures of all compounds were confirmed by IR, NMR and HR-MS spectra. IR
spectra were recorded on a Shimadzu FTIR-8400S spectrometer using KBr pellets. The 1H-NMR
spectra were recorded on a Bruker Avance spectrometer at 500 MHz using DMSO-d6 as solvent, while
the 13C-NMR, HSQC, HMBC spectra were recorded at 125 MHz. The data are given in parts per
million (ppm) and are referenced to an internal standard of tetramethylsilane (TMS, δ 0.00 ppm). The spin-spin coupling constants (J) are given in Hz. Peak multiplicities are reported as s (singlet), d
(doublet), dd (double-doublet), t (triplet), q (quartet), and m (multiplet). The MS spectra were recorded
on a Bruker microTOF-Q 10187 spectrometer or on a Varian FT-ICR-MS 910 spectrometer. 3.2. Synthesis of 7-Hydroxy-4-methylcoumarin Derivatives 5a–h 3.2.2. Synthesis of 2-(4-Methyl-2-oxo-2H-chromen-7-yloxy)-N-(4-oxo-2-thioxothiazo-lidin-3-yl)aceta-
mide (4) N-(5-(4-Hydroxybenzylidene)-4-oxo-2-thioxothiazolidin-3-yl)-2-(4-methyl-2-oxo-2H-chromen-7-yloxy)
acetamide (5b): Brown yellow powder; yield: 64%; mp: 284–285 °C; IR (ν, cm−1): 3340, 2920, 2851,
1732, 1709, 1678, 1572, 1510, 1483, 1397, 1364, 1242, 1229; 1H-NMR (δ, ppm): 10.70 (1H, s, OH),
2.41 (3H, s, CH3), 5.01 (2H, OCH2), 6.25 (1H, s, 3-H), 7.05 (1H, d, 4J = 2.5, 8-H), 7.06 (1H, dd, 3J = 9.0,
4J = 2.5, 6-H), 7.73 (1H, d, 3J = 8.5, 5-H), 7.86 (1H, s, =CH-), 11.7 (1H, s, NH), 7.58 (2H, d, 3J = 9.0)
and 6.95 (2H, d, 3J = 9.0) (Hbenzene ring); 13C-NMR (δ, ppm): 160.0 (O–C=O), 111.6 (3-C), 153.4 (4-C),
18.1 (CH3), 126.5 (5-C), 112.7 (6-C), 160.3 (7-C), 101.9 (8-C), 154.5 (9-C), 113.9 (10-C), 66.1
(OCH2), 166.1 (–NH–CO–CH2), 163.2 (>N–CO), 114.3 (>C= thiazolidine ring), 190.1 (C=S), 135.7 (=CH–),
123.8, 133.7 and 116.7 (Cbenzene ring), 161.2 (Carom–OH); HR-ESI-MS: 469.0497 (M+H), calcd. for
(C22H16N2O6S2): 468.0450. N-(5-(4-Methoxybenzylidene)-4-oxo-2-thioxothiazolidin-3-yl)-2-(4-methyl-2-oxo-2H-chromen-7-yloxy)
acetamide (5c): Yellow powder; yield: 71.0%; mp: 239–240 °C; IR (ν, cm−1): 3205, 3080, 2936, 1736,
1699, 1618, 1510, 1479, 1389, 1314, 1258, 1229, 1180, 1134; 1H-NMR (δ, ppm): 6.26 (1H, d, 4J = 1.0,
3-H), 2.41 (3H, d, 4J = 1.0, CH3), 7.72 (1H, 3J = 8.5, 5-H), 7.08 (1H, dd, 3J = 8.5; 4J = 2.5, 6-H), 7.05
(1H, d, 4J = 2.5, 8-H), 5.02 (2H, OCH2), 11.70 (1H, s, NH), 7.92 (1H, s, =CH-), 7.68 (2H, d, 3J = 8.5) and
7.15 (2H, d, 3J = 8.5) (Hbenzene ring), 3.85 (3H, s, OCH3); 13C-NMR (δ, ppm): 160.0 (O–C=O), 111.6 (3-C),
153.3 (4-C), 18.1 (CH3), 126.5 (5-C), 112.6 (6-C), 160.3 (7-C), 101.9 (8-C), 154.5 (9-C), 113.9 (10-C),
66.1 (OCH2), 166.0 (–NH–CO–CH2), 163.2 (>N–CO), 115.6 (>C= thiazolidine ring), 190.0 (C=S), 135.2
(=CH–), 125.2, 133.3 and 115.2 (Cbenzene ring), 161.9 (Carom–OCH3), 55.6 (OCH3); HR-ESI-MS: 505.0494
(M+Na), calcd. for (C23H18N2O6S2): 482.0606. 3.2.2. Synthesis of 2-(4-Methyl-2-oxo-2H-chromen-7-yloxy)-N-(4-oxo-2-thioxothiazo-lidin-3-yl)aceta-
mide (4) A
mixture
of
(4-methyl-2-oxo-2H-chromen-7-yloxy)acetohydrazide
(3,
0.01
mol)
and
thio-carbonylbisthioglycolic acid (0.01 mol) in ethanol (5 mL) was refluxed for 8 h. After cooling the
resulting solid was filtered off, dried and recrystallized from HOAc/DMF to give compound 4 as a
yellowish powder in 74.0% yield; mp: 248–249 °C; IR (ν, cm−1): 3258, 3100, 2901, 1771, 1709, 1622,
1491, 1425, 1391, 1358, 1298, 1245; 1H-NMR (ppm) δ 11.41 (1H, s, NH), 7.71 (1H, d, 3J = 9.0 Hz,
H-5), 7.04 (1H, dd, 3J = 9.0 Hz, 4J = 2.5 Hz, H-6), 7.01 (1H, d, 4J = 2.5 Hz, H-8), 6.23 (1H, s, H-3),
4.96 (2H, OCH2), 4.47 (2H, CH2 thiazolidine ring), 2.39 (3H, s, CH3); 13C-NMR (ppm) δ 199.7 (C=S),
170.1 (NH–CO–CH2), 165.8 (>N–CO), 160.3 (C-7), 160.0 (O–C=O), 154.4 (C-9), 153.3 (C-4), 126.5
(C-5), 112.5 (C-6), 113.8 (C-10), 111.6 (C-3), 101.8 (C-8), 66.0 (OCH2), 33.4 (SCH2), 18.1 (CH3);
HR-ESI-MS m/z 365.0266 [M+H]+ (calcd. for C15H13N2O5S2, 365.0266). 3.2.3. General Procedure for Synthesis of N-(5-Arylidene-4-oxo-2-thioxothiazolidin-3-yl)-2-(4-methyl-
2-oxo-2H-chromen-7-yloxy)acetamides 5a–h Equimolar amounts of 4 (5.0 mmol), anhydrous sodium acetate (5.0 mmol) and an appropriate
aromatic aldehyde (5.0 mmol) in glacial acetic acid (5 mL) were refluxed for 5 h. The reaction mixture
was cooled and the solid separated was filtered and recrystallized to give compounds 5a–h. N-{5-[4-(Dimethylamino)benzylidene]-4-oxo-2-thioxothiazolidin-3-yl}-2-(4-methyl-2-oxo-2H-chromen-
7-yloxy)acetamide (5a): Red powder; Yield: 69.0; mp. 265–266 °C; IR (ν, cm−1): 3314, 3088, 2915,
1721, 1616, 1574, 1530, 1441, 1385, 1302, 1263; 1H-NMR (δ, ppm): 3.06 (6H, s, –N(CH3)2), 2.41
(3H, s, CH3), 5.00 (2H, OCH2); 6.25 (1H, s, 3-H), 7,05 (1H, d, 4J = 2.5, 8-H), 7.07 (1H, dd, 3J = 9.0,
4J = 2.5, 6-H), 7.72 (1H, d, 3J = 8.5, 5-H), δ 7.79 (1H, s, =CH-), 11.6 (1H, s, NH), 7.50 (2H, d, 3J = 9.0)
and 6.84 (2H, d, 3J =9.0) (Hbenzene ring); 13C-NMR (δ, ppm): 160.0 (O–C=O), 111.6 (3-C), 153.3 (4-C),
18.1 (CH3), 126.5 (5-C), 112.6 (6-C), 160.3 (7-C), 101.9 (8-C), 154.5 (9-C), 113.9 (10-C), 66.1 13582 Molecules 2014, 19 Molecules 2014, 19 (OCH2), 166.0 (–NH–CO–CH2), 163.2 (>N–CO), 113.9 (>C= thiazolidine ring), 189.6 (C=S), 136.3 (=CH–),
119.6, 133.6, 112.6 and 112.3 (Cbenzene ring), 152.2 (Carom–N(CH3)2), 39.6 (–N(CH3)2); HR-ESI-MS:
496.1001 (M+H), calcd. for (C24H21N3O5S2): 495.0923. Molecules 2014, 19 Molecules 2014, 19 119.9 (>C= thiazolidine ring), 189.8 (C=S), 133.8 (=CH–),131.8 and 132.6 (Cbenzene ring), 125.1 (Carom–Br);
HR-ESI-MS: 530.9671 (M+H) and 532.9651 [M+H+2], calcd. for (C22H15BrN2O5S2): 529.9606
and 531.9606. 119.9 (>C= thiazolidine ring), 189.8 (C=S), 133.8 (=CH–),131.8 and 132.6 (Cbenzene ring), 125.1 (Carom–Br);
HR-ESI-MS: 530.9671 (M+H) and 532.9651 [M+H+2], calcd. for (C22H15BrN2O5S2): 529.9606
and 531.9606. N-(5-(4-Chlorobenzylidene)-4-oxo-2-thioxothiazolidin-3-yl)-2-(4-methyl-2-oxo-2H-chromen-7-yloxy)
acetamide (5f): Yellow powder; yield: 70.0%; mp: 275–276 °C; IR (ν, cm−1): 3215, 3084, 2,934, 1736,
1697, 1605, 1584, 1489, 1476, 1441, 1387, 1370, 1269, 1258, 1242, 1132; 1H-NMR (δ, ppm): 6.30
(1H, s, 3-H), 2.41 (3H, s, CH3), 7.74 (1H, d, 3J = 8.5; 5-H), 7.07 (1H, dd, 3J = 8.5, 4J = 2.5, 6-H), 7.05
(1H, d, 4J = 2.5, 8-H), 5.02 (2H, OCH2), 11.7 (1H, s, NH), 7.97 (1H, s, =CH–), 7.72 (2H, d, 3J = 8.5)
and 7.64 (2H, d, 3J = 8.5) (Hbenzene ring); 13C-NMR (δ, ppm): 160.0 (O–C=O), 111.6 (3-C), 153.3 (4-C),
18.1 (CH3), 126.5 (5-C), 112.6 (6-C), 160.3 (7-C), 101.8 (8-C), 154.5 (9-C), 113.9 (10-C), 66.0
(OCH2), 166.1 (–NH–CO–CH2), 163.0 (>N–CO), 119.8 (>C= thiazolidine ring), 189.8 (C=S), 136.1 (=CH–),
131.5, 132.5 and 129.6 (Cbenzene ring), 133.7 (Carom–Cl); HR-ESI-MS: 509.0004 (M+Na), calcd. for
(C22H15ClN2O5S2): 486.0111. 2-(4-Methyl-2-oxo-2H-chromen-7-yloxy)-N-(5-(2-nitrobenzylidene)-4-oxo-2-thioxothiazolidin-3-yl)
acetamide (5g): Pale pink powder; yield: 57.0%; mp: 260–261 °C; IR (ν, cm−1): 3316, 3080, 2940,
1755, 1717, 1616, 1522, 1483, 1387, 1343, 1298, 1271; 1H-NMR (δ, ppm): 6.30 (1H, s, 3-H), 2.41
(3H, s, CH3), 7.74 (1H, d, 3J = 8.5, 5-H), 7.07 (1H, dd, 3J = 8.5, 4J = 2.5, 6-H), 7.05 (1H, d, 4J = 2.5,
8-H), 5.03 (2H, OCH2), 11.6 (1H, s, NH), 8.22 (1H, s, =CH–), 7.81 (1H, d, 3J = 7.5), 7.79 (1H, dd,
3J1 = 3J2 = 7.5), 7.91 (1H, dd, 3J1 = 3J2 = 7.5) and 8.26 (1H, d, 3J = 7.5) (Hbenzene ring); 13C-NMR (δ,
ppm): 160.0 (O–C=O), 111.6 (3-C), 153.3 (4-C), 18.1 (CH3), 126.6 (5-C), δ 112.6 (6-C), 160.3 (7-C),
101.9 (8-C), 154.5 (9-C), 113.9 (10-C), 66.0 (OCH2), 166.1 (–NH–CO–CH2), 162.3 (>N–CO), 123.4
(>C= thiazolidine ring), 190.3 (C=S), 134.8 (=CH–),147.8 (Carom–NO2), 131.7, 125.7, 129.6, 132.3 and 128.3
(Cbenzene ring); HR-ESI-MS: 498.04295 (M+H), calcd. for (C22H15N3O7S2): 497.0351. Molecules 2014, 19 2-(4-Methyl-2-oxo-2H-chromen-7-yloxy)-N-(5-(4-nitrobenzylidene)-4-oxo-2-thioxothiazolidin-3-yl)
acetamide (5h): Yellow powder; yield: 60%; mp: 273–274 °C; IR (ν, cm−1): 3235, 3084, 2940, 1736,
1697, 1609, 1526, 1474, 1442, 1387, 1346, 1269, 1238, 1200; 1H-NMR (δ, ppm): 6.30 (1H, s, 3-H),
2.41 (3H, s, CH3), 7.73 (1H, d, 3J = 9.0, 5-H), 7.07 (1H, dd, 3J = 9.0, 4J= 2.5, 6-H), 7.04 (1H, d,
4J = 2.5, 8-H), 5.04 (2H, OCH2), 11.7 (1H, s, NH), 8.08 (1H, s, =CH–), 8.36 (2H, d, 3J = 8.5) and 7.95
(2H, d, 3J = 8.5) (Hbenzene ring); 13C-NMR (δ, ppm): 160.0 (O–C=O), 111.6 (3-C), 153.3 (4-C), 18.1
(CH3), 126.5 (5-C), 112.6 (6-C), 160.3 (7-C), 101.8 (8-C), 154.5 (9-C), 113.9 (10-C), 66.0 (OCH2),
166.1 (–NH–CO–CH2), 162.9 (>N–CO), 123.4 (>C= thiazolidine ring), 189.6 (C=S), 132.2 (=CH–), 147.9
(Carom–NO2), 138.7, 124.4 and 131.7 (Cbenzene ring); HR-ESI-MS: 520.0239 (M+Na), calcd. for
(C22H15N3O7S2): 497.0351. 3.2.2. Synthesis of 2-(4-Methyl-2-oxo-2H-chromen-7-yloxy)-N-(4-oxo-2-thioxothiazo-lidin-3-yl)aceta-
mide (4) N-(5-Benzylidene-4-oxo-2-thioxothiazolidin-3-yl)-2-(4-methyl-2-oxo-2H-chromen-7-yloxy)acetamide (5d):
Yellow powder; yield: 54.0%; mp: 249–250 °C; IR (ν, cm−1): 3376, 3080, 1740, 1719, 1622, 1564,
1479, 1427, 1370, 1296, 1256, 1220; 1H-NMR (δ, ppm): 2.41 (3H, s, CH3), 5.02 (2H, OCH2); 6.25
(1H, s, 3-H), 7.05 (1H, d, 4J = 2.5, 8-H), 7.08 (1H, dd, 3J = 8.5, 4J = 2.0, 6-H), 7.74 (1H, d, 3J = 8.5,
5-H), 7.96 (1H, s, =CH-), 7.69 (2H, d, 3J =7.0) and 7.57 (3H, m) (Hbenzene ring); 13C-NMR (δ, ppm):
160.0 (O–C=O), 111.6 (3-C), 153.3 (4-C), 18.1 (CH3), 126.5 (5-C), 112.6 (6-C), δ 160.3 (7-C), 101.9
(8-C), 154.5 (9-C), 113.9 (10-C), 66.1 (OCH2), 166.1 (–NH–CO–CH2), 163.1 (>N–CO), 119.8
(>C= thiazolidine ring), 190.1 (C=S), 135.1 (–CH=), 132.7, 130.9, 131.4 and 129.6 (Cbenzene ring); HR-ESI-MS:
453.0478 (M+H), calcd. for (C22H16N2O5S2): 452.0501. N-(5-(4-Bromobenzylidene)-4-oxo-2-thioxothiazolidin-3-yl)-2-(4-methyl-2-oxo-2H-chromen-7-yloxy)
acetamide (5e): Yellow powder; yield: 73.0%; mp: 279–280 °C; IR (ν, cm−1): 3214, 3100, 1736, 1697,
1618, 1605, 1578, 1487, 1440, 1387, 1269, 1258, 1240; 1H-NMR (δ, ppm): 2.41 (3H, s, CH3), 5.02
(2H, OCH2); 6.30 (1H, s, 3-H), 7.04 (1H, d, 4J = 2.5, 8-H), 7.06 (1H, dd, 3J = 8.5, 4J = 2.5, 6-H), 7.74
(1H, d, 3J = 8.5, 5-H), 7.97 (1H, s, =CH–), 7.76 (2H, d, 3J = 9.0) and 7.62 (2H, d, 3J = 9.0) (Hbenzene ring);
13C-NMR (δ, ppm): 160.0 (O–C=O), 111.6 (3-C), 153.3 (4-C), 18.1 (CH3), 126.5 (5-C), 112.6 (6-C),
160.3 (7-C), 101.8 (8-C), 154.5 (9-C), 113.9 (10-C), 66.1 (OCH2), 166.1 (–NH–CO–CH2), 163.0 (>N–CO), 13583 3.4. Minimum Inhibitory Concentration (MIC) Determination The amount of growth in the wells containing test samples was compared with the amount of growth
in the control wells when determining the growth end points. When a single skipped well occurred, the
highest MIC was read. Each experiment was performed in triplicate. Streptomycin and tetracyclin were
used as positive controls for Gram-positive bacteria and Gram-negative bacteria, respectively. 3.3. Determination of the in Vitro Antimicrobial Activity The compounds 5a–h at concentrations of 0.1% and 0.2% were examined for antimicrobial activity
against Escherichia coli (ATCC 25922), Pseudomonas aeruginosa (ATCC 25923) (Gram-negative
bacteria), Bacillus subtilis (ATCC 11774) and Staphylococcus aureus (ATCC 11632) (Gram-positive
bacteria) according to the reported method with minor modifications [18]. A mixture of meat extract 13584 Molecules 2014, 19 (5.0 g), peptone (5.0 g), NaCl (5.0 g), agar (20.0 g) and distilled water (1000 mL) was stirred to
dissolve the ingredients and then sterilized in an autoclave to give the MPA environment for growing
the bacteria. The mixture was poured to Petri dishes. The Petri dishes then were put in a sterile cabinet
for 24 h. After infusion of the particular bacteria into the MPA environment in the Petri dishes, a hole
was drilled in the center of the dish. DMSO solution (0.1 mL) of the particular chemical at a
concentration of 0.1% or 0.2% was dripped into the hole. The samples were placed in a refrigerator for
4–8 h, and then incubated at room temperature for 24 h. The inhibiting zone was measured by the (D − d)
value expressed in millimeters (mm), where D was the diameter of inhibited zone and d was the diameter
of the hole. The evaluation was based on the following criteria: D − d ≥ 25 mm: very strong antibacterial
activity; D − d ≥ 20 mm: strong antibacterial activity; D − d ≥ 15 mm: medium antibacterial activity;
D − d ≤ 15 mm: weak antibacterial activity. Each experiment was performed in triplicate. Author Contributions Nguyen Tien Cong, Huynh Thi Nhan, and Luong Van Hung performed the research and recorded
the spectra. Tran Dinh Thang and Ping-Chung Kuo designed research and wrote the paper. All authors
read and approved the final manuscript. 4. Conclusions Eight new 5-arylidene-3-(4-methylcoumarin-7-yloxyacetylamino)-2-thioxo-1,3-thiozolidin-4-one analogs
5a–h were successfully synthesized. The structures of these compounds were determined by IR, 1H-NMR,
13C-NMR and HR-ESI-MS spectral data. Most of the compounds 5a–h exhibited significant activity
against Bacillus subtilis and Staphylococcus aureus, Escherichia coli and Pseudomonas aeruginosa at
a concentration of 0.2%. Further structural modification could be performed to improve the bioactivity
and may prove useful in developing new therapeutic anti-microbial agents. Acknowledgments The authors are thankful to the MOST, Vietnam (15/2012/HĐ-NĐT) for the financial support of the
present research. This work was also supported in part by the MOST, Taiwan, ROC. References 1. Abuladze, T.; Li, M.; Menetrez, M.Y.; Dean, T.; Senecal, A.; Sulakvelidze, A. Bacteriophages
reduce experimental contamination of hard surfaces, tomato, spinach, broccoli, and ground beef
by Escherichia coli O157:H7. Appl. Environ. Microbiol. 2008, 74, 6230‒6238. 2. Allende, A.; Martínez, B.; Selma, V.; Gil, M.I.; Suárez, J.E.; Rodríguez, A. Growth and
bacteriocin production by lactic acid bacteria in vegetable broth and their effectiveness at reducing
Listeria monocytogenes in vitro and in fresh-cut lettuce. Food Microbiol. 2007, 24, 759‒766. 2. Allende, A.; Martínez, B.; Selma, V.; Gil, M.I.; Suárez, J.E.; Rodríguez, A. Growth and
bacteriocin production by lactic acid bacteria in vegetable broth and their effectiveness at reducing
Listeria monocytogenes in vitro and in fresh-cut lettuce. Food Microbiol. 2007, 24, 759‒766. 3. Brown, A.L.; Brooks, J.C.; Karunasena, E.; Echeverry, A.; Laury, A.; Brashears, M.M. Inhibition
of Escherichia coli O157:H7 and Clostridium sporogenes in spinach packaged in modified
atmospheres after treatment combined with chlorine and lactic acid bacteria. J. Food Sci. 2011,
76, M427‒M432. 4. Leverentz, B.; Conway, W.S.; Janisiewicz, W.; Abadias, M.; Kurtzman, C.P.; Camp, M.J. Biocontrol of the food-borne pathogens Listeria monocytogenes and Salmonella enterica
serovar Poona on fresh-cut apples with naturally occurring bacterial and yeast antagonists. Appl. Environ. Microbiol. 2006, 72, 1135‒1140. 5. Cacic, M.; Molnar, M.; Balic, T.; Draca, N.; Rajkovic, V. Design and synthesis of some
thiazolidin-4-ones based on (7-hydroxy-2-oxo-2H-chromen-4-yl) acetic acid. Molecules 2009, 14,
2501‒2513. 6. Kumar, S.; Chandna, M.; Gupta, M. Synthesis and antimicrobial activity of schiff bases and
azetidinones of 7-hydroxy-4-methyl-chromen-2-one. J. Pharm. Res. 2010, 3, 3010‒3012. 7. Hamdi, N.; Al-Ayed, A.S.; Said, R.B.; Fabienne, A. Synthesis and characterization of new
thiazolidinones containing coumarin moieties and their antibacterial and antioxidant activities. Molecules 2012, 17, 9321‒9334. 8. Kokil, G.R.; Rewatkar, P.V.; Gosain, S.; Aggarwal, S.; Verma, A.; Kalrac, A.; Thareja, S. Synthesis and in vitro evaluation of novel 1, 2, 4-triazole derivatives as antifungal agents. Lett. Drug Des. Discov. 2010, 7, 46‒49. 9. Šarkanj, B.; Molnar, M.; Cacic, M.; Gille, L. 4-Methyl-7-hydroxycoumarin antifungal and
antioxidant activity enhancement by substitution with thiosemicarbazide and thiazolidinone moieties. Food Chem. 2013, 139, 488‒495. 10. Ilango, K.; Biju, C.R. In silico docking investigation, synthesis and cytotoxic studies of coumarin
substituted 1,3,4-oxadiazole derivatives. J. Pharm. Res. 2012, 5, 1514‒1517. 11. Abdelhafez, O.M.; Amin, K.M.; Ali, H.I.; Abdalla, M.M.; Batran, R.Z. Synthesis of new
7-oxycoumarin derivatives as potent and selective monoamine oxidase inhibitors. J. Med. Chem. 2012, 55, 10424‒10436. 12. Conflicts of Interest The authors declare no conflict of interest. Molecules 2014, 19 13585 References Roman, O.; Lesyk, R. Synthesis and anticancer activity in vitro of some 2-thioxo-4-thiazolidone
derivatives. Farmacia 2007, 55, 640‒648. 13. Mosula, L.; Zimenkovsky, B.; Havrylyuk, D.; Missir, A.; Chiriţă, I.C.; Lesyk, R. Synthesis and
antitumor activity of novel 2-thioxo-4-thiazolidinones with benzothiazole moieties. Farmacia
2009, 57, 321‒330. Molecules 2014, 19 13586 14. Coulibaly, W.K.; Paquin, L.; Bénié, A.; Bekro, Y.; Durieux, E.; Meijer, L.; Guével, R.L.; Corlu, A.;
Bazureau, J. Synthesis of new N,N'-bis(5-arylidene-4-oxo-4,5-dihydrothiazolin-2-yl)piper-azine
derivatives under microwave irradiation and preliminary biological evaluation. Sci. Pharm. 2012,
80, 825‒836. 15. Talele, T.T.; Arora, P.; Kulkarni, S.S.; Patel, M.R.; Singh, S.; Chudayeu, M.; Kaushik-Basu, N. Structure-based virtual screening, synthesis and SAR of novel inhibitors of hepatitis C virus
NS5B polymerase. Bioorg. Med. Chem. 2010, 18, 4630‒4638. 16. Ramkumar, K.; Yarovenko, V.N.; Nikitina, A.S.; Zavarzin, I.V.; Krayushkin, M.M.; Kovalenko, L.V.;
Esqueda, A.; Odde, S.; Neamati, N. Design, synthesis and structure-activity studies of rhodanine
derivatives as HIV-1 integrase inhibitors. Molecules 2010, 15, 3958‒3992. 17. Nguyen, T.C.; Nguyen, T.T.D.; Vo, T.H.L.; Đo, H.Đ. Synthesis of 7-hydroxy-4-methylcoumarin
and its derivatives. Viet. J. Chem. 2009, 47, 84‒88. 18. Egorov, N.S. Antibiotics—A Scientific Approach; Mir Publishers: Moscow, Russia, 1985; pp. 76‒340. 18. Egorov, N.S. Antibiotics—A Scientific Approach; Mir Publishers: Moscow, Russia, 1985; pp. 76‒340. 19. McKane, L.; Kandel, J. Microbiology: Essentials and Applications, 2nd ed.; McGraw-Hill: 18. Egorov, N.S. Antibiotics—A Scientific Approach; Mir Publishers: Moscow, Russia, 1985; pp. 76‒340. 19. McKane, L.; Kandel, J. Microbiology: Essentials and Applications, 2nd ed.; McGraw-Hill:
New York NY USA 1996; pp 375 406 18. Egorov, N.S. Antibiotics
A Scientific Approach; Mir Publishers: Moscow, Russia, 1985; pp. 76 340. 19. McKane, L.; Kandel, J. Microbiology: Essentials and Applications, 2nd ed.; McGraw-Hill:
New York, NY, USA, 1996; pp. 375–406. 19. McKane, L.; Kandel, J. Microbiology: Essentials and Applications, 2nd ed.; McGraw-Hill:
New York, NY, USA, 1996; pp. 375–406. e Availability: Samples of the compounds 1–4 and 5a–h are available from the authors. Sample Availability: Samples of the compounds 1–4 and 5a–h are available from the authors. Sample Availability: Samples of the compounds 1–4 and 5a–h are available from the authors. © 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/). © 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/).
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Normalization of the right heart and the preoperative factors that influence the emergence PAH after surgical closure of atrial septal defect
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Journal of cardiothoracic surgery
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cc-by
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(2020) 15:105 (2020) 15:105 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105
https://doi.org/10.1186/s13019-020-01148-5 Supomo et al. Journal of Cardiothoracic Surgery
https://doi.org/10.1186/s13019-020-01148-5 Normalization of the right heart and the
preoperative factors that influence the
emergence PAH after surgical closure of
atrial septal defect Normalization of the right heart and the
preoperative factors that influence the
emergence PAH after surgical closure of
atrial septal defect Supomo Supomo1*
, Agung Widhinugroho2 and Aditya Agam Nugraha3 Supomo Supomo1*
, Agung Widhinugroho2 and Aditya Agam Nugraha3 © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Abstract Background: Surgical closure of atrial septal defect (ASD) is contraindicated in the condition with severe
pulmonary arterial hypertension (PAH), whereas ASD closure in an effective intervention to normalize the structure
and function of the right heart after previously experiencing volume overload due to shunting from the defect. This
study aimed to evaluate normalization of the right heart and emergence of PAH after surgical closure of ASD. Methods: This retrospective study was carried out in 45 patients over 18 years who had undergone surgical closure
of ASD. The study has the aim to evaluate the morphological and functional parameters before and after the
surgical approach and the preoperative factors that influenced the development of pulmonary arterial hypertension
(PAP) after the ASD closure. Results: The majority of subjects were female (73.3%) although there were no significant differences between
males and females from the various parameters. The average of mPAP in the group that experienced PAH was
higher than non-PAH group after ASD closure (p = 0.019, 31.23 ± 12.70 mmHg vs 24.07 ± 13.08 mmHg). Significant
differences were found in the Right Atrium (RA) dimension, Right Ventricle (RV) dimension, Tricuspid Regurgitation
Velocity (TRV) and Tricuspid Annular Plane Systolic Excursion (TAPSE) between before and at 6 months after ASD
closure (p = 0.000, p = 0.000, p = 0.000, p = 000, respectively). The sensitivity of the predictive model to estimate PAH
at 6 months after surgical closure of ASD was 58%, with a specificity of 62.5%. Conclusion: Structural and functional normalization of the right heart occurs at 6 months after surgical closure of
ASD with the decrease of RA and RV dimensions and improvement from tricuspid regurgitation. Emergence of PAH
after ASD closure was influenced by higher mPAP before surgical approach. Keywords: Atrial Septal defect, ASD, Surgical closure, ASD closure, Normalization * Correspondence: supomo.tkv@mail.ugm.ac.id * Correspondence: supomo.tkv@mail.ugm.ac.id
1Department of Surgery, Thoracic, Cardiac and Vascular Surgery, Faculty of
Medicine, Public Health and Nursing, Universitas Gadjah Mada, Kesehatan
Street No. 1, Yogyakarta 55281, Indonesia
Full list of author information is available at the end of the article Background prediction was mPAP obtained using predictive models to
estimate mPAP after ASD closure by Supomo [7], and
mPAP prediction = (0.24 x age) + (0.06 x mPAP before sur-
gery) + (0.17 x RA dimension) + (0.47 x RV dimension) –
13.79. Pulmonary arterial hypertension (PAH) was defined
as mean arterial pressure (mPAP) above 25 mmHg [2]. Atrial Septal Defect (ASD) can go undiagnosed until
adulthood [1, 2], and is one of the most common con-
genital heart diseases in adults [3]. Defect of the atrium
often leads to volume overload in the right heart coupled
with the potential risk of right heart failure, pulmonary
arterial hypertension (PAH) and atrial arrhythmia [1, 4].. ASD closure is the current best treatment for ASD pa-
tients with stable hemodynamics [1]. ASD closure is
usually done at infancy while still asymptomatic to pre-
vent complications from shunt flow [3–5]. Early surgical
closure of ASD has a good long-term outcome [2]. The Medical and Health Research Ethics Committee
(MHREC) of the Faculty of Medicine, Public Health and
Nursing, Universitas Gadjah Mada / Dr. Sardjito General
Hospital, Yogyakarta, Indonesia (KE/1240/10/2019) ap-
proved this study. Informed consent was obtained from
each patient before surgical closure of ASD. p
g
Statistical analysis on all data was performed using
SPSS version 23 (IBM Corp., Chicago). Continuous vari-
ables were in the form of mean ± standard deviation,
while continuous variables with non-parametric data
were presented in the median. Characteristic data between
males and females were compared using student’s t-test to
determine any significant difference between the variables
as shown in Table 1, whereas non-parametric variables
used the Mann-Whitney test. Evaluation of the independ-
ent variables that affect the development of PAH was done
by comparing the preoperative condition of the PAH and
non-PAH group before and at 6 months after ASD closure
used the Mann Whitney test as shown in Table 2. PAH at
6 months after ASD closure was classified as mPAP > 25
mmHg based on the TTE examination at 6 months after
surgical approach. The analysis results were considered to
be significantly different if p < 0.05. Comparison of pre-
operative and 6 months postoperative data was performed
using paired student’s t-test and for non-parametric data
using the Wilcoxon test (Table 3). Background Predicted mPAP using
Supomo [7] predictive model was compared with postop-
erative mPAP from TTE using unpaired student’s t-test, Pulmonary arterial (PA) pressure improvement can
occur after ASD closure [6]. However, severe PAH can
worsen the condition of the patients undergoing ASD
closure because it requires partial shunting for blood flow
to reduce right heart pressure [3]. Accordingly, severe
PAH is contraindicated for surgical closure of ASD be-
cause of the risk of persistent PAH after ASD closure [7]. ASD is often followed by right heart enlargement due
to volume overload [8]. Evidence of right heart enlarge-
ment from Transthoracic Echocardiography (TTE) can
be used as an indication of ASD closure [4, 9]. Volume
overload of the right atrium (RA) and right ventricle
(RV) is known to be a consequence of the condition of
untreated ASD, and the presence of persistent shunting
can have an effect on the appearance of cardiac arryth-
mias [10]. This study aimed to evaluate the normalization of the
right heart and preoperative factors that influence the
development of PAH after ASD closure. © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 Page 2 of 6 Page 2 of 6 Page 2 of 6 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 Methods This retrospective study was carried out in 45 patients
over 18 years who had undergone surgical closure of
ASD. The study has the aim to evaluate the morpho-
logical and functional parameters before and after the
surgical approach and the preoperative factors that influ-
enced the development of pulmonary arterial hyperten-
sion (PAP) after the ASD closure. Preoperative factors
seen from the morphology and functional parameters
before ASD closure by TTE examination were compared
between PAH and non-PAH group at 6 months after
ASD closure. Table 1 Characteristics of data between male and female
before surgery (N = 45 subjects)
Variables
Male (n = 12)
Female (n = 33)
p
Age (years)
33.45 ± 9.89
34.68 ± 9.90
0.753
BMI (kg/m2)
18.09 ± 2.98
19.60 ± 4.21
0.239
LA Dimension (mm)
35.81 ± 7.93
33.03 ± 7.58
0.425
RA Dimension (mm)*
47 (43–64)
47 (41–65)
0.198
RV Dimension (mm)
48.81 ± 9.43
43.50 ± 7.24
0.062
EF (%)
68.36 ± 8.27
69.24 ± 7.64
0.326
mPAP (mmHg)
28.76 ± 16.98
28.62 ± 11.66
0.985
RA Pressure (mmHg)*
8 (3–15)
8 (3–15)
0.809
TRV (m/s)
2.91 ± 0.89
3.07 ± 0.94
0.598
TAPSE (mm)
25.72 ± 6.46
27.71 ± 5.14
0.144
PAH
7 (58.3)
23 (69.7)
0.496
*=non parametric; BMI = Body Mass Index; mPAP = Mean Pulmonary Arterial
Pressure; EF = Ejection Fraction; RA = Right Atrium; RV = Right Ventricle; TRV =
Tricuspid Regurgitation Velocity; TAPSE = Tricuspid Annular Plane Systolic
Excursion; LA = Left Atrium; PAH = Pulmonary Arterial Hypertension Table 1 Characteristics of data between male and female
before surgery (N = 45 subjects) Data retrospectively taken from the Medical Record
Installation of Dr. Sardjito General Hospital included:
age, sex, body mass index (BMI), mean pulmonary arter-
ial pressure (mPAP), left atrium (LA) dimension, diam-
eter of ASD, right atrium (RA) dimension, right ventricle
(RV) dimension, right atrium (RA) pressure, tricuspid re-
gurgitation velocity (TRV), tricuspid annular plain sys-
tolic excursion (TAPSE), and ejection fraction (EF) from
the results of TTE by cardiologists before surgery and 6
months after surgical closure of ASD. The mPAP Supomo et al. Methods Journal of Cardiothoracic Surgery (2020) 15:105 Page 3 of 6 Table 2 Comparison of preoperative factors in pulmonary arterial hypertension group and non-pulmonary arterial hypertension
group before and at 6 months after ASD closure
Preoperative factors
Before Surgery
p
6 Months After Surgical Closure
p
Pulmonary Hypertension (N = 30) Non-PAH (N = 15)
Pulmonary Hypertension (N = 29) Non-PAH (N = 16)
Age (years)
36.12 ± 11.11
31.14 ± 5.91
0.049
35.32 ± 10.37
32.57 ± 8.74
0.144
BMI (kg/m2)
19.67 ± 4.25
18.28 ± 3.20
0.194
19.27 ± 3.83
19.00 ± 4.23
0.621
EF (%)
68.95 ± 8.74
69.07 ± 5.78
0.804
69.19 ± 8.54
68.64 ± 6.29
0.946
TRV (m/s)*
3.28 (0.53–4.30)
2.74 (1.47–3.89)
0.057
3.27 (0.53–4.30)
3.00 (0.59–4.30)
0.551
TAPSE (mm)
27.36 ± 6.05
26.78 ± 4.64
0.682
27.40 ± 5.82
26.71 ± 5.15
0.994
RA Dimension (mm)
50.04 ± 6.49
47.35 ± 6.03
0.180
49.32 ± 6.73
48.64 ± 5.91
0.640
RV Dimension (mm)
45.80 ± 7.38
43.57 ± 9.52
0.109
45.44 ± 7.42
44.21 ± 9.58
0.379
mPAP (mmHg)
35.84 ± 10.40
15.84 ± 5.32
0.000** 31.23 ± 12.70
24.07 ± 13.08
0.019**
RA Pressure (mmHg)* 8 (3–15)
8 (3–8)
0.549
8 (3–15)
8 (3–8)
0.916
LA dimension (mm)
34.12 ± 9.19
33.28 ± 4.03
0.440
34.92 ± 8.37
31.85 ± 6.06
0.171
Size of ASD (mm)
26.52 ± 8.47
27.14 ± 10.48
0.941
28.88 ± 7.73
22.93 ± 10.38
0.050
* = non parametric; ** = Significant difference; BMI = Body Mass Index; mPAP = Mean Pulmonary Arterial Pressure; EF = Ejection Fraction; RA = Right Atrium; RV =
Right Ventricle; TRV = Tricuspid Regurgitation Velocity; TAPSE = Tricuspid Annular Plane Systolic Excursion; LA = Left Atrium; ASD = Atrial Septal Defect Table 2 Comparison of preoperative factors in pulmonary arterial hypertension group and non-pulmonary arterial hypertension
group before and at 6 months after ASD closure * = non parametric; ** = Significant difference; BMI = Body Mass Index; mPAP = Mean Pulmonary Arterial Pressure; EF = Ejection Fraction; RA = Right Atrium; RV =
Right Ventricle; TRV = Tricuspid Regurgitation Velocity; TAPSE = Tricuspid Annular Plane Systolic Excursion; LA = Left Atrium; ASD = Atrial Septal Defect cant difference; BMI = Body Mass Index; mPAP = Mean Pulmonary Arterial Pressure; EF = Ejection Fraction; RA = Right Atrium; RV =
d Regurgitation Velocity; TAPSE = Tricuspid Annular Plane Systolic Excursion; LA = Left Atrium; ASD = Atrial Septal Defect while calculating the sensitivity and specificity of formula
compared with the gold standard of mPAP from TTE. Methods (15.84 ± 5.32 mmHg) before ASD closure (p = 0.000),
while at 6 months after surgery, the preoperative mPAP
in PAH and non-PAH group were 31.23 ± 12.70 mmHg
and 24.07 ± 13.08 mmHg (p = 0.019), respectively. Higher
mPAP before ASD closure was found in PAH group at
6 months after ASD closure. Whereas BMI, EF, TRV,
RA dimension, LA dimension, RV dimension, RA pres-
sure and TAPSE did not show any significant differences
between PAH and non-PAH group before and at 6
months after ASD closure. * = Significant Difference; mPAP = Mean Pulmonary Arterial Pressure; EF = Ejection Fraction; RA = Right Atrium; RV = Right Ventricle; TRV
on Velocity; TAPSE = Tricuspid Annular Plane Systolic Excursion; LA = Left Atrium * = non parametric; ** = Significant Difference; mPAP = Mean Pulmonary Arterial Pressure; EF = Ejection Fraction; RA = Right Atrium;
Tricuspid Regurgitation Velocity; TAPSE = Tricuspid Annular Plane Systolic Excursion; LA = Left Atrium non parametric; ** = Significant Difference; mPAP = Mean Pulmonary Arterial Pressure; EF = Ejection Fraction; RA = Right Atrium; RV = R
uspid Regurgitation Velocity; TAPSE = Tricuspid Annular Plane Systolic Excursion; LA = Left Atrium Discussion The current gold standard to assess PA pressure to diag-
nose PAH is using the right heart catheterization (RHC),
but TTE is more often used to diagnose PAH because of
its availability [11]. This study used TTE as a tool to ac-
cess the condition of the heart in ASD patients before
surgery and at 6 months after surgical closure of ASD. PAH in congenital heart disease can occur due to pro-
gressive vascular remodelling [11]. Defect closure in
ASD is indicated in the left to right shunt with the evi-
dence of the right heart enlargement because of volume
overload [9, 12, 13]. The closure of ASD causes protec-
tion of the right heart from volume overload and can
also reduce the pulmonary arterial pressure [3]. In our
study, most of the patients had an enlarged right heart
as indicated by RA and RV dilatation from TTE examin-
ation. However, ASD closure is contraindicated in high
pulmonary vascular resistant (PVR) conditions or in pa-
tients with pulmonary arterial pressure more than two-
thirds of systemic arterial pressure [9, 12]. ASD closure is contraindicated in severe PAH, but
there is currently no PA pressure and pulmonary vascu-
lar resistance index (PVRI) level set as a limit for ASD
closure [7, 19]. Besides PAP, another parameter used is
evidence of shunt left to right, with pulmonary vascular
resistance (PVR) less than two-thirds of systemic vascu-
lar resistance (SVR) [19]. This study showed a slight de-
crease in pulmonary arterial pressure after ASD closure
but the decrease was not statistically significant. Persistent
elevated PAP can occur after ASD closure [16]. In ASD
patients with an increase in PAP and Qp but who have
normal PVR or only slightly increased, there is usually
only minimal change in pulmonary vascular, so it is good
to do surgical closure of ASD [20]. Conversely, complete
change in pulmonary vascular can happen in the condi-
tions with high increases in PAP and high PVR, so that
the surgical closure of ASD is contraindicated [20]. Surgical closure of ASD is an effective and safe method
to correct the defect, with RV volume overload character-
ized by RA and RV dilatation as the most common criteria
used as indication for ASD closure [13]. In our study,
there were significant differences in RA and RV diameters
before and at 6 months after surgical closure of ASD. Results The average preoperative mPAP was
higher in PAH (35.84 ± 10.40 mmHg) than non-PAH Table 3 Comparison of the variables before and after ASD closure
Variables
Before
After
p
95%CI
Mean Differences
RA Dimension (mm)
48.84 ± 6.23
36.96 ± 6.03
0.000**
9.77–13.99
11.87 ± 7.01
RV Dimension (mm)
44.89 ± 8.11
34.80 ± 5.50
0.000**
7.71–12.46
10.09 ± 7.91
LA Dimension (mm)
34.13 ± 7.26
32.75 ± 6.75
0.184
−0.677-3.43
1.37 ± 6.84
TRV (m/s)
2.95 ± 0.98
2.23 ± 0.60
0.000**
0.40–1.04
0.72 ± 0.89
TAPSE (mm)
27.13 ± 5.42
14.46 ± 4.39
0.000**
10.69–14.64
12.66 ± 6.57
mPAP (mmHg)*
31.52 (5.65–52.45)
27.20 (2.50–51.00)
0.101
RA Pressure (mmHg)*
8.00 (3.00–15.00)
3.00 (3.00–15.00)
0.403
EF (%) *
69.50 (49.00–85.00)
69.00 (56.00–79.00)
0.404
* = non parametric; ** = Significant Difference; mPAP = Mean Pulmonary Arterial Pressure; EF = Ejection Fraction; RA = Right Atrium; RV = Right Ventricle; TRV =
Tricuspid Regurgitation Velocity; TAPSE = Tricuspid Annular Plane Systolic Excursion; LA = Left Atrium Table 3 Comparison of the variables before and after ASD closure Page 4 of 6 Page 4 of 6 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 Comparison
between
estimated
mPAP
using
the
Supomo [7] predictive models and mPAP from TTE
examination did not show any significant difference (p =
0.105) and used a cut off of 25 mmHg in PA pressure to
categorize the patient’s condition as PAH. The diagnos-
tic test to assess PAH at 6 months after ASD closure
showed that the sensitivity of the Supomo [7] prediction
model was 56% with a specificity of 62.5%. ASD with an average reduction of 12.66 ± 6.57 mm. This
result is similar to the findings of Akula et al. [15] which
showed a decrease in TAPSE after ASD closure. This de-
crease in TAPSE indicates an improvement in the func-
tion of the right ventricle [15]. RV will accommodate
smaller volumes after ASD closure due to the decreased
dimension of RV, and this has an effect on improving
stroke volume from the RV to pulmonary artery [14, 15]. Results Tricuspid regurgitation (TR) often occurs in adult
ASD patients because of the shunt caused by ASD that
is a consequence of right ventricle volume overload [16,
17] Our study showed similar results that all adult ASD
patients experienced tricuspid regurgitation as seen from
the TTE examination. Improvement from regurgitation
state of tricuspid valve in long-term follow-up occurs
after the closure of ASD, because of reverse remodelling
that occurs after ASD closure [16–18]. The condition of
regurgitation of the heart valve that includes the tricus-
pid valve will increase cardiovascular morbidity, reduce
functional capacity, and increases the risk of heart failure
and even death [16]. Results The baseline characteristics of a total of 45 patients be-
fore ASD closure are shown in Table 1 by comparing
between males and females. No significant difference in
the patients’ condition before ASD closure was found
between males and females, while the majority of pa-
tients were female with as many as 73.3% of the total
subjects. Bivariate analyses of RA dimension, RV dimension, LA
dimension, RA pressure, TRV, TAPSE, EF and mPAP
before and at 6 months after ASD closure are shown in
Table 3. There were significant differences in RA dimen-
sion, RV dimension, TRV and TAPSE before and at 6
months after ASD closure (p = 0.000, p = 0.000, p =
0.000, p = 000, respectively). Meanwhile, other variables
such as LA dimension, RA pressure, mPAP and EF did
not show any significant difference between before and
at 6 months after ASD closure. The analyses of the preoperative parameters in PAH
and non-PAH group before and at 6 months after sur-
gery are shown in Table 2. There were 30 patients with
PAH before surgery, and 29 patients at 6 months after
surgery who experienced PAH. The average age of the
patients who experienced PAH before and at 6 months
after surgery were 36.12 ± 11.11 years and 35.32 ± 10.37
years, respectively. Authors’ contributions S (Supomo), AW (Agung Widhinugroho) and AAN (Aditya Agam Nugraha)
conceived the study. S and AW collected the data, and AW and AAN
analyzed the data. S, AW and AAN drafted the manuscript. All authors read
and approved the final manuscript. Availability of data and materials All data are included in the submission. The raw data are available from the
corresponding author on reasonable request. References
K
M 1. Komar M, Przewlocki T, Olszowska M, Sobien B, Podolec P. The benefit of
atrial septal defect closure in elderly patients. Clin Interv Aging. 2014;9:
1101–7. Abbreviations
l ASD: Atrial Septal Defect; PAH: Pulmonary Arterial Hypertension; mPAP: Mean
Pulmonary Arterial Pressure; TTE: Transthoracic Echocardiography; RA: Right
Atrium; RV: Right Ventricle; TRV: Tricuspid Regurgitation Velocity;
TAPSE: Tricuspid Annular Plane Systolic Excursion; EF: Ejection Fraction;
BMI: Body Mass Index; RHC: Right Heart Catheterization; PVR: Pulmonary
Vascular Resistance; PVRI: Pulmonary Vascular Resistance Index; SVR: Systemic
Vascular Resistance 8. Kumar P, Sarkar A, Kar SK. Assessment of ventricular function in patients of
atrial septal defect by strain imaging before and after correction. Ann Card
Anaesth. 2019;22(1):41–6. 10. Kucinska B, Werner B, Wróblewska-Kałużewska M. Assessment of right atrial
and right ventricular size in children after percutaneous closure of
secundum atrial septal defect with Amplatzer septal occluder. Arch Med Sci. 2010;6(4):567–72. Competing interests The authors have no conflict of interest. Conclusions 2. Humenberger M, Rosenhek R, Gabriel H, et al. Benefit of atrial septal defect
closure in adults: impact of age. Eur Heart J. 2010;32(5):553–60. 2. Humenberger M, Rosenhek R, Gabriel H, et al. Benefit of atrial septal defect
closure in adults: impact of age. Eur Heart J. 2010;32(5):553–60. 2. Humenberger M, Rosenhek R, Gabriel H, et al. Benefit of atrial septal defect
closure in adults: impact of age. Eur Heart J. 2010;32(5):553–60. 3. Arafa OS, Aboelazm TH, Mostafa SA, Elemam AM, Abdelhakim A. Transcatheter closure of atrial septal defect preserves right ventricular
function. EC Cardiology. 2015;2(1):71–85. Surgical closure of ASD is an intervention that can
normalize the anatomy and function of the right heart. Emergence of PAH after ASD closure was influenced by
higher mPAP before surgical approach. Improvements
to the atrial and ventricular dimensions occur at 6
months after ASD closure. Tricuspid regurgitation (TR),
which often occurs in ASD, has significantly improved
TR velocity at 6 months after ASD closure. Further study
with more accurate parameters is needed to confirm the
findings of our study. g
3. Arafa OS, Aboelazm TH, Mostafa SA, Elemam AM, Abdelhakim A. Transcatheter closure of atrial septal defect preserves right ventricular
function. EC Cardiology. 2015;2(1):71–85. 4. Kort HW, Balzer DT, Johnson MC. Resolution of right heart enlargement
after closure of secundum atrial septal defect with transcatheter technique. J Am Coll Cardiol. 2001;38(5):1528–32. 5. Castaldi B, Vida VL, Argiolas A, et al. Late electrical and mechanical
remodeling after atrial septal defect closure in children: surgical versus
percutaneous approach. Ann Thorac Surg. 2015;100(1):181–6. 5. Castaldi B, Vida VL, Argiolas A, et al. Late electrical and mechanical
remodeling after atrial septal defect closure in children: surgical versus
percutaneous approach. Ann Thorac Surg. 2015;100(1):181–6. 6. Balint OH, Samman A, Haberer K, et al. Outcomes in patients with
pulmonary hypertension undergoing percutaneous atrial septal defect
closure. Heart. 2008;94(9):1189–93. 5. Castaldi B, Vida VL, Argiolas A, et al. Late electrical and mechanical
remodeling after atrial septal defect closure in children: surgical versus
percutaneous approach. Ann Thorac Surg. 2015;100(1):181–6. 6. Balint OH, Samman A, Haberer K, et al. Outcomes in patients with
pulmonary hypertension undergoing percutaneous atrial septal defect
closure. Heart. 2008;94(9):1189–93. 7. Supomo S, Arjana AZ, Darmawan H. Predictive model for secundum atrial
septal defect closure with pulmonary artery hypertension in adult: when to
close. Heart Surg Forum. 2018;21(2):108–11. Discussion The right ventricle and atrial di-
mensions are related to the presence of PAH because in
the PAH, the right ventricular and atrial dilatation often
occur [2, 21]. Low sensitivity and specificity of the pre-
dictive model to predict PAH can be caused by PAH is a
complex process that is not only influenced by the pa-
rameters examined in the previous study. Besides being
influenced by the right heart dimensions, the emergence
of PAH in ASD also influenced by the size of defect, re-
spiratory disease, NYHA class III/IV, tricuspid regurgita-
tion and the presence of arrhythmias [2, 6, 21], where
these parameters have not been analyzed in previous
studies. Persistent PAH can occur because of persistent
elevated levels of PVR after ASD closure [2]. Although
there is a decrease in PA pressure postoperatively, it
rarely reaches normal values, especially in patients with
advanced PAH before ASD closure [2]. effect on vascular hypertrophy and vasoconstriction in
pulmonary arteries [21]. The right ventricle and atrial di-
mensions are related to the presence of PAH because in
the PAH, the right ventricular and atrial dilatation often
occur [2, 21]. Low sensitivity and specificity of the pre-
dictive model to predict PAH can be caused by PAH is a
complex process that is not only influenced by the pa-
rameters examined in the previous study. Besides being
influenced by the right heart dimensions, the emergence
of PAH in ASD also influenced by the size of defect, re-
spiratory disease, NYHA class III/IV, tricuspid regurgita-
tion and the presence of arrhythmias [2, 6, 21], where
these parameters have not been analyzed in previous
studies. Persistent PAH can occur because of persistent
elevated levels of PVR after ASD closure [2]. Although
there is a decrease in PA pressure postoperatively, it
rarely reaches normal values, especially in patients with
advanced PAH before ASD closure [2]. Consent for publication
Not applicable. One limitation of this study is that there was no
randomization of subjects, because all ASD patients from
2017 to 2019 who underwent surgical closure of ASD
were included in this study and the parameters used were
only from TTE examination. Besides that, we had not in-
cluded stratification of age, type and size of ASD, presence
or absence of congenital heart disorder concomitant and
the treatment that had been obtained in the analysis. Fur-
ther study can use parameters that are the current gold
standards such as using the right heart catheterization
(RHC) to evaluate pulmonary arterial pressure and also
need of complementary studies to evaluate the long-term
evolution of PAH after the ASD closure. Funding
Thi This research received no specific funding from any agencies in the public,
commercial, or not-for-profit sectors. Ethics approval and consent to participate The present study was approved by The Medical and Health Research Ethics
Committee (MHREC) of the Faculty of Medicine, Public Health and Nursing,
Universitas Gadjah Mada/Dr. Sardjito General Hospital (KE/1240/10/2019). Additionally, written informed consent was obtained from all the
participants. Discussion There was a decrease in diameter of about 10 mm in both
RA and RV diameters. Interventions in the form of closure
of the ASD, including both surgical and transcatheter,
have good efficacy in the normalization of the right heart
chamber [2–5, 14]. Previous studies showed that there
was a significant decrease in both horizontal and vertical
dimensions of the RA before and after ASD closure [2, 3,
15]. In addition to the normalization of the right heart
chamber, there is also a functional improvement of the
right heart that can be seen from the improvement of
TAPSE parameters in TTE after ASD closure, and this im-
provement can reduce pulmonary arterial pressure that
was elevated before the closure [3, 15]. In our study, the value of pulmonary artery pressure at
6 months after ASD closure was still above 25 mmHg. A
predictive model of mean pulmonary arterial pressure by
Supomo et al. [7] used several parameters from TTE
examination before and at 6 months after surgical clos-
ure was retested in this study and showed no significant
difference between mPAP from TTE and mPAP that
was estimated with the predictive model (p = 0.105). The
sensitivity of the diagnostic test for the development of
pulmonary arterial hypertension at 6 months after ASD
closure was 58% and the specificity was 62.5% by using a
cut-off of 25 mmHg to define the patient’s condition as
PAH [2]. Aging is a risk of PAH in ASD patients because
it is a reflection of the duration of the shunt flow due to
ASD [21]. The presence of shunt flow in ASD can cause
an increase in pulmonary flow and has a prolonged In our study, right heart function described by TAPSE
and TR velocity had significant differences between be-
fore and at 6 months after ASD closure. TAPSE is the
standard parameter for evaluating right ventricular func-
tion quantitatively [15]. In our study, we found a de-
crease in TAPSE at 6 months after surgical closure of Page 5 of 6 Page 5 of 6 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 effect on vascular hypertrophy and vasoconstriction in
pulmonary arteries [21]. 9.
Fraisse A, Latchman M, Sharma SR, et al. Atrial septal defect closure:
indications and contra-indications. J Thorac Dis. 2018;10(24):2874–81. 11.
Nashat H, Montanaro C, Li W, et al. Atrial septal defects and pulmonary
arterial hypertension. J Thorac Dis. 2018;10(24):2953–65. Author details
1
f 1Department of Surgery, Thoracic, Cardiac and Vascular Surgery, Faculty of
Medicine, Public Health and Nursing, Universitas Gadjah Mada, Kesehatan
Street No. 1, Yogyakarta 55281, Indonesia. 2Department of Surgery, General
Surgery, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah
Mada, Yogyakarta, Indonesia. 3Faculty of Medicine, Public Health and
Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia. Received: 15 January 2020 Accepted: 10 May 2020 Received: 15 January 2020 Accepted: 10 May 2020 Acknowledgements
l
f l We are also grateful to Mr. Erik from English Service Center, Universitas
Gadjah Mada and highly acknowledge his contribution for proofreading of
our manuscript. 11. Nashat H, Montanaro C, Li W, et al. Atrial septal defects and pulmonary
arterial hypertension. J Thorac Dis. 2018;10(24):2953–65. Page 6 of 6 Supomo et al. Journal of Cardiothoracic Surgery (2020) 15:105 12. Liava’a M, Kalfa D. Surgical closure of atrial septal defects. J Thorac Dis. 2018;
10(24):2931–9. 13. Rao PS, Harris AD. Recent advances in managing septal defects: atrial septal
defects. F1000Research. 2017; 6: 2042–50. 14. Balcı KG, Balcı MM. Aksoy MM, et al remodeling process in right and left
ventricle after percutaneous atrial septal defect closure in adult patients. Turk Kardiyol Dern Ars Arch Turk Society of Cardiology. 2015;43(3):250–8. 14. Balcı KG, Balcı MM. Aksoy MM, et al remodeling process in right and left
ventricle after percutaneous atrial septal defect closure in adult patients. Turk Kardiyol Dern Ars Arch Turk Society of Cardiology. 2015;43(3):250–8. 15. Akula VS, Durgaprasad R, Velam V, Kasala L, Rodda M, Erathi HV. Right
ventricle before and after atrial septal defect device closure. Echocardiography. 2016;33(9):1381–8. 15. Akula VS, Durgaprasad R, Velam V, Kasala L, Rodda M, Erathi HV. Right
ventricle before and after atrial septal defect device closure. Echocardiography. 2016;33(9):1381–8. 16. Takaya Y, Akagi T, Kijima Y, Nakagawa K, Ito H. Functional tricuspid
regurgitation after transcatheter closure of atrial septal defect in adult
patients: long-term follow-up. JACC Cardiovasc Interv. 2017;10(21):2211–8. 16. Takaya Y, Akagi T, Kijima Y, Nakagawa K, Ito H. Functional tricuspid
regurgitation after transcatheter closure of atrial septal defect in adult
patients: long-term follow-up. JACC Cardiovasc Interv. 2017;10(21):2211–8. 17. Giamberti A, Chessa M, Ballotta A, et al. Functional tricuspid valve
regurgitation in adults with congenital heart disease: an emerging problem. J Heart Valve Dis. 2011;20(5):565–70. 17. Giamberti A, Chessa M, Ballotta A, et al. Functional tricuspid valve
regurgitation in adults with congenital heart disease: an emerging problem. J Heart Valve Dis. 2011;20(5):565–70. 18. Chen L, Shen J, Shan X, Wang F, Kan T, et al. Improvement of tricuspid
regurgitation after transcatheter ASD closure in older patients. Herz. 2018;
43(6):529–34. 19. Jain S, Dalvi B. Atrial septal defect with pulmonary hypertension: when/how
can we consider closure? J Thorac Dis. 2018;10(24):2890–8. 19. Jain S, Dalvi B. Atrial septal defect with pulmonary hypertension: when/how
can we consider closure? J Thorac Dis. 2018;10(24):2890–8. 20. Acknowledgements
l
f l D'Alto M, Romeo E, Argiento P, et al. Hemodynamics of patients developing
pulmonary arterial hypertension after shunt closure. Int J Cardiol. 2013;
168(4):3797–801. 21. Yong G, Khairy P, De Guise P, et al. Pulmonary arterial hypertension in
patients with transcatheter closure of secundum atrial septal defects: a
longitudinal study. Circ Cardiovasc Interv. 2009;2(5):455–62. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations.
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https://www.pnnl.gov/main/publications/external/technical_reports/PNNL-21986.pdf
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Performance Assessment of Bi-Directional Knotless Tissue-Closure Devices in Juvenile Chinook Salmon Surgically Implanted with Acoustic Transmitters, 2009 - Final Report
| null | 2,012
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public-domain
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PNNL-21986 PNNL-21986 Performance Assessment of
Bi-Directional Knotless Tissue-
Closure Devices in Juvenile
Chinook Salmon Surgically
Implanted with Acoustic
Transmitters, 2009 Performance Assessment of
Bi-Directional Knotless Tissue-
Closure Devices in Juvenile
Chinook Salmon Surgically
Implanted with Acoustic
Transmitters, 2009 Final Report November 2012 November 2012 November 2012 PNNL-21986 Summary The purpose of this report is to assess the performance of bi-directional knotless tissue-closure
devices1 for use in tagging juvenile salmon. This study is part of an ongoing effort at Pacific Northwest
National Laboratory (PNNL) to reduce unwanted effects of tags and tagging procedures on the survival
and behavior of juvenile salmonids, by assessing and refining suturing techniques, suture materials, and
tag burdens. The objective of this study was to compare the performance of the knotless (barbed) suture, using
three different suture patterns (treatments: 6-point, Wide “N”, Wide “N” Knot), to the current method of
suturing (MonocrylTM monofilament, discontinuous sutures with a 2×2×2×2 knot) used in monitoring and
research programs with a novel antiseptic barrier on the wound (“Second Skin”). This experiment was
conducted at 12 and 17°C, which is similar to temperatures experienced in river. Seven questions were addressed in this experiment: Seven questions were addressed in this experiment: 1. Does one suture pattern and its associated needle type have a greater mortality rate as measured by
the number of fish deaths per treatment group? 2. Does one suture pattern and its associated needle type yield better (i.e. greater) acoustic transmitter
(AT) or passive integrated transponder (PIT) retention as measured by the number of dropped ATs or
PITs? 3. Does one suture pattern and its associated needle type have a greater potential for tag loss and
physiological stress as measured by incision gaping? 4. Is one suture pattern and associated needle type more functional than the others based on the number
of sutures that can be identified as functioning at Site 1, Site 2, and where it applies at Site 3? 5. Does one suture pattern and its associated needle type have a greater amount of tissue trauma as
measured by wound ulceration and redness? 6. Is there transmitter bulging vary with fish size or suture treatment? 7. Is fish size a confounding variable to any of the above measures? On October 14 and 15, 2009, juvenile subyearling Chinook salmon were implanted with Juvenile
Salmon Acoustic Telemetry System (JSATS) micro-ATs (each 12 mm long × 5 mm wide × 4 mm high,
0.43 g in air) and PITs. Incisions were closed with either a bi-directional knotless tissue-closure device or
MonocrylTM monofilament. The study was conducted at the PNNL Aquatics Research Laboratory. 1 MonodermTM, QuillTM, Angiotech Pharmaceuticals, Vancouver, BC. Performance Assessment of
Bi-Directional Knotless Tissue-Closure
Devices in Juvenile Chinook Salmon
Surgically Implanted with Acoustic
Transmitters, 2009 Final Report CM Woodley
KA Wagner
AJ Bryson Pacific Northwest National Laboratory
Marine Sciences Laboratory
Sequim, Washington 98382 Summary Test
fish were examined on post-surgical days 7, 14, 21, and 28 for survival, tag loss, functional suture,
incision openness, and redness and ulceration in the area of the incision. After external examination on
day 28, fish were euthanized and necropsied for internal assessment of suture and tag effects. The elevated ambient water temperature, 17°C, greatly affected all factors analyzed, thus likely
indicating multiplicative stress from the surgeries and the long-term holding. The categorical factors
examined significantly varied among suture pattern and treatment types and were expressed differently iii between the two temperature treatments. Overall, in 12°C the performance index indicated that the
Second Skin overall performed better than the other treatments, although not consistently superior across
the examined factors. For the 17°C group, performance index indicated that the Wide “N” overall
performed better than the other treatments, although not consistently superior across the examined
factors. Both the Second Skin and Wide “N” treatments had more tags dropped than with the 6-Point
treatment. For purposes of biotelemetry, in 17°C, the Second Skin treatment had the greatest gaping
(days 21 and 28) and tag loss (overall), which may be of a concern when tracking juvenile Chinook in
warmer water. We attribute this to the ability of the knotless (barbed) suture to maintain closure in the
middle of the incision even when overall the ends of the suture were not functional. The simple
interrupted suture pattern overlaid with the antiseptic does not provide structure or reliance to the middle
of the incision, but rather to 1/3 and 2/3 across the incision. Conversely, the knotless (barbed) suture
provided more structure initially across the whole incision as expected. However, as the suture became
less functional, specifically the ends began to slide out of place; the middle section of the incision still
remained closed with the device in place. Ultimately, the question remains whether bi-directional knotless tissue-closure devices are as
effective as or more effective than traditional sutures for incision closure in juvenile Chinook salmon. Based on the suture retention and suture rigidity, bi-directional knotless sutures would likely be more
suitable for use with larger adult fish and/or fish with large scales. Several surgery factors should be
considered prior to use in field conditions. Tissue type or tissue consistency when exposed to thermal
stress and suture geometry can influence retention/loss of the bi-directional knotless tissue-closure device
(Ingle and King 2010; Jefferies et al. 2012). Summary When the sutures are embedded in tissue there are two
primary modes of failure—peeling or bending of the barb. Peeling occurs when the barb pulls away from
the suture; bending occurs when the barb pulls back without breaking off. Bent barbs remain intact
attached to the suture, but will eventually release from the surrounding tissue (Ingle and King 2010). A
more flexible suture, barb geometry, or even number of barbs per suture may be required for better
anchoring in juvenile Chinook salmon tissue. iv Acknowledgments This project was funded by the U.S. Army Corps of Engineers (USACE), Portland, Oregon. We
thank M. Brad Eppard, the USACE contracting officer’s representative, for his oversight and guidance;
and Richard S. Brown as the Project Investigator for the 2009 Tag Effects Study. We also thank the
following Pacific Northwest National Laboratory staff and interns for their assistance with this research:
Carmina Arimescu, Jim Boyd, Scott Carpenter, Thomas Carlson, Jessica Carter, Kathleen Carter, Kate
Deters, Marybeth Gay, Kasey Knox, Tyrell Monter, Eric Oldenburg, Jennifer Panther, Andy Solcz, and
Mark Weiland. Lastly, we would like to thank our thorough reviewer Amoret Bunn, editor Susan Ennor,
and document production specialist Kathy Neiderhiser for their excellent comments and detailed editing. Animal facilities were certified by the Association for Assessment and Accreditation of Laboratory
Animal Care; animals were handled in accordance with federal guidelines for the care and use of
laboratory animals, and protocols were approved by the Institutional Animal Care and Use Committee
(#2009-07), Battelle–Pacific Northwest Division. Trade names referenced do not imply endorsement by
the U.S. Government. v Acronyms and Abbreviations °C
degree(s) Celsius (or Centigrade)
AT
acoustic transmitter
ANOVA
analysis of variance
F
F-test statistic
FCRPS
Federal Columbia River Power System
FL
fork length
g
gram(s)
gal
gallon(s)
h
hour(s)
JDA
John Day Dam
JSATS
Juvenile Salmon Acoustic Telemetry System
L
liter(s)
g
gram(s)
m3
cubic meter(s)
mg
milligram(s)
mg/L
milligram(s) per liter
mm
millimeter(s)
mm2
square millimeter(s)
MS-222
tricaine methanesulfonate
N
replicates
NaHCO3
sodium bicarbonate
P
p-value; probability of test statistic
PIT
passive integrated transponder
rkm
river kilometer(s)
SD
standard deviation
SYC
subyearling Chinook salmon
WW
wet weight vii Contents Summary ............................................................................................................................................... iii
Acknowledgments ................................................................................................................................. v
Acronyms and Abbreviations ............................................................................................................... vii
1.0 Introduction .................................................................................................................................. 1.1
1.1 Background .......................................................................................................................... 1.1
1.2 Purpose and Scope ............................................................................................................... 1.3
1.3 Report Contents and Organization ....................................................................................... 1.4
2.0 Methods and Materials ................................................................................................................. 2.1
2.1 Fish Acquisition and Fish Maintenance ............................................................................... 2.1
2.2 Suture Pattern Mechanics ..................................................................................................... 2.1
2.3 Surgical Procedures .............................................................................................................. 2.4
2.4 Response Examinations ........................................................................................................ 2.5
2.5 Statistical Analysis ............................................................................................................... 2.7
3.0 Results .......................................................................................................................................... 3.1
3.1 Fish Size ............................................................................................................................... 3.1
3.2 Mortalities ............................................................................................................................ 3.3
3.3 Tag Loss ............................................................................................................................... 3.3
3.4 Incision Openness ................................................................................................................ 3.4
3.5 Functional Suture ................................................................................................................. 3.7
3.6 Ulceration and Redness ........................................................................................................ 3.10
3.7 Transmitter Bulge ................................................................................................................. 3.16
3.8 Performance Index ............................................................................................................... 3.16
4.0 Discussion ..................................................................................................................................... 4.1
5.0 References .................................................................................................................................... 5.1 ix Figures 3.6
3.7
Total Incision Openness Plotted Against the Wet Weight of Individual Fish, Day 7 at
17°C ............................................................................................................................................ 3.7
3.8
Example of Ulceration and Redness Caused by Suture Tearing ................................................. 3.10
3.9
Total Ulceration by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C....................... 3.11
3.10 Total Ulceration by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C....................... 3.12
3.11 Total Redness by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C .......................... 3.14
3.12 Total Redness by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C .......................... 3.15
4.1
Photos Taken from Day 7 Response Examinations that Show Ulceration and Redness
Often Associated with the Barbed Suture Using the Wide “N” and 6-Point Suture
Patterns ........................................................................................................................................ 4.4
Tables
2.1
Suture Patterns and Replicates of SYC in Each Treatment ........................................................ 2.2
2.2
Sample Sizes for Each Treatment at 12°C by Sample Day......................................................... 2.6
2.3
Sample Sizes for Each Treatment at 17°C by Sample Day......................................................... 2.7
3.1
Mortality Frequency for Fish in Each Treatment Group ............................................................ 3.3
3.2
AT Retention for Each Treatment ............................................................................................... 3.3
3.3
Incision Openness on Days 7, 14, 21, and 28 by Suture Treatment Group and Holding
Temperature ................................................................................................................................ 3.5
3.4
Number of Functional Sutures by Entry/Exit Point for Each Treatment at 12°C ....................... 3.8
3.5
Number of Functional Sutures by Entry/Exit Point for Each Treatment at 17°C ....................... 3.9
3.6
Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 12°C ................. 3.11 Figures 1.1
Knotless Suture Geometry .......................................................................................................... 1.3
2.1
Schematic of the Four Suture Patterns ........................................................................................ 2.3
2.2
Day 0 Suture Patterns Demonstrating the Final Product of the 6-Point, Wide “N”, and
the Second Skin ........................................................................................................................... 2.4
2.3
Wound Redness and Ulceration Differentiation ......................................................................... 2.6
3.1
Wet Weights by Fork Lengths of all Study Fish ......................................................................... 3.1
3.2
Wet Weights of Study Fish for Each Treatment at 12°C ............................................................ 3.2
3.3
Wet Weights of Study Fish for Each Treatment at 17°C ............................................................ 3.2
3.4
Total Incision Openness by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 12°C ................................................................................................................................ 3.5
3.5
Total Incision Openness Plotted Against the Wet Weight of Individual Fish, Day 7 at
12°C ............................................................................................................................................ 3.6
3.6
Total Incision Openness by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 17°C ................................................................................................................................ 3.6
3.7
Total Incision Openness Plotted Against the Wet Weight of Individual Fish, Day 7 at
17°C ............................................................................................................................................ 3.7
3.8
Example of Ulceration and Redness Caused by Suture Tearing ................................................. 3.10
3.9
Total Ulceration by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C....................... 3.11
3.10 Total Ulceration by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C....................... 3.12
3.11 Total Redness by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C .......................... 3.14
3.12 Total Redness by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C .......................... 3.15
4.1
Photos Taken from Day 7 Response Examinations that Show Ulceration and Redness
Often Associated with the Barbed Suture Using the Wide “N” and 6-Point Suture
Patterns ........................................................................................................................................ 4.4 2.1
Schematic of the Four Suture Patterns ........................................................................................ 2.3
2.2
Day 0 Suture Patterns Demonstrating the Final Product of the 6-Point, Wide “N”, and
the Second Skin ........................................................................................................................... 2.4
2.3
Wound Redness and Ulceration Differentiation ......................................................................... 2.6
3.1
Wet Weights by Fork Lengths of all Study Fish ......................................................................... 3.1
3.2
Wet Weights of Study Fish for Each Treatment at 12°C ............................................................ 3.2
3.3
Wet Weights of Study Fish for Each Treatment at 17°C ............................................................ 3.2
3.4
Total Incision Openness by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 12°C ................................................................................................................................ 3.5
3.5
Total Incision Openness Plotted Against the Wet Weight of Individual Fish, Day 7 at
12°C ............................................................................................................................................ 3.6
3.6
Total Incision Openness by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 17°C ................................................................................................................................ 1.0 Introduction Current acoustic telemetry studies require invasive surgical techniques for transmitter implantation. Ongoing efforts have focused on reducing this invasiveness to address telemetry and survival model
assumptions. Prior research has indicated that suture material and technique can be destructive to fish
tissue, externally and internally (Wagner et al. 2000; Deters et al. 2010). Recovery from surgery,
including an upregulated immune system response to tissue damage, may result in the “tagged” fish
(“tagged” herein referring to a fish that underwent surgical intracoelomic implantation) not being
equivalent to or representative of the population of interest due to an altered physical and physiological
state of the tagged fish. Researchers at the Pacific Northwest National Laboratory (PNNL) have been
conducting research on suturing techniques, suture materials, and tag burdens in an effort to reduce the
unwanted effects of tags and tagging procedures (Deters et al. 2010; Panther et al. 2010; Carter et al. 2011; Cooke et al. 2011). In 2009, we began investigating the knotless (barbed) suture and suture patterns to determine if this
technique is a viable alternative to the current method (MonocrylTM monofilament, discontinuous sutures
with a 2×2×2×2 knot) used in river monitoring and research programs. On October 14 and 15, 2009,
juvenile subyearling Chinook salmon (Oncorhynchus tshawytscha; SYC) were implanted with Juvenile
Salmon Acoustic Telemetry System (JSATS) micro-acoustic transmitters (ATs; each 12 mm long × 5 mm
wide × 4 mm high, 0.43 g in air), and passive integrated transponders (PITs). A bi-directional knotless
tissue-closure device (MonodermTM, QuillTM, Angiotech Pharmaceuticals, Vancouver, BC) was used to
close the incision. In this study, the effects of three suture patterns using the barbed suture material were
examined over 28 days and compared to the currently accepted method of wound closure with a “Second
Skin” (CavilonTM, No-Sting BarrierTM, 3M, St. Paul, MN) applied over the wound. The study was
conducted at PNNL’s Aquatics Research Laboratory in Richland, Washington. Test fish were examined
for suture and tag effects on post-surgical days 7, 14, 21, and 28. Fish were also examined for internal
assessment of suture and tag effects on Day 28. Tables 2.1
Suture Patterns and Replicates of SYC in Each Treatment ........................................................ 2.2
2.2
Sample Sizes for Each Treatment at 12°C by Sample Day......................................................... 2.6
2.3
Sample Sizes for Each Treatment at 17°C by Sample Day......................................................... 2.7
3.1
Mortality Frequency for Fish in Each Treatment Group ............................................................ 3.3
3.2
AT Retention for Each Treatment ............................................................................................... 3.3
3.3
Incision Openness on Days 7, 14, 21, and 28 by Suture Treatment Group and Holding
Temperature ................................................................................................................................ 3.5
3.4
Number of Functional Sutures by Entry/Exit Point for Each Treatment at 12°C ....................... 3.8
3.5
Number of Functional Sutures by Entry/Exit Point for Each Treatment at 17°C ....................... 3.9
3.6
Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 12°C ................. 3.11 x 3.7
Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 17°C ................. 3.12
3.8
Frequency and Mean Area of Redness for Each Treatment at 12°C .......................................... 3.13
3.9
Frequency and Mean Area of Redness for Each Treatment at 17°C .......................................... 3.14
3.10 Performance Index Based on Rank of Each Measured Treatment Observation at 12°C ............ 3.17
3.11 Performance Index Based on Rank of Each Measured Treatment Observation at 17°C ............ 3.18 xi 1.1 Background Telemetry applications for fish range from monitoring fine spatial movements and habitat preferences
to monitoring large-scale migratory patterns and passage survival (Skalski 1998; Scruton et al. 2007). In
the Columbia and Snake rivers, scientists have identified acoustic telemetry as an essential technology for
observing behavior and estimating survival of juvenile salmonids passing through the main-stem Federal
Columbia River Power System (FCRPS) and associated side channels (Faber et al. 2001; McComas et al. 2005; Ploskey et al. 2008; Clemens et al. 2009). Hydroelectric dams provide various routes of passage
where mortality becomes pathway-specific depending on the physical properties of the technical
installation; i.e., route through turbines, spillways, bypass structures, etc. (Coutant and Whitney 2000;
Muir et al. 2001; Skalski et al. 2002; Weiland et al. 2009). In addition, impoundments and passage
facilities may delay juvenile salmonid outmigration, conceivably increasing exposure to predators and
contributing to disease. Because of the direct and indirect threats to salmonids caused by impoundments,
telemetry and survival models are used to monitor passage. Both telemetry and survival models, though,
assume tagged animals (whether external or internally implanted devices are used) to be representative of
the population under evaluation; and not to exhibit behavioral, physiological, or survival differences when
compared to the untagged populations. 1.1 Acoustic transmitters (ATs), when used in fish survival studies, are often surgically implanted into
the coelomic cavity of the fish. Surgical implantation is a well-established method for studying fish
movements and survival through structures, but this technique has disadvantages (Bridger and Booth
2003; Bauer and Loupal 2007; Chittenden et al. 2009; Frost et al. 2010; Gheorghiu et al. 2010). The tag
or the surgical procedure may potentially alter the behavior, growth or survival of the fish (LaCroix et al. 2004; Chittenden et al. 2009; Stephenson et al. 2010). In addition, transmitter loss (or shedding) can
occur due to foreign body rejection response (often referred to as “tag expulsion”), poor tissue apposition
causing the transmitter to exit the incision (Panther et al. 2010), or application of external mechanical
forces, such as pressure (Stephenson et al. 2010). If transmitters are expelled, a false mortality rate
occurs; or if the tagging process decreases fish fitness or contributes to mortality, fish are no longer
representative of the population under investigation. 1.1 Background Poor surgical procedures, including prolonged
exposure to anesthetic (Congleton 2006; Rombough 2007), “unsanitary” conditions1 (Harms 2005; Leaper
2010), poor surgical techniques resulting in tissue trauma or incision gaping (Fontenot and Neiffer 2004;
Harms 2005), or inefficient post-implantation recovery time (Harms 2005) can result in altered behavior,
growth, and/or survival. After insertion of a telemetry device (e.g., an AT) into the coelomic cavity of a fish, the incision must
be closed to prevent transmitter expulsion and pathogen entry, minimize changes in physiological state
caused by osmotic stress, and support tissue healing (Jepsen et al. 2002; Mulcahy 2003). Based on prior
research, synthetic monofilaments may elicit less tissue inflammation and promote more rapid incision
healing than silk sutures (Cooke et al. 2003; Jepson 2008; Deters et al. 2009). For example, rainbow trout
(O. mykiss) experienced less tissue inflammation from synthetic monofilament than from braided silk
sutures (Wagner et al. 2000). Similarly, Deters et al. (2010) found that wound inflammation and
ulceration were generally lower with synthetic monofilament compared to braided sutures in yearling
juvenile Chinook (held at water temperatures of 12 and 17°C). As a result of studies like these, the
Columbia Basin Surgical Protocol Steering Committee has recommended the use of absorbable synthetic
monofilament suture material tied in a simple interrupted suture pattern for closing surgical incisions in
fish (CBSPSC 2011). Wound closure in fish is a process involving several actions to produce a functional suture. A
functional suture is defined as a suture in the fish that is knotted, has appropriate tension across the
wound, and does not tear through the body wall of the fish (modified from Deters et al. 2009). Non-
functional sutures result in slow tissue healing, osmotic stress, tissue damage, or possible premature
mortality (Fontenot and Neiffer 2004; Harms 2005; Greenburg and Clark 2009). Ideally, the suture
material should be placed in the tissue so that the incision margins are and remain approximated, thereby
minimizing open spaces and aiding in healing (Lin et al. 1996; Wagner et al. 2000; Bridger and Booth
2003; Fontenot and Neiffer 2004). Excessive suture tension on tissue can cause ischemic areas that
reduce or slow revascularization; increase stretching, tearing, and necrosis; and ultimately slow healing. Improperly tied knots can become untied, thereby releasing wound margins, slowing healing, and
allowing transmitter loss. 1 Aseptic or sterile surgeries are not feasible because a fish’s mucous coat (barrier) is its first line of defense and
should not be compromised. Surgical scrubs and disinfectants used on terrestrial animals could harm or degrade the
mucous barrier and/or damage the skin and gills of fish. However, PNNL surgeries are conducted in a manner to be
as “aseptic as possible.” 1.1 Background A) Knotless suture region where barbs transition from one
direction to the other (accessed Angiotech March 15, 2011;
http://www.angioedupro.com/Quill/index.php?ID=Photos). B) Individual barbs compared to
the main suture shaft (photo credit and description Leung 2003). Figure 1.1. Knotless Suture Geometry. A) Knotless suture region where barbs transition from one
direction to the other (accessed Angiotech March 15, 2011;
http://www.angioedupro.com/Quill/index.php?ID=Photos). B) Individual barbs compared to
the main suture shaft (photo credit and description Leung 2003). 1.1 Background Large knots can be a point source for tissue irritation due to the concentrated
amount of foreign material making up the knot (van Rijssel et al. 1989). Functional sutures and practices 1 Aseptic or sterile surgeries are not feasible because a fish’s mucous coat (barrier) is its first line of defense and
should not be compromised. Surgical scrubs and disinfectants used on terrestrial animals could harm or degrade the
mucous barrier and/or damage the skin and gills of fish. However, PNNL surgeries are conducted in a manner to be
as “aseptic as possible.” 1.2 to reduce tissue damage are needed to ensure the retention of intracoelomic transmitters, and reduce any
behavioral or physiological differences between tagged fish and run-of-the-river populations. Currently, a novel bi-directional knotless tissue-closure device (MonodermTM, QuillTM, Angiotech
Pharmaceuticals, Vancouver, BC) has been shown to streamline wound closure and decrease healing
time. Knotless tissue-closure devices are easy to handle, reduce instrument handling and surgical time,
enable the use of continuous stitching rather than interrupted sutures and knots, and most importantly
provide uniformly distributed tension across the wound rather than at specific entry and exits points of the
suture coming through the tissue (Sadick et al. 1994; Shermak et al. 2009). Similar to synthetic
absorbable monofilament, MonodermTM is an absorbable monofilament (i.e., the copolymer material
degrades in vivo over time). Degradation occurs by hydrolysis of the ester links in the polymer backbone,
until dissolution and full absorption occurs (Angiotech 2011). QuillTM tissue-closure devices are based on
the reconstruction of a traditional suture material where the suture has tissue retainers (barbs) arranged
around the shaft that protrude at ~45° from the main suture shaft (Figure 1.1). Tissue retainers allow the
suture to be pulled through the tissue, and then anchor itself, much like a porcupine quill or stingray barb,
eliminating the need for a knot. Once anchored, the barbs distribute the suture tension across a larger area
minimizing ischemic pressure points. The knotless design eliminates the potential for unraveling, and
reduces the amount of foreign material against the tissue, which can cause irritation and allow fungal and
bacterial growth. Figure 1.1. Knotless Suture Geometry. A) Knotless suture region where barbs transition from one
direction to the other (accessed Angiotech March 15, 2011;
http://www.angioedupro.com/Quill/index.php?ID=Photos). B) Individual barbs compared to
the main suture shaft (photo credit and description Leung 2003). Figure 1.1. Knotless Suture Geometry. 1.2 Purpose and Scope The objective of the study reported herein was to assess the performance of the bi-directional knotless
tissue-closure device in relation to a currently accepted technique for wound closure in juvenile salmon. SYC were implanted with a JSATS AT and PIT, and the incisions were closed with separate treatments
consisting of four suture patterns; three patterns using the knotless suture material and one suture pattern
using MonocrylTM monofilament and covered with “Second Skin” (further described below). This study 1.3 was conducted at water temperatures of 12 and 17°C, which are similar to those experienced in river. The
wounds and suture performance were examined on 7, 14, 21, and 28 days post-surgery for suture loss,
incision openness, redness, and ulceration in the area of the incision. The fish were continuously
monitored for moribund behavior or mortalities and/or tag loss. On the 28th day post-implantation, fish
were euthanized and necropsied to confirm the presence of the AT, PIT, and sutures, and to quantify the
internal effects of tagging. Seven questions were addressed in this experiment: Seven questions were addressed in this experiment: 1. Does one suture pattern and its associated needle type have a greater mortality rate as measured by
the number of fish deaths per treatment group? 2. Does one suture pattern and its associated needle type yield higher AT or PIT retention as measured
by the number of dropped ATs or dropped PITs? 3. Does one suture pattern and its associated needle type have a greater potential for tag loss and
physiological stress as measured by incision gaping? 4. Is one suture pattern and associated needle type more functional than the others based on the number
of sutures that can be identified as functioning at Site 1, Site 2, and where it applies at Site 3? 5. Does one suture pattern and its associated needle type have a greater amount of tissue trauma as
measured by wound ulceration and redness? 6. Is there transmitter bulging vary with fish size or suture type? 7. Is fish size a confounding variable? 2.1 Fish Acquisition and Fish Maintenance Subyearling Chinook salmon (N = 583) raised at the Priest Rapids hatchery and transferred to PNNL
(Richland, WA) were used for this study. Fish were randomly sorted into one of two water temperature
treatments; 12 or 17°C and held on a 12-h light to 12-h dark photoperiod during the acclimation (a 3°C
change over 3 days) and experimental periods. Fish were housed in two 890-L circular fiberglass tanks
supplied with aerated well water during acclimation for temperature treatments. Fish were fed Biodiet
pellets (Bio-Oregon, Inc., Longview, WA) daily at a rate of 1.1% of their body weight. Food was
restricted 24 h prior to and 6 h after surgery or weekly exams. SYC were observed several times daily to determine if there were injuries, abnormal behavior, or
mortalities. Tanks were siphoned daily to remove fecal matter and debris and to recover any ATs or PITs
that may have been shed. Each tank outflow was fitted with a net bag to prevent shed tags from being
lost. All methods were approved by the Institutional Animal Care and Use Committee (IACUC
Protocol 2009-07). 2.0 Methods and Materials This study, conducted over 29 days in fall 2009, involved fish acquisition, surgical implantation of
ATs and PITs, examination of responses to implantation, and statistical analyses, as described below. 1.3 Report Contents and Organization The ensuing sections of this report describe the study methods and materials (Section 2.0), results
(Section 3.0), and discussion (Section 4.0). References for sources cited in the text are listed in
Section 5.0. 1.4 2.2 Suture Pattern Mechanics • Control. These fish underwent the same handling procedure as treatment fish but were not surgically
implanted. These fish were used to gauge mortality rates between treatment groups. • Control. These fish underwent the same handling procedure as treatment fish but were not surgically
implanted. These fish were used to gauge mortality rates between treatment groups. . Suture Patterns and Replicates of SYC in Each Treatment. All needles were 3/8 circle
diamond point with an 18-mm circumference. Table 2.1. Suture Patterns and Replicates of SYC in Each Treatment. All needles were 3/8 circle
diamond point with an 18-mm circumference. Table 2.1. Suture Patterns and Replicates of SYC in Each Treatment. All needles were 3/8 circle
diamond point with an 18-mm circumference. Temperature
Treatment
Knots Used
Number of Entry and Exit Points
Sample Size
12°C
6-Point
0
3
65
Wide “N”
0
2
67
Wide “N” Knot
1
2
66
Second Skin
2
2
66
Control
NA
NA
22
17°C
6-Point
0
3
69
Wide “N”
0
2
66
Wide “N” Knot
1
2
71
Second Skin
2
2
69
Control
NA
NA
22 Depending on the suture pattern, there are several entry and exit points. The 6-Point suture pattern
shown in Figure 2.1A has two points where the needle entered the skin (point E1, E2) and four points
where it exited the skin (points X1, X2, X3, X4). The first exit came from the needle that was passed into
the cavity via the incision, exiting at point X1 until the middle point of the barbed suture was halfway
through the exit point. Next, the surgeon used the internal portion of the suture to exit at point X2, cutting
the suture 3 mm from the exit point (i.e., leaving a 3-mm tail). The suture remaining outside of exit point
X1 extended across the wound and entered the tissue at entry point E1. The needle passed into the body
cavity at point E1 and extended across the wound exiting at point X3, before extending across the wound
and entering at point E2 and exiting at point X4. The excess suture at point X4 was cut leaving a 3-mm tail
(Figure 2.1A). The Wide “N” pattern (Figure 2.1B) has four entry and exit points with wider suture angles across the
wound than those of the 6-Point treatment. 2.2 Suture Pattern Mechanics On the day of surgery, fish were assigned randomly to one of five treatments. All surgical treatments
were performed using a 3/8 circle diamond point needle with 18-mm circumference. Treatment groups
were as follows (Table 2.1): • 6-Point Continuous Suture treatment (herein referred to as “6-Point”). This pattern had smaller
angles across the incision and more insertion points than other treatments. The first point of insertion
was in the middle of the incision, and involved pulling the suture through opposing sides and
ensuring the barbs were anchored in both directions. • 6-Point Continuous Suture treatment (herein referred to as “6-Point”). This pattern had smaller
angles across the incision and more insertion points than other treatments. The first point of insertion
was in the middle of the incision, and involved pulling the suture through opposing sides and
ensuring the barbs were anchored in both directions. • Wide “N” Continuous Suture treatment (herein referred to as Wide “N”). This pattern had wider
angles across the incision and fewer insertion points than the 6-Point treatment. The first point of
insertion was in the middle of the incision and involved pulling the suture through the opposing sides
and ensuring barbs were anchored in both directions. • Wide “N” Knot Suture treatment (herein referred to as Wide “N” Knot). This pattern had the same
angles across the wound as the Wide “N” treatment. This technique used a small knot at the end of
the suture rather than no knots as with Wide “N”. Barbs gripped in one direction, opposite the knot. Single square knots were used and placed on the suture prior to use. This technique is faster than
placing a knot using a traditional suture and eliminates tissue tearing caused by knot and suture
tension. • Two simple interrupted sutures were secured using a 2×2×2×2 knot pattern with MonocrylTM
monofilament and Second Skin applied over the wound (herein referred to as Second Skin). This
is the currently accepted technique for wound closure. Second Skin is a product used to create a 2.1 fast-drying, non-sticky barrier film that forms a breathable, transparent coating on the skin. The film
is hypoallergenic, non-cytotoxic, and will not sting even when applied to damaged or denuded human
skin. fast-drying, non-sticky barrier film that forms a breathable, transparent coating on the skin. The film
is hypoallergenic, non-cytotoxic, and will not sting even when applied to damaged or denuded human
skin. 2.2 Suture Pattern Mechanics The needle entered through the incision, exiting the skin at
point X1 until the middle point of the barbed suture was halfway through the skin. Next, the surgeon used
the internal piece of suture to exit at point X2, and the remaining suture was cut 3 mm from the entry
point, leaving a 3-mm tail. The remaining suture outside of exit point X1 extended across the wound and
entered the tissue at entry point E1. The needle was passed back into the body cavity at point E1 and
extended across the wound at point X3. The excess suture at point X3 was cut leaving a 3-mm tail
(Figure 2.2B). 2.2 . Schematic of the Four Suture Patterns. A) 6-Point, B) Wide “N”, C) Wide “N” Knot, an
D) Second Skin. Brown dashed lines represent internal suture areas. Brown solid lines
represent external suture areas. Brown curved lines represent the needle. The brown so
dot is the knot tied for the Wide “N” Knot and Second Skin treatments. Black dotted lin
section the incision into points for description purposes. The 6-Point pattern has three
points, and the Wide “N”, Wide “N” Knot, and Second Skin have two points. The arrow
indicate the point of first insertion. Letters indicate entry (E1-E2) and exit (X1-X4) sites. Figure 2.1. Schematic of the Four Suture Patterns. A) 6-Point, B) Wide “N”, C) Wide “N” Knot, and
D) Second Skin. Brown dashed lines represent internal suture areas. Brown solid lines
represent external suture areas. Brown curved lines represent the needle. The brown solid
dot is the knot tied for the Wide “N” Knot and Second Skin treatments. Black dotted lines
section the incision into points for description purposes. The 6-Point pattern has three
points, and the Wide “N”, Wide “N” Knot, and Second Skin have two points. The arrows
indicate the point of first insertion. Letters indicate entry (E1-E2) and exit (X1-X4) sites. Figure 2.1. Schematic of the Four Suture Patterns. A) 6-Point, B) Wide “N”, C) Wide “N” Knot, and
D) Second Skin. Brown dashed lines represent internal suture areas. Brown solid lines
represent external suture areas. Brown curved lines represent the needle. The brown solid
dot is the knot tied for the Wide “N” Knot and Second Skin treatments. Black dotted lines
section the incision into points for description purposes. 2.2 Suture Pattern Mechanics The 6-Point pattern has three
points, and the Wide “N”, Wide “N” Knot, and Second Skin have two points. The arrows
indicate the point of first insertion. Letters indicate entry (E1-E2) and exit (X1-X4) sites. 2.3 The Wide “N” Knot (Figure 2.1C) pattern used one segment of the suture with a knot tied at the end,
denoted by the circle at point E1. The needle passed through the body wall into the cavity at point E1,
exiting at point X1, and the suture was pulled until the knot met the fish scales at point E1. The needle
was passed back into the body cavity at point E2 and extended across the wound, exiting at point X1. Excess suture was cut at point X2. The Second Skin pattern (Figure 2.1D) used two simple interrupted sutures with a knot for each tied
in a 2×2×2×2 knot pattern. The 2×2×2×2 knot pattern consisted of four double throws in alternating
directions. The needle made two separate entry (E1 and E2) and two separate exits (X1 and X2) and put
pressure on two areas of the wound rather than evenly across the wound. Figure 2.2. Day 0 Suture Patterns Demonstrating the Final Product of the 6-Point (A, left photo),
Wide “N” (B, center photo), and the Second Skin (C, right photo). The Wide “N” and
Wide “N” Knot suture patterns have a similar pattern with larger angles between sutures and
fewer entry/exit points (photo B) than the 6-Point pattern (see Section 2.2, Figure 2.1 for
pattern mechanics).1
A
B
C A C B A B Figure 2.2. Day 0 Suture Patterns Demonstrating the Final Product of the 6-Point (A, left photo),
Wide “N” (B, center photo), and the Second Skin (C, right photo). The Wide “N” and
Wide “N” Knot suture patterns have a similar pattern with larger angles between sutures and
fewer entry/exit points (photo B) than the 6-Point pattern (see Section 2.2, Figure 2.1 for
pattern mechanics).1 1 The suture ends are longer in the photos to be visible to the reader; the ends should be no longer than 3 mm. 2.4 Response Examinations All fish were examined 7, 14, 21, and 28 days post-surgery (herein referred to as Day 7, Day 14, Day
21, and Day 28). Each fish was anesthetized with 80 mg/L of MS-222 for examination. Fish were
removed from the bath, fork length (FL; mm) and wet weight (WW; g) were measured, and the fish were
placed on a foam pad, ventral side up. Maintenance anesthetic of up to 40 mg/L of MS-222 was supplied
to the fish in the same manner as for surgery. The incision, suture, and surrounding area were examined
through a stereomicroscope (0.65× magnification; Stemi 2000-CS; Zeiss AG, Jena, Germany) connected
to a computer for photographing wounds. The incision area was partitioned into paired suture points, i.e., having an entry and exit point pair
(Figure 2.1). The 6-Point configuration had three points, while the Wide “N”, Wide “N” Knot, and
Second Skin had two points each. On days 7, 14, 21, and 28, the presence of suture material was noted
for each point and marked as a binary response (present “1” or absent “0”), and for suture tension
consistency (yes or no). The area of redness, ulceration, and incision openness (mm2) were outlined and
quantified using the “ImageJ” image processing program (public domain software, National Institute of
Health, Bethesda, MD, http://rsb.info.nih.gov/ij/; Figure 2.3). If there was more than one area on the fish
with either redness or ulceration, individual measurements were summed for the analyses. Sutures were
deemed non-functional if they were absent or lacked tension to properly close the incision. Redness was differentiated from ulceration by the consistency of the wound and area affected. Redness scores would include erythema (pink area in Figure 2.3), not ulcerations (maroon-hashed area,
Figure 2.3). Ulceration scores would include the maroon-hashed area (inner circles in A and B,
Figure 2.3) but exclude redness (pink area, Figure 2.3). Redness and/or ulcerations, if more than one
occurrence per fish, would be summed (i.e., redness in Figure 2.3, two area would be summed into a
single value). This approach allowed for the distinction between red inflamed areas and areas with
exposed underlying tissue. Throughout the study, fish were randomly sacrificed for future histological examination. These fish
were removed from any further analyses. All other fish were necropsied after the Day 28 examination. On Day 28, suture presence was noted (present or absent), as well as any tag bulging. 2.3 Surgical Procedures Surgeries on SYC were split into 2 days: October 14 and 15, 2009. Three surgeons performed all
surgeries. Fish were anesthetized and handled similarly regardless of treatment. A buffered anesthetic
(with 80 mg/L NaHCO3) was prepared using aerated well water and tricaine methanesulfonate (MS-222;
80 mg/L). Prior to surgery, fish were anesthetized in buckets until loss of equilibrium was observed
(Stage 4; Summerfelt and Smith 1990). Anesthetized fish were immediately weighed (WW; g), measured
(FL, mm), and both flanks were photographed. Water temperature was monitored and new water was
acquired if the temperature varied more than 2°C from the respective experimental temperature—12 or
17°C. Fish were randomly assigned to one of five treatment groups: 6-Point, Wide “N”, Wide “N” Knot,
Second Skin, or Control. All suture treatment groups underwent surgical implantation, while the Control
fish bypassed the surgery stations, and then were placed into 5-gal perforated recovery buckets (5 fish per
bucket), aerated with well water, and monitored during recovery from anesthesia. 2.4 Fish receiving surgical implants (PITs and ATs) were placed on the surgery table and given a
maintenance anesthetic dose (well water containing 40 mg/L of MS-222) through silicone rubber tubing
from a gravity-fed bucket. Each surgeon controlled the dose during the procedure by mixing well water
with the maintenance anesthetic water. With the fish ventral side up, a 5- to 7-mm incision was made
along the linea alba, between the pectoral fin and pelvic girdle. Incisions were closed using an absorbable
bi-directional knotless monofilament tissue-closure device (MonodermTM, QuillTM, Angiotech
Pharmaceuticals, Vancouver, BC) or MonocrylTM monofilament. The suture patterns and approach for
insertion are described in Section 2.2, Suture Patterns. After surgery, a photo was taken of the closed
incision and fish were placed in fresh aerated water to recover. Once the fish regained equilibrium they
were placed in one of two circular tanks and provided with flow-through well water. Over the
experimental period, water temperatures fluctuated within one degree of the desired temperatures, 12 or
17°C. 2.4 Response Examinations At the end of the
study, all characteristics were ranked to give an overall performance index for each treatment (1 = best 2.5 and 4 = worst). See Table 2.2 and Table 2.3 for a full list of sample sizes for incision openness,
ulceration, and redness analyses with fish removed for mortalities or histological examination. Figure 2.3. Wound Redness and Ulceration Differentiation. A) Only the pink area outer ring would be
included in the redness score. Any redness in the ulcerated area was included in the
ulceration score, not the redness score. B) The redness score would include the pink areas
for each noted wound or affected area by adding the total pink areas together. Ulcerations, if
more than one, would be summed similarly. Figure 2.3. Wound Redness and Ulceration Differentiation. A) Only the pink area outer ring would be
included in the redness score. Any redness in the ulcerated area was included in the
ulceration score, not the redness score. B) The redness score would include the pink areas
for each noted wound or affected area by adding the total pink areas together. Ulcerations, if
more than one, would be summed similarly. Table 2.2. Sample Sizes for Each Treatment at 12°C by Sample Day. The table includes the number of
fish removed from statistical analyses for mortalities or later histological analyses. Sample
sizes were used for statistical analysis of incision openness, ulceration, and redness. Table 2.2. Sample Sizes for Each Treatment at 12°C by Sample Day. The table includes the number of
fish removed from statistical analyses for mortalities or later histological analyses. Sample
sizes were used for statistical analysis of incision openness, ulceration, and redness. Table 2.2. Sample Sizes for Each Treatment at 12°C by Sample Day. The table includes the number of
fish removed from statistical analyses for mortalities or later histological analyses. Sample
sizes were used for statistical analysis of incision openness, ulceration, and redness. 2.4 Response Examinations The table includes the number of
fish removed from statistical analyses for mortalities or later histological analyses. Sample
sizes were used for statistical analysis of incision openness, ulceration, and redness. Table 2.3. Sample Sizes for Each Treatment at 17°C by Sample Day. The table includes the number of
fish removed from statistical analyses for mortalities or later histological analyses. Sample
sizes were used for statistical analysis of incision openness, ulceration, and redness. Table 2.3. Sample Sizes for Each Treatment at 17°C by Sample Day. The table includes the number of
fish removed from statistical analyses for mortalities or later histological analyses. Sample
sizes were used for statistical analysis of incision openness, ulceration, and redness. Day
6-Point
Wide “N”
Wide “N” Knot
Second Skin
Total
Day 7
Mortality
8
5
7
6
26
Histology
0
0
0
0
0
N
61
61
64
62
248
Day 14
Mortality
10
9
4
9
32
Histology
1
2
2
1
6
N
49
49
58
53
209
Day 21
Mortality
14
9
14
11
48
Histology
1
3
2
2
8
N
34
37
42
39
152
Day 28
Mortality
6
5
6
6
23
Histology
2
1
2
2
7
N
26
31
34
31
122 2.4 Response Examinations Day
6-Point
Wide “N”
Wide “N” Knot
Second Skin
Total
Day 7
Mortality
2
1
2
1
6
Histology
0
0
0
0
0
N
63
66
64
65
258
Day 14
Mortality
0
1
0
0
1
Histology
2
2
2
2
8
N
61
63
62
63
249
Day 21
Mortality
0
0
0
0
0
Histology
2
2
2
2
8
N
59
61
60
61
241
Day 28
Mortality
0
0
0
0
0
Histology
1
1
1
1
4
N
58
60
59
60
237 2.6 2.6 Table 2.3. Sample Sizes for Each Treatment at 17°C by Sample Day. The table includes the number of
fish removed from statistical analyses for mortalities or later histological analyses. Sample
sizes were used for statistical analysis of incision openness, ulceration, and redness. Day
6-Point
Wide “N”
Wide “N” Knot
Second Skin
Total
Day 7
Mortality
8
5
7
6
26
Histology
0
0
0
0
0
N
61
61
64
62
248
Day 14
Mortality
10
9
4
9
32
Histology
1
2
2
1
6
N
49
49
58
53
209
Day 21
Mortality
14
9
14
11
48
Histology
1
3
2
2
8
N
34
37
42
39
152
Day 28
Mortality
6
5
6
6
23
Histology
2
1
2
2
7
N
26
31
34
31
122
2.5 Statistical Analysis
Categorical covariates included four suture treatments (6-Point, Wide “N”, Wide “N” Knot, and
Second Skin), four exam days (Day 7, Day 14, Day 21, and Day 28), and two holding temperatures (12
and 17°C). The response variables—mortality, tag retention, and functional suture (suture presence and
tension)—at exam day and at necropsy were treated as binomial data because the variable could either be
present or absent in each fish. The variables redness, ulceration, and openness were continuous data. For
questions 1, 2, 4, and 6 (Section 1.1), the response variable was categorical. For these questions, a
Chi Squared Test (χ2) was used to test for an association between the four suture treatments and the
categorical response variable. For question 7, the response variable was continuous, so analysis of
variance (ANOVA) was used to test for differences between treatments. For question 3 and 5, the
response variable was measured as a categorical and continuous response, so both χ2 and ANOVA were
used. Table 2.3. Sample Sizes for Each Treatment at 17°C by Sample Day. 2.5 Statistical Analysis Categorical covariates included four suture treatments (6-Point, Wide “N”, Wide “N” Knot, and
Second Skin), four exam days (Day 7, Day 14, Day 21, and Day 28), and two holding temperatures (12
and 17°C). The response variables—mortality, tag retention, and functional suture (suture presence and
tension)—at exam day and at necropsy were treated as binomial data because the variable could either be
present or absent in each fish. The variables redness, ulceration, and openness were continuous data. For
questions 1, 2, 4, and 6 (Section 1.1), the response variable was categorical. For these questions, a
Chi Squared Test (χ2) was used to test for an association between the four suture treatments and the
categorical response variable. For question 7, the response variable was continuous, so analysis of
variance (ANOVA) was used to test for differences between treatments. For question 3 and 5, the
response variable was measured as a categorical and continuous response, so both χ2 and ANOVA were
used. 2.7 3.0 Results Fish size and temperature effects related to suture pattern or type outcomes are described in the
following sections. Mortality rate, AT or PIT retention, incision openness (gaping), suture functionality,
occurrence of redness and/or ulceration, and tag bulging are considered and ranked according to a
performance index. 3.1 Fish Size For all SYC, FL was a significant predictor of WW (N = 580, F(1, 578) = 2708.48, P < 0.0001). The
linear relationship between FL and WW can be described as WW = -33.44679 + 0.4476421*FL (R2 =
0.83; Figure 3.1). The SYC FL ranged from 96 to 117 mm (x̄ =107.8 ± 4.8) and the WW ranged from 9.3
to 21.3 (x̄ = 14.8 ± 2.4 g). The WW was significantly higher for fish in the 12°C treatment compared to
the 17°C treatment (N = 580, F(1, 578) = 115.83, P < 0.0001). WW did not significantly vary with suture
treatment in the 12°C treatment (N = 284, F(4, 279) = 1.82, P = 0.1247; Figure 3.2) or 17°C treatment
(N = 296, F(4, 291) = 0.30, P = 0.8758; Figure 3.3), so fish could be pooled for the following analyses. Fork Length (mm)
90
95
100
105
110
115
120
Wet Weight (g)
8
10
12
14
16
18
20
22
FL (mm) vs WW (g)
Regression Line
Figure 3.1. Wet Weights (g) by Fork Lengths (mm) of all Study Fish. Each filled circle (●) represents
an individual fish at the beginning of the study. Fork Length (mm)
90
95
100
105
110
115
120
Wet Weight (g)
8
10
12
14
16
18
20
22
FL (mm) vs WW (g)
Regression Line Figure 3.1. Wet Weights (g) by Fork Lengths (mm) of all Study Fish. Each filled circle (●) represents
an individual fish at the beginning of the study. 3.1 6 Point
Wide "N"
Wide "N" Knot Second Skin
Control
Wet Weight (g)
8
10
12
14
16
18
20
22
Figure 3.2. Wet Weights (g) of Study Fish for Each Treatment at 12°C. Each box represents the median
and upper and lower quartiles for study fish WW at the beginning of the experiment. The
whiskers represent the 5th and 95th percentiles and the “•” indicate points that are outside of
the reaminder of the data. 6 Point
Wide "N"
Wide "N" Knot Second Skin
Control
Wet Weight (g)
8
10
12
14
16
18
20
22 Control Figure 3.2. Wet Weights (g) of Study Fish for Each Treatment at 12°C. Each box represents the median
and upper and lower quartiles for study fish WW at the beginning of the experiment. 3.1 Fish Size The
whiskers represent the 5th and 95th percentiles and the “•” indicate points that are outside of
the reaminder of the data. 6 Point
Wide "N"
Wide "N" Knot Second Skin
Control
Wet Weight (g)
8
10
12
14
16
18
20
22
Figure 3.3. Wet Weights (g) of Study Fish for Each Treatment at 17°C. Each box represents the median
and upper and lower quartiles for study fish WW at the beginning of the experiment. The
whiskers represent the 5th and 95th percentiles and the “•” indicate points that are outside of
the reaminder of the data. 6 Point
Wide "N"
Wide "N" Knot Second Skin
Control
Wet Weight (g)
8
10
12
14
16
18
20
22 Figure 3.3. Wet Weights (g) of Study Fish for Each Treatment at 17°C. Each box represents the median
and upper and lower quartiles for study fish WW at the beginning of the experiment. The
whiskers represent the 5th and 95th percentiles and the “•” indicate points that are outside of
the reaminder of the data. 3.2 3.2 Mortalities To address whether suture pattern and type influenced mortality rates, we examined the mortality
frequency among treatment groups (Table 3.1). Overall experimental mortality was low (3.0%) for fish
held at 12°C and did not significantly vary between treatment groups (N = 266, χ2 = 0.68, P = 0.9552;
Table 3.1). Mortalities for fish held at 12°C occurred from 1 to 14 days post-surgery (median = 1 day
post-surgery). At 17°C, overall experimental mortality was relatively high (48.5%) and significantly
varied between treatment groups (N = 274, χ2 = 11.96, P = 0.0177; Table 3.1); however, this relationship
was mainly driven by the Control group and when the Control group was removed from analysis,
mortality did not vary between treatment groups (N = 252, χ2 = 2.411621; P = 0.4915). At 17°C, the
6-Point treatment group suffered the highest mortality rate over the range of the study, followed by the
Second Skin, Wide “N” Knot, Wide “N”, and Control treatment groups. Mortalities occurred from 0 to
27 days post-surgery (Median = 15 days post-surgery). Table 3.1. Mortality Frequency for Fish in Each Treatment Group. Frequency of occurrence as a
percentage is shown in parentheses for each treatment. Temperature
Mortality
6-Point
Wide “N”
Wide “N” Knot
Second Skin
Control
12°C
No
58
60
59
60
21
Yes
2 (3.3%)
2 (3.2%)
2 (3.3)%
1 (1.6%)
1 (4.5%)
17°C
No
26
31
34
32
18
Yes
38 (59.4%)
28 (47.5%)
31 (47.7%)
32 (50.0%)
4 (18.2%) ble 3.1. Mortality Frequency for Fish in Each Treatment Group. Frequency of occurrence
percentage is shown in parentheses for each treatment. 3.4 Incision Openness To determine whether one suture pattern or type had a greater influence on tag loss or physiological
stress, we examined incision openness (surface area; mm2) on days 7, 14, 21, and 28 (Table 3.3). On
Day 7 at 12°C, the 6-Point, Wide “N”, and Wide “N” Knot treatment groups had fish with incision
openness; the greatest average openness occurred in the Wide “N” treatment group (range = 0 to
3.82 mm2; Table 3.3). Incision openness significantly varied with treatments (N = 258, χ2 = 13.8356, P =
0.0031; Figure 3.4, Figure 3.5). Post hoc analyses revealed that the Wide “N” treatment group had
significantly more incision openness than the Second Skin treatment group. On Day 7 at 17°C, all
treatment groups had fish with incision openness; the greatest average openness occurred in the Wide “N”
treatment group (range = 0 to 11.29 mm2). Incision openness significantly varied by treatment (N = 246,
χ2 = 32.5104, P < 0.0001; Figure 3.6, Figure 3.7). Post hoc analyses revealed that fish in the Wide “N”
treatment group had significantly greater incision openness than those in the 6-Point, Wide “N” Knot, and
Second Skin treatment groups (all P < 0.05). On Day 14 at 12°C, the 6-Point, Wide “N”, and Wide “N” Knot treatment groups had fish with
incision openness; the greatest average openness occurred in the Wide “N” treatment group (range = 0 to
5.13 mm2; Table 3.2). At 12°C, incision openness significantly varied between treatment groups (N =
249, χ2 = 8.5494; P = 0.0359; Figure 3.4), but post hoc analyses revealed no differences between them. On Day 14 at 17°C, all treatment groups had fish with incision openness; the greatest average openness
occurred in the Wide “N” treatment group (range = 0 to 10.25 mm2). At 17°C, incision openness did not
vary by treatment group (N = 209, χ2 = 0.4815, P = 0.9229; Figure 3.6). On Day 21 at 12°C, the Second Skin treatment group was the only group to have fish with incision
openness (range = 0 to 1.42 mm2; Table 3.2). On Day 21 at 17°C, all treatments had fish with incision
openness; the greatest average incision openness occurred in the Wide “N” treatment group (range = 0 to
11.22 mm2). 3.3 Tag Loss To address whether one suture pattern and type had a greater rate of tag loss, we analyzed the number
of dropped AT and PIT tags. At 12°C, no ATs or PITs were dropped; therefore, statistical analyses were
not performed. At 17°C, AT loss was relatively high (8.1%) and a total of 10 ATs were dropped by
Day 28. Five fish in the Second Skin treatment group, three fish in the Wide “N” treatment group, one
fish in the Wide “N” Knot treatment group, and one fish in the 6-Point treatment group dropped ATs
between days 14 and 28 (Median = Day 28). The frequency of dropped ATs was not significantly
different between treatment groups at 17°C (N = 123, χ2 = 4.41, P = 0.2208; Table 3.2). At 17°C, there
were no dropped PITs in live fish; however dropped PITs occurred in dead fish, but these were not
factored into the frequency of tag loss. Table 3.2. AT Retention for Each Treatment. Frequency of occurrence as a percentage is shown in
parentheses for each treatment group. Temperature
Tag Retention
6-Point
Wide “N”
Wide “N” Knot
Second Skin
12°C
Not Dropped
58
60
59
60
Dropped
0
0
0
0
17°C
Not Dropped
25
28
33
27
Dropped
1 (3.8%)
3 (9.7%)
1 (2.9%)
5 (15.6%) AT Retention for Each Treatment. Frequency of occurrence as a percentage is shown in
parentheses for each treatment group. Table 3.2. AT Retention for Each Treatment. Frequency of occurrence as a percentag
parentheses for each treatment group. 3.3 3.4 Incision Openness Incision openness did not vary by treatment group at 12°C (N = 241, χ2 = 2.9508, P =
0.3993; Figure 3.4) or 17°C (N = 152, χ2 = 3.1135, P = 0.3745; Figure 3.6). On Day 28 at 12°C, the Second Skin treatment group was the only one that had fish with incision
openness (range 0 to 1.95 mm2; Table 3.2). Incision openness did not vary by treatment group for fish at
12°C (N = 237, χ2 = 2.9500, P = 0.3994; Figure 3.4). On Day 28 at 17°C, all treatment groups had fish
with incision openness; the greatest average openness occurred in the Second Skin treatment group
(range = 0 to 7.59 mm2), but incision openness did not significantly vary by treatment group (N = 122,
χ2 = 5.7495, P = 0.1245; Figure 3.6). 3.4 Table 3.3. Incision Openness (mm2) on Days 7, 14, 21, and 28 by Suture Treatment Group and Holding
Temperature. Average incision openness ± SD and frequency of occurrence as a percentage
is shown in parentheses for each treatment. Temperature
Observation Day
6-Point
Wide “N”
Wide “N” Knot
Second Skin
12°C
7
0.05 ± 0.37
(1.6%)
0.21 ± 0.68
(12.1%)
0.09 ± 0.53
(3.1%)
0.0 (0%)
14
0.01 ± 0.10
(1.6%)
0.21 ± 0.82
(9.4%)
0.03 ± 0.26
(1.6%)
0.0 (0%)
21
0.0 (0%)
0.0 (0%)
0.0 (0%)
1.42 ± 0.0
(1.6%)
28
0.0 (0%)
0.0 (0%)
0.0 (0%)
0.03 ± 0.25
(1.6%)
17°C
7
0.02 ± 0.18
(1.6%)
1.25 ± 2.43
(29.5%)
0.31 ± 1.16
(7.8%)
0.56 ± 4.40
(3.2%)
14
0.08 ± 0.32
(6.1%)
0.26 ± 1.50
(4.1%)
0.09 ± 0.46
(3.4%)
0.15 ± 0.76
(5.7%)
21
0.05 ± 0.29
(2.9%)
0.37 ± 1.88
(5.4%)
0.01 ± 0.09
(2.4%)
0.24 ± 0.75
(10.3%)
28
0.09 ± 0.44
(7.7%)
0.63 ± 1.91
(16.1%)
0.08 ± 0.32
(5.9%)
1.14 ± 2.31
(22.9%)
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Figure 3.4. 3.4 Incision Openness Total Incision Openness (mm2) by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish Table 3.3. Incision Openness (mm2) on Days 7, 14, 21, and 28 by Suture Treatment Group and Holding
Temperature. Average incision openness ± SD and frequency of occurrence as a percentage
is shown in parentheses for each treatment. Temperature
Observation Day
6-Point
Wide “N”
Wide “N” Knot
Second Skin
12°C
7
0.05 ± 0.37
(1.6%)
0.21 ± 0.68
(12.1%)
0.09 ± 0.53
(3.1%)
0.0 (0%)
14
0.01 ± 0.10
(1.6%)
0.21 ± 0.82
(9.4%)
0.03 ± 0.26
(1.6%)
0.0 (0%)
21
0.0 (0%)
0.0 (0%)
0.0 (0%)
1.42 ± 0.0
(1.6%)
28
0.0 (0%)
0.0 (0%)
0.0 (0%)
0.03 ± 0.25
(1.6%)
17°C
7
0.02 ± 0.18
(1.6%)
1.25 ± 2.43
(29.5%)
0.31 ± 1.16
(7.8%)
0.56 ± 4.40
(3.2%)
14
0.08 ± 0.32
(6.1%)
0.26 ± 1.50
(4.1%)
0.09 ± 0.46
(3.4%)
0.15 ± 0.76
(5.7%)
21
0.05 ± 0.29
(2.9%)
0.37 ± 1.88
(5.4%)
0.01 ± 0.09
(2.4%)
0.24 ± 0.75
(10.3%)
28
0.09 ± 0.44
(7.7%)
0.63 ± 1.91
(16.1%)
0.08 ± 0.32
(5.9%)
1.14 ± 2.31
(22.9%)
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Figure 3.4. Total Incision Openness (mm2) by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 12°C. Data points overlap at 0.00 mm2. Table 3.3. Incision Openness (mm2) on Days 7, 14, 21, and 28 by Suture Treatment Group and Holding
Temperature. Average incision openness ± SD and frequency of occurrence as a percentage
is shown in parentheses for each treatment. 3.4 Incision Openness Temperature
Observation Day
6-Point
Wide “N”
Wide “N” Knot
Second Skin
12°C
7
0.05 ± 0.37
(1.6%)
0.21 ± 0.68
(12.1%)
0.09 ± 0.53
(3.1%)
0.0 (0%)
14
0.01 ± 0.10
(1.6%)
0.21 ± 0.82
(9.4%)
0.03 ± 0.26
(1.6%)
0.0 (0%)
21
0.0 (0%)
0.0 (0%)
0.0 (0%)
1.42 ± 0.0
(1.6%)
28
0.0 (0%)
0.0 (0%)
0.0 (0%)
0.03 ± 0.25
(1.6%)
17°C
7
0.02 ± 0.18
(1.6%)
1.25 ± 2.43
(29.5%)
0.31 ± 1.16
(7.8%)
0.56 ± 4.40
(3.2%)
14
0.08 ± 0.32
(6.1%)
0.26 ± 1.50
(4.1%)
0.09 ± 0.46
(3.4%)
0.15 ± 0.76
(5.7%)
21
0.05 ± 0.29
(2.9%)
0.37 ± 1.88
(5.4%)
0.01 ± 0.09
(2.4%)
0.24 ± 0.75
(10.3%)
28
0.09 ± 0.44
(7.7%)
0.63 ± 1.91
(16.1%)
0.08 ± 0.32
(5.9%)
1.14 ± 2.31
(22.9%) Table 3.3. Incision Openness (mm2) on Days 7, 14, 21, and 28 by Suture Treatment Group and Holding
Temperature. Average incision openness ± SD and frequency of occurrence as a percentage
is shown in parentheses for each treatment. Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Figure 3.4. Total Incision Openness (mm2) by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 12°C. Data points overlap at 0.00 mm2. Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6
Figure 3.4. Total Incision Openness (mm2) by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 12°C. 3.4 Incision Openness Data points overlap at 0.00 mm2. Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6 Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6 Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
1
2
3
4
5
6 Figure 3.4. Total Incision Openness (mm2) by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 12°C. Data points overlap at 0.00 mm2. 3.5 Wet Weight (g)
10
12
14
16
18
20
22
Incision Openness (mm2)
0
1
2
3
4
5
Figure 3.5. Total Incision Openness (mm2) Plotted Against the Wet Weight of Individual Fish, Day 7 at
12°C. WW was likely not a determinative factor in the incision openness. Data points only
overlapped at 0.00 mm2. Wet Weight (g)
10
12
14
16
18
20
22
Incision Openness (mm2)
0
1
2
3
4
5 Figure 3.5. Total Incision Openness (mm2) Plotted Against the Wet Weight of Individual Fish, Day 7 at
12°C. WW was likely not a determinative factor in the incision openness. Data points only
overlapped at 0.00 mm2. Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
10
20
30
40
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
10
20
30
40
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
10
20
30
40
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
10
20
30
40
Figure 3.6. Total Incision Openness (mm2) by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 17°C. Data points only overlapped at 0.00 mm2. Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
10
20
30
40 Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
10
20
30
40 Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
10
20
30
40 Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Incision Openness (mm2)
0
10
20
30
40 Figure 3.6. 3.4 Incision Openness Total Incision Openness (mm2) by Treatment at 7, 14, 21, and 28 Days Post-Surgery for Fish
Held at 17°C. Data points only overlapped at 0.00 mm2. 3.6 Wet Weight (g)
8
10
12
14
16
18
20
22
Incision Openness (mm2)
0
10
20
30
40 Wet Weight (g)
8
10
12
14
16
18
20
22
Incision Openness (mm2)
0
10
20
30
40
Figure 3.7. Total Incision Openness (mm2) Plotted Against the Wet Weight of Individual Fish, Day 7 at
17°C. WW was likely not a determinative factor in the incision openness. Data points only
overlapped at 0.00 mm2. Figure 3.7. Total Incision Openness (mm2) Plotted Against the Wet Weight of Individual Fish, Day 7 at
17°C. WW was likely not a determinative factor in the incision openness. Data points only
overlapped at 0.00 mm2. 3.5 Functional Suture We examined sutures to determine if one suture pattern and its associated needle type resulted in
more functional sutures (i.e., present and maintained proper tension) than others at Site 1, Site 2, and if
applicable, Site 3 (Figure 2.1 and Table 3.4 and Table 3.5). At Site 1 on Day 7 at 12°C, the Wide “N”
treatment group had the fewest functional sutures (77.8%), followed by the 6-Point (81.3%), Wide “N”
Knot (100%), and Second Skin (100%) treatment groups (N = 209, χ2 = 33.42, P < 0.001; Table 3.4). At
17°C, the Wide “N” treatment group had the fewest functional sutures (86.7%), followed by the 6-Point
(91.6%), Wide “N” Knot (96.7%), and Second Skin (100%) treatment groups (N = 192, χ2 = 9.87, P =
0.0197; Table 3.5). At Site 1 on Day 14 at 12°C, the Wide “N” treatment group had the fewest functional sutures
(66.6%), followed by the 6-Point (81.1%), Wide “N” Knot (98.1%), and Second Skin (100%) treatment
groups (N = 189, χ2 = 30.89, P < 0.0001; Table 3.4). At 17°C, the 6-Point treatment group had the fewest
functional sutures (71.9%), followed by the Wide “N” (82.4%), Wide “N” Knot (96.0%), and Second
Skin (97.4%) treatment groups (N = 138, χ2 = 14.92, P = 0.0019; Table 3.5). At Site 1 on Day 21 at 12°C, the Wide “N” treatment group had the fewest functional sutures
(50.0%), followed by the 6-Point (67.4%), Wide “N” Knot (100%), and Second Skin (100%) treatment
groups (N = 173, χ2 = 57.32, P < 0.0001; Table 3.4). At 17°C, the 6-Point treatment group had the fewest
functional sutures (56.3%), followed by the Wide “N” (87.5%), Second Skin (88.9%), and Wide “N”
Knot (93.8%) treatment groups (N = 83, χ2 = 10.29, P = 0.0162; Table 3.5). At Site 1 on Day 28 at 12°C, the 6-Point treatment group had the fewest functional sutures (73.5%),
followed by the Wide “N” (83.3%), Wide “N” Knot (93.2%), and Second Skin (98.3%) treatment groups 3.7 (N = 143, χ2 = 14.90, P = 0.0019; Table 3.4). At 17°C, the 6-Point treatment group had the fewest
functional sutures (28.6%), followed by the Wide “N” (33.3%), Wide “N” Knot (57.9%), and Second
Skin (88.9%) treatment groups (N = 47, χ2 = 10.90, P = 0.0123; Table 3.5). Table 3.4. Number of Functional Sutures by Entry/Exit Point for Each Treatment at 12°C. 3.5 Functional Suture The last two
rows indicate the presence of the suture internally, either in the body cavity or embedded in
tissue. Observation Day
Site
Functional at
Entry/Exit Point
6-Point
Wide “N”
Wide “N”
Knot
Second Skin
7
1
Yes
39
28
60
65
1
No
9
8
0
0
2
Yes
56
23
32
65
2
No
0
13
12
0
3
Yes
34
NA
NA
NA
3
No
12
NA
NA
NA
14
1
Yes
43
14
52
62
1
No
10
7
1
0
2
Yes
50
15
29
63
2
No
4
6
11
0
3
Yes
37
NA
NA
NA
3
No
16
NA
NA
NA
21
1
Yes
29
10
50
60
1
No
14
10
0
0
2
Yes
40
7
22
59
2
No
3
9
11
1
3
Yes
22
NA
NA
NA
3
No
10
NA
NA
NA
28
1
Yes
25
5
41
58
1
No
9
1
3
1
2
Yes
33
5
20
58
2
No
4
1
6
2
3
Yes
15
NA
NA
NA
3
No
12
NA
NA
NA
Necropsy
Suture present
1
0
1
0
Suture not present
24
48
16
1
NA = Not Applicable. Table 3.4. Number of Functional Sutures by Entry/Exit Point for Each Treatment at 12°C. The last two
rows indicate the presence of the suture internally, either in the body cavity or embedded in
tissue. At Site 2 on Day 7 at 12°C, the Wide “N” treatment group had the fewest functional sutures (63.9%),
followed by the Wide “N” Knot (72.7%), 6-Point (100%) and Second Skin (100%) treatment groups (N =
201, χ2 = 52.32, P < 0.0001; Table 3.4). At 17°C, the Wide “N” treatment group had the fewest
functional sutures (77.8%), followed by the Wide “N” Knot (88.1%), 6-Point (100%), and Second Skin
(100%) treatment groups (N = 178, χ2 = 23.29, P < 0.0001; Table 3.5). At Site 2 on Day 7 at 12°C, the Wide “N” treatment group had the fewest functional sutures (63.9%),
followed by the Wide “N” Knot (72.7%), 6-Point (100%) and Second Skin (100%) treatment groups (N =
201, χ2 = 52.32, P < 0.0001; Table 3.4). At Site 2 on Day 7 at 12°C, the Wide “N” treatment group had the fewest functional sutures (63.9%),
followed by the Wide “N” Knot (72.7%), 6-Point (100%) and Second Skin (100%) treatment groups (N =
201, χ2 = 52.32, P < 0.0001; Table 3.4). At 17°C, the Wide “N” treatment group had the fewest
functional sutures (77.8%), followed by the Wide “N” Knot (88.1%), 6-Point (100%), and Second Skin
(100%) treatment groups (N = 178, χ2 = 23.29, P < 0.0001; Table 3.5). 3.5 Functional Suture At 17°C, the Wide “N” treatment group had the fewest
functional sutures (77.8%), followed by the Wide “N” Knot (88.1%), 6-Point (100%), and Second Skin
(100%) treatment groups (N = 178, χ2 = 23.29, P < 0.0001; Table 3.5). 3.8 Table 3.5. Number of Functional Sutures by Entry/Exit Point for Each Treatment at 17°C. The last two
rows indicate whether the suture was seen internally either in the body cavity or embedded in
tissue. Table 3.5. Number of Functional Sutures by Entry/Exit Point for Each Treatment at 17°C. The last two
rows indicate whether the suture was seen internally either in the body cavity or embedded in
tissue. Observation Day
Site
Functional at
Entry/Exit Point
6-Point
Wide “N”
Wide “N”
Knot
Second Skin
7
1
Yes
44
26
59
53
1
No
4
4
2
0
2
Yes
54
21
37
55
2
No
0
6
5
0
3
Yes
29
NA
NA
NA
3
No
14
NA
NA
NA
14
1
Yes
23
14
48
38
1
No
9
3
2
1
2
Yes
33
9
25
42
2
No
1
5
2
0
3
Yes
22
NA
NA
NA
3
No
1
NA
NA
NA
21
1
Yes
9
7
30
24
1
No
7
1
2
3
2
Yes
14
3
8
25
2
No
2
3
6
5
3
Yes
7
NA
NA
NA
3
No
5
NA
NA
NA
28
1
Yes
2
1
11
16
1
No
5
2
8
2
2
Yes
7
0
0
15
2
No
2
3
9
6
3
Yes
3
NA
NA
NA
3
No
2
NA
NA
NA
Necropsy
Suture present
0
1
1
0
Suture not present
16
21
19
4
NA = Not Applicable. At Site 2 on Day 14 at 12°C, the Wide “N” treatment group had the fewest functional sutures
(71.4%), followed the Wide “N” Knot (72.5%), 6-Point (92.6%), and the Second Skin (100%) treatment
groups (N = 178, χ2 = 28.49, P < 0.0001; Table 3.4). At 17°C, the Wide “N” group had the fewest
functional sutures (64.3%), followed by the Wide “N” Knot (92.6%), 6-Point (97.1%), and Second Skin
(100%) treatment groups (N = 117, χ2 = 16.83, P = 0.0008; Table 3.5). 3.5 Functional Suture At Site 2 on Day 14 at 12°C, the Wide “N” treatment group had the fewest functional sutures
(71.4%), followed the Wide “N” Knot (72.5%), 6-Point (92.6%), and the Second Skin (100%) treatment
groups (N = 178, χ2 = 28.49, P < 0.0001; Table 3.4). At 17°C, the Wide “N” group had the fewest
functional sutures (64.3%), followed by the Wide “N” Knot (92.6%), 6-Point (97.1%), and Second Skin
(100%) treatment groups (N = 117, χ2 = 16.83, P = 0.0008; Table 3.5). At Site 2 on Day 21 at 12°C, the Wide “N” treatment group had the fewest functional sutures
(43.8%), followed by the Wide “N” Knot (66.7%), 6-Point (93.0%), and Second Skin (98.3%) treatment
groups (N = 152, χ2 = 36.72, P < 0.001; Table 3.4). At 17°C, although not significantly different, the 3.9 Wide “N” treatment group had the fewest functional sutures (50.0%), followed by the Wide “N” Knot
(57.1%), Second Skin (83.3%), and 6-Point (87.5%) treatment groups (N = 66, χ2 = 6.58, P = 0.0866;
Table 3.5). Wide “N” treatment group had the fewest functional sutures (50.0%), followed by the Wide “N” Knot
(57.1%), Second Skin (83.3%), and 6-Point (87.5%) treatment groups (N = 66, χ2 = 6.58, P = 0.0866;
Table 3.5). At Site 2 on Day 28 at 12°C, the Wide “N” Knot treatment group had the fewest functional sutures
(76.9%), followed by the Wide “N” (83.3%), 6-Point (89.2%), and Second Skin (96.7%) treatment groups
(N = 129, χ2 = 7.93, P = 0.0475; Table 3.4). At 17°C, the Wide “N” and Wide “N” Knots had no
remaining functional sutures, followed by the Second Skin (71.4%) and 6-Point (77.8%) treatment groups
(N = 42, χ2 = 23.47, P < 0.0001; Table 3.5). No statistical analyses were conducted on the third entry/exit point (Site 3) because the 6-Point
treatment was the only treatment with three sites (Table 3.4 and Table 3.5). 3.6 Ulceration and Redness Observation Day
Ulceration
6-Point
Wide “N”
Wide “N” Knot
Second Skin
7
Yes
4 (6.3%)
2 (3.0%)
1 (1.6%)
1 (1.5%)
No
59
64
63
64
x̄ mm2 ± SD
0.02 ± 0.09
0.01 ± 0.06
0.00 ± 0.03
0.01 ± 0.06
14
Yes
28 (45.9%)
10 (15.9%)
10 (16.1%)
15 (23.8%)
No
33
53
52
48
x̄ mm2 ± SD
0.29 ± 0.41
0.07 ± 0.21
0.10 ± 0.30
0.08 ± 0.17
21
Yes
20 (33.9%)
6 (9.8%)
18 (30.0%)
3 (4.9%)
No
39
55
42
58
x̄ mm2 ± SD
0.36 ± 0.73
0.06 ± 0.21
0.19 ± 0.39
0.03 ± 0.15
28
Yes
15 (25.9%)
2 (3.3%)
11 (18.6%)
5 (8.3%)
No
43
58
48
55
x̄ mm2 ± SD
0.55 ± 1.26
0.02 ± 0.10
0.22 ± 0.63
0.05 ± 0.22
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Figure 3.9. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C. Data
points only overlapped at 0.00 mm2. 3.6 Ulceration and Redness To determine whether suture pattern or type influenced tag loss or physiological stress, we examined
the frequency of ulceration and redness occurrences and the total surface area by treatment (Figure 3.8). Simplifying the analysis to presence or absence of ulcerations, on Day 7 at 12°C there was no significant
difference in the frequency (N= 258, χ2 = 2.97, P = 0.3962) or the total surface area of ulceration around
the incision and/or the suture entry/exit sites (surface area measurements, mm2) between treatment groups
(N = 258, F(3, 254) = 0.77, P = 0.5111; Table 3.6, Figure 3.9). At 17°C, there was no significant
difference in the frequency (N = 247, χ2 = 1.14, P = 0.7670) or the total surface area of ulceration between
treatment groups (N = 247, F(3, 243) = 1.0146, P = 0.3868 Table 3.7, Figure 3.10). Figure 3.8. Example of Ulceration and Redness Caused by Suture Tearing. The red circle (○) highlights
redness not directly incorporated with ulceration. The two red squares (□) denote ulceration
and redness that were separated using Image J. The circle and square do not denote the
actual Image J patterns and measurements used for the final summations of total ulceration
and redness. Figure 3.8. Example of Ulceration and Redness Caused by Suture Tearing. The red circle (○) highlights
redness not directly incorporated with ulceration. The two red squares (□) denote ulceration
and redness that were separated using Image J. The circle and square do not denote the
actual Image J patterns and measurements used for the final summations of total ulceration
and redness. 3.10 Table 3.6. Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 12°C. The total
mean and standard deviation of ulcerated area (mm2) are provided in the row for each day. 3.6 Ulceration and Redness Observation Day
Ulceration
6-Point
Wide “N”
Wide “N” Knot
Second Skin
7
Yes
4 (6.3%)
2 (3.0%)
1 (1.6%)
1 (1.5%)
No
59
64
63
64
x̄ mm2 ± SD
0.02 ± 0.09
0.01 ± 0.06
0.00 ± 0.03
0.01 ± 0.06
14
Yes
28 (45.9%)
10 (15.9%)
10 (16.1%)
15 (23.8%)
No
33
53
52
48
x̄ mm2 ± SD
0.29 ± 0.41
0.07 ± 0.21
0.10 ± 0.30
0.08 ± 0.17
21
Yes
20 (33.9%)
6 (9.8%)
18 (30.0%)
3 (4.9%)
No
39
55
42
58
x̄ mm2 ± SD
0.36 ± 0.73
0.06 ± 0.21
0.19 ± 0.39
0.03 ± 0.15
28
Yes
15 (25.9%)
2 (3.3%)
11 (18.6%)
5 (8.3%)
No
43
58
48
55
x̄ mm2 ± SD
0.55 ± 1.26
0.02 ± 0.10
0.22 ± 0.63
0.05 ± 0.22
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Figure 3.9. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C. Data
points only overlapped at 0.00 mm2. Table 3.6. Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 12°C. The total
mean and standard deviation of ulcerated area (mm2) are provided in the row for each day. Table 3.6. Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 12°C. The total
mean and standard deviation of ulcerated area (mm2) are provided in the row for each day. Table 3.6. Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 12 C. The total
mean and standard deviation of ulcerated area (mm2) are provided in the row for each day. 3.6 Ulceration and Redness Observation Day
Ulceration
6-Point
Wide “N”
Wide “N” Knot
Second Skin
7
Yes
4 (6.3%)
2 (3.0%)
1 (1.6%)
1 (1.5%)
No
59
64
63
64
x̄ mm2 ± SD
0.02 ± 0.09
0.01 ± 0.06
0.00 ± 0.03
0.01 ± 0.06
14
Yes
28 (45.9%)
10 (15.9%)
10 (16.1%)
15 (23.8%)
No
33
53
52
48
x̄ mm2 ± SD
0.29 ± 0.41
0.07 ± 0.21
0.10 ± 0.30
0.08 ± 0.17
21
Yes
20 (33.9%)
6 (9.8%)
18 (30.0%)
3 (4.9%)
No
39
55
42
58
x̄ mm2 ± SD
0.36 ± 0.73
0.06 ± 0.21
0.19 ± 0.39
0.03 ± 0.15
28
Yes
15 (25.9%)
2 (3.3%)
11 (18.6%)
5 (8.3%)
No
43
58
48
55
x̄ mm2 ± SD
0.55 ± 1.26
0.02 ± 0.10
0.22 ± 0.63
0.05 ± 0.22 Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8
Figure 3.9. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C. Data
points only overlapped at 0.00 mm2. Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8 Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
2
4
6
8 Figure 3.9. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C. Data
points only overlapped at 0.00 mm2. 3.11 Table 3.7. Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 17°C. The total
mean and standard deviation of ulcerated area (mm2) are provided in the row for each day. 3.6 Ulceration and Redness Observation Day
Ulceration
6-Point
Wide “N”
Wide “N” Knot
Second Skin
7
Yes
15 (24.6%)
19 (31.1%)
21 (32.8%)
19 (30.6%)
No
46
42
43
43
x̄ mm2 ± SD
0.21 ± 0.51
0.14 ± 0.24
0.62 ± 3.27
0.49 ± 1.14
14
Yes
28 (57.1%)
12 (24.5%)
34 (58.6%)
20 (37.7%)
No
21
37
24
33
x̄ mm2 ± SD
1.41 ± 1.74
0.45 ± 1.04
0.85 ± 1.14
1.06 ± 2.23
21
Yes
17 (50.0%)
8 (21.6%)
24 (57.1%)
12 (30.8%)
No
17
29
18
27
x̄ mm2 ± SD
1.86 ± 3.22
0.44 ± 1.32
0.92 ± 1.10
0.83 ± 1.87
28
Yes
9 (34.6%)
3 (9.7%)
15 (44.1%)
7 (22.6%)
No
17
28
19
24
x̄ mm2 ± SD
1.51 ± 3.50
0.40 ± 1.71
0.81 ± 1.07
1.25 ± 2.93
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Figure 3.10. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C. Data points only overlapped at 0.00 mm2. Table 3.7. Frequency and Mean Area of Ulceration for Each Treatment for Fish Held at 17°C. The total
mean and standard deviation of ulcerated area (mm2) are provided in the row for each day. mean and standard deviation of ulcerated area (mm2) are provided in the row for each day. 3.6 Ulceration and Redness Observation Day
Ulceration
6-Point
Wide “N”
Wide “N” Knot
Second Skin
7
Yes
15 (24.6%)
19 (31.1%)
21 (32.8%)
19 (30.6%)
No
46
42
43
43
x̄ mm2 ± SD
0.21 ± 0.51
0.14 ± 0.24
0.62 ± 3.27
0.49 ± 1.14
14
Yes
28 (57.1%)
12 (24.5%)
34 (58.6%)
20 (37.7%)
No
21
37
24
33
x̄ mm2 ± SD
1.41 ± 1.74
0.45 ± 1.04
0.85 ± 1.14
1.06 ± 2.23
21
Yes
17 (50.0%)
8 (21.6%)
24 (57.1%)
12 (30.8%)
No
17
29
18
27
x̄ mm2 ± SD
1.86 ± 3.22
0.44 ± 1.32
0.92 ± 1.10
0.83 ± 1.87
28
Yes
9 (34.6%)
3 (9.7%)
15 (44.1%)
7 (22.6%)
No
17
28
19
24
x̄ mm2 ± SD
1.51 ± 3.50
0.40 ± 1.71
0.81 ± 1.07
1.25 ± 2.93 x̄ mm2 ± SD
1.51 ± 3.50
0.40 ± 1.71
0.81 ± 1.07
1.25 ± 2.93
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Figure 3.10. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C. Data points only overlapped at 0.00 mm2. Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Figure 3.10. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C. Data points only overlapped at 0.00 mm2. 3.6 Ulceration and Redness Observation Day
Ulceration
6-Point
Wide “N”
Wide “N” Knot
Second Skin
7
Yes
15 (24.6%)
19 (31.1%)
21 (32.8%)
19 (30.6%)
No
46
42
43
43
x̄ mm2 ± SD
0.21 ± 0.51
0.14 ± 0.24
0.62 ± 3.27
0.49 ± 1.14
14
Yes
28 (57.1%)
12 (24.5%)
34 (58.6%)
20 (37.7%)
No
21
37
24
33
x̄ mm2 ± SD
1.41 ± 1.74
0.45 ± 1.04
0.85 ± 1.14
1.06 ± 2.23
21
Yes
17 (50.0%)
8 (21.6%)
24 (57.1%)
12 (30.8%)
No
17
29
18
27
x̄ mm2 ± SD
1.86 ± 3.22
0.44 ± 1.32
0.92 ± 1.10
0.83 ± 1.87
28
Yes
9 (34.6%)
3 (9.7%)
15 (44.1%)
7 (22.6%)
No
17
28
19
24
x̄ mm2 ± SD
1.51 ± 3.50
0.40 ± 1.71
0.81 ± 1.07
1.25 ± 2.93
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30
Figure 3.10. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C. Data points only overlapped at 0.00 mm2. 3.6 Ulceration and Redness Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30 Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30 Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30 Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Ulceration (mm2)
0
5
10
15
20
25
30 Figure 3.10. Total Ulceration (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C. Data points only overlapped at 0.00 mm2. 3.12 On Day 14 at 12°C, the 6-Point treatment had significantly greater frequency of ulceration (N= 249,
χ2 = 18.45, P = 0.0004), followed by the Second Skin, Wide “N” Knot, and Wide “N” treatments. The
6-Point treatment group also had significantly greater total ulceration surface area than the Wide “N”,
Wide “N” Knot, and Second Skin treatment groups (N = 249, F(3, 245) = 7.66, P < 0.0001; Table 3.6,
Figure 3.9). At 17°C, the Wide “N” Knot treatment group had significantly greater frequency of
ulceration (N = 209, χ2 = 17.22, P = 0.0006), followed by the 6-Point, Second Skin, and Wide “N”
treatment groups. The 6-Point treatment group had significantly greater total ulceration surface area than
the Wide “N” treatment group (N = 209, F(3, 205) = 3.05, P = 0.0295; Table 3.7, Figure 3.10). On Day 21 at 12°C, the 6-Point treatment group had significantly greater frequency of ulceration (N =
241, χ2 = 25.82, P < 0.0001), followed by the Wide “N” Knot, Wide “N”, and Second Skin. The 6-Point
treatment group also had significantly greater total ulceration than the Wide “N” and Second Skin
treatment groups (N = 241, F(3, 237) = 7.52, P < 0.0001; ANOVA; Table 3.6, Figure 3.9). At 17°C, the
Wide “N” Knot treatment group had significantly greater frequency of ulceration (N= 152, χ2 = 13.48, P =
0.0037), followed by the 6-Point, Second Skin, and Wide “N” treatment groups. The 6-Point treatment
had significantly greater total ulceration surface area than the Wide “N” treatment group (N = 152,
F(3, 148) = 3.20, P = 0.025; ANOVA; Table 3.7, Figure 3.10). 3.6 Ulceration and Redness On Day 28 at 12°C, the 6-Point treatment group had significantly greater frequency of ulceration (N =
237, χ2 = 16.27, P = 0.001), followed by the Wide “N” Knot, Second Skin, and Wide “N” treatment
groups. The 6-Point treatment group also had significantly more total ulceration surface area than the
Wide “N” treatment group (N = 237, F(3, 233) = 3.50, P = 0.0002; ANOVA; Table 3.6, Figure 3.9). At
17°C, the Wide “N” Knot treatment group had significantly greater frequency of ulceration (N= 122, χ2 =
11.34, P = 0.01), followed by the 6-Point, Second Skin, and Wide “N” treatment groups. However, total
ulceration surface area was not different between treatment groups (N = 122, F(3, 233) = 1.20, P =
0.3112; ANOVA; Table 3.7, Figure 3.10). Table 3.8. Frequency and Mean Area of Redness for Each Treatment at 12°C
Observation Day
Redness
6-Point
Wide “N”
Wide “N” Knot
Second Skin
7
Yes
28 (44.4%)
20 (30.3%)
30 (46.9%)
13 (20.0%)
No
35
46
34
52
x̄ mm2 ± SD
0.60 ± 1.34
0.24 ± 0.54
0.49 ± 1.53
0.10 ± 0.38
14
Yes
20 (32.9%)
14 (22.2%)
13 (30.0%)
8 (12.7%)
No
41
49
49
55
x̄ mm2 ± SD
0.16 ± 0.34
0.08 ± 0.21
0.14 ± 0.35
0.04 ± 0.13
21
Yes
16 (27.1%)
5 (8.2%)
6 (10.0%)
6 (9.8%)
No
43
56
54
55
x̄ mm2 ± SD
0.12 ± 0.39
0.04 ± 0.16
0.05 ± 0.21
0.04 ± 0.18
28
Yes
8 (13.8%)
4 (6.7%)
7 (11.9%)
3 (5.1%)
No
50
56
52
57
x̄ mm2 ± SD
0.04 ± 0.12
0.02 ± 0.11
0.05 ± 0.25
0.02 ± 0.09 Table 3.8. Frequency and Mean Area of Redness for Each Treatment at 12°C 3.13 3.13 Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
Figure 3.11. Total Redness (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C. 3.6 Ulceration and Redness Data
points only overlapped at 0.00 mm2. Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14 Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14 Figure 3.11. Total Redness (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 12°C. Data
points only overlapped at 0.00 mm2. Table 3.9. Frequency and Mean Area of Redness for Each Treatment at 17°C
Observation Day
Redness
6-Point
Wide “N”
Wide “N” Knot
Second Skin
7
Yes
28 (45.9%)
17 (27.9%)
25 (39.1%)
26 (41.9%)
No
33
44
39
36
x̄ mm2 ± SD
0.34 ± 0.71
0.17 ± 0.48
0.24 ± 0.52
0.66 ± 1.30
14
Yes
9 (18.4%)
4 (8.2%)
14 (24.1%)
27 (50.9%)
No
40
45
44
26
x̄ mm2 ± SD
0.12 ± 0.34
0.09 ± 0.50
0.21 ± 0.69
1.72 ± 3.43
21
Yes
5 (14.7%)
3 (8.1%)
9 (21.4%)
6 (15.4%)
No
29
34
33
33
x̄ mm2 ± SD
0.09 ± 0.24
0.07 ± 0.30
0.12 ± 0.36
0.41 ± 1.36
28
Yes
3 (11.5%)
0 (0%)
3 (8.8%)
5 (16.1%)
No
23
31
31
26
x̄ mm2 ± SD
0.08 ± 0.27
0.0
0.07 ± 0.31
0.07 ± 0.27 Table 3.9. Frequency and Mean Area of Redness for Each Treatment at 17°C 3.14 Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
16
18
Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
16
18
Day 21
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
16
18
Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
16
18
Figure 3.12. Total Redness (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C. Data
points only overlapped at 0.00 mm2. 3.6 Ulceration and Redness Day 14
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
16
18 Day 7
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
16
18 Day 28
6 Point
Wide "N"
Wide "N" Knot Second Skin
Total Redness (mm2)
0
2
4
6
8
10
12
14
16
18 Figure 3.12. Total Redness (mm2) by Treatment for 7, 14, 21, and 28 Days Post-Surgery at 17°C. Data
points only overlapped at 0.00 mm2. When simplifying the analysis to the presence or absence of redness for each fish, on Day 7 at 12°C
the Wide “N” Knot treatment group had significantly greater frequency of fish with redness, followed by
the 6-Point, Wide “N”, and the Second Skin treatment groups (N = 258, χ2 = 13.89, P = 0.0031). When
comparing total redness surface area (mm2) around the incision and/or the suture entry/exits sites, the
6-Point treatment group had significantly greater redness than the Second Skin (N = 258, F(3, 254) =
2.96, P = 0.0330; Table 3.8, Figure 3.11). At 17°C, there was no significant difference in frequency of
redness between the treatment groups (N = 248, χ2 = 4.74, P = 0.1920). However, the Second Skin
treatment group had significantly greater total redness surface area than the Wide “N” and Wide “N”
Knot treatment groups (N= 248, F(3, 244) = 4.36, P = 0.0052; Table 3.9, Figure 3.12). On Day 14 at 12°C, there was no significant difference in the frequency of redness between the
treatment groups (N = 249, χ2 = 7.39, P = 0.0604). However, total redness surface area significantly
varied between treatments (N = 249, F(3.245) = 2.74, P = 0.0442; Table 3.8, Figure 3.11), but post hoc
tests revealed that total redness surface area was similar for the treatment groups (all P > 0.05). At 17°C,
the Second Skin group had significantly greater frequency of fish with redness followed by the Wide “N”
Knot, 6-Point and Wide “N” treatment groups (N = 209, χ2 = 26.81, P < 0.0001). The Second Skin
treatment group also had significantly greater total redness surface area when compared to the Wide “N”,
Wide “N” Knot, and 6-Point treatment groups (N = 209, F(3, 205) = 10.31, P < 0.0001; Table 3.9,
Figure 3.12). 3.6 Ulceration and Redness 3.15 On Day 21 at 12°C, the 6-Point treatment group had significantly greater frequency of fish with
redness, followed by the Wide “N” Knot, Second Skin, and Wide “N” treatment groups (N = 241, χ2 =
10.70, P = 0.0135). There was no significant difference in the total surface area of redness between the
treatment groups (N = 241, F(3, 237) = 1.50, P = 0.2154; Table 3.8, Figure 3.11). At 17°C, there was no
difference in the frequency (N = 152, χ2 = 2.84, P = 0.4162) or total surface area of redness between
treatment groups (N = 152, F(3, 148) = 1.80, P = 0.1490; Table 3.9, Figure 3.12). On Day 28 at 12°C, there was no significant difference in the frequency (N = 237, χ2 = 3.75, P =
0.2896) or total surface area of redness between treatment groups (N = 237, F(3, 233) = 0.64, P = 0.5869;
Table 3.8, Figure 3.11). At 17°C, there was no significant difference in the frequency (N = 122, χ2 = 7.63,
P = 0.0543) or total surface area of redness between treatment groups (N = 122, F(3, 118) = 0.71, P =
0.5485; Table 3.9, Figure 3.12). 3.7 Transmitter Bulge The effects of suture patterns and fish size were examined for their influence on tag bulging. The
occurrence of transmitter bulging was low in this study and only one fish in the Wide “N” treatment
group held at 12°C had transmitter bulging (5.36 mm2) by Day 28. 3.8 Performance Index Each characteristic of interest was ranked (1 = best, 4 = worst) to assist with recommendations based
on the performance of each pattern (Table 3.10 and Table 3.11). The lowest average score indicates the
best overall suture performance. At 12°C the Second Skin treatment performed better overall, followed
by Wide “N” Knot, 6-Point, and Wide “N”. At 17°C, the Wide “N” treatment performed better overall,
followed by Wide “N” Knot, 6-Point and Second Skin. 3.16 Table 3.10. Performance Index Based on Rank of Each Measured Treatment Observation at 12°C (1 =
best, 4 = worst). The treatment with the lowest overall score is considered to have the
overall best performance. Treatment
Measured Observation
6-Point
Wide “N”
Wide “N” Knot
Second Skin
Mortality
3
3
3
1
AT/PITs Dropped
2.5
2.5
2.5
2.5
Percentage of Fish with Gaping, day 7
2
4
3
1
Percentage of Fish with Gaping, day 14
2.5
4
2.5
1
Percentage of Fish with Gaping, day 21
2
2
2
4
Percentage of Fish with Gaping, day 28
2
2
2
4
Functional Suture, site 1, day 7
4
4
1
1
Functional Suture, site 1, day 14
4
3
1.5
1.5
Functional Suture, site 1, day 21
4
4
1
1
Functional Suture, site 1, day 28
4
1.5
3
1.5
Functional Suture, site 2, day 7
1
4
4
1
Functional Suture, site 2, day 14
2.5
2.5
4
1
Functional Suture, site 2, day 21
2
4
3
1
Functional Suture, site 2, day 28
2
3
4
1
Area of Ulceration, day 7
3
3
1
3
Area of Ulceration, day 14
4
2
2
2
Area of Ulceration, day 21
4
1.5
3
1.5
Area of Ulceration, day 28
4
1.5
3
1.5
Area of Redness, day 7
4
2
2
2
Area of Redness, day 14
1
3
2
4
Area of Redness, day 21
1.5
3.5
1.5
3.5
Area of Redness, day 28
1
4
2
3
Tag Bulge
2
4
2
2
Average
2.70
2.96
2.39
1.96 Table 3.10. Performance Index Based on Rank of Each Measured Treatment Observation at 12°C (1 =
best, 4 = worst). The treatment with the lowest overall score is considered to have the
overall best performance. 3.17 Table 3.11. Performance Index Based on Rank of Each Measured Treatment Observation at 17°C (1 =
best, 4 = worst). 4.0 Discussion The objective of this study was to assess the performance of the bi-directional knotless tissue-closure
device in relation to MonocrylTM monofilament with the simple interrupted suture pattern, which is the
currently accepted technique for wound closure in juvenile salmon. SYC were implanted with JSATS
ATs and PITs, and the incisions were closed using one of four suture patterns: three patterns using the
knotless suture material and one suture pattern using MonocrylTM monofilament. We examined seven
categorical factors including survivorship, tag loss, presence of gaping, functional suture, ulceration,
redness, and tag bulging. Finally, we ranked frequency of occurrence for each factor by treatment to
determine a performance index of rank (1 to 4). Generally, the elevated temperature of 17°C greatly
affected all factors analyzed, thus likely indicating multiplicative stress from the surgeries and the long-
term holding. The categorical factors examined significantly varied among suture pattern and treatment
types and were expressed differently between the two temperature treatments. Overall, in 12°C the
performance index indicated that the Second Skin performed better than the other treatments, although
not consistently superior across the examined factors. For the 17°C group, performance index indicated
that the Wide “N” overall performed better than the other treatments, although not consistently superior
across the examined factors. For purposes of biotelemetry, in 17°C, the Second Skin treatment had the
greatest gaping (days 21 and 28) and tag loss (overall), which may be of a concern when tracking juvenile
Chinook in warmer water. The bi-directional knotless suture material performance varied with the patterns examined throughout
the study. In 12°C and 17°C groups, the 6-Point pattern performed consistently maintained tension across
the wound more evenly than the other patterns thereby minimizing incision openness and increasing tag
retention. With exception of one fish in the 12°C group, this pattern had similar incision openness on
Day 0, 7, and 14 to the Second Skin, yet provided better apposition and less openness than Second Skin
treatment group on days 21 and 28. However, the bi-directional knotless suture 6-Point pattern
performance was at the cost of increased trauma (i.e., ulceration) as the suture moved through the tissue
once the barbs become loose. As expected with salmon, the elevated temperature treatment, 17°C, had higher mortality indicating
health or stress issues. 3.8 Performance Index The treatment with the lowest overall score is considered to have the
overall best performance. Treatment
Measured Observation
6-Point
Wide “N”
Wide “N” Knot
Second Skin
Mortality
4
1.5
1.5
3
AT/PITs Dropped
1.5
3
1.5
4
Percentage of Fish with Gaping, day 7
1
4
3
2
Percentage of Fish with Gaping, day 14
3.5
1.5
1.5
3.5
Percentage of Fish with Gaping, day 21
1.5
3
1.5
4
Percentage of Fish with Gaping, day 28
1.5
3
1.5
4
Functional Suture, site 1, day 7
3.5
3.5
2
1
Functional Suture, site 1, day 14
4
3
2
1
Functional Suture, site 1, day 21
4
1
2
3
Functional Suture, site 1, day 28
4
1.5
3
1.5
Functional Suture, site 2, day 7
1
4
4
1
Functional Suture, site 2, day 14
2
4
3
1
Functional Suture, site 2, day 21
1
2
4
3
Functional Suture, site 2, day 28
1.5
1.5
4
3
Area of Ulceration, day 7
2
1
4
3
Area of Ulceration, day 14
4
1
2
3
Area of Ulceration, day 21
4
1
2.5
2.5
Area of Ulceration, day 28
4
1
2
3
Area of Redness, day 7
3
1
2
4
Area of Redness, day 14
2
1
3
4
Area of Redness, day 21
1.5
1.5
3
4
Area of Redness, day 28
4
1
2.5
2.5
Tag Bulge
2
4
2
2
Mortality
4
1.5
1.5
3
AT/PITs Dropped
1.5
3
1.5
4
Percentage of Fish with Gaping, day 7
1
4
3
2
Average
2.63
2.13
2.50
2.74 3.18 4.0 Discussion SYC have shown a thermal preference for 12.9°C (Sauter 1996), thus based on
physiological tolerance polygons (Brett 1995), mortality in the 12°C (3%) group is likely related either to
pre-existing condition or the stress of the surgery. Accordingly, the majority of mortalities occurred
within 1 day of surgery indicating that the surgery itself was likely too stressful (e.g., anesthetic-related,
surgeon generated injury). However, at 17°C, the overall experimental mortality was relatively high
(48.5%) and occurred throughout the range of the observation period. Because the 17°C-related
mortalities were elevated across the treatment groups (excluding the Control group), it is possible that
thermal stress and concomitant surgical stress resulted in the observed short- and long-term elevated
mortality rate. Likewise, Panther et al. (2011) observed no mortality in yearling, hatchery-raised Chinook
salmon held at 12°C, whereas there was up to a 20% mortality rate for fish held at 20°C when testing
three different incision locations. Similar to this study, Panther et al. (2011) found that the control group
(no surgery) had the lowest rate of morality (~11%) in the 20°C treatment group. Therefore, it is possible
that the high mortality rate is a response to thermal and surgical stress rather than a suture treatment
group. 4.1 Similar to the observed rate of mortality variation between temperature groups, elevated temperature
increased the rate of dropped tags. Fish held at 12°C did not experience tag loss, but one fish in the
Wide “N” treatment group had an AT pushing through the incision (5.36 mm2) by Day 28. In contrast,
fish held at 17°C experienced a relatively greater (8.1%) tag loss; a total of 10 tags were dropped by
Day 28. Similarly, Knights and Lasee (1996) and Bunnell and Isely (1999) also found that fish held at
higher temperatures experienced significantly higher tag loss. Tissue remodeling and reduced growth
have been attributed to cellular stress and higher temperature-related metabolic costs in Atlantic (Salmo
salar) and Chinook salmon (Larsson et al. 2012; Jerrett et al. 1998), which may be partially the reason for
increased damage from sutures and observed dropped tags in the 17°C exposure. Tag retention increases with the incision margins staying approximated as the sutures remain
functional (i.e., maintain proper tension and remain knotted; modified Deters et al. 2010). 4.0 Discussion In theory, the
6-Point treatment should have greater tag retention because of the more uniform tension across the
incision (relative to the increased number of entry and exit sites). The presence of the suture staying
functional in the middle site (#2, see Figure 2.1) likely added to its effectiveness in retaining tags. When
two simple interrupted sutures are used, the sutures are placed equidistant along the incision. For
example, 7-mm incisions (most common length) have three sections of 2.3 mm of incision length that is
anchored on the ends. This distance, 2.3 mm, is greater than the diameter of the PIT, 2.1 mm OD,
allowing for the PIT tags to be dropped more easily. If the suture tension too tight or too loose and/or
knots to large, the suture begins to tear at the entry exit points, it allows the gaping to increase and thus
providing the opening for AT tags to drop more readily. This is likely a factor as to why the Second Skin
treatment group had the highest suture retention and lowest tag retention). Conversely, the bi-directional
knotless suture using the tested patterns allowed for a greater rate of tag retention likely due to the correct
tension held across the incision, in particular, the middle of the incision for the first 7 days. It is possible
that tag retention may be more related to proper suture tension across the incision to better approximate
wound margins, instead of suture retention (i.e., sutures that remain must have correct tension) during the
first few stages of wound healing. This may be even more important when salmon are exposed to
elevated temperatures where there are indications of cellular stress (i.e., increase in heat shock proteins,
oxidative stress response, and down regulation in genes involved with ion transport; Jefferies et al. 2012),
and resultant tissue texture changes allow for greater tissue tearing and increased infection potential
(Larsson et al. 2012; Jerrett et al. 1998). In addition, animals exposed to rapid pressure changes may also
find the increase surface area across the incision advantageous. The bi-directional knotless tissue-closure device outperformed the currently used MonocrylTM
monofilament with the simple interrupted suture pattern with regards to incision openness. In humans, bi-
directional knotless sutures decreased openness by providing a more uniformly distributed tension across
the wound rather than at specific sites (Sadick et al. 1994; Shermak et al. 2009). 4.0 Discussion This is consistent with
our results for fish held at 12°C where, by Day 14, tissue had healed to the point where no openness was
recorded. Greenburg (2010) found that the greatest degree of openness is due to unequal tension burdens
being placed on the knots rather than on the length of the suture line. This tension gradient across the
wound may subtly interfere with uniform healing and remodeling. Incision openness may affect mortality
rates because the coelomic cavity of the fish would be exposed to the water, thereby increasing ion
regulatory stress and exposure to bacteria. Fish held at 17°C experienced more health and stress issues, which delayed healing. By Day 14, with
the exception of Second Skin treatment group, the wounds in fish held at 12°C had healed and no
openness was recorded. Only one fish in the Wide “N” treatment group held at 12°C had a transmitter 4.2 bulging (5.36 mm2) by Day 28. However, by Day 28 at 17°C, all treatment groups had fish with incision
openness; the greatest average openness occurred in the Second Skin treatment group (range = 0 to
7.59 mm2). Low temperatures likely delayed the appearance of tissue necrosis, macrophage response, and
clearance of bacteria and necrotic muscle tissue (Anderson and Roberts 2006). These results are similar
to those of Deters et al. (2010) who also found that juvenile Chinook salmon wounds healed quicker in
cooler (12°C) rather than in warmer (17°C) water temperatures. Although the Second Skin treatment had the best overall functional suture performance, all treatments
had issues with suture functionality. Fish held at 12°C had greater suture retention (73.5 to 98.3%) by
Day 28 at Sites 1 and 2, whereas fish held at 17°C by Day 28 had two treatments (Wide “N” and
Wide “N” Knot treatments) with no remaining functional sutures at Site 2 and an overall suture retention
of 0 to 77.8% at Sites 1 and 2. Walsh et al. (2000) found that by 60 days at warm temperatures (mean =
25.5°C), more than 50% of the absorbable monofilament sutures used on hybrid striped bass were
expelled, whereas even by 120 days post-surgery, fish held at cold temperatures (mean = 15°C) had
expelled less than 25% of sutures. Deters et al. 4.0 Discussion (2010) also found suture loss was lower after 14 days in
juvenile Chinook salmon held at 17°C (36%) than in fish held at 12°C (18%) when testing seven different
sutures types. Similarly, Panther et al. (2010) found that suture retention in juvenile Chinook salmon is
greater in lower temperatures. Bi-directional knotless sutures tend to be more rigid than traditional
monofilament used in the Second Skin treatment; this likely contributes to the sutures working
themselves loose on the ends and losing the desired suture pattern in the fish. Ulceration and redness occurred in all treatment groups on all examination days. By Day 28, fish
held at 12°C and 17°C the 6-Point treatment group, at both 12 and 17°C, had significantly greater
ulcerated area. This result was contrary to the purpose of the barbed suture, which was to distribute
tension across the incision more evenly and minimize tissue tearing. Wagner et al. (2000) and Deters
et al. (2010) found tissue trauma (number of entry/exit point) and skin-to-suture contact increases
irritation. Ulceration was increased when the bi-directional knotless sutures were present but were no
longer functional, creating drag and increased irritation. The “tearing” of tissue observed was related to
1) the drag created by the suture hanging out of the fish (Figure 4.1A); 2) tissue bunching resulting from
the barbs moving during the swimming action of the fish (Figure 3.8, Figure 4.1B); 3) the barbs tearing
the tissue immediately around the entry/exit points, eventually causing the suture to fall out of the fish
(Figure 4.1C); and 4) the sutures tearing towards the incision causing the suture to fall out of the fish
(Figure 4.1D). The question remains whether bi-directional knotless tissue-closure devices are as effective as or
more effective than traditional sutures for incision closure in juvenile Chinook salmon. As temperatures
increase, suture treatment effects were diluted due to increased health or stress issues. In cooler water
Second Skin is the recommended approach (2 simple sutures); while in 17°C the Wide “N” is the
recommended suture. However, both the Second Skin and Wide “N” treatments had more tags dropped
than with the 6-Point treatment. Based on the suture retention and suture rigidity, bi-directional knotless
sutures would likely be more suitable for use with large adult fish and/or fish with large scales. Several
surgery factors should be considered prior to use in field conditions. 4.0 Discussion Tissue type or tissue consistency
when exposed to thermal stress and suture geometry can influence retention/loss of the bi-directional
knotless tissue-closure device (Ingle and King 2010; Jefferies et al. 2012). When the sutures are
embedded in tissue there are two primary modes of failure—peeling or bending of the barb. Peeling
occurs when the barb pulls away from the suture; bending occurs when the barb pulls back without
breaking off. Bent barbs remain intact attached to the suture, but will eventually release from the 4.3 surrounding tissue (Ingle and King 2010). A more flexible suture, barb geometry, or even number of
barbs per suture may be required for better anchoring in juvenile Chinook salmon tissue. Figure 4.1. Photos Taken from Day 7 Response Examinations that Show Ulceration and Redness Often
Associated with the Barbed Suture Using the Wide “N” and 6-Point Suture Patterns. A) Wide “N” pattern in SYC where the suture has slipped out of the fish creating drag. B) 6-Point suture pattern where the suture is tightening, tearing the tissue towards the
incision. C) Wide “N” pattern where the suture has slipped out or pulled into the fish
leaving a torn or rubbed area associated with entry and exit points. D) Second Skin pattern
where the suture has torn the tissue towards the incision. A
B
C
D B A A A B A C D D C Figure 4.1. Photos Taken from Day 7 Response Examinations that Show Ulceration and Redness Often
Associated with the Barbed Suture Using the Wide “N” and 6-Point Suture Patterns. A) Wide “N” pattern in SYC where the suture has slipped out of the fish creating drag. B) 6-Point suture pattern where the suture is tightening, tearing the tissue towards the
incision. C) Wide “N” pattern where the suture has slipped out or pulled into the fish
leaving a torn or rubbed area associated with entry and exit points. D) Second Skin pattern
where the suture has torn the tissue towards the incision. Figure 4.1. Photos Taken from Day 7 Response Examinations that Show Ulceration and Redness Often
Associated with the Barbed Suture Using the Wide “N” and 6-Point Suture Patterns. A) Wide “N” pattern in SYC where the suture has slipped out of the fish creating drag. B) 6-Point suture pattern where the suture is tightening, tearing the tissue towards the
incision. 4.0 Discussion C) Wide “N” pattern where the suture has slipped out or pulled into the fish
leaving a torn or rubbed area associated with entry and exit points. D) Second Skin pattern
where the suture has torn the tissue towards the incision. 4.4 4.4 5.0 References Anderson CD and RJ Roberts. 1975. “A comparison of the effects of temperature on wound healing in a
tropical and a temperate teleost.” Journal of Fish Biology 7:173–182. Angiotech 2011. http://www.angioedupro.com/Quill/index.php?ID=Photos. Accessed March 15, 2011. Bauer C and G Loupal. 2007. “Common carp tissue reactions to surgically implanted radio tags with
external antennas.” Journal of Fish Biology 70(1):292–297. Brett JR. 1995. “Energetics.” In Physiological Ecology of Pacific Salmon, C Groot, L Margolis, and
WC Clarke (eds.), pp. 3-68, University of British Columbia Press, Vancouver. Bridger CJ and RK Booth. 2003. “The effects of biotelemetry transmitter presence and attachment
procedures on fish physiology and behavior.” Review of Fish Biology and Fisheries 11(1):13–34. Bunnell DB and JJ Isely. 1999. “Influence of temperature on mortality and retention of simulated
transmitters in rainbow trout.” North American Journal of Fisheries Management 19(1):152–154. Carter KM, CM Woodley, and RS Brown. 2011. “A review of tricaine methanesulfonate for anesthesia
of fish.” Reviews in Fish Biology and Fisheries 21(1):51–59. Chittenden CM, KG Butterworth, KF Cubitt, MC Jacobs, A Ladouceur, DW Welch, and RS McKinley. 2009. “Maximum tag to body size ratios for an endangered coho salmon (O. kisutch) stock based on
physiology and performance.” Environmental Biology of Fishes 84(1):129–140. Clemens BJ, SP Clements, MD Karnowski, DB Jepsen, AI Gitelman, and CB Schreck. 2009. “Effects of
transportation and other factors on survival estimates of juvenile salmonids in the unimpounded lower
Columbia River.” Transactions of the American Fisheries Society 138(1):169–188. CBSPSC (Columbia Basin Surgical Protocol Steering Committee). 2011. Surgical Protocols for
Implanting JSATS Transmitters into Juvenile Salmonids for Studies Conducted for the U.S. Army Corps
of Engineers. Volume 1, U.S. Army Corps of Engineers, Portland District, Portland, Oregon. Congleton JL. 2006. “Stability of commonly measured blood-chemistry variable in juvenile salmonids
exposed to a lethal dose of the anesthetic MS-222.” Aquaculture Research 37(11):1146–1149. Cooke SJ, BDS Graeb, CD Suski, and KG Ostrand. 2003. “Effects of suture material on incision
healing, growth, and survival of juvenile largemouth bass implanted with miniature radio transmitters:
Case study of a novice and experienced fish surgeon.” Journal of Fish Biology 62(6):1366–1380. Cooke SJ, CM Woodley, MB Eppard, RS Brown, and JL Nielsen. 2011. “Advancing the surgical
implantation of electronic tags in fish: A gap analysis and research agenda based on a review of trends in
intracoelomic tagging effects studies.” Reviews in Fish Biology and Fisheries 21(1):127–151. Coutant CC and RR Whitney. 2000. 5.0 References “Fish behavior in relation to passage through hydropower turbines:
A review.” Transactions of the American Fisheries Society 129(2):351–380. 5.1 Deters KA, RS Brown, KM Carter, JW Boyd, MB Eppard, and AG Seaburg. 2010. “Performance
assessment of suture type, water temperature, and surgeon skill in juvenile Chinook salmon surgically
implanted with acoustic transmitters.” Transactions of the American Fisheries Society 139(3):888–899. Faber DM, MA Weiland, R Moursund, TJ Carlson, N Adams, and D Rhondorf. 2001. Evaluation of the
Fish Passage Effectiveness of the Bonneville I Prototype Surface Collector Using Three-Dimensional
Ultrasonic Fish Tracking. PNNL-13526, prepared for the U.S. Army Corps of Engineers, Portland,
Oregon, by Pacific Northwest National Laboratory, Richland, Washington. Fontenot DK and DL Neiffer. 2004. “Wound management in teleost fish: Biology of the healing
process, evaluation, and treatment.” The Veterinary Clinics: Exotic Animal Practice 7(1):57–86. Frost DA, RL McComas, and BP Sandford. 2010. “The effects of a surgically implanted microacoustic
tag on growth and survival in subyearling fall Chinook salmon.” Transactions of the American Fisheries
Society 139(4):1192–1197. Gheorghiu C, J Hanna, JW Smith, DS Smith, and MP Wilkie. 2010. “Encapsulation and migration of
PIT tags implanted in brown trout (Salmo trutta L.).” Aquaculture 298(3–4):350–353. Greenburg JA and RM Clark. 2009. “Advances in suture material for obstetric and gynecologic
surgery.” Reviews in Obstetrics and Gynecology 2(3):146–158. Greenburg JA. 2010. “The use of barbed sutures in obstetrics and gynecology.” Reviews in Obstetrics
and Gynecology 3(3):82–91. Harms CA. 2005. “Surgery in fish research: Common procedures and postoperative care.” Lab Animal
34(1):28–34. Ingle NP and MW King. 2010. “Optimizing the tissue anchoring performance of barbed sutures in skin
and tendon tissues.” Journal of Biomechanics 43(2):302–309. Jefferies KM, SG Hinch, T Sierocinski, TD Clark, EJ Eliason, MR Donaldson, S Li, P Pavlidis, and
KM Miller. 2012. “Consequences of high temperatures and premature mortality on the transcriptome
and blood physiology of wild adult sockeye salmon (Oncorhynchus nerka).” Ecology and Evolution
2(7):1747–1764. Jepsen N, A Koed, EB Thorstad, and E Baras. 2002. “Surgical implantation of telemetry transmitters in
fish: How much have we learned?” Hydrobiologia 483(1–3):239–248. Jerrett AR, AJ Holland, and SE Cleaver. 1998. “Rigor contractions in “rested” and “partially exercised”
Chinook salmon white muscle as affected by temperature.” Journal of Food Science 63(1):53–56. Knights BC and BA Lasee. 1996. “Effects of implanted transmitters on adult bluegills at two
temperatures.” Transactions of the American Fisheries Society 125(3):440–449. LaCroix GL, D Knox, and P McCurdy. 2004. 5.0 References “Effects of implanted dummy acoustic transmitters on
juvenile Atlantic salmon.” Transactions of the American Fisheries Society 133(1):211–220. 5.2 Larsson T, T Mørkøre, K Kolstad, T-K Østbye, S Afanasyev, and A Krasnov. 2012. “Gene expression
profiling of soft and firm Atlantic salmon filet.” PLoS One 7(6):e39219, 1–9. Leaper DL. 2010. “Surgical-site infection.” British Journal of Surgery 97(11):1601–1602. Leaper DL. 2010. “Surgical-site infection.” British Journal of Surgery 97(11):1601–1602. Leung JC, GL Ruff, MW King, and PP Dattilo, Jr. 2003. “Barbed, bidirectional surgical sutures.”
International Conference and Exhibition on Healthcare and Medical Textiles, Conference Proceedings,
July 8–9, Bolton, United Kingdom. Lin PH, MK Hirko, JA von Fraunhofer, and HP Greisler. 1996. “Wound healing and inflammatory
responses to biomaterials.” In Wound Closure Biomaterials and Devices, CC Chu, JA von Fraunhofer,
and HP Greisler (eds), pp. 7–24, CRP Press, Ithaca, New York. McComas RL, D Frost, SG Smith, JW Ferguson, TJ Carlson, and T Aboellail. 2005. A Study to Estimate
Salmonid Survival Through the Columbia River Estuary Using Acoustic Tags, 2002. Report to the
U.S. Army Corps of Engineers, Portland, Oregon. Contract #E86910060, National Oceanic and
Atmospheric Administration- National Marine Fisheries Service, Northwest Fisheries Science Center,
Seattle, Washington. Muir WD, SG Smith, JG Williams, and BP Sandford. 2001. “Survival of juvenile salmonids passing
through bypass systems, turbines, and spillways with and without flow detector at Snake River Dams.”
North American Journal of Fisheries Management 21(1):135–146. Mulcahy DM. 2003. “Surgical implantation of transmitters into fish.” ILAR Journal 44(4):295–306. Panther JL, RS Brown, G Gaulke, KA Deters, CM Woodley, and MB Eppard. 2010. Influence of
Incision Location on Transmitter Loss, Healing, Survival, Growth, and Suture Retention of Juvenile
Chinook Salmon. PNNL-19192, Pacific Northwest National Laboratory, Richland, Washington. Ploskey GR, MA Weiland, JS Hughes, SR Zimmerman, RE Durham, ES Fischer, J Kim, RL Townsend,
JR Skalski, RA Buchanan, and RL McComas. 2008. Survival of Juvenile Chinook Salmon Passing the
Bonneville Dam Spillway in 2007. PNNL-18113, prepared for U.S. Army Corps of Engineers, Portland
District, Portland, Oregon, by Pacific Northwest National Laboratory, Richland, Washington. Rombough PJ. 2007. “Ontogenetic changes in the toxicity and efficacy of the anesthetic MS-222
(tricaine methanesulfonate) in zebrafish (Danio rerio) larvae.” Comparative Biochemistry and
Physiology – Part A: Molecular & Integrative Physiology 148(2):463–469. Sadick NS, DL Damelio, and C Weinstein. 1994. 5.0 References “The modified buried vertical mattress suture – A new
technique of buried absorbable wound closure associated with excellent cosmesis for wounds under
tension.” Journal of Dermatologic Surgery & Oncology 20(11):735–739. Sauter ST. 1996. “Thermal Preference of Spring and Fall Chinook Salmon (Oncorhynchus tshawytscha)
During Smoltification.” Master’s Thesis, Portland State University, Portland Oregon. 164 pp. Scruton DA, CJ Pennell, CE Bourgeois, RF Goosney, TR Porter, and KD Clarke. 2007. “Assessment of
a retrofitted downstream fish bypass system for wild Atlantic salmon (Salmo salar) smolts and kelts at a
hydroelectric facility on the Exploits River, Newfoundland, Canada.” Hydrobiologia 582(1):155–169. 5.3 Shermak MA, J Mallalieu, and D Change. 2009. “Barbed suture impact on wound closure in body
contouring surgery.” Plastic and Reconstructive Surgery 126(5):1735–1741. Skalski JR. 1998. “Estimating season-wide survival rates of outmigrating salmon smolt in the Snake
River, Washington.” Canadian Journal of Fisheries and Aquatic Sciences 55(3):761–769. Skalski JR, R Townsend, J Lady, AE Giorgi, JR Stevenson, and RD McDonald. 2002. “Estimating
route-specific passage and survival probabilities at a hydroelectric project from smolt radio telemetry
studies.” Canadian Journal of Fisheries and Aquatic Sciences 59(8):1385–1393. Stephenson JR, AJ Gingerich, RS Brown, BD Pflugrath, Z Deng, TJ Carlson, MJ Langeslay,
ML Ahmann, RL Johnson, and AG Seaburg. 2010. “Assessing barotrauma in neutrally and negatively
buoyant juvenile salmonids exposed to simulated hydro-turbine passage using a mobile aquatic
barotrauma laboratory.” Fisheries Research 106(3):271–278. Summerfelt RC and LS Smith. 1990. “Anesthesia, surgery, and related techniques.” In Methods for Fish
Biology, CB Schreck and PB Moyle (eds), pp. 213–263, American Fisheries Society, Bethesda,
Maryland. van Rijssel EJ, R Brand, C Admiraal, I Smit, and JB Trimbos. 1989. “Tissue reaction and surgical knots:
The effect of suture size, knot configuration, and knot volume.” Obstetrics and Gynecology 74(1):64–68. Wagner GN, ED Stevens, and P Byrne. 2000. “Effects of suture type and patterns on surgical wound
healing in rainbow trout.” Transactions of the American Fisheries Society 129(5):1196–1205. Walsh MG, KA Bjorgo, and JJ Isely. 2000. “Effects of implantation method and temperature on
mortality and loss of simulated transmitters in hybrid striped bass.” Transactions of the American
Fisheries Society 129:539–544. Weiland MA, GR Ploskey, JS Hughes, Z Deng, T Fu, TJ Monter, GE Johnson, F Khan, MC Wilberding,
AW Cushing, SR Zimmerman, DM Faber, RE Durham, RL Townsend, JR Skalski, J Kim, ES Fischer,
and MM Meyer. 2009. OFFSITE M. Brad Eppard
U.S. Army Corps of Engineers
P.O. Box 2946
333 SW 1st Avenue, Robert Duncan
Plaza
Portland, OR 97208-2946 M. Brad Eppard
U.S. Army Corps of Engineers
P.O. Box 2946
333 SW 1st Avenue, Robert Duncan
Plaza
Portland, OR 97208-2946 AJ Bryson KA Wagner 5.0 References Acoustic Telemetry Evaluation of Juvenile Salmonid Passage and Survival at
John Day Dam with Emphasis on the Prototype Surface Flow Outlet, 2008. PNNL-18890, Pacific
Northwest National Laboratory, Richland, Washington. 5.4 5.4 PNNL-21986 PNNL-21986 Distribution
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P.O. Box 2946
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Red Blood Cell Folate Likely Overestimated in Australian National Survey: Implications for Neural Tube Defect Risk
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Nutrients
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cc-by
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Received: 24 March 2020; Accepted: 28 April 2020; Published: 1 May 2020 Abstract: In 2009, the Australian government mandated the addition of folic acid to bread flour to
reduce the incidence of neural tube defects (NTD)-affected pregnancies. In 2011–2012, the Australian
Health Measures Survey (AHMS) reported a mean red blood cell (RBC) folate in women of reproductive
age (16–44 y) of 1647 nmol/L. Over 99% of women had an RBC folate ≥906 nmol/L, a concentration
consistent with a very low risk of NTDs if a woman became pregnant. However, RBC folate was
measured using an immunoassay, which is not a recommended method due to questionable accuracy. The microbiological assay is the preferred method for RBC folate measurement. To determine whether
the immunoassay method may have led to spurious conclusions about the folate status of Australian
women, we collected fasting blood samples from 74 healthy non-pregnant, non-lactating women
(18–44 y) and measured RBC folate using both the immunoassay and microbiological methods. Mean RBC folate (95% confidence interval) concentration measured with the immunoassay method
was 1735 (1666, 1804) nmol/L compared with 942 (887, 1012) nmol/L using the microbiological method. No woman had an RBC folate < 906 nmol/L using the immunoassay method, whereas 46% of women
had an RBC folate < 906 nmol/L using the microbiological method. The NTD risk was estimated to
be 0.06% using the immunoassay method and 0.14% using the microbiological method. RBC folate
using AHMS survey may have underestimated NTD risk in Australian women. Keywords: red cell folate; microbiological assay; immunoassay; folate measurement; neural
tube defects Commentary
Red Blood Cell Folate Likely Overestimated in
Australian National Survey: Implications for Neural
Tube Defect Risk Green 2,3,* 1
School of Agriculture, Food and Wine, Faculty of Sciences, University of Adelaide, Adelaide 5005,
South Australia, Australia; Shannon.Hunt@sahmri.com 1
School of Agriculture, Food and Wine, Faculty of Sciences, University of Adelaide, Adelaide 5005,
South Australia, Australia; Shannon.Hunt@sahmri.com 2
Women and Kids Theme, South Australian Health and Medical Research Institute, Adelaide 5000,
South Australia, Australia; Merryn.Netting@sahmri.com (M.J.N.); Thomas.Sullivan@sahmri.com (T.R.S.);
karen.best@sahmri.com (K.P.B.); Maria.Makrides@sahmri.com (M.M.); Bev.Muhlhausler@csiro.au (B.S.M.)
3
Adelaide Medical School, University of Adelaide, Adelaide 5005, South Australia, Australia
4
School of Public Health, University of Adelaide, Adelaide 5005, South Australia, Australia
5
Department of Human Nutrition, University of Otago, Dunedin 9016, New Zealand;
lisa.houghton@otago.ac.nz 2
Women and Kids Theme, South Australian Health and Medical Research Institute, Adelaide 5000,
South Australia, Australia; Merryn.Netting@sahmri.com (M.J.N.); Thomas.Sullivan@sahmri.com (T.R.S.);
karen.best@sahmri.com (K.P.B.); Maria.Makrides@sahmri.com (M.M.); Bev.Muhlhausler@csiro.au (B.S.M.) 2
Women and Kids Theme, South Australian Health and Medical Research Institute, Adelaide 5000,
South Australia, Australia; Merryn.Netting@sahmri.com (M.J.N.); Thomas.Sullivan@sahmri.com (T.R.S.);
karen.best@sahmri.com (K.P.B.); Maria.Makrides@sahmri.com (M.M.); Bev.Muhlhausler@csiro.au (B.S.M.)
3
Adelaide Medical School, University of Adelaide, Adelaide 5005, South Australia, Australia
4
School of Public Health, University of Adelaide, Adelaide 5005, South Australia, Australia 2
Women and Kids Theme, South Australian Health and Medical Research Institute, Adelaide 5000,
South Australia, Australia; Merryn.Netting@sahmri.com (M.J.N.); Thomas.Sullivan@sahmri.com (T.R.S.);
karen.best@sahmri.com (K.P.B.); Maria.Makrides@sahmri.com (M.M.); Bev.Muhlhausler@csiro.au (B.S.M.)
3
Adelaide Medical School, University of Adelaide, Adelaide 5005, South Australia, Australia
4
School of Public Health, University of Adelaide, Adelaide 5005, South Australia, Australia
5
Department of Human Nutrition, University of Otago, Dunedin 9016, New Zealand;
lisa.houghton@otago.ac.nz karen.best@sahmri.com (K.P.B.); Maria.Makrides@sahmri.com (M.M.); Bev.Muhlhausler@csiro.au (B.S.M.)
3
Adelaide Medical School, University of Adelaide, Adelaide 5005, South Australia, Australia
4
School of Public Health, University of Adelaide, Adelaide 5005, South Australia, Australia
5
Department of Human Nutrition University of Otago Dunedin 9016 New Zealand; Adelaide Medical School, University of Adelaide, Adelaide 5005, South Australia, Australia
4
School of Public Health, University of Adelaide, Adelaide 5005, South Australia, Australia
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Nutrition and Health, Health and Biosecurity Business Unit, Commonwealth Scientific and Industrial
Research Organisation, Adelaide 5000, South Australia, Australia
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Nutrition and Health, Health and Biosecurity Business Unit, Commonwealth Scientific and Industrial *
Correspondence: tim.green@sahmri.com; Tel.: +61-452-448-438 Received: 24 March 2020; Accepted: 28 April 2020; Published: 1 May 2020 Received: 24 March 2020; Accepted: 28 April 2020; Published: 1 May 2020 Commentary
Red Blood Cell Folate Likely Overestimated in
Australian National Survey: Implications for Neural
Tube Defect Risk Shannon E. Hunt 1,2, Merryn J. Netting 2,3
, Thomas R. Sullivan 2,4, Karen P. Best 2,3,
Lisa A. Houghton 5, Maria Makrides 2,3
, Beverly S. Muhlhausler 2,6 and Tim J. Green 2,3,* Shannon E. Hunt 1,2, Merryn J. Netting 2,3
, Thomas R. Sullivan 2,4, Karen P. Best 2,3,
Lisa A. Houghton 5, Maria Makrides 2,3
, Beverly S. Muhlhausler 2,6 and Tim J. nutrients nutrients nutrients nutrients 1. Introduction Neural tube defects (NTD), such as spina bifida and anencephaly, are caused by the failure of the
neural tube to close normally, at around 28 days post-conception. In controlled trials, it has been shown
that folic acid taken prior to conception and early pregnancy reduces the incidence of NTDs by up to
80% [1,2]. In 2005 the Australian National Health and Medical Research Council recommended that all Nutrients 2020, 12, 1283; doi:10.3390/nu12051283 www.mdpi.com/journal/nutrients 2 of 6 Nutrients 2020, 12, 1283 women planning a pregnancy take 400 ug of folic acid daily prior to conception and until the end of the
first trimester to prevent NTDs Around 40% of pregnancies are unplanned in Australia [3], and because
NTDs occur before many women know they are pregnant, more than 80 countries have mandated the
addition of folic acid to food staples, typically wheat flour. In 2009, the Australian Food Regulation
Ministerial Council mandated the fortification of bread flour with folic acid [4]. This increased folic
acid intakes of the population and reduced the incidence of NTDs, especially among teenagers and
Indigenous women [5]. To achieve a maximal reduction in NTDs with folic acid fortification, it is generally accepted
that achieving a red blood cell (RBC) folate ≥906 nmol/L among women of reproductive age is
desirable [6,7]. In the nationally representative 2011-2012 Australian Health Measures Survey (AHMS)
the mean RBC folate in women of reproductive age (16–44 y) was 1647 nmol/L (relative standard
error of 0.8%) with only 1% of sample concentrations < 906 nmol/L, suggesting that women were well
protected against NTDs if they were to become pregnant [8]. The AHMS RBC folate concentrations
are much higher than the mean concentration of 1057 nmol/L reported for women in the US National
Health and Examination Survey, where more foods are fortified with folic acid and supplement use is
higher [9]. The microbiological assay is considered the gold standard for RBC folate measurement, especially
in population-based studies [6,10], and was the method used in the US national survey [9]. However,
in the AHMS, RBC folate was measured by an immunoassay using a folate-binding protein on an
automated clinical analyser. Although immunoassays are suitable for measuring plasma/serum folate
where the predominant form of folate is 5 methyltetrahydrofolate, their accuracy for RBC folate
measurement has been reported to be poor [10–13]. 1. Introduction This lack of accuracy has been attributed to matrix
effects in red cells as well as different binding affinities of the folate-binding protein for the various
forms of folate found in red blood cells. Our aim in this paper was to investigate whether the immunoassay used in the AHMS led to
erroneous conclusions about the folate status of Australian women following folic acid fortification and
calculated risk of an NTD affected pregnancy. Here, we compare RBC folate concentrations measured
in blood samples collected from women using the immunoassay (as used in the AHMS survey) and
the gold standard microbiological assay method. 2.1. Participants Seventy-four healthy female volunteers were recruited through newspaper advertisements,
posters, social media and leaflet distribution within Adelaide, South Australia. Women were eligible if
they were not pregnant or breastfeeding, and/or had not taken folic acid containing supplements in the
four months prior. Ethical approval was obtained from the University of Adelaide Human Research
Ethics Committee HREC-2016-151 and women gave written informed consent. 2.3. Measurement of Red Cell Folate Immunoassay: Frozen whole blood samples were sent to SA Pathology (Adelaide) for whole blood
folate determination using an Elecsys®Folate RBC kit (Roche Diagnostics International Ltd, Rotkreuz,
Switzerland) on a Roche Modular E 801 Immunology Analyzer (Roche Diagnostics International Ltd,
Rotkreuz, Switzerland) [14]. A detailed explanation of the principle of the assay is available online. This method was identical to that used in the AHMS. Microbiological assay: Whole blood lysates and plasma samples were sent on dry ice to The
University of Otago, Dunedin, New Zealand for folate determination using the microbiological
assay [15,16]. Briefly, the microbiological assay was conducted using a 96-well plate with
chloramphenicol-resistant Lactobacillus rhamnosus (ATCC 27773) (American Type Culture Collection,
Manassas, VA, USA) and 5-methyltetrahydrofolate calibrator (Merck and Cie, Schaffhausen,
Switzerland). External and internal controls were included on each microplate. Intra- and inter-assay
variation was less than 10% for plasma folate and 14% for red cell folate. 2.2. Procedures Women attended a morning clinic after fasting since midnight. Venipuncture blood samples
were collected into two evacuated containers containing EDTA (Becton Dickinson PTY, Macquarie
Park, NSW). One tube was sent within 3 hours to a commercial lab for a full blood count, including
hematocrit using an automated hematology analyzer (Clinpath, Adelaide, SA, Australia). For the
immunoassay, whole blood was aliquoted in two cryovials. For the microbiological assay, whole blood
was diluted 1:10 in 1% ascorbic acid (Sigma Aldrich, St Louis, MO, USA) incubated for 30 minutes at
37 ◦C and then aliquoted. The remaining whole blood was centrifuged at 3000 g for 10 minutes at 4 ◦C
and the resulting plasma aliquoted. All samples were stored at -80 ◦C until analyzed. Nutrients 2020, 12, 1283 3 of 6 2.4. Data Analyses Assuming a standard deviation of 358 nmol/L for the immunoassay method [7], a sample size
of 74 women allows for mean RBC folate concentration to be estimated with a sufficiently narrow
95% confidence interval (width of approximately ± 80 nmol/L). Red blood cell folate was determined
by the equation used in the AHMS which corrects whole blood folate for hematocrit. This assumes
the amount of folate present in plasma is negligible. RBC folate concentrations were found to be
approximately normally distributed for both the immunoassay and the microbiological method. The association between the two measurement methods was assessed using linear regression, with
agreement quantified using a Bland–Altman plot. Predicted NTD risk based on RBC folate was then
calculated for each method using the equation in Daly et al. [7]. All statistical calculations were
performed using Stata 15.0 (StataCorp, College Station, Texas, USA). 4. Discussion We have shown that RBC folate concentrations among women of reproductive age in Australia
may have been overestimated in the AHMS survey. The use of immunoassays to measure
RBC folate have been particularly problematic because assays, particularly calibrators, are not
harmonized among manufacturers, they have high lot-to-lot variation, and are of questionable
accuracy. Although immunoassays are suitable for serum folate where folate is present primarily
as 5-methyltetrahydrofolate, the folate binding protein used in these assays has different affinities
for the many forms of folate present in in red blood cells. Colapinto et al. [11] undertook a method
comparison to allow for adjustment of RBC folate concentrations in the Canadian Health Measures
Survey measured using an Immulite 2000 immunoassay (Siemens Canada Limited) with the US
National Health and Nutrition Examination Survey using the microbiological assay. They reported a
mean percent difference of 24% between the microbiological assay and immunoassay methods (95%
limits of agreement -26% to 75%) and a correlation of 0.67 between methods. This finding compares to
the absolute mean difference of 793 nmol/L (95% limits of agreement 198 to 1388 nmol/L) and weaker
correlation of 0.40 in our study. To our knowledge, only one other study compared the immunoassay
used in the Elecsys®Folate RBC kit to other immunoassays. Golding placed himself on a folate deficient
diet and measured RBC folate weekly until megaloblastic anemia appeared. RBC folate measured using
the AHMS system consistently gave much higher concentrations than other immunoassay methods as
well as the microbiological method [12]. Another important finding was that the difference in folate
values obtained using the two methods was not merely systematic but also random, meaning that the
folate values estimated in the AHMS could not be reliably converted to equivalent values that would
be obtained using the microbiological assay. The present study has a number of strengths including the measurement of folate by the methods
in the same participant blood sample, removing any intra-individual variation in folate concentrations. Secondly, the immunoassay used, the Elecsys®Folate RBC kit, is identical to that used in the AHMS. Finally, we have confidence in the values obtained from the microbiological assay. The microbiologic
assay used by the University of Otago was compared against target values from samples provided by
the US Centre for Disease Control in a round robin comparison [10]. 3. Results The median (inter-quartile range) age of the women was 27 (23, 34) years, 92% were of European
ethnicity, 78% had an undergraduate degree or higher, and 66% had a normal BMI (18.5–24.9 kg/m2). Mean RBC folate (95% confidence interval) concentration measured with immunoassay method was
almost twice that of the microbiological method; 1735 (1666, 1804) compared with 942 (887, 1012)
nmol/L, respectively. The mean difference between the two methods was 793 nmol/L (724, 862);
p < 0.001), indicating a high degree of systematic error. There was a poor correlation between RBC
folate measured using the two methods (R2 = 0.16; p < 0.001) (Figure 1A). The Bland–Altman plot also
showed a poor level of agreement between the two methods (Figure 1B), with the immunoassay method
expected to produce concentrations between 198 and 1388 nmol/L larger than the microbiological
method for 95% of women (equivalent to the mean difference ± 2 standard deviations). The large
width of the 95% limits of agreement indicates a high degree of random error. Using the immunoassay
method, no women had an RBC folate < 906, whereas 34 women (46%) had an RBC folate < 906 nmol/L
using the microbiological method. 4 of 6 Nutrients 2020, 12, 1283 Figure 1. Comparison of red blood cell folate concentrations measured in concurrent venous blood
samples using microbiological [chloramphenicol-resistant L. rhamnosus (ATCC 27773 or NCIB 10463)
assay and erythrocyte folate measured by the protein-binding assay (Roche Modular E 801 Immunology
Analyzer) (A) by regression; (B) and by a Bland–Altman Plot (difference on the y-axis is the immunoassay
– microbiological RBC folate concentrations, with the shaded area corresponding to a 95% confidence
interval for the mean difference). Figure 1. Comparison of red blood cell folate concentrations measured in concurrent venous blood
samples using microbiological [chloramphenicol-resistant L. rhamnosus (ATCC 27773 or NCIB 10463)
assay and erythrocyte folate measured by the protein-binding assay (Roche Modular E 801 Immunology
Analyzer) (A) by regression; (B) and by a Bland–Altman Plot (difference on the y-axis is the immunoassay
– microbiological RBC folate concentrations, with the shaded area corresponding to a 95% confidence
interval for the mean difference). 4. Discussion Values produced by Otago were
4.2% ± 9.6% higher for RBC folate than the US Centre for Disease Control target value. There are limitations to our study. Although attaining a red blood cell folate concentration of
906 nmol/L is a threshold recommended by WHO and others, it does not represent a threshold for
the maximum prevention of neural tube defects. There is debate around the optimal cutofffor NTD 5 of 6 Nutrients 2020, 12, 1283 prevention. An RBC folate concentration of 906 nmol/L was the lower bound of the upper quintile of
red blood cell folate in the Irish case–control study [7]. We stress that the model for the relationship
between RBC folate and NTD risk is continuous and have provided NTD risk estimates using both
the immunoassay and microbiological methods (that differ substantially). Any increase in RBC folate
would be expected to decrease NTD risk. However, we accept that our estimates of NTD risk based on
RBC folate should be interpreted with caution as they are based on data from a different population [7]. Another important consideration is that we used 5-methyltetrahydrofolate as a calibrator, which
is consistent with current recommendations, instead of folic acid as was used in earlier studies. It has
been suggested that 5-methyltetrahydrofolate gives RBC folate concentrations from the microbiological
method that are ~20% lower [17]. As such a lower cutoffof > 748 nmol/L for RBC folate has been
suggested for NTD protection when 5-methyltetrahydrofolate is used as the calibrator. Krider et al.,
using data from two studies in China, a large population-based study (n = 247831) and a dose response
trial (n = 1194), estimated 822 nmol/L (calibrator adjusted) as a cutoff[18]. In our sample, 27% and 34%
of women still had RBC folate concentrations below 748 and 822nmol/L, respectively. Importantly,
adjusting RBC folate measurements according to the calibrator used would not change conclusions
about the high degree of systematic and random error of the immunological method. We are not suggesting that our sample is representative of the general Australian population, or
that folic acid fortification has been ineffective in Australia. Clearly folic acid intakes have increased
and rates of NTDs have decreased, especially among vulnerable population subgroups in vulnerable
populations, as a result of the fortification [5]. 4. Discussion Our mean RBC folate concentrations of 942 nmol/L are
more consistent with the 1060 nmol/L reported in population-based US data (National Health and
Nutrition Examination Survey 2008–2010) using the microbiological method [9]. 5. Conclusions In conclusion, there is an urgent need to assess the impact of folic acid fortification on RBC folate
using accurate methods not only in women of reproductive age but also in non-target populations
who are being exposed to folic acid with no known benefit such as children, men, and older people. Given that most clinical laboratories in Australia measure RBC folate using immunoassays, caution is
warranted when interpreting these results. Author Contributions: Conceptualization, S.E.H., T.J.G., M.J.N. and B.S.M.; methodology, L.A.H.; data collection,
S.E.H.; formal analysis, T.R.S.; writing–original draft preparation, S.E.H. and T.J.G.; K.P.B. and M.M.—review of
scientific content; writing—review and editing, all co-authors. All authors have read and agreed to the published
version of the manuscript. Funding: This research received no external funding Conflicts of Interest: M.M. reports grants from National Health and Medical Research Council during the conduct
of the study; she has also received honoraria from Nestle and Fonterra for memberships of Scientific Advisory
Board, which have been paid to her institution, outside the submitted work. B.S.M. has received honoraria for
serving on the Nestle Nutrition Institute Advisory board and for giving presentations for BASF, which have been
paid to her institution, outside the submitted work. T.J.G. reports grants from the International Development
Research Centre, Nutrition International, and the Nestle Nutrition Institute; he has also received honoraria
from Fonterra for membership on a Scientific Advisory Board that has been paid to his institution, outside the
submitted work. 1.
Prevention of neural tube defects: Results of the Medical Research Council Vitamin Study. MRC Vitamin
Study Research Group. Lancet 1991, 338, 131–137.
2.
Berry, R.J.; Li, Z.; Erickson, J.D.; Li, S.; Moore, C.A.; Wang, H.; Mulinare, J.; Zhao, P.; Wong, L.Y.; Gindler, J.;
et al. Prevention of neural-tube defects with folic acid in China. China-U.S. Collaborative Project for Neural
Tube Defect Prevention. N. Engl. J. Med. 1999, 341, 1485–1490. [CrossRef] [PubMed]
3.
Bower, C.; Eades, S.; Payne, J.; D’Antoine, H.; Stanley, F. Trends in neural tube defects in Western Australia
in Indigenous and non-Indigenous populations. Paediatr. Perinat. Epidemiol. 2004, 18, 277–280. [CrossRef]
[PubMed] 1.
Prevention of neural tube defects: Results of the Medical Research Council Vitamin Study. MRC Vitamin
Study Research Group. Lancet 1991, 338, 131–137. References 1. Prevention of neural tube defects: Results of the Medical Research Council Vitamin Study. MRC Vitamin
Study Research Group. Lancet 1991, 338, 131–137. 2. Berry, R.J.; Li, Z.; Erickson, J.D.; Li, S.; Moore, C.A.; Wang, H.; Mulinare, J.; Zhao, P.; Wong, L.Y.; Gindler, J.;
et al. Prevention of neural-tube defects with folic acid in China. China-U.S. Collaborative Project for Neural
Tube Defect Prevention. N. Engl. J. Med. 1999, 341, 1485–1490. [CrossRef] [PubMed] 3. Bower, C.; Eades, S.; Payne, J.; D’Antoine, H.; Stanley, F. Trends in neural tube defects in Western Australia
in Indigenous and non-Indigenous populations. Paediatr. Perinat. Epidemiol. 2004, 18, 277–280. [CrossRef]
[PubMed] Nutrients 2020, 12, 1283 6 of 6 4. National Health and Medical Research Council. Report of the expert panel on folate fortification. In
Proceedings of the 117th Session of the NHMRC, Sydney, Australia, 1–2 June 1994; Australian Government
Publishing: Canberra, Australia, 1995. 5. Australian Institute of Health and Welfare. Monitoring the Health Impacts of Mandatory Folic Acid an
Fortification; Cat. no. PHE 208; Australian Institute of Health and Welfare: Canberra, Australia, 201 6. World Health Organization. Guideline: Optimal Serum and Red Blood Cell Folate Concentrations in Women of
Reproductive Age for Prevention of Neural Tube Defects; World Health Organization: Geneva, Switzerland, 2015. 7. Daly, L.E.; Kirke, P.N.; Molloy, A.; Weir, D.G.; Scott, J.M. Folate levels and neural tube defects: Implications
for prevention. JAMA 1995, 274, 1698–1702. [CrossRef] [PubMed] 6. World Health Organization. Guideline: Optimal Serum and Red Blood Cell Folate Concentrations in Women of
Reproductive Age for Prevention of Neural Tube Defects; World Health Organization: Geneva, Switzerland, 2015. Reproductive Age for Prevention of Neural Tube Defects; World Health Organization: Geneva, Switzerland, 2015. 7. Daly, L.E.; Kirke, P.N.; Molloy, A.; Weir, D.G.; Scott, J.M. Folate levels and neural tube defects: Implications
for prevention. JAMA 1995, 274, 1698–1702. [CrossRef] [PubMed] 7. Daly, L.E.; Kirke, P.N.; Molloy, A.; Weir, D.G.; Scott, J.M. Folate levels and neural tube defects: Impl
for prevention. JAMA 1995, 274, 1698–1702. [CrossRef] [PubMed] 8. Australian Bureau of Statistics. 4364.0.55.006—Australian Health Survey:
Biomedical Results
for
Nutrients,
2011–2012. Available
online:
https://www.abs.gov.au/ausstats/abs@.nsf/Lookup/
436A7408D5C591EDCA257C3D000D7F7B?opendocumen (accessed on 20 February 2020). 9. Pfeiffer, C.M.; Hughes, J.P.; Lacher, D.A.; Bailey, R.L.; Berry, R.J.; Zhang, M.; Yetley, E.A.; Rader, J.I.;
Sempos, C.T.; Johnson, C.L. Estimation of trends in serum and RBC folate in the U.S. population from pre-
to postfortification using assay-adjusted data from the NHANES 1988–2010. J. Nutr. 2012, 142, 886–893. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References [CrossRef] [PubMed] 10. Zhang, M.; Sternberg, M.R.; Pfeiffer, C.M. Harmonizing the Calibrator and Microorganism Used in the Folate
Microbiological Assay Increases the Comparability of Serum and Whole-Blood Folate Results in a CDC
Round-Robin Study. J. Nutr. 2018, 148, 807–817. [CrossRef] [PubMed] 11. Colapinto, C.K.; Tremblay, M.S.; Aufreiter, S.; Bushnik, T.; Pfeiffer, C.M.; O’Connor, D.L. The direction
of the difference between Canadian and American erythrocyte folate concentrations is dependent on the
assay method employed: A comparison of the Canadian Health Measures Survey and National Health and
Nutrition Examination Survey. Br. J. Nutr. 2014, 112, 1873–1881. [CrossRef] [PubMed] 12. Golding, P.H. Severe experimental folate deficiency in a human subject—A longitudinal investigation of
red-cell folate immunoassay errors as megaloblastic anaemia develops. Springerplus 2014, 3, 441. [CrossRef]
[PubMed] 13. Pfeiffer, C.F.Z.; Zhang, M. Folate analytical methodology. In Folate in Health and Disease; Bailey, L., Ed.; CRC
Press; Taylor & Francis Group: New York, NY, USA, 2010; pp. 517–574. 14. Roche Diagnostics International Ltd. Elecsys®Folate RBC Electrochemiluminescence Immunoassay (ECLIA)
for the In Vitro Quantitative Determination of Folate in Erythrocytes (Red Blood Cells, RBC); Roche
Diagnostics International Ltd.: Rotkreuz, Switzerland, 2014; Available online: https://diagnostics.roche.com/
content/dam/diagnostics/ch/de/gesundheitsthemen/anaemia/Anemia_Factsheet_FolateRBC.pdf (accessed on
15 April 2020). 15. Molloy, A.M.; Scott, J.M. Microbiological assay for serum, plasma, and red cell folate using cryopreserved,
microtiter plate method. Methods Enzymol. 1997, 281, 43–53. [PubMed] 16. O’Broin, S.; Kelleher, B. Microbiological assay on microtitre plates of folate in serum and red cells. J. Clin. Pathol. 1992, 45, 344–347. [CrossRef] [PubMed] 17. Garrett, G.S.; Bailey, L.B. A public health approach for preventing neural tube defects: Folic acid fortification
and beyond. Ann. N. Y. Acad. Sci. 2018, 1414, 47–58. [CrossRef] [PubMed] 18. Crider, K.S.; Devine, O.; Hao, L.; Dowling, N.F.; Li, S.; Molloy, A.M.; Li, Z.; Zhu, J.; Berry, R.J. Population red
blood cell folate concentrations for prevention of neural tube defects: Bayesian model. BMJ 2014, 349, g4554. [CrossRef] [PubMed] © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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The Association between the Availability of Sugar-Sweetened Beverage in School Vending Machines and Its Consumption among Adolescents in California: A Propensity Score Matching Approach
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Journal of environmental and public health
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Hindawi Publishing Corporation
Journal of Environmental and Public Health
Volume 2010, Article ID 735613, 5 pages
doi:10.1155/2010/735613 Hindawi Publishing Corporation
Journal of Environmental and Public Health
Volume 2010, Article ID 735613, 5 pages
doi:10.1155/2010/735613 Hindawi Publishing Corporation
Journal of Environmental and Public Health
Volume 2010, Article ID 735613, 5 pages
doi:10.1155/2010/735613 Correspondence should be addressed to Lu Shi, lushi.pku@gmail.com Received 10 June 2010; Revised 31 August 2010; Accepted 31 August 2010 Academic Editor: David Vlahov Copyright © 2010 Lu Shi. This is an open access article distributed under the Creative Commons Attribution License, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. There is controversy over to what degree banning sugar-sweetened beverage (SSB) sales at schools could decrease the SSB intake. This paper uses the adolescent sample of 2005 California Health Interview Survey to estimate the association between the
availability of SSB from school vending machines and the amount of SSB consumption. Propensity score stratification and kernel-
based propensity score matching are used to address the selection bias issue in cross-sectional data. Propensity score stratification
shows that adolescents who had access to SSB through their school vending machines consumed 0.170 more drinks of SSB than
those who did not (P < .05). Kernel-based propensity score matching shows the SSB consumption difference to be 0.158 on the
prior day (P < .05). This paper strengthens the evidence for the association between SSB availability via school vending machines
and the actual SSB consumption, while future studies are needed to explore changes in other beverages after SSB becomes less
available. 1. Introduction This paper uses population survey data to examine the
magnitude of the association between the availability of
sugar-sweetened beverage from schools’ vending machines
and the amount of SSB consumption among California’s
adolescents, while controlling for sociodemographic and
behavioral confounders [10]. Specifically, by estimating
how much the availability of SSB through school vending
machines independently predicts the SSB consumption, this
study provides a benchmark for future evaluation of SSB
interventions among younger populations. Health researchers and public health activists found school
the environment to be an important determinant of eating
and drinking behaviors among children [1, 2]. Competitive
foods, that is, foods and beverages sold from vending
machines, school stores, and so forth, remain a prevalent
health risk for school-age children [3–7]. In recent years,
efforts have been focused on taxing sugar elements in the
sugar-sweetened beverage (SSB) or sugar itself. For example,
California bill SB677, a law passed in 2003, bans soda from
elementary and middle schools and limits soda sales in
high schools during school hours. However, there remains
considerable controversy over how much the increase in
the consumption of SSB has contributed to the increase in
childhood obesity and how much limiting the SSB sales at
schools could decrease the soda intake and the body weight
[8, 9]. Lu Shi Department of Health Services, UCLA School of Public Health, 650 Charles E. Young Drive S., 61-253 CHS, Los Angeles,
CA 90095, USA Journal of Environmental and Public Health Journal of Environmental and Public Health Journal of Environmental and Public Health 2 Table 1: Descriptive statistics about variables used in the propensity score matching. Variables
Descriptive statistics (mean or frequency distribution)
Outcome variable
Number of SSBs on the prior day
1.09 (1.45)
Exposure variable
Self-reported availability of sugar-sweetened beverage at school vending machines
Yes
2285 (57.4%)
No
1698 (42.6%)
Predictors
Age (mean)
14.4 (.026)
Gender (female)
1979 (49.1%)
Parental education
Less than high school (referent group)
184 (21.0%)
High school only
180 (20.3%)
Some college
189 (21.3%)
Graduated from college
334 (37.7%)
Race/ethnicity
White (referent group)
70 (7.9%)
African American
176 (4.4%)
Latino
823 (20.7%)
Asian
321 (8.1%)
School type (public schools)
3505 (87.0%)
Household income (at or above federal poverty line)
3490 (87.6%)
N = 3983 Table 1: Descriptive statistics about variables used in the propensity score matching. Table 2: Probit regression predicting the propensity scores of sugar-sweetened beverage’s availability at school vending machines. Predictor
Probit coefficient
Gender (female = 1)
0.06
Age
2 .33∗∗∗
Age square
−0.07∗∗∗
Parental education
Less than high school (referent group)
High school only
−0.03
Some college
0.07
Graduated from college
−0.11
Race/ethnicity
White (referent group)
African American
0.02
Latino
1.02
Asian and other
0.98
Household income (above federal poverty line = 1)
0.05
School type (attending public school = 1)
0.16∗∗
N = 3983
Coefficient significant at 10%∗; 5%∗∗; 1%∗∗∗. Table 2: Probit regression predicting the propensity scores of sugar-sweetened beverage’s availability at school vending machines. Predictor
Probit coefficient
Gender (female = 1)
0.06
Age
2 .33∗∗∗
Age square
−0.07∗∗∗
Parental education
Less than high school (referent group)
High school only
−0.03
Some college
0.07
Graduated from college
−0.11
Race/ethnicity
White (referent group)
African American
0.02
Latino
1.02
Asian and other
0.98
Household income (above federal poverty line = 1)
0.05
School type (attending public school = 1)
0.16∗∗
N = 3983
Coefficient significant at 10%∗; 5%∗∗; 1%∗∗∗. g
p
g
p
p
Predictor
Gender (female = 1)
Age
Age square
Parental education
Less than high school (referent group)
High school only
Some college
Graduated from college
Race/ethnicity
White (referent group)
African American
Latino
Asian and other
Household income (above federal poverty line = 1)
School type (attending public school = 1)
N = 3983
Coefficient significant at 10%∗; 5%∗∗; 1%∗∗∗. 2. Method The dataset used in this study is the adolescent sample
of 2005 California Health Interview Survey (CHIS). CHIS
is a biennial population health survey based on telephone
interviews, and its adolescent sample is conducted with Coefficient significant at 10%∗; 5%∗∗; 1%∗∗∗. Journal of Environmental and Public Health Journal of Environmental and Public Health 3 Table 3: Blockwise t-tests of the mean difference of propensity score between the exposure group and the control group. Block
Mean of control group
Mean of exposure group
P value of the t-tests
[0, 0.2)
0.19
0.19
.71
[0.2,0.4)
0.27
0.26
.23
[0.4, 0.5)
0.44
0.45
.20
[0.5,0.6)
0.57
0.57
.20
[0.6,0.625)
0.61
0.61
.11
[0.625,0.65)
0.64
0.64
.73
[0.65,0.7)
0.68
0.68
.60
[0.7,0.8)
0.74
0.74
.08
[0.8,1)
0.81
0.81
.57
N = 3983 se t-tests of the mean difference of propensity score between the exposure group and the control group. reported that their schools had SSB available through the
vending machines, and 1698 said that their schools did not
have SSB through the vending machines. Table 1 lists the
descriptive characteristics of the 3983 adolescents who gave
a yes or no answer to the SSB availability question. The
predictors were then used in a probit regression (Table 2)
to produce a propensity score that represents the predicted
probability of being exposed to an SSB-selling vending
machine at school. The entire sample was then divided
into nine blocks according to different propensity score
values, and t-tests were run within each block to check
if exposure and control cases were similar to each other
in all confounding variables. These t-tests show that the
differences in predictors between the two groups were not
significant, which means that the propensity score used
here successfully created a control group comparable to the
exposure group. Table 3 shows the means of propensity
scores in the exposure group and the control group for each
block, while Table 4 shows the means of SSB consumption in
the exposure group and the control group for each block. context, the predicted probability of attending a school that
has SSB through vending machines (the propensity score) is
estimated through a logistic regression. Each individual in
the exposure group is then compared with control group
members that have a close propensity score, and their
differences in the outcome variable (in our case, the number
of SSB the adolescent had on the prior day) are summed
to give an overall difference, which indicates whether the
exposure variable (SSB availability through schools’ vending
machines) is significantly associated with the outcome
variable. 4. Conclusion With a population-representative large sample, this study
strengthened the evidence for the association between SSB
availability via school vending machines and the actual
SSB consumption. The use of propensity score matching,
a method designed to address the selection bias, further
showed that the SSB availability at school vending machines
and the SSB consumption have an independent and unam-
biguous association. Recent evidence shows that both the
SSB consumption and the childhood obesity declined after
California’s ban on soda sales at schools in 2003 [15], and
this study helps us understand a possible mechanism behind
these phenomena. Journal of Environmental and Public Health In this analysis, only 42.6% of the sample are control
cases (i.e., the adolescent’s school does not have soda
in its vending machines), which means that propensity
score matching methods like nearest neighbor and radius
matching could mean throwing away a lot of observations
and increasing the variance of the estimator [13]. Thus, we
use matching methods that make use of all observations
in implementing the propensity score matching: propensity
score stratification and kernel-based matching [14]. Strat-
ification matching, as implemented in this study, stratifies
the sample into five strata such that within each stratum,
treated and control units have the same average propensity
score. The average treatment effect is calculated by averaging
the between-group outcome differences over the five strata. Kernel-based matching, on the other hand, compares each
exposure case with a weighted sum of all control cases,
with the weights inversely related to the propensity score
difference between the exposure case and the control case. These two matching methods were implemented by the
user-written commands of atts and attk in STATA 10,
while the propensity score was computed by user-written
STATA program of pscore.ado. The predictors we use in the
probit regression include the adolescent’s gender, age (and
a quadratic term of age squared), race/ethnicity, parental
education, household income level (at or above the federal
poverty level), and whether the adolescent attended a public
school. Table 5 shows the results of the two propensity score-
matched comparisons. Propensity score stratification shows
that adolescents who had access to SSB through their school
vending machines consumed 0.181 more drinks of SSB than
those who did not (P < .05). Kernel-based propensity score
matching shows the SSB consumption difference to be 0.159
on the prior day (P < .05). Journal of Environmental and Public Health To address the selection bias that might occur with
cross-sectional survey data, this study uses propensity score
matching [12] to create a control group (adolescents whose
school did not have SSB available through vending machines)
that is similar to the exposure group (adolescents whose
school did have SSB available through vending machines)
in all observed confounding predictors of SSB intake. In this adolescents living in sampled households [11]. The 2005
CHIS adolescent sample asked the respondent whether his
or her school has SSB available at vending machines, which
is the key independent variable of this study. The survey also
asked the respondent how many servings of SSB he or she had
on the prior day, which is used in this study as the outcome
variable. Journal of Environmental and Public Health 3. Results Of all 4029 adolescents who responded to the 2005 CHIS
survey, 46 gave no answer or said “don’t know,” 2285 Journal of Environmental and Public Health 4 Table 4: Blockwise t-tests of the Mean Difference of Sugar-sweetened Beverage Consumption on the Prior Day between the Exposure Group
and the Control Group. Difference of Sugar-sweetened Beverage Consumption on the Prior Day between the Exposure Group Table 4: Blockwise t-tests of the Mean Difference of Sugar-sweetened Beverage Consumption on the Prior Day between the Exposure Group
and the Control Group. Block
Mean of control group
Mean of exposure group
Mean difference (standard error)
[0, 0.2)
0.32
1.11
−0.79 (0.24)
[0.2,0.4)
0.87
1.09
−0.22 (0.09)
[0.4, 0.5)
1.16
1.10
0.06 (0.14)
[0.5,0.6)
0.95
1.25
−0.11 (0.14)
[0.6,0.625)
0.97
1.26
−0.29 (0.23)
[0.625,0.65)
0.85
1.00
−0.15 (0.18)
[0.65,0.7)
1.04
1.18
−0.14 (0.18)
[0.7,0.8)
1.02
1.21
−0.20 (0.09)
[0.8,1)
1.00
.9
0.10 (0.64)
N = 3983 Mean difference (standard error) Table 5: The association between SSB Availability at School Vending Machines and SSB Consumption with propensity score stratification
and kernel-based matching. Number of
Exposed
Number of
control
Proportional
difference using
matched sample
t-value of the
difference
Stratification
2285
1698
0.181 (.046)
3.972
Kernel-based
matching
2285
1698
0.159 (.059)
2.668 able 5: The association between SSB Availability at School Vending Machines and SSB Consumption with pro
nd kernel-based matching. een SSB Availability at School Vending Machines and SSB Consumption with propensity score stratification Ludwig et al. [16] estimated from a longitudinal sample
of younger adolescents that for each additional serving
of consumed SSB, both body mass index (BMI) (mean
0.24 kg/m2; P
=
.03) and frequency of obesity (odds
ratio 1.60; P
= .02) increased, after being adjusted for
anthropometric, demographic, dietary, and lifestyle vari-
ables. If one additional serving of SSB per day increases
the odds of being obese by 60%, then our estimated effect
of SSB availability through school vending machines on
daily SSB consumption, 0.181 or 0.159 serving, is not
an ignorable factor in childhood obesity prevention. Our
descriptive analysis showed that the average consumption
of SSB on the prior day was 1.09 serving, which means
that on average the exposure to SSB from school vending
machines could account for around one sixth of the daily
SSB consumption among adolescents aged 12–17. 3. Results If this
might seem like a larger effect than what was shown by
earlier studies of elementary school students (e.g., Fernandes
[6]), this might be due to the fact that adolescents are
more likely to buy beverage from school vending machines
than children under 12. Thus, banning SSB sales at schools
has a larger effect among adolescents than among younger
children. much bigger than what we have witnessed from children and
adolescent samples. This study is limited in that the estimation was done in
a cross-sectional dataset. Even though the propensity score
matching method helps deal with the selection bias issue,
it will be ideal if we can work with longitudinal datasets
covering SSB consumption before and after the soda ban
at schools. Moreover, as children and adolescents might
replace their SSB intake with other kinds of beverage after
a restriction on their access to SSB, further studies are also
needed to examine what could happen to consumption of
other kinds of beverage (juice, milk, water, coffee, etc.) after
those SSB bans at schools. Journal of Environmental and Public Health 5 junior and senior high schools: a needs assessment,” Journal of
the American Dietetic Association, vol. 100, no. 6, pp. 701–703,
2000. [6] K. W. Cullen, J. Eagan, T. Baranowski, E. Owens, and C. de
Moor, “Effect of a la carte and snack bar foods at school on
children’s lunchtime intake of fruits and vegetables,” Journal of
the American Dietetic Association, vol. 100, no. 12, pp. 1482–
1486, 2000. [7] M. M. Fernandes, “The effect of soft drink availability in
elementary schools on consumption,” Journal of the American
Dietetic Association, vol. 108, no. 9, pp. 1445–1452, 2008. [8] D. B. Johnson, B. Bruemmer, A. E. Lund, C. C. Evens, and C. M. Mar, “Impact of school district sugar-sweetened beverage
policies on student beverage exposure and consumption in
middle schools,” Journal of Adolescent Health, vol. 45, no. 3,
pp. S30–S37, 2009. [9] J. M. Fletcher, D. Frisvold, and N. Tefft, “Taxing soft drinks and
restricting access to vending machines to curb child obesity,”
Health Affairs, vol. 29, no. 5, pp. 1059–1066, 2010. [10] A. Drewnowski and S. E. Specter, “Poverty and obesity: the
role of energy density and energy costs,” American Journal of
Clinical Nutrition, vol. 79, no. 1, pp. 6–16, 2004. [11] N. A. Ponce, S. A. Lavarreda, W. Yen, E. R. Brown, C. DiSogra,
and D. E. Satter, “The California health interview survey
2001: translation of a major survey for California’s multiethnic
population,” Public Health Reports, vol. 119, no. 4, pp. 388–
395, 2004. [12] P. R. Rosenbaum and D. B. Rubin, “The central role of the
propensity score in observational studies for causal effects,”
Biometrika, vol. 70, no. 1, pp. 41–55, 1983. [13] M. Caliendo and S. Kopeinig, “Some practical guidance for the
implementation of propensity score matching,” IZA discus-
sion paper no. 1588, 2005, http://ssrn.com/abstract=721907 . [14] S. Becker and A. Ichino, “Estimation of average treatment
effects based on propensity scores,” The Stata Journal, vol. 2,
pp. 358–377, 2002. [15] L. Shi and J. Van Meijgaard, “Substantial decline in sugar-
sweetened beverage consumption among California’s children
and adolescents,” International Journal of General Medicine,
vol. 3, pp. 221–224, 2010. [16] D. S. Ludwig, K. E. Peterson, and S. L. Gortmaker, “Rela-
tion between consumption of sugar-sweetened drinks and
childhood obesity: a prospective, observational analysis,” The
Lancet, vol. 357, no. 9255, pp. 505–508, 2001. [17] D. J. Whalen, J. S. Silk, M. References [1] Committee on Food Marketing and the Diets of Children
and Youth, Food Marketing to Children and Youth: Threat
or Opportunity? National Academies Press, Washington, DC,
USA, 2006. [2] Alliance for a Healthier Generation: At School, May 2010,
http://www.healthiergeneration.org/schools.aspx . [3] S. M. Lee, C. R. Burgeson, J. E. Fulton, and C. G. Spain,
“Physical education and physical activity: results from the
school health policies and programs study 2006,” Journal of
School Health, vol. 77, no. 8, pp. 435–463, 2007. The broader significance of reducing children’s exposure
to SSB lies beyond childhood obesity prevention. Some
of the SSBs could cause mental disorders among children
and adolescents via their caffeine component [17], and SSB
consumption is also associated with dental caries among
children [18]. Moreover, as adolescence is a time when taste
preference formation takes place [19], the SSB availability
total effect on a cohort’s adulthood obesity might actually be [4] S. A. French, M. Story, J. A. Fulkerson, and A. F. Gerlach,
“Food environment in secondary schools: a la carte, vending
machines, and food policies and practices,” American Journal
of Public Health, vol. 93, no. 7, pp. 1161–1167, 2003. f
[5] L. Harnack, P. Snyder, M. Story, R. Holliday, L. Lytle, and
D. Neumark-Sztainer, “Availability of a la carte food items in 5 Journal of Environmental and Public Health Journal of Environmental and Public Health Semel et al., “Caffeine consumption,
sleep, and affect in the natural environments of depressed
youth and healthy controls,” Journal of Pediatric Psychology,
vol. 33, no. 4, pp. 358–367, 2008. [18] J. L. Kolker, Y. Yuan, B. A. Burt et al., “Dental caries and dietary
patterns in low-income African American children,” Pediatric
Dentistry, vol. 29, no. 6, pp. 457–464, 2007. y
[19] C. T. Nu, P. MacLeod, and J. Barthelemy, “Effects of age and
gender on adolescents’ food habits and preferences,” Food
Quality and Preference, vol. 7, no. 3-4, pp. 251–262, 1996.
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Criteria for Applying the Lucas-Washburn Law
|
Scientific reports
| 2,015
|
cc-by
| 5,233
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Criteria for Applying the Lucas-
Washburn Law Kewen Li1,2, Danfeng Zhang1, Huiyuan Bian1, Chao Meng1 & Yanan Yang1 received: 28 January 2015
accepted: 17 August 2015
Published: 14 September 2015 Spontaneous imbibition happens in many natural and chemical engineering processes in which the
mean advancing front usually follows Lucas-Washburn’s law. However it has been found that the
scaling law does not apply in many cases. There have been few criteria to determine under what
conditions the Washburn law works. The effect of gravity on spontaneous imbibition in porous media
was investigated both theoretically and experimentally. The mathematical model derived analytically
was used to calculate the imbibition rates in porous media with different permeabilities. The results
demonstrated that the effect of gravity on spontaneous imbibition was governed by the hydraulic
conductivity of the porous media (permeability of the imbibition systems). The criteria for applying
the Lucas-Washburn law have been proposed. The effect of gravity becomes more apparent with the
increase in permeability or with the decrease in CGR number (the ratio of capillary pressure to gravity
forces) and may be ignored when the CGR number is less than a specific value
⁎
Ncg ≅ 3.0. The effect of
gravity on imbibition in porous media can be modeled theoretically. It may not be necessary to
conduct spontaneous imbibition experiments horizontally in order to exclude the effect of gravity, as
has been done previously. Spontaneous imbibition describes the phenomenon of a wetting phase fluid invading into a porous
medium and displacing a non-wetting resident phase at a constant external pressure. This process exists
in many industries and plays an important role in numerous natural, chemical, and commercial pro-
cesses1–25. Spontaneous imbibition is of great significance not only for its fundamental aspects but also for
its technological applications like liquid delivery in nano materials (liquid imbibition into nanotubes), fil-
tration (liquid imbibition into porous material), construction (water penetration into concrete or cement
pastes), printing processes (ink penetration in paper or coating of paper), irrigation (displacement of gas
by water), and oil recovery (displacement of gas or oil by a different liquid)4–19. y
y
p
g
yf
q
It has long been known that the mean advancing front follows Washburn’s law, < h> ~ t1/2 in many
cases1. Later on, similar models have been reported in different forms11–14. Actually the behavior of
< h> ~ t1/2 has been even earlier reported by Lucas et al.25. 1China University of Geosciences (Beijing), 29 Xueyuan Road, Beijing 100083, China. 2Stanford University, 367
Panama St., CA 94305, USA. Correspondence and requests for materials should be addressed to K.L. (email:
likewen@cugb.edu.cn) www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 received: 28 January 2015
accepted: 17 August 2015
Published: 14 September 2015 www.nature.com/scientificreports/ simulations of nanotubes imbibing oil at an oil/vapor interface at 298 K. Supple and Quirke4 found that
the imbibition into nanotubes did not obey the macroscopic Lucas-Washburn equation and was very
rapid via complex imbibition dynamics. The penetration length was a linear function of time instead of
time to the one-half power as foreseen by Lucas-Washburn’s law. simulations of nanotubes imbibing oil at an oil/vapor interface at 298 K. Supple and Quirke4 found that
the imbibition into nanotubes did not obey the macroscopic Lucas-Washburn equation and was very
rapid via complex imbibition dynamics. The penetration length was a linear function of time instead of
time to the one-half power as foreseen by Lucas-Washburn’s law. p
y
Miranda et al.6 investigated the behavior of the spontaneous imbibition interface (ink-paper) as a
function of time and paper orientation. The results showed that the dynamics of the rough interface
depend on the orientation of the paper fibers. However the mechanism behind this observation has not
been studied. The results reported by Miranda et al.6 indicated that the ink-paper interface do not move
according to the Lucas-Washburn law. g
According to the literature22–24, three characteristic regimes may be distinguished for spontane-
ous imbibition in a single cylindrical tube. Regime I is the inertial regime that is the very beginning
of the invasion process, where the liquid invades in a rather ballistic manner into the pore space. In
this regime the height of the front scales linearly with the elapsed time t. The duration of this time
can be estimated by the scaling model22. Regime II is the Lucas-Washburn regime with the “classic”
square-root-of-time-behavior (Lucas-Washburn-law), where capillary and viscous forces prevail. Regime
III is the regime that is usually the very late period of spontaneous imbibition where gravitational forces
significantly affect the dynamics. gi
yf
y
Note that both capillarity and gravity forces exist in spontaneous imbibition, although capillarity
forces dominate in some cases. Clearly, gravity is not included in Lucas-Washburn’s law, and may be one
of the reasons why Lucas-Washburn’s law does not work in some cases11–13. Researchers have tried hard to perform horizontal spontaneous imbibition tests5. Even so, few experi-
ments have been conducted in horizontal directions in order to avoid the effect of gravity on spontaneous
imbibition5. One can see that it is of great significance to investigate the effect of gravity on spontaneous
imbibition. www.nature.com/scientificreports/ However little is known about at what conditions gravity force could be ignored.hi g
y
g
In this paper, the criteria for applying the Lucas-Washburn law have been developed. The specific
value of CGR number
⁎
Ncg was determined to analyze when the effect of gravity force on spontaneous
imbibition can be neglected. It has been proved in this article that the effect of gravity on imbibition in
porous media can be considered mathematically. Therefore, it may be unnecessary to conduct spontane-
ous imbibition experiments horizontally in order to exclude the effect of gravity, as done in the past5. Criteria for Applying the Lucas-
Washburn Law Therefore, the behavior of < h> ~ t1/2 was
termed as Lucas-Washburn’s law in the following parts.h There is widespread literature on the wetting dynamics of homogeneous and structured surfaces1–16. Soriano et al.5 reported experiments on spontaneous imbibition of a viscous fluid by a model porous
medium in the absence of gravity. They concluded that the average position of the interface satisfied
Lucas-Washburn’s law. Scaling of the interface fluctuations suggested a dynamic exponent of about 3.0,
indicative of global dynamics driven by capillary forces.ll g
y
y
p
y
Recently Xue et al.21 showed for aqueous electrolyte imbibition in nanoporous gold that the fluid flow
could be reversibly switched on and off through electric potential control of the solid–liquid interfacial
tension. They found that Lucas-Washburn’s law also works in most of these special imbibition processes.h could be reversibly switched on and off through electric potential control of the solid liquid interfacial
tension. They found that Lucas-Washburn’s law also works in most of these special imbibition processes. The results from the literature show that Lucas-Washburn-like scaling is not always observed in many
spontaneous imbibition experiments because of a lot of factors4,5,11–13. These include non-Newtonian
character of the liquid such as ink, the change in the property of the porous media (for example, swell-
ing of the paper fibers during imbibition). Supple and Quirke4 have carried out molecular dynamics h
y
The results from the literature show that Lucas-Washburn-like scaling is not always observed in many
spontaneous imbibition experiments because of a lot of factors4,5,11–13. These include non-Newtonian
character of the liquid such as ink, the change in the property of the porous media (for example, swell-
ing of the paper fibers during imbibition). Supple and Quirke4 have carried out molecular dynamics 1 www.nature.com/scientificreports/ Theoretical Background g
Lucas-Washburn-like models are frequently utilized to investigate spontaneous imbibition. However
these equations may not be applied to the cases where gravity is considered. To this end, a linear cor-
relation between the spontaneous imbibition rate and the reciprocal of the cumulative imbibition or
recovery, with gravity forces included, was used13: =
−
( )
q
a R
b
1
1
w
0
0 ( )
1 where R is the recovery in the unit of pore volume. Note that recovery is the ratio of water imbibed to
the pore volume of the porous medium (core sample), directly proportional to imbibition front height,
< h> , in many cases. qw is the volumetric spontaneous imbibition rate of the wetting phase and is equal
to dR/dt, directly proportional to the derivative of h to imbibition time, dh/dt. y p
p
a0 and b0 are two constants associated with capillary and gravity forces, respectively, and are expressed
as follows: (
)
=
−
( )
⁎
⁎
a
AM
S
S
L
P
2
e
wf
wi
c
0 ( )
2 where A is the cross-sectional area of the rock sample, Swf is the water saturation (volume of water
divided by the total pore volume of the porous medium) behind the imbibition front, Swi is the initial
wetting-phase (water in this study) saturation in the core sample,
⁎
Pc is the capillary pressure at Swf. L is
the length of the core sample. where A is the cross-sectional area of the rock sample, Swf is the water saturation (volume of water
divided by the total pore volume of the porous medium) behind the imbibition front, Swi is the initial
wetting-phase (water in this study) saturation in the core sample,
⁎
Pc is the capillary pressure at Swf. L is
the length of the core sample. ρ
=
∆
( )
⁎
b
AM
g
3
e
0 ( )
3 here Δρ is the density difference between the wetting phase and the nonwetting phase (= ρw − ρnw), g is
the gravity constant,
⁎
Me is defined as the global mobility of the two phases. ere Δρ is the density difference between the wetting phase and the nonwetting phase (= ρw ρnw), g is
he gravity constant,
⁎
Me is defined as the global mobility of the two phases. www.nature.com/scientificreports/ www.nature.com/scientificreports/ where
⁎
Mw is the wetting phase mobility at Swf and
⁎
Mnw the nonwetting phase mobility at 1−Swf. The
wetting and nonwetting phase mobilities are expressed as follows: where
⁎
Mw is the wetting phase mobility at Swf and
⁎
Mnw the nonwetting phase mobility at 1−Swf. The
wetting and nonwetting phase mobilities are expressed as follows: The μ
=
( )
⁎
⁎
M
k
5
w
w
w
μ
=
( )
⁎
⁎
M
k
6
nw
nw
nw μ
=
( )
⁎
⁎
M
k
5
w
w
w ( )
5 μ
=
( )
⁎
⁎
M
k
6
nw
nw
nw ( )
6 where k*
w and
⁎
knw are the effective permeabilities of the wetting and nonwetting phases at Swf and 1−Swf
respectively, μw and μnw are the viscosities of the wetting and nonwetting phases.l where k*
w and
⁎
knw are the effective permeabilities of the wetting and nonwetting phases at Swf and 1−Swf
respectively, μw and μnw are the viscosities of the wetting and nonwetting phases.l In the case of gas-liquid two phase flow, equations (1) and (4) can be reduced because the gas mobility
is much greater than the liquid mobility11,12. For gas-liquid two phase flow, the expression of the rela-
tionship between imbibition rate and the reciprocal of recovery stays the same as equation (1) but those
of a0 and b0 are simplified as follows: (
)
μ
=
−
( )
⁎
⁎
a
Ak
S
S
L
P
7
w
wf
wi
w
c
0 ( )
7 μ
ρ
=
Δ
( )
⁎
b
Ak
g
8
w
w
0 ( )
8 ased on equations (7) and (8), capillary pressure can be calculated: (
)
ρ
=
−
Δ
( )
⁎
P
S
S
a
b
gL
1
9
c
wf
wi
0
0 ( )
9 According to equation (10), the effective water permeability at the water saturation of Swf can be
computed as follows: μ
ρ
=
Δ
(
)
⁎
k
A
g b
10
w
w
0 (
)
10 The values of a0 and b0 in equations (9) and (10) can be determined from the plot of imbibition rate
and the reciprocal of the gas recovery. Swf can be measured during the water imbibition tests. Where a and b are constants related to a0 and b0. Where a and b are constants related to a0 and b0. www.nature.com/scientificreports/ Therefore,
one can infer both capillary pressure and effective water permeability from the experimental data of
spontaneous water imbibition using equations (9) and (10). A great challenge in characterizing spontaneous imbibition behavior in gas-liquid systems was to
calculate the effective water permeability kw and capillary pressure Pc separately. The method (eqs. (9)
and (10)) described here may provide a solution to this problem and is especially useful for the porous
media with very low permeability such as shale rocks.i y
p
y
Equations (1) and (6) have been used and verified in many cases, including the prediction of oil
production11–13, scaling of experimental data17,18. Hognesen et al. (2004) analyzed the conditions of the
applicability of equation (1). They reported that whether and when one could expect the parameter “c” in
equation (1) to be constant. Hognesen et al. (2004) also showed that the data have a realistic error scatter
around the regression curves and the regions where equation (1) is not valid are identified.i g
g
qi
For simplification and generalization, equation (1) can also be expressed as follows: =
−
(
)
dh
dt
ah
b
1
11 (
)
11 Theoretical Background 1/2 g
y
ei
g
y
p
Obviously equation (1) is reduced to Lucas-Washburn-like model, < R> ∼ t1/2, if gravity force is
ignored.l i
Obviously equation (1) is reduced to Lucas-Washburn-like model, < R> ∼ t1/2, if gravity force is
ignored.l g
For co-current spontaneous imbibition (the flowing direction of the wetting phase is the same as that
of the nonwetting phase), the expression of the effective mobility is represented as follows: =
−
( )
⁎
⁎
⁎
⁎
⁎
M
M M
M
M
4
e
w
nw
w
nw ( )
4 Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 2 Results In this Paper, we studied the effect of gravity on spontaneous imbibition rate in porous media with dif-
ferent properties using equation (1) and experimental data. According to equation (1), the effect of
gravity on spontaneous imbibition was governed by the ratio of capillary pressure to gravity forces, or
the CGR number (
ρ
=
/Δ
⁎
N
P
gh
cg
c
) of the imbibition systems. Note that Ncg is a constant. This is because
gravity is constant and the capillary pressure is the specific one,
⁎
Pc , which is also constant (see Fig. 1a)11.h g
y
yi
c
g
The rock (or porous media) with greater permeability generally has smaller capillary forces, the vice
versa. Therefore the effect of gravity increases with the increase in permeability or decreases with the
increase in capillary number. Theoretically (foreseen by eq. (1)) gravity forces may be ignored when the Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 3 www.nature.com/scientificreports/ Figure 1. Relationship between water imbibed and time (model results), (a) Schematic of the modeled
spontaneous imbibition tests; (b) Model data of spontaneous imbibition. Figure 1. Relationship between water imbibed and time (model results), (a) Schematic of the modeled
spontaneous imbibition tests; (b) Model data of spontaneous imbibition. Figure 2. Relationship between water imbibed and the square root of time (model results). Figure 2. Relationship between water imbibed and the square root of time (model results). permeability or CGR number is less than a specific value (
⁎
Ncg). This prediction will be tested in the
following section. Note that the value of
⁎
Ncg has not been reported before.h permeability or CGR number is less than a specific value (
⁎
Ncg). This prediction will be tested in the
following section. Note that the value of
⁎
Ncg has not been reported before.h g
Theoretical calculations using equation (1) were based on spontaneous water imbibition into dry
(gas-saturated) rocks at a temperature of 20 °C to obtain the specific value of Ncg. Rock samples were
assumed to position vertically and were contacted with water at the bottom (see Fig. 1a). Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 3. Relationship between water imbibition rate and the reciprocal of recovery (model results). Figure 3. Relationship between water imbibition rate and the reciprocal of recovery (model results). g
p
p
y (
Figure 4. Schematic of apparatus for spontaneous imbibition tests11. Figure 5. Relationship between water imbibed and the square root of time in different rocks. Figure 4. Schematic of apparatus for spontaneous imbibition tests11. Figure 4. Schematic of apparatus for spontaneous imbibition tests11. Figure 5. Relationship between water imbibed and the square root of time in different rocks. Figure 5. Relationship between water imbibed and the square root of time in different rocks. recovery is shown in Fig. 3. All of the relationships are linear for the rocks with different permeabilities
as expected. h
b
d
d
h d
f
h
l
l
d l11i In the above section, it is demonstrated using the data from the analytical model11 verified previously
that Lucas-Washburn’s law does not work in the cases in which the gravity force is dominating (
⁎
Ncg < 3.0). We will verify the above model phenomenon experimentally in the following section. To this end, spon-
taneous water imbibition experiments were conducted in different types of dry rocks positioned verti-
cally11,12. The schematic of the apparatus for conducting spontaneous imbibition tests is shown in Fig. 4. The rock sample was hung under a balance which had an accuracy of 0.01 g and a range from 0 to 1600 g. The water imbibed into the core sample was recorded in time by the balance using an under-weighing
method and the real-time data were measured continuously by a computer through an RS-232 interface. The purpose of using the under-weighing method was to reduce the experimental error caused by water
evaporation. Air was used as the gas phase and distilled water as the liquid phase. The experimental
details can be found more in the refs 11–13. Figure 5 shows the relationship between water imbibed and the square root of time in rocks with
different permeability, ranging from 0.56 (the greywacke) to over 25700 md (the glass-bead pack). The
fired and natural Berea sandstone core samples had permeabilities of 1200 and 804 md respectively. Results The values of
the rock and fluid property are listed as follows: the diameter of rock (D) was 3.40 cm for calculating A,
the length was 29.5 cm, porosity of the rock (φ) was 0.386, Swf = 0.575, Swi = 0.0, the surface tension of
water and contact angle used to calculate capillary pressure were 72.696 dyne/cm and zero respectively,
the viscosity of water was 1.0 cp, the relative permeability of water was 0.614, and the permeability of
rock samples ranged from 1000 to 100000 md. It is assumed in this study that the length of the rock
sample is less than the height corresponding to
⁎
Pc , that is, L < h* (see Fig. 1a).h c
The theoretical data of water spontaneous imbibition into gas-saturated rocks were calculated with
the above parameters using equation (1) for core samples with different permeabilities. The results are
plotted in Fig. 1b as the relationship between water imbibed and time.if g
One can see the significant effect of permeability or CGR number on spontaneous imbibition,
as shown in Fig. 1b. However it is almost impossible to tell the effect of gravity. For this reason,
Lucas-Washburn-like model was used to process the theoretical data. Figure 2 shows the relationship between water imbibed and time to the one-half power using data
from Fig. 1. All of the relationships should be linear if Lucas-Washburn’s law applies. One can see that
the relationships are not linear once the permeability is greater or the value of 1/Ncg is less than a specific
value (gravity forces become dominating).f It is known that the effect of gravity is greater in the core samples with greater permeabilities or cap-
illary number, Ncg. But the critical value of Ncg,
⁎
Ncg, is not known for possibly ignoring gravity force. According to the results shown in Fig. 2, the value of
⁎
Ncg may be equal to 3.0 in the cases studied. This
implies that the effect of gravity force on spontaneous imbibition may be neglected and Lucas-Washburn
model works if the value of Ncg is greater than 3.0 approximately, and vice versa.hf cg
g
pp
y
The same set of data shown in Fig. 2 was used but plotted in a different way by using equation (1)
in which gravity force is included. The relationship between the imbibition rate and the reciprocal of Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 4 www.nature.com/scientificreports/ It
is obvious that the recovery (directly proportional to imbibition front height) in the glass-bead pack
with a high permeability of about 25700 md does not scale with the square root of time, as predicted Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 5 www.nature.com/scientificreports/ Figure 6. Relationship between water imbibition rate and the reciprocal of recovery in different rocks. Figure 6. Relationship between water imbibition rate and the reciprocal of recovery in different rocks. by Lucas-Washburn’s law. One can see from all of the experimental results, similar to the model data
as shown in Fig. 2, that Lucas-Washburn’s law does not apply in cases where the permeability is greater
than a specific value.f by Lucas-Washburn’s law. One can see from all of the experimental results, similar to the model data
as shown in Fig. 2, that Lucas-Washburn’s law does not apply in cases where the permeability is greater
than a specific value.f i
To test equation (1), the experimental data shown in Fig. 5 are plotted in a different way as imbibition
rate vs. 1/R and the results are demonstrated in Fig. 6. Remarkably all of the relationships between water
imbibition rate and the reciprocal of recovery in very different rocks are linear, as predicted by equation
(1). This demonstrates that gravity forces may be well considered in equation (1). The model (eq. (1))
is derived from physical principles and matches the experimental data of spontaneous water imbibition
very well with great values of regression coefficient (R2). Note that Lucas-Washburn’s law cannot match
the spontaneous imbibition data in the cases in which gravity forces dominate.hf g
y
The above experimental data proved that equation (1) could consider the effect of gravity satisfacto-
rily. On the other hand, both the model and experimental data demonstrate that equation (1) can match
the spontaneous imbibition data in both cases where Lucas-Washburn’s law works and does not work,
which implies equation (1) is more general in terms of characterizing spontaneous imbibition in porous
media. y
f fl
p
3. Dullien, F. A. L. Porous media: fluid transport and pore structure 2nd edn. (Academic Press, 1991). Discussion It is well-known that Lucas-Washburn’s law has been extensively utilized in many processes happened
in nature and industries for about one hundred years. The importance of Lucas-Washburn’s law or
Lucas-Washburn-like scaling is out of question. However it does not apply in many cases4,5,11–13 as stated
previously. It has been determined in this paper that one of the reasons is the ignorance of gravity in
Lucas-Washburn’s law. Also investigated was how and when gravity should be considered.hi In summary, the criteria for using the Lucas-Washburn law has been proposed as follows. The specific
value of CGR number
⁎
Ncg was determined to be about 3.0. The effect of gravity force on spontaneous
imbibition may be ignored and Lucas-Washburn’s law applies when
⁎
Ncg > 3.0; the effect of gravity force
cannot be neglected and Equation (1) may be utilized when
⁎
Ncg < 3.0.h g
y
cg
The model and phenomenon described in this paper are of both fundamental and applied inter-
est; important parameters such as effective water permeability, for example, may be inferred using the
imbibition test data. With this model, one may easily conduct spontaneous imbibition experiments in a
vertical direction, which obviates the need for difficult horizontal experiments that exclude the effect of
gravity. The data indicate that the effect of gravity on imbibition can be considered theoretically and the
model described here extended Lucas-Washburn’s law, which has been widely used in many industries
and research areas for almost a century.hh y
The number of examples for applying the results in this article is limited. There are many more areas
and cases, including nanostructured materials26,27, where liquid imbibition happens and the ideas pro-
posed in this article may be useful. Note that the imbibition rates may be much faster at nanoscale than
those in porous media with conventional sizes4,7. 5. Soriano, J. et al. Anomalous roughening of viscous fluid fronts in spontaneous imbibition. J. Phys. Rev. L. 95, 104501 (2005).
6. Miranda, A. M., Menezes-Sobrinho, I. L. & Couto, M. S. Spontaneous imbibition experiment in newspaper sheets. J. Phys. Rev
L. 104, 086101 (2010).hll 1. Washburn, E. W. The dynamics of capillary flow. J. Phys. Rev. 17, 273–283 (1921).l l
4. Supple, S. & Quirke, N. Rapid imbibition of fluids in carbon nanotubes. J. Phys. Rev. L. 90, 214501 (2003). 8. Whitby, M. & Quirke, N. Fluid flow in carbon nanotubes and nanopipes. J. Nature Nanotech. 2, 87–94 (2007). 7. Whitby, M., Cagnon, L., Thanou, M. & Quirke, N. Enhanced fluid flow through nanoscale carbon pipes. J. Nano Le
2632–2637 (2008).l Author Contributions K.L. developed the main ideas and revised the main manuscript text, D.Z. and H.B. wrote the main
manuscript text, C.M. and Y.Y. prepared all of the figures. All authors discussed the results and reviewed
the manuscript. www.nature.com/scientificreports/ de Gennes, P. G., Brochard-Wyart, F. & Quere, D. Capillarity and Wetting Phenomena: Drops, Bubbles, Pearls, Waves. Chapter 5
(Springer, 2004). 22. de Gennes, P. G., Brochard-Wyart, F. & Quere, D. Capillarity and Wetting Phenomena: Drops, Bubbles, Pearls, Waves. Chap
(Springer, 2004). 23. Quere, D. Inertial capillarity. Europhys. Lett. 39, 533–538 (199 p
y
p y
(
)
24. Huber, P. Soft matter in hard confinement: phase transition thermodynamics, structure, texture, diffusion and flow in nanopo
media J Phys Condens Matter 27 103102 (2015) p
y
p y
24. Huber, P. Soft matter in hard confinement: phase transition thermodynamics, structure, texture, diffusion and flow in nanoporous
media. J. Phys Condens Matter. 27, 103102 (2015). ti
media. J. Phys Condens Matter. 27, 103102 (2015). y
25. Lucas, R. On the time law of the capillary rise of liquids. Kolloid-Z. 23, 15 (1918). 25. Lucas, R. On the time law of the capillary rise of liquids. p
y
q
26. Ariga, K. et al. Layer-by-layer nanoarchitectonics: invention, innovation, and evolution. Chem. Lett. 43, 36–68 (2014). 26. Ariga, K. et al. Layer-by-layer nanoarchitectonics: invention, innovation, and evolution. Chem. Lett. 43, 36–68 (2014). 27 G
D & S hü h F S
h i
f
ili
id
Ch
S
R
43 313 344 (2014) . Ariga, K. et al. Layer-by-layer nanoarchitectonics: invention, inn 6. Ariga, K. et al. Layer-by-layer nanoarchitectonics: invention, innovation, and evolution. Chem. Lett. 43, 36–
7. Gu, D. & Schüth, F. Synthesis of non-siliceous mesoporous oxides. Chem. Soc. Rev. 43, 313–344 (2014). 26. Ariga, K. et al. Layer-by-layer nanoarchitectonics: invention, innovation, and evolution. Chem. Lett. 43, 36–
27. Gu, D. & Schüth, F. Synthesis of non-siliceous mesoporous oxides. Chem. Soc. Rev. 43, 313–344 (2014). Acknowledgementsh g
This research was conducted partially with financial support from the National Natural Science Foundation
of China for Key Program under Grant 51034004 and Beijing Key Laboratory for Geological Appraisal
and Development of Unconventional Natural Gas (School of Energy Resources, China University of
Geosciences, Beijing), the contribution of which is gratefully acknowledged. Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 References
W hb
E pp
pl
y
5. Soriano, J. et al. Anomalous roughening of viscous fluid fronts in spontaneous imbibition. J. Phys. Rev. L. 95, 104501 (2005). 7. Whitby, M., Cagnon, L., Thanou, M. & Quirke, N. Enhanced fluid flow through nanoscale carbon pipes. J. Nano Lett. 8,
2632–2637 (2008).l 8. Whitby, M. & Quirke, N. Fluid flow in carbon nanotubes and nanopipes. J. Nature Nanotech. 2, 87–94 (2007) Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 6 www.nature.com/scientificreports/ www.nature.com/scientificreports/ 9. Dai, L. From conventional technology to carbon nanotechnology: The fourth industrial revolution and the discoveries of C60, carbon
nanotube and nano diamond. 3–11 (Elsevier, 2006). 10. Gogotsi, Y. & Presser, V. Carbon nanomaterials 2nd edn. (CRC Press, 2006). 0. Gogotsi, Y. & Presser, V. Carbon nanomaterials 2nd edn. (CRC Press, 2006). g
1. Li, K. & Horne, R. N. Characterization of spontaneous water imbibition into gas-saturated rocks. J. SPEJ. 6, 375–384 (2001). 2 Li K & H
R N C
t ti
f
ill
d
l b l
bilit
f
t
t
i
bibiti
i t
il . Li, K. & Horne, R. N. Characterization of spontaneous water im Horne, R. N. Characterization of spontaneous water imbibition in 12. Li, K. & Horne, R. N. Computation of capillary pressure and global mobility from spontaneous water imbibition into
saturated rock. J. SPEJ. 10, 458–465 (2005). 3. Li, K. & Horne, R. N. Generalized scaling approach for spontaneous imbibition: an analytical model. J. SPEREE. 9, 251–258
(2006). 4. Handy, L. L. Determination of effective capillary pressures for porous media from inhibition data. J. Petroleum Transaction
AIME. 219, 75–80 (1960).i 15. Nurkamelia & Arihara, N. Analysis of spontaneous capillary imbibition for improved oil recovery. SPE Asia Pacific Oil and Gas
Conference and Exhibition, 18–20 October, Perth, Australia (2004). 6. Babadagli, T., Hatiboglu, C. U. & Hamida, T. Evaluation of matrix-fracture transfer functions for counter-current capillary
imbibition. J. Transp. Porous Med. 80, 17–56 (2009). p
7. Tavassoli, Z., Zimmerman, R. W. & Blunt, M. J. Analytic analysis for oil recovery during counter-current imbibition in strongly
water-wet systems. J. Transp. Porous Med. 58, 173–189 (2005). y
p
18. Hognesen, E. J., Standnes, D. C. & Austad, T. Scaling spontaneous imbibition of aqueous surfactant solution into prefere
oil-wet carbonates. J. Energy Fuels. 18, 1665–1675 (2004). gy
19. Schechter, D. S., Zhou, D. & Orr, Jr. F. M. Low IFT drainage and imbibition. J. Sci. and Eng. 11, 283–300 (1994). gy
19. Schechter, D. S., Zhou, D. & Orr, Jr. F. M. Low IFT drainage 20. Cai, J. C., Yu, B. M., Zou, M. Q. & Mei, M. F. Fractal characterization of spontaneous co-current imbibition in porous me
Energy Fuels. 24, 1860–1867 (2010). gy
21. Xue, Y. et al. Switchable imbibition in nanoporous gold. J. Nat Commun. 5, 4237 (2014). gy
21. Xue, Y. et al. Switchable imbibition in nanoporous gold. J. Na 22. Competing financial interest Competing financial interests: The authors declare no competing financial interests. How to cite this article: Li, K. et al. Criteria for Applying the Lucas-Washburn Law. Sci. Rep. 5, 14085;
doi: 10.1038/srep14085 (2015). This work is licensed under a Creative Commons Attribution 4.0 International License. The
images or other third party material in this article are included in the article’s Creative Com-
mons license, unless indicated otherwise in the credit line; if the material is not included under the
Creative Commons license, users will need to obtain permission from the license holder to reproduce
the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ Scientific Reports | 5:14085 | DOI: 10.1038/srep14085 7
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El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
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Athenea Digital - 21(3): e2967 (noviembre 2021) -ENSAYOS-
ISSN: 1578-8946
EL SUMAK KAWSAY ANDINO COMO RESISTENCIA SOCIOPOLÍTICA Y COMO
DESAFÍO EPISTÉMICO
THE ANDEAN SUMAK KAWSAY AS SOCIOPOLITICAL RESISTANCE AND AS AN EPISTEMIC
CHALLENGE
Eleder Piñeiro Aguiar*; Jorge Polo Blanco**
* Universidade da Coruña; **Escuela Superior Politécnica del Litoral;
elederpa1983@gmail.com; polo@espol.edu.ec
Historia editorial
Resumen
Recibido: 30-06-2020
Desde comienzos del siglo XXI, pero principalmente a partir de 2006, en la República del Ecuador se dejó sentir a nivel sociopolítico una significativa influencia indígena, que se manifestó en textos constitucionales, planes estatales de desarrollo
y políticas públicas. Analizaremos ciertos insumos que han ofrecido los pueblos
originarios en el país andino y que han supuesto elementos de resistencia frente a
la hegemonía neoliberal y al desarrollismo extractivista. En concreto, examinaremos cómo se han ido construyendo discursos y prácticas en torno al Buen Vivir
(Sumak Kawsay) y cómo se articula semejante proceso con lógicas más globales de
avanzada del indigenismo en la región latinoamericana. Comprobaremos qué significa, política y epistémicamente, la apuesta que el Ecuador ha hecho por dotar al
país de derechos de la naturaleza y por definirse, por primera vez en su historia,
como plurinacional y pluriétnico.
Aceptado: 06-05-2021
Publicado: 06-10-2021
Palabras clave
Buen Vivir; Desarrollo
comunitario; Ecuador;
Grupo étnico; Sumak
Kawsay
Abstract
Keywords
Buen Vivir; Community
development; Ecuador;
Ethnic group; Sumak
Kawsay
Since the beginning of the 21st century, but mainly as of 2006, in the Republic of
Ecuador a significant indigenous influence was felt at the socio-political level,
which was manifested in constitutional texts, state development plans and public
policies. We will analyze certain inputs that the indigenous peoples have offered
in the Andean country and that have represented elements of resistance against
neoliberal hegemony and extractive developmentalism. Specifically, we will examine how discourses and practices have been built around Good Living (Sumak
Kawsay) and how such process is articulated with more advanced global logics of
indigenism in the Latin American region. We will verify what it means, politically
and epistemically, the commitment that Ecuador has made to endow the country
with the rights of nature and to define itself, for the first time in its history, as plurinational and multiethnic.
Piñeiro Aguiar, Eleder & Polo Blanco, Jorge (2021). El Sumak Kawsay andino como resistencia sociopolítica y
como desafío epistémico. Athenea Digital, 21(3), e2967. https://doi.org/10.5565/rev/athenea.2967
El Sumak Kawsay (Buen Vivir) como discurso
contrahegemónico
El Buen Vivir, tal y como fue teorizado por la intelectualidad indígena (y no indígena),
resultó ser una construcción discursiva que, partiendo de algunos elementos referidos
a los modos de vida de las nacionalidades y comunidades indígenas (principalmente
andinos, pero también amazónicos), buscó propuestas alternativas al desarrollismo occidental (Ruiseco, 2009). Se buscaba propiciar algún tipo de restitución de la “comunión” entre naturaleza y seres humanos (Hidalgo et al., 2014; Maldonado, 2014; Yam-
1
El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
para, 2011). El Buen Vivir ha sido un discurso axiológico y político al mismo tiempo,
dado que trató de erigir los fundamentos de una nueva “ética” y de un nuevo orden socioeconómico (Guzmán y Polo Blanco, 2017). Planteó, de igual modo, un proyecto
transformador que pretendía fundamentarse en una epistemología distinta que, por
decirlo sucintamente, promoviese valores como la igualdad, la equidad, la reciprocidad, la no-competitividad y la solidaridad, todo ello dentro de un marco de crecimiento
económico sustentable que, en sus versiones más radicalmente biocéntricas —esto es,
alejadas del “antropocentrismo occidental”— contemplaba incluso la concesión de derechos intrínsecos a la naturaleza. Esto último quedó plasmado en la Constitución de
Montecristi, vigente en la República del Ecuador desde 2008. Desde tales coordenadas,
se concebía la participación de los seres humanos en un conjunto vital de carácter cósmico, no organizado ontológicamente por la escisión cultura/naturaleza, típicamente
occidental (Descola, 2005/2012). Porque lo que se pretende, desde esa concepción de la
vida, es estar instalado en una íntima “relacionalidad” —o armonía— con la naturaleza.
Fernando Huanacuni (2010, p. 7) ha remarcado lo incorrecto de establecer alguna
suerte de equivalencia entre el Sumak Kawsay del ámbito kichwa (en Ecuador) o el Sumaq Qamaña en el ámbito aymara (en Bolivia), y el bienestar “occidental” (las comillas
son necesarias, dado el de este término en contraposición a “lo indígena”). Colocar
como equivalentes dichos términos sería un reduccionismo y no reflejaría toda la complejidad que el término tiene para los mencionados pueblos “originarios”. Los vocablos
sumak y sumaq podrían traducirse como “plenitud”, “sublime”, “excelente”, “magnífico”, “hermoso”. Kawsay y qamaña, por su parte, podrían equivaler a “vivir”, “convivir”, “estar siendo”, “ser estando” o, sencillamente, “vida”. Esa vida en plenitud no significaría vivir “mejor”, dado que esto último conllevaría una graduación jerárquica,
algo que nos avocaría a juegos de suma cero, a competencias y a rivalidades. El “Vivir
Bien” andino estaría mal avenido con la competitividad, el lujo, la opulencia o el derroche consumista (Huanacuna, 2010, p. 22).
Es cierto que algunos autores han sostenido que la noción de Buen Vivir no es
más que un neologismo ideológico construido ad hoc, resultando muy difícil encontrar
alusiones a esa idea o noción en la abundantísima literatura etnográfica disponible sobre comunidades andinas anterior al cambio de milenio. La literatura política surgida
en torno al Sumak Kawsay, tejida en torno a una proliferación de “discursos pachamamistas”, carecería de una contextualización adecuada, y por ende no se hallaría fundamentada en información empírica rigurosa (Viola, 2014). Por otro lado, se ha de considerar que en muchas ocasiones el indigenismo y el “discurso indianista antimodernidad” se han retroalimentado con los procesos de globalización, que promueven ese turismo de occidentales ávidos de primitivismo; “blancos” que se muestran impacientes
2
Eleder Piñeiro Aguiar
por experimentar esa adrenalina mística que creen hallar en el “contacto” con una presunta alteridad cultural (Gascón, 2009). Algo que, paradójicamente, también sirve para
que las comunidades indígenas sobrevivan, así sea pagando el precio de una irreversible aculturación (Ullán de la Rosa, 2000); diversas fórmulas de turismo indigenista o
“turismo comunitario” que, definitivamente, conllevan una cierta mercantilización de
la propia identidad cultural (Comaroff y Comaroff, 2011). Sin olvidar una paradoja recurrente: el discurso indigenista no ha sido encabezado en demasiadas ocasiones por
los propios indígenas, sino por las élites criollas (Quijano, 1995).
Pero, más allá de estas críticas, lo cierto es que esta noción ha sido pragmáticamente movilizadora. Además de su eventual preexistencia histórica y etnográfica, lo
determinante es que la noción Buen Vivir se fue convirtiendo en un verdadero catalizador político que, finalmente, fue incluso capaz de poner en pie una cierta contrahe gemonía. Es más, podemos aseverar que el Buen Vivir llegó a convertirse en política
de Estado, no solo porque atravesaba todo el corpus del nuevo texto constitucional
ecuatoriano, algo valioso e inédito en sí mismo, sino porque en cierto modo (aunque
con notables limitaciones y contradicciones) llegó a constituirse en una suerte de brújula que podía o pretendía orientar algunas de las más decisivas políticas públicas (Manosalvas, 2014). Sin olvidar que esa dimensión política, como ya hemos señalado, hallaba su razón de ser en ciertos elementos éticos extraídos de la propia cosmovisión o
modus vivendi de los pueblos indígenas (Molina, 2015, p. 145).
Asumiendo que no existe un consenso cerrado a la hora de establecer una definición de qué es, qué implica y qué significa el Sumak Kawsay indígena, lo cierto es que
se evidencia un conflicto entre la cosmovisión indígena y los patrones nacionales-estatales-capitalistas. Genealógicamente, el Buen Vivir emerge en el altiplano boliviano
como respuesta a un “desmantelamiento de lógicas comunitarias” (Huertas y Urquidi,
2015, p. 86). Los pueblos originarios, en ese contexto, se hallaban enfrentados al go bierno nacional y a poderes internacionales, interesados en introducirles ideas exógenas. Gobiernos y transnacionales, blandiendo como arma arrojadiza las nociones de
“progreso” y “desarrollo”, acusaban a estos pueblos de mostrar un recalcitrante carácter ineficiente, arcaico y antiutilitario. Frente a esto, diversas resistencias indígenas expusieron sus identidades, cosmovisiones y derechos en torno al ayllu: organizaciones
basadas en la reciprocidad, la complementariedad, las relaciones de parentesco y la
búsqueda de una vida armónica. Ahí entraría en juego la “casa cósmica andina” (Yampara, 2011, p. 241), una cohabitación armoniosa entre lo humano, lo espiritual y la naturaleza.
Catherine Walsh (2009, p. 14), al referirse a la introducción político-estatal de estas cosmovisiones indígenas señalaba que “este período, probablemente más que cual-
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El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
quier otro, se distingue por los procesos de repensar y refundar el Estado, la sociedad y
el país, dejando atrás el modelo neoliberal y haciendo que las diferencias étnicas, culturales y coloniales se visibilicen y guíen el debate”. Se habría dado, así, un doble proceso de cambio: desde la unicidad a la pluralidad y, al mismo tiempo, desde la mono culturalidad a la pluriculturalidad. Dicha transformación habría sido uno de los aspectos más significativos y relevantes de aquel proceso constituyente ecuatoriano que
cristalizó en la mencionada Constitución de Montecristi (2008), toda vez que se pusieron “sobre el tapete cuestiones referidas al carácter racista, racializado y excluyente de
las sociedades actuales” (Walsh, 2009, p. 14). La transformación jurídico-política que
supuso la aprobación de la mencionada Constitución, y la subsiguiente implementación del “Plan Nacional del Buen Vivir”, supuso en los planos normativo e ideológico
una crítica al modelo social y civilizatorio de la modernidad eurocéntrica capitalista.
Todo ello ejecutado con el aporte indígena y sus reivindicaciones históricas, con la
promoción de nuevos derechos y cosmovisiones alternativas; y, finalmente, con la
configuración de un Estado verdaderamente plurinacional y pluricultural que trataba
de recuperar el papel redistribuidor del Estado frente a las incansables ofensivas neoliberales (Peña y Lillo y Polo Blanco, 2018).
Este proceso constituyente supuso un momento de efervescencia enmarcado en
esa “primavera política” que se vivió en algunas naciones de América Latina. Un momento disruptivo de revoluciones políticas y “epistemológicas” construidas (principalmente en Ecuador y Bolivia) desde la visión de los pueblos originarios; procesos cimentados en historias milenarias y en presentes participativos, que buscaban una alternativa civilizatoria de largo alcance, superando hasta cierto punto la visión monocultural criollo-mestiza. Los nuevos textos constitucionales, tanto en Ecuador como en
Bolivia, tuvieron mucha trascendencia histórica, por sus contenidos radicalmente innovadores y por el hecho crucial (cargado de simbolismo) de que algunas de sus orientaciones provenían de aquellos pueblos “originarios” que habían sido obliterados de
forma sistemática. Asimismo, es de destacar que el Buen Vivir, que David Cortez
(2011) ha denominado “herramienta movilizadora”, se presenta teleológicamente por
cuanto es una meta a cumplir por el conjunto de la población, algo que se manifiesta
en la constante referencia a su concepción constructivista (Piñeiro, 2016, p. 56) a lo largo de los planes de desarrollo del país (SENPLADES, 2013). Boaventura de Sousa Santos (2012) se refirió a los procesos de Bolivia y Ecuador (iniciados a mediados de los
2000) como “constitucionalismo transformador”. Pero lo que subyace a esta propuesta
es algo todavía más profundo, a saber, una crítica a todas las crisis y contradicciones
provenientes de un capitalismo hiperconsumista, individualista y explotador, lo que
para Fernando Huanacuni (2010, p. 6) supone “una crisis de vida” ante la que diferen-
4
Eleder Piñeiro Aguiar
tes comunidades campesinas e indígenas han presentan propuestas alternativas, siendo el Buen Vivir del mundo andino una de ellas.
Debe comprenderse el profundo carácter crítico que conlleva hablar en términos
de Buen Vivir, como contrapuesto a otros modelos de desarrollo, lo cual engarza con
otras corrientes teóricas críticas occidentales y no occidentales. Pero lo más destacable
es que dicha propuesta crítica se haga desde sectores históricamente invisibilizados y
subalternizados provenientes principalmente de áreas rurales, de comunidades no citadinas y, sobre todo, del mundo indígena. El simbolismo de la propuesta sea quizá su
primer logro, puesto que con ella han adquirido un carácter protagónico actores sociales que, desde hacía siglos, permanecían silenciosamente marginados en un rincón de
la Historia. Rompiendo con su mutismo secular (aunque, bien es cierto, este mutismo
jamás fue absoluto), estas comunidades humanas se transformaron en sujetos colectivos políticamente activos. El Buen Vivir, como discurso movilizador, insufló dignidad
en estos grupos por demasiado tiempo ignorados; un discurso desde el cual ofrecer,
como mínimo, resistencia y resiliencia. Pero todo ello, además, cristalizó en conquistas
positivas, logrando introducir en la Constitución aspectos como el derecho al agua, la
soberanía alimenticia, la vivienda, la salud, la educación, la energía, el ambiente salu dable y los derechos de la naturaleza, entre otros (Gudynas y Acosta, 2011, p. 107).
En contra de lo que pensaba John Holloway (2002, p. 33), parece que sí es crucial
la cuestión de quién detenta el poder, más allá de las quimeras poéticas de un mundo
despojado de todo poder. Modificar el “sentido común de época”, por usar términos de
Antonio Gramsci, resultará crucial a la hora de cortocircuitar la “normalidad” atornillada en la subjetividad de los dominados. Porque cualquier régimen de poder (incluidos el neoliberalismo y el neocolonialismo) nos introduce siempre en una determinada
visión del mundo, entendiendo por tal un conglomerado más o menos articulado de
imágenes, nociones, metáforas y valores desde los cuales sentimos y pensamos la realidad. El pensador italiano nos hablaba de la necesidad perentoria de incidir en el “sentido común”, o en el “sentir popular”, como prerrequisito de todo proceso político que
pretendiera transformar lo existente. Impactar en ese horizonte es crucial, si es que se
desea dar una batalla contrahegemónica mínimamente exitosa. La “reforma intelectual
y moral” (Gramsci, 1999, pp. 117-120), resultará un prerrequisito casi ineludible de
todo proyecto político transformador que pretenda tener algún éxito. Pues bien, a
nuestro modo de ver, el Buen Vivir andino ha supuesto un ejemplo perfecto de contra hegemonía en este sentido gramsciano, toda vez que resultó ser un discurso capaz de
incidir de manera transformadora en el “sentido común de época” de ese Ecuador de
inicios del siglo XXI.
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El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
Confrontando las ideas de “modernización” y
“desarrollo”
La construcción de los Estados iberoamericanos, monoculturales hasta la médula, presuponía la existencia de un componente atávico refractario al progreso, una rémora
cultural que obstaculizaba de manera persistente los impulsos modernizadores: el
mundo indígena. Pero, por otro lado, los análisis de tipo marxista-leninista y maoísta
que proliferaron a partir de los años sesenta del siglo XX, vinculados al surgimiento de
movimientos guerrilleros insurgentes, también participaron de ese imaginario de colonialidad. ¿Por qué? Porque desde dichos movimientos se categorizó o clasificó a los
pueblos indígenas como “campesinos pobres”, un discurso que también ignoraba y oscurecía su componente étnico específico; además, eran tratados en muchas ocasiones
como elementos “reaccionarios” e incluso “contrarrevolucionarios” (Bonfil Batalla,
1977). Las aspiraciones de estos pueblos debían ser formuladas en el lenguaje economicista de la lucha de clases; y es por ello que tenían que ser clasificados como “campesinos pobres”, pero jamás debían vehicular su lucha a través de una vindicación comunitaria que aludiese a su identidad étnica o “nacional”. También aquí su idiosincrasia
quedaba completamente subsumida en una exterioridad asimiladora. El marxismo, por
ende, estaba operando con esquemas ostensiblemente “modernizadores” y eurocéntricos (Lander, 2006, pp. 232-233; Polo Blanco, 2018a).
Es digna de recordarse la excepcionalidad de José Carlos Mariátegui (1928/1994),
que siempre reconoció la especificidad irreductible de la “cuestión amerindia”. Las
“reivindicaciones étnicas” no podían quedar arrinconadas o recubiertas por la lucha de
clases. Ciertos marxismos (atravesados por la filosofía hegeliana de la historia) carecían de los instrumentos teóricos necesarios para aprehender en su especificidad la
realidad histórico-cultural de los llamados “pueblos originarios”. Las consecuencias
políticas de lo anterior se manifestarían en una radical incomprensión, por parte de
muchos comunistas europeos, de la especificad no subsumible del “problema” indígena. El colombiano Orlando Fals Borda (2007), precisamente con la intención de huir
de aquellos esquemas eurocéntricos, ha puesto en juego su noción de “socialismo raizal”, explorado así las vías que puedan conducir a un “socialismo nuestro” que enraíce
en otros ethos culturales no europeos o no occidentales.
Desde el mundo andino se han planteado vías de impugnación contrahegemónica
sustancialmente diferentes a las realizadas por el pensamiento crítico occidental. “Lo
que verdaderamente distingue las luchas indígenas de las restantes luchas sociales en
el continente americano es el hecho de reivindicar una precedencia histórica y una autonomía cultural que desafían todo el edificio jurídico y político del Estado moderno
colonial” (Sousa Santos, 2012, p. 14). La población afrodescendiente construyó sus pro6
Eleder Piñeiro Aguiar
pias impugnaciones, desde luego. La revolución negra de los esclavos haitianos (James,
1938/2003; Trouillot, 1995) conllevaba unas ideas humanistas más profundas y radicales que las evidenciadas en las revoluciones europeas burguesas, por cuanto ampliaba
el concepto de ciudadanía y de libertad, atravesando incluso el concepto de raza, para
mostrar la complicidad de los ideales pretendidamente ilustrados con el régimen esclavista. Allí, en aquella isla caribeña sublevada y ensangrentada a partir de 1791, quedó
escenificada toda la tragedia política de la modernidad. Las excepciones micro, si bien
no siempre se hallan todo lo conectadas que deberían, sí pueden marcar hitos o promover quiebras significativas (abriendo líneas de fuga) en las tendencias estructurales
y homogeneizadoras del “sistema-mundo capitalista/patriarcal occidentalocéntrico/
cristianocéntrico moderno/colonial” (Grosfoguel, 2011).
No reconocer lo diverso tiene que ver, en el plano ideológico-social, con construir
un pensamiento monolítico; en un plano estatal-nacional, con asimilar la soberanía a
la unidad; y en un plano ontológico-epistémico, con una organización colonial y pretendidamente universal del mundo. En conjunto, de lo que trata el no reconocimiento
de la diversidad es de naturalizar múltiples relaciones de subalternidad, desigualdad,
subordinación y discriminación. Y ese no reconocimiento, entre otros factores, se produce por la imposibilidad de pensar en alternativas socioeconómicas, dándose por sentado que el modelo capitalista neoliberal es el único viable o que los postulados de la
economía ortodoxa responden al orden natural de las cosas (Peabody et al., 1977). Desnaturalizar ese supuesto orden es una de las tareas que se propuso el mencionado Plan
Nacional del Buen Vivir en el Ecuador, durante los mandatos del presidente Correa,
por cuanto no se debía caer en el chantaje de una determinada idea de progreso (Acosta, 2015, p. 26). Tampoco debía admitirse un estadio evolutivo presuntamente definitivo e inmejorable, en el que se hubiera llegado al “fin de la historia” (Fukuyama, 1995),
dadas las repercusiones que el orden actual de las cosas conlleva para millones de personas: migrantes empobrecidos, desplazados o expulsados de las matrices hegemónicas del sistema. Al fin y al cabo, “lo que se observa en el mundo es un “mal desarrollo”
generalizado, existente inclusive en los países considerados como desarrollados” (Gudynas y Acosta, 2013, p. 103).
Además de todo lo mencionado, hemos de contemplar asimismo el plano ético e
ideológico, como veremos. Lo que tampoco podemos ignorar es que este proceso andino tiene como horizonte trayectorias más largas a nivel geopolítico, centradas grosso
modo en las últimas siete décadas y en torno al apoyo o desafección de la idea de pro greso. Dicho término proviene de un discurso del presidente estadounidense Harry S.
Truman, en 1949, quien confirmaba la idea de mundos asimétricos y jerarquizados en
escalas de poder (no solo económicas, si bien principalmente) (1949/s. f.). Desde enton-
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El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
ces, la idea de “desarrollo/progreso” ha seguido marcando las agendas globales, las intervenciones en países, las búsquedas de materias primas y energías o la sustracción
de recursos humanos y naturales (De la Cuadra, 2015, p. 7). El “discurso del desarrollo”, como bien señaló Arturo Escobar (2007), se apoderó en la posguerra mundial de
los imaginarios políticos occidentales (europeos y norteamericanos), pero también de
los imaginarios operantes en todas aquellas naciones (neo)colonizadas que, de tal
modo, asumían acríticamente buena parte de las definiciones y los diagnósticos que
sobre ellas construían las potencias industriales. Se desplegó y enseñoreó una racionalidad desarrollista que fue esencialmente etnocéntrica y tecnocrática. El “desarrollo” se
convirtió, finalmente, en un fetiche y en un poderoso régimen de representación que
contribuyó a transmutar a dos tercios de la humanidad en “Tercer Mundo”; y operó,
igualmente, como un cuerpo discursivo capaz de componer estrategias de acción macroeconómica destinadas a la estricta aplicación de determinados ajustes que transformarían (“modernizarían”) dichos países en un sentido muy determinado y, ciertamente, nunca desfavorable a los intereses de las grandes potencias occidentales.
El Buen Vivir, en ese sentido, ha pretendido ser una contrarréplica a esas ideas
hegemónicas de progreso y desarrollo (Acosta, 2011; Dávalos, 2011). Su inserción en la
Constitución ecuatoriana sugiere el diseño de una ciudadanía que subvierta una secular situación que otorgaba a las poblaciones originarias y afroamericanas el papel de
“salvajes”, “primitivos” o “bárbaros” (Polo Blanco, 2018b). Desde las coordenadas del
Buen Vivir se han sugerido también formas diferentes y diversas de pensar las relaciones de poder, nuevas maneras de abordar las problemáticas de la identidad-alteridad al
interior de un territorio y, en definitiva, ha pretendido generar una inédita conciencia
ciudadana que pueda ir zafándose de ciertos elementos de racialización y colonialidad.
Y lo cierto es que desde tal marco han surgido formas inéditas de entender la identidad
de pueblos, nacionalidades, minorías, poblaciones y sujetos, más en consonancia con el
respeto a la diversidad y avanzando por la senda de la interculturalidad (en el terreno
educativo, por ejemplo), quebrando la homogeneización cultural (y administrativo-estatal) o superando el monismo jurídico. La Constitución ecuatoriana de 2008 reconoce
explícitamente el “pluralismo jurídico” y el derecho de las comunidades indígenas a tener sus propias formas de aplicación de justicia, en algunos supuestos (Salgado, 2002).
El Buen Vivir entroncaría en cierto modo con los presupuestos de la Teoría de la
Dependencia (Dos Santos, 1978), incluso con propuestas “occidentales” que sostienen
modelos económicos basados en “la gente primero” (Sen y Kliksberg, 2007). Algunos
de los nombres que se le han ido dando al “desarrollo”, y que sirven tanto para mostrar
las críticas que se han venido desplegando contra dicho concepto (pero reafirmando,
en realidad, la vigencia del mismo, pues solamente lo matizan o edulcoran), son las si-
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Eleder Piñeiro Aguiar
guientes: “desarrollo humano” (Delval, 1994), “desarrollo sostenible” (Xercavins, 2005),
“desarrollo participativo” (Geilfus, 2002), “desarrollo con identidad” (Deruyttere, 2001),
“etnodesarrollo” (Palenzuela, 2009), “desarrollo comunitario” (Gutiérrez, 2013), “desarrollo local” (Vázquez Barquero, 1988) y algunos otros. Todos ellos, empero, no ponen
en cuestión la esencia misma del concepto “desarrollo”; no lo impugnan holísticamente. En ese sentido, también el Buen Vivir reconoce que el desarrollo y progreso de
unos países se produjo gracias al subdesarrollo y al atraso de otros.
Es por ello que el reforzamiento del Estado y la recuperación de soberanía están
en el eje central de los enunciados del Sumak Kawsay. No se despreocupa, en ese sentido, de las cuestiones geopolíticas y geoeconómicas. Muy entrelazados al discurso del
Buen Vivir aparecen los conceptos de raza, género, clase y etnia. Pero también se trata,
en último término, de en una reivindicación permanente de los elementos culturales
de poblaciones históricamente denostadas o invisibilizadas. En ese sentido, la idea de
mestizaje quizás no resulta del todo suficiente, puesto que más bien ha continuado reproduciéndose lo que Silvia Rivera Cusicanqui (2010) ha analizado como una “matriz
colonial” del mestizaje, asentada en el expolio y en la dominación de los pueblos afros
e indígenas, siendo el concepto (idea-imaginario) de raza el axioma fundamental. Porque “es evidente que la historia del capitalismo está intensamente racializada y generizada” (Harvey, 2014, p. 23). Es por ello que la crítica realizada desde poblaciones originarias pretende romper con dicha colonialidad del ser, del saber y del poder (Quijano,
2000, p. 342), huyendo de un entendimiento folclorizado del mestizaje.
Sea como fuere, la sola circunstancia de que el Buen Vivir haya sabido colocar en
la mesa del debate político dichas cuestiones ya ha de ser considerado un avance real
en la superación de las matrices de blanqueamiento/blanquitud que, desde la época colonial, han troquelado los imaginarios hegemónicos en esta región del mundo.
Una mirada alternativa desde los movimientos
indígenas
El mundo indígena andino, se ha de reconocer, fue capaz de lanzar una cierta impugnación de los modelos de desarrollo impuestos desde las potencias centrales del “sistema-mundo moderno/colonial” (Mignolo, 2003). Con su discurso y con su praxis supieron impulsar y dar dirección, siquiera sea parcialmente, a ciertos procesos sociopolíticos de signo emancipador. Ya en 1922 se había publicado El indio ecuatoriano, de Pío
Jaramillo Alvarado, obra en la que se fundamentaba la construcción del indigenismo
ecuatoriano y en la que se ofrecía una imagen del “indio” vindicando su papel activo
en la construcción nacional, de manera similar a lo realizado en México, en fechas si -
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El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
milares (Botero, 2013, p. 8), por antropólogos como Manuel Gamio o por el filósofo José Vasconcelos en su ensayo La raza cósmica. La “asimilación” del “indio” por medio
del sistema educativo, y el tema de la propiedad de las tierras, fueron los principales
problemas analizados desde el indigenismo ecuatoriano. En el terreno de la literatura,
el quiteño Jorge Icaza había publicado en 1934 la novela Huasipungo, una durísima y
descarnada descripción de la terrible situación de sometimiento experimentada por las
comunidades indígenas en los latifundios ecuatorianos. La falta de integración en lo
nacional, que atravesó durante décadas las políticas públicas que afectaban a los pueblos originarios en el Ecuador, en cierto sentido continuaron hasta épocas recientes.
Desde los años ochenta del siglo pasado, las crecientes protestas y movilizaciones
indígenas pusieron de relieve un conjunto de jerarquías, desigualdades y discriminaciones de grandes capas de la población que, por sus características étnicas o “nacionales”, habían sido relegadas a un segundo plano. Dichas características específicas y diferenciales se hacían sentir en el plano del idioma, pero también en el de su espiritualidad, en sus costumbres y tradiciones. Esa identidad propia también fue valorizada mediante protestas y demandas; mediante luchas por recursos y por “derechos colectivos”. Debemos retrotraernos al año 1989, fecha en la que la Organización Internacional del Trabajo crea el famoso artículo 169 sobre los Derechos de los Pueblos Originarios (un artículo crucial que, casi treinta años después, la Constitución ecuatoriana de
2008 subscribe); a las marchas zapatistas de 1994, en donde se internacionaliza la protesta indígena y se viraliza a nivel global, gracias al uso de las nuevas tecnologías; al
año 2007, cuando se crea la “Declaración de las Naciones Unidas sobre os Derechos de
los Pueblos Indígenas”. En este proceso, sin embargo, una de las falencias más flagrantes que ha mostrado la academia ecuatoriana fue la de no trabajar más sistemáticamente con teorizaciones propias, puesto que en demasiadas ocasiones se asumieron
conceptualizaciones indigenistas foráneas.
En el Ecuador existen (o son reconocidas) 14 nacionalidades de pueblos originarios, y en torno a un millón y medio de ciudadanos que se reconocen como indígenas.
En este contexto, importantes conflictos y tensiones han marcado la agenda política,
siendo el mundo indígena un nuevo y relevante actor, consolidado desde hace casi
cuarenta años, con diferentes aperturas y cerrazones a la negociación, y no con toda la
homogeneidad interna que cabría esperar. En el caso ecuatoriano, “durante el gobierno
de Rafael Correa se ha pasado de una mutua aceptación y defensa a un rechazo y condena del otro” (León Trujillo, 2010, p. 14). De hecho, desde diferentes medios indígenas
se lanzó la acusación de traición, con respecto a las promesas previas a la toma del po der por parte de Rafael Correa (cuyo mandato fue de 2007 a 2017). Debe recordarse
que el movimiento indígena se había integrado en la candidatura de Alianza País. La
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Eleder Piñeiro Aguiar
réplica oficialista consistió en señalar que el movimiento indígena era títere de partidos de la derecha. León Trujillo (2010) ha expuesto sucintamente los procesos de incorporación indígena al mapa político en las últimas décadas, desde las reivindicaciones por la igualdad hasta las más actuales de reconocimiento por la diferencia.
Desde los años noventa del pasado siglo, diversos partidos de todo el espectro habían venido incorporando líderes y propuestas indígenas en sus programas, algo que
muestra la histórica inclusión diferencial de los pueblos originarios en las agendas políticas nacionales. Organizaciones como la Confederación de Nacionalidades Indígenas
del Ecuador (CONAIE) y el Consejo de Pueblos y Organizaciones Indígenas Evangélicos del Ecuador (FEINE) aumentaron la presencia indígena en el ámbito estatal, cristalizando en partido político Pachakutik. Previo a esto, ya en 1990, la CONAIE propuso
un cambio en el primer artículo de la constitución para que el Ecuador se declarase
pluricultural. Dicho partido y la Confederación apoyaron el programa transformador
de Rafael Correa en 2006, acumulando desde entonces tanto tensiones como acuerdos.
Porque hubo simbolismo indígena y visibilidad real, es verdad, pero también folklorización, esencialismo y denostación. Se paliaron discriminaciones históricas, pero también hubo criminalización de líderes indígenas y paternalismo estatal (Santillana,
2015). En la actualidad. los niveles de pobreza y desatención estatal en áreas rurales y
hacia poblaciones afro, montubias e indígenas siguen siendo mucho más altos que en
regiones urbanas y en poblaciones blancas y/o mestizas (Vera y Llanos-Escobar, 2016).
Pero, a pesar de todas esas limitaciones conflictuales, lo cierto es que la asunción del
Buen Vivir por parte de un partido-movimiento que terminó alcanzado el gobierno ha
sido uno de los mayores logros del indigenismo políticamente organizado.
La violencia estatal contra el movimiento indígena nunca desapareció del todo. Ya
en 1974, en el proceso de otras protestas indígenas por la tenencia de tierras que llevaron al Estado ecuatoriano a elaborar una nueva Ley de Reforma Agraria, se produjo la
muerte de un líder étnico (Botero, 2010, p. 1). O en el año del quinto centenario de la
Conquista, cuando cientos de indígenas peregrinaron desde el Amazonas hacia Quito,
en protesta por las injerencias petroleras en la región (Ortiz, 2002). Además, tras el terrible terremoto acaecido el 16 de abril, en la provincia amazónica de Morona-Santiago
se produjeron violentas protestas indígenas contra la extracción minera, que desembocaron en el asesinato tanto de líderes indígenas como de policías (Meléndez y Moncagatta, 2017, p. 416). En este caso, se evidenció crudamente una contradicción entre los
proclamados derechos colectivos de las naciones indígenas y las políticas neoextractivistas de las que no pudo zafarse el gobierno de Correa, a pesar de otorgar derechos
intrínsecos a la naturaleza en el texto constitucional. En el Ecuador existen al menos
doscientos dirigentes comunitarios enjuiciados, muchos de ellos con cargos de terro-
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El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
rismo o de sabotaje, por luchar en la defensa del territorio. No se puede ser un gobierno cuyos delineamientos estratégicos pretenden fundamentarse en el Buen Vivir y,
al mismo tiempo, enviar a prisión a los que defienden en la práctica, precisamente, el
Buen Vivir. Es una flagrante contradicción (Sousa Santos, 2012, pp. 34-35).
Por otra parte, que el Buen Vivir recaiga, en cuanto a su propuesta de construc ción, en comunidades quechuas y aymaras de Bolivia y Ecuador no significa que dichas
comunidades sean las únicas que tengan la exclusividad de estas propuestas. Mapuches, guaraníes, multitud de pueblos amazónicos o aborígenes australianos, entre muchos otros, tienen modos de vivir y pensar que podrían estar muy cercanos a estas
propuestas. Y es que “el Buen Vivir no es patrimonio de ningún grupo o sector social
en particular” (De la Cuadra, 2015, p. 8). Desde tales coordenadas se recalca la necesidad de reconocer que históricamente el mundo indígena ha resistido (solo hasta cierto
punto) a la modernidad capitalista, no dejándose fagocitar totalmente por ella; y lo ha
hecho de diversas maneras, más o menos violentas. Porque si la categoría de democra cia está en constante construcción, también lo está la categoría de ciudadano/a. Por lo
tanto, invisibilizar, “blanquear” (Echeverría, 2007, 2010) o “asimilar” al indio —que han
sido procesos y tácticas de los que se ha servido el capital a la hora de obtener más
“rendimiento” de los cuerpos y de la naturaleza— han sido procedimientos criticados
desde todos esos otros paradigmas ontológicos, epistemológicos y políticos propuestos
desde las comunidades originarias andinas.
Aun con todo ello, diversos pueblos y grupos étnicos han conseguido dar continuidad a ritos, mitos, tradiciones, formas culturales, cosmovisiones e identidades propias, siendo quizá uno de los hitos la continuidad a la justicia indígena al interior de
las comunidades, pero también en conexión con los Estados envolventes. “La justicia
indígena, al contrario de la plurinacionalidad, no es un proyecto, algo por construir,
una novedad. Es una realidad que, reconocida o no por el Estado, ha formado y forma
parte de la vida de las comunidades” (Sousa Santos, 2012, p. 16). Tener derecho al propio derecho, en suma, ha sido también uno de los elementos combativos del mundo indígena (Stavenhagen, 2010). Pero el debate no está tanto entre modernidad y tradición,
pues además de que toda tradición (incluida la de la modernidad) es constantemente
reinventada (Hobsbawm y Ranger, 1983/2002), lo cierto es que toda modernidad corre
paralela a otras posibles. “Lo indígena” y “lo occidental”, permítasenos usar estas categorías hipostasiadas, tienen mecanismos diferentes de adaptación al cambio, los cuales
en ocasiones interactúan y no necesariamente siempre de manera conflictiva. La justicia indígena no opta por un castigo individual, sino que se centra en el equilibrio y en
la recuperación de la armonía colectiva.
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Considerando cuáles podrían ser los principales aportes del modelo social del
Buen Vivir, debiera mencionarse su concepto de comunidad y su relación con la “convivialidad”, definida por Boaventura de Sousa Santos (2011) como “un tipo de encuentro cultural y político basado en intercambios tendencialmente iguales y en la autoridad compartida” (Grijalva, 2012, p. 71). Las cosmovisiones indígenas no destruyen la
individualidad; más bien la incluyen de manera holística en el interior de la colectividad, buscando una situación de equilibrio entre el individuo y lo común. Ello implica
comprender que todo está unido, integrado y es complementario. En la comunidad, no
solo nos encontramos con una serie de individuos y estructuras-instituciones, sino que
dicha comunidad es una unidad vital que debe ser vista de manera holística, y no solo
como un territorio de convivencia de individuos yuxtapuestos. La relación y la interacción son claves para entender el equilibrio, la armonía y el respeto por la norma comunal. Tal comunitarismo permite un trabajo más local y localizado, en donde los aspec tos económicos y político-sociales no se diluyen. La convivialidad y la complementariedad son claves para organizar lo político y lo económico en el mundo indígena.
Todo lo cual permitiría avanzar hacia la “recuperación” de cierta soberanía (Sousa Santos, 2012, p. 30).
Dentro de esto, se percibe la naturaleza como un “ente vital” capaz de sentir, conocer y actuar, algo que colisiona con la visión que históricamente la modernidad occidental ha tenido de ella. Frente al mecanismo de subsunción de todas las formas de
trabajo en el capital, emergen otras formas de reciprocidad tales como las planteadas
en el marco del Sumak Kawsay andino, en donde la cooperación horizontal, la complementariedad y la solidaridad constituyen la base de las relaciones sociales, cósmicas,
naturales e incluso económicas.
Seres humanos, naturaleza y deidades conforman el ayllu, un grupo de parientes unidos más allá del linaje humano o parentesco de sangre. Aprender
a criar y dejarse criar con respeto, empatía, reciprocidad y en goce son principios y prácticas primordiales en los Andes. (Gonzales, 2014, p. 128)
El núcleo del asunto reside en el hecho de que en la cosmovisión indígena el dua lismo, lo teleológico y la historia lineal (ligada a las ideas de desarrollo y progreso) son
contrarrestadas por un pensamiento-praxis que engloba en un carácter holístico las relaciones de las personas con el medio, la naturaleza y el mundo espiritual. Esto impli ca, entre otros aspectos, eliminar la visión expropiadora de la naturaleza, no contemplándola ya como un elemento externo, para proponer una lógica de empatía y comunión con ella; no verla como un objeto sobre el cual intervenir de manera ilimitadamente depredadora, sino como un lugar y un ser en el que vivir y con el que vivir.
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El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
El Buen Vivir es una alternativa orientada a tratar de rehacer la vida socioambiental a partir de la solidaridad humana y con la naturaleza, no solo
en la actividad económica y productiva, sino en todas las dimensiones de la
existencia social: el trabajo, el sexo, la autoridad colectiva, la subjetividad y la
naturaleza. (Marañón, 2014, p. 41)
El extractivismo no es solamente una práctica económica; es también una epistemología, una forma de entender el mundo (Grosfoguel, 2016). Convertir un hábitat en
territorio/paisaje, reduciéndolo a “recurso natural”, va contra las lógicas indígenas, por
cuanto éstas entienden a la tierra no solo como un lugar y un contexto para vivir, sino
como un ente vivo con el que se está en comunión. Es decir, “para los indígenas, el territorio no es algo delimitado y menos sin vida, todo en su seno porta y hace posible la
vida, todo se degrada y se transforma en ella y es mediante los mitos y los rituales que
la tierra como territorio está siempre presente” (Molina, 2015, p. 148). La idea de reciprocidad con la madre naturaleza y de los seres entre sí es central en todo esto, pero
“no se trata de idealizar o ideologizar la reciprocidad, pues es importante considerar
que algunas formas de reciprocidad vertical conducen a la alienación y dependencia”
(López Córdova, 2014, p. 105).
La antropología ha prestado especial atención a este concepto, recalcando el triple
carácter obligatorio de dar, recibir y devolver, considerando el carácter de “hecho social total” del don, así como la energía espiritual de la naturaleza y de las cosas, las
cuales debían ser devueltas (Godbout y Caillé, 1992/1997). Lo importante de la reciprocidad son las personas, y no los objetos; ellas se relacionan con base en la confianza y
a la solidaridad, creando vínculos que son reforzados por el intercambio y por la redis tribución, no por la ostentación y el consumo conspicuo. La tensión y la dislocación
surgen cuando los intercambios del mercado interfieren con los valores de la reciprocidad, puesto que mientras la reciprocidad es una relación entre personas, el mercado es
algo abstracto e impersonal. Es por esto que la propuesta del Buen Vivir critica dicho
sistema de mercado, enfatizando la relacionalidad de la reciprocidad. “El sistema de intercambio lleva a la competencia y la acumulación privada, a la dominación y explotación entre los hombres y con la naturaleza, así como a la ruptura de los lazos sociales”
(López Córdova, 2014, p. 112). Los detentadores del discurso del Buen Vivir han pretendido, con mayor o menor éxito, ser adversarios de los modelos socioeconómicos
fundamentados en el individualismo posesivo y competitivo; adversarios de la racionalidad del homo oeconomicus (León, M., 2009 y 2010).
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Conclusiones
El Buen Vivir, es cierto, no constituye una alteridad absoluta con respecto a la “racio nalidad occidental”. De hecho, interioriza dialógicamente algunos de los elementos
más valiosamente emancipadores de dicha racionalidad. Pretende realizar una conjugación inédita, esto es:
Trata de articular dos herencias culturales, expresadas en una nueva racionalidad liberadora y solidaria: por un lado, la razón histórica de la modernidad,
con sus promesas de libertad, igualdad social y bienestar, y por otro, la razón
«india» prehispánica, vinculada con la reciprocidad, la solidaridad social y el
trabajo colectivo. (Marañón, 2014, p. 11, cursivas del original)
En lo que a la parte pluriétnica del modelo se refiere, la inclusión del Buen Vivir
como política estatal reivindica el papel de la interculturalidad y, por ende, una aproximación tanto política como epistémica al entendimiento integrador de la diversidad
sociocultural y económica de los pueblos. Esto rompería con las categorías monolíticas
de la modernidad occidental, en tanto que la unidad en torno a una soberanía, un territorio, una cultura y una población se irían difuminando en aras del reconocimiento de
una pluralidad; y ello bajo los criterios de simetría, igualdad y equidad. La “mirada occidentalizada” y colonizada de un buen número de ecuatorianos, con respecto al mundo indígena, podría empezar de tal modo a deconstruirse (Botero, 2013, p. 2).
El discurso del Buen Vivir contribuyó significativamente a quebrar, al menos en el
plano ideológico, el secular proceso de “blanqueamiento” y homogeneización cultural.
Lo emancipatorio del proyecto estriba en su carácter dialógico con la alteridad, y la
puesta en juego de intereses colectivos más amplios que los basados en el crecimiento
cortoplacista. Algunos de sus promulgadores consideran que el concepto de Sumak
Kawsay contribuye al entendimiento de lo que es el “Bien Común de la Humanidad”
(Houtart, 2011). Reconocer las diversas composiciones étnicas en un territorio, y su
aporte a la política común, es uno de los principales avances. Interviene en prácticas
racistas/racializadas y genera nuevas formas de entender la ciudadanía desde puntos
de vista más plurales y heterogéneos. Tratando de no caer en esencialismos “buensalvajistas” (precaución no siempre adoptada por parte de estos teóricos y activistas), lo
cierto es que desde el universo ideológico del Buen Vivir se construyó una subjetividad parcialmente decolonizada, o al menos esa fue la pretensión.
Por otra parte, y a pesar de las críticas que se pueden realizar por sus enormes
complicaciones de implementación, que conllevarían la necesidad no solamente de
cambios jurídicos, económicos y administrativos, sino un giro radical de las mentalidades y de los valores. El Buen Vivir, al menos conceptualmente, se perfila como una
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El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
versión que supera los desarrollos “alternativos” e intenta ser una “alternativa al desarrollo” (Gudynas y Acosta, 2011, p. 109). No somos, en este sentido, tan optimistas
como aquellos que puedan afirmar que el Buen Vivir rompe con los paradigmas coloniales, a raíz de su inclusión constitucional. La aplicación de políticas que caminen hacia el ecologismo, la interculturalidad, el reconocimiento, la lucha contra las matrices
coloniales y el respeto de los seres vivos (humanos y no humanos) en armonía con su
entorno, todo ello, es un terreno complejo que requiere mucho tiempo. No ha pasado
todavía una generación que pueda percibir los cambios deseados, ni es lapso de tiempo
suficiente para cambiar inercias seculares, llevando a la práctica concreta esos “deber
ser” del Buen vivir que figuran en algunos planes de desarrollo y en el marco constitucional. Quizás el Buen Vivir no sea, a la postre, más que una lógica diferente para pensar en modelos civilizatorios distintos y alternativos. Y, en cualquier caso, a través de
él han resurgido con fuerza el mundo indígena y las reivindicaciones históricas de todos esos pueblos originarios que fueron invisibilizados —aunque nunca acallados del
todo— por el progreso modernizador occidental.
Referencias
Acosta, Alberto (2011). El buen vivir en el camino del post-desarrollo. Algunas
reflexiones al andar. En Gabriela Weber (Ed.), Debates sobre cooperación y
modelos de desarrollo. Perspectivas desde la sociedad civil en el Ecuador (pp. 6182). Centro de Investigaciones Ciudad, Observatorio de la Cooperación al
Desarrollo en Ecuador.
Acosta, Alberto (2015). Las ciencias sociales en el laberinto de la economía. Polis.
Revista Latinoamericana, 14 (41), 21-42. http://dx.doi.org/10.4067/S071865682015000200002
Bonfil Batalla, Guillermo (1977). Sobre la liberación del indio. Nueva Antropología, 8,
95-102.
Botero, Luis Fernando (2010). El conflicto como drama y ritual. Reflexiones sobre las
luchas agrarias en Chimborazo, Ecuador. Gaceta de Antropología, 26(1), 1-8.
Botero, Luis Fernando (2013). Ecuador siglos XIX y XX. República, “construcción” del
indio e imágenes contestadas. Gaceta de Antropología, 29(1), 1-23.
Comaroff, John L. & Comaroff, Jean (2011). Etnicidad S. A. Katz.
Cortez, David (2011). La construcción social del Buen Vivir (Sumak Kawsay) en
Ecuador. Aportes Andinos, 28, 1-23.
Dávalos, Pablo (2011). La necesidad de un nuevo paradigma en la economía. ¿Puede la
noción de Sumak Kawsay ser la alternativa? Polémika, 6, 32-46.
De la Cuadra, Fernando (2015). Buen Vivir: ¿una auténtica alternativa post-capitalista?
Polis. Revista Latinoamericana, 14(40), 7-19. http://dx.doi.org/10.4067/S071865682015000100001
16
Eleder Piñeiro Aguiar
De Sousa Santos, Boaventura (2011). Refundación del Estado en América Latina.
Perspectivas desde una Epistemología del Sur. Abya Yala.
De Sousa Santos, Boaventura (2012). Cuando los excluidos tienen Derecho: justicia
indígena, plurinacionalidad e interculturalidad. En Boaventura de Sousa
Santos & Agustín Grijalva (Eds.), Justicia indígena, plurinacionalidad e
interculturalidad en Ecuador (pp. 13-50). Abya Yala y Fundación Rosa
Luxemburgo.
Deruyttere, Anne (2001). Pueblos indígenas, globalización y desarrollo con identidad:
algunas reflexiones de estrategia. Inter-American Development Bank.
Descola, Philippe (2005/2012). Más allá de naturaleza y cultura. Amorrortu.
Delval, Juan (1994). El desarrollo humano. Siglo XXI.
Dos Santos, Theotonio (1978). Imperialismo y dependencia. Era.
Echeverría, Bolívar (2007). Imágenes de la blanquitud. En Bolívar Echeverría, Diego
Lizarazo & Pablo Lazo (Autores), Sociedades icónicas. Historia, ideología y
cultura en la imagen (pp. 15-50). Siglo XXI.
Echeverría, Bolívar (2010). Modernidad y blanquitud. Era.
Escobar, Arturo (2007). La invención del Tercer Mundo. Construcción y deconstrucción
del desarrollo. Fundación Editorial El Perro y la Rana.
Fals Borda, Orlando (2007). Hacia el socialismo raizal y otros escritos. Ediciones Cepa y
Desde Abajo.
Fukuyama, Francis (1995). El fin de la historia y el último hombre. Planeta de Agostini.
Gascón, Jordi (2009). El turismo en la cooperación internacional. De las brigadas
internacionalistas al turismo solidario. Icaria.
Geilfus, Frans (2002). 80 herramientas para el desarrollo participativo. IICA.
Godbout, Jacques & Caillé, Alain (1992/1997). El espíritu del don. Siglo Veintiuno.
Gonzales, Tirso (2014). Kawsay (Buen Vivir) y afirmación cultural: Pratec-Naca, un
paradigma alternativo en los Andes. En Boris Marañón (Coord.), Buen Vivir y
descolonialidad. Crítica al desarrollo y la racionalidad instrumentales (pp. 121139). Universidad Nacional Autónoma de México.
Gramsci, Antonio (1999). Cuadernos de la cárcel. Vol. 5. Era.
Grijalva, Agustín (2012). Del presente se inventa el futuro: justicias indígenas y Estado
en Ecuador. En Boaventura de Sousa Santos & Agustín Grijalva, (Eds.),
Justicia indígena, plurinacionalidad e interculturalidad en Ecuador (pp. 51-78).
Abya Yala, Fundación Rosa Luxemburgo.
Grosfoguel, Ramón (2011). Decolonizing Post-Colonial Studies and Paradigms of
Political-Economy. Transmodernity, Decolonial thinking and Global
Coloniality. Transmodernity. Journal of Peripheral Cultural Production of the
Luso-Hispanic World, 1(1), 1-38.
Grosfoguel, Ramón (2016). Del “extractivismo económico” al “extractivismo
epistémico” y “extractivismo ontológico”: una forma destructiva de conocer,
ser y estar en el mundo. Tabula Rasa, 24, 123-143.
Gudynas, Eduardo & Acosta, Alberto (2011). El buen vivir o la disolución de la idea del
progreso. En Mariano Rojas (Coord.), La medición del progreso y del bienestar.
17
El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
Propuestas desde América Latina (pp. 103-110). Foro Consultivo Científico y
Tecnológico.
Gutiérrez, Javier (2013). Desarrollo comunitario. Eunomía. Revista en Cultura de la
Legalidad, 3, 206-212.
Guzmán, Guillermo & Polo Blanco, Jorge (2017). La construcción discursiva del Sumak
Kawsay ecuatoriano y su relación con la consecución de los objetivos del
Buen Vivir. Análisis Político, 89, 76-90.
https://doi.org/10.15446/anpol.v30n89.66218
Harvey, David (2014). Diecisiete contradicciones y el fin del capitalismo. IAEN,
Traficantes de Sueños.
Hobsbawm, Eric & Ranger, Terence (1983/2002). La invención de la tradición. Crítica.
Holloway, John (2002). Cambiar el mundo sin tomar el poder. El Viejo Topo.
Houtart, François (2011). El concepto de sumak kawsay (Buen Vivir) y su
correspondencia con el bien común de la humanidad. Ecuador Debate. Acerca
del Buen Vivir, 84, 57-76.
Huanacuni, Fernando (2010). Buen Vivir/Vivir Bien. Filosofía, políticas, estrategias y
experiencias regionales andinas. Coordinadora Andina de Organizaciones
Indígenas.
Huertas Fuscaldo, Bruna Muriel & Urquidi, Vivian (2015). O Buen Vivire os saberes
ancestrais frente ao neo-extrativismo do século XXI. Polis. Revista
Latinoamericana, 14(40), 81-99.
Hidalgo, Antonio Luis; Arias, Alexander & Ávila, Javier (2014). El pensamiento
indigenista ecuatoriano sobre el Sumak Kawsay. En Antonio Luis Hidalgo,
Alejandro Guillén García y Nancy Rosario Deleg Guazha (Eds.), Antología del
pensamiento indigenista ecuatoriano sobre el Sumak Kawsay (pp. 29-73). CIM,
FIUCUHU, Pydlos.
James, Cyril Lionel Robert (1938/2003). Los jacobinos negros. Toussaint L’Ouverture y la
Revolución de Haití. Turner.
Lander, Edgardo (2006). Marxismo, eurocentrismo y colonialismo. En Atilio Borón,
Javier Amadeo & Sabrina González (Comp.), La teoría marxista hoy.
Problemas y perspectivas (pp. 209-243). CLACSO.
León, Magdalena (2009). Cambiar la economía para cambiar la vida. Desafíos de una
economía para la vida. En Alberto Acosta & Esperanza Martínez (Comp.), El
Buen Vivir. Una vía para el desarrollo (pp. 63-74). Abya-Yala.
León, Magdalena (2010). El buen vivir: objetivo y camino para otro modelo. En Irene
León (Coord.), Sumak Kawsay/Buen Vivir y cambios civilizatorios (pp. 105124). FEDAEPS.
León Trujillo, Jorge (2010). Las organizaciones indígenas y el gobierno de Rafael
Correa. Íconos. Revista de Ciencias Sociales, 37, 13-23.
https://doi.org/10.17141/iconos.37.2010.415
López Córdova, Dania (2014). La reciprocidad como lazo social fundamental entre las
personas y con la naturaleza en una propuesta de transformación societal. En
18
Eleder Piñeiro Aguiar
Boris Marañón (Coord.), Buen Vivir y descolonialidad. Crítica al desarrollo y la
racionalidad instrumentales (pp. 99-120). UNAM.
Maldonado, Luis (2014). El Sumak Kawsay / Buen Vivir / Vivir Bien. La experiencia de
la República del Ecuador. En Antonio Luis Hidalgo, Alejandro Guillén García
& Nancy Rosario Deleg Guazha (Eds.), Antología del pensamiento indigenista
ecuatoriano sobre el Sumak Kawsay (pp. 195-210). CIM, FIUCUHU, Pydlos.
Manosalvas, Margarita (2014). Buen vivir o Sumak Kawsay. En busca de nuevos
referenciales para la acción pública en Ecuador. Íconos. Revista de Ciencias
Sociales, 49, 101-121. https://doi.org/10.17141/iconos.49.2014.1273
Marañón, Boris (2014). Introducción. En Boris Marañón (Coord.), Buen Vivir y
descolonialidad. Crítica al desarrollo y la racionalidad instrumentales (pp. 9-18).
Universidad Nacional Autónoma de México.
Mariátegui, José Carlos (1928/1994). Siete ensayos de interpretación de la realidad
peruana. Amauta.
Meléndez, Carlos & Moncagatta, Paolo (2017). Ecuador. Una década de correísmo.
Revista de ciencia política, 37(2), 413-448. https://doi.org/10.4067/s0718090x2017000200413
Mignolo, Walter (2003). Historias locales, diseños globales. Colonialidad, conocimientos
subalternos y pensamiento fronterizo. Akal.
Molina, Víctor Alonso (2015). Existencia equilibrada. Metáfora del Buen Vivir de los
pueblos indígenas. Polis. Revista Latinoamericana, 14(40), 143-163.
Ortiz, Pablo (2002). Explotación petrolera y pueblos indígenas en el centro de la
Amazonía ecuatoriana, provincia de Pastaza. En Mario Melo, Pablo Ortiz &
Víctor López (Coord.), Petróleo, ambiente y derechos en la Amazonía Centro
Sur (pp. 19-44). CDES, OPIP, IACYT-A.
Palenzuela, Pablo (2009). Mitificación del desarrollo y mistificación de la cultura: el
etnodesarrollo como alternativa. Íconos. Revista de Ciencias Sociales, 33, 127140. https://doi.org/10.17141/iconos.33.2009.317
Peabody, Gerald; Behr, Ted; Garlin, Victor; Morris, Jeff; Rohel, Richard; Sweezy, Paul
M.; Weeks, John & Zweig, Michel (1977). Paradigmas radicales en economía.
Anagrama.
Peña y Lillo, Julio & Polo Blanco, Jorge (Coord.) (2018). El Estado en disputa. Frente a la
contraofensiva neoliberal en América Latina. CIESPAL.
Piñeiro, Eleder (2016). Conceptualizando el buen vivir: entre la felicidad y la crítica.
Yachana. Revista científica, 5(1), 54-64. https://doi.org/10.1234/ych.v5i1.281
Polo Blanco, Jorge (2018a). Decolonizar el marxismo. Algunas observaciones críticas
en torno a un pensamiento que apenas pudo dejar de ser eurocéntrico.
Thémata. Revista de Filosofía, 57, 191-210.
https://doi.org/10.12795/themata.2018.i57.11
Polo Blanco, Jorge (2018b). Colonialidad múltiple en América Latina. Estructuras de
dependencia, relatos de subalternidad. Latin American Research Review, 53(1),
111-125. http://doi.org/10.25222/larr.243
19
El Sumak Kawsay andino como resistencia sociopolítica y como desafío epistémico
Quijano, Aníbal (1995). Raza, etnia y nación en Mariátegui: cuestiones abiertas.
Estudios Latinoamericanos, 2(3), 3-19.
Quijano, Aníbal (2000). Colonialidad del poder y clasificación social. Journal of World
Systems Research, 6(2), 342-386.
Rivera Cusicanqui, Silvia (2010). Violencias (re) encubiertas en Bolivia. Piedra Rota.
Ruiseco, Gisela (2009). Sobre la vigencia del desarrollismo: la necesidad de un giro
conceptual. Athenea Digital, 16, 125-135.
https://doi.org/10.5565/rev/athenead/v0n16.671
Salgado, Judith (Comp.) (2002). Justicia indígena. Aportes para un debate. Universidad
Andina Simón Bolívar, Abya-Yala.
Santillana, Alejandra (2015). Reseña del libro Plurinacionalidad y Vivir Bien/Buen Vivir.
Dos conceptos leídos desde Bolivia y Ecuador, de Salvador Schavelzon, Quito,
Abya Yala-CLACSO, 2015. Corpus. Archivos virtuales de la alteridad
americana, 5, (2). https://doi.org/10.4000/corpusarchivos.1494
Sen, Amartya & Kliksberg, Bernardo (2007). Primero la gente. Una mirada desde la ética
del desarrollo a los principales problemas del mundo globalizado. Deusto.
SENPLADES (2013). Plan Nacional de Desarrollo/Plan Nacional para el Buen Vivir 20132017. Autor.
Stavenhagen, Rodolfo (2010). Los pueblos originarios. El debate necesario. CTA
Ediciones y CLACSO.
Trouillot, Michel-Rolph (1995). Silencing the past. Power and the production of history.
Beacon Press.
Truman, Harry S. (1949/s. f.). Inaugural Address.
https://www.bartleby.com/124/pres53.html
Ullán de la Rosa, Francisco Javier (2000). Los indios ticuna del Alto Amazonas ante los
procesos actuales de cambio cultural y globalización. Revista Española de
Antropología Americana, 30, 291-336.
Vázquez Barquero, Antonio (1988). Desarrollo local. Una estrategia de creación de
empleo. Pirámide.
Vera, Sofía & Llanos-Escobar, Santiago (2016). Ecuador. La democracia después de
nueve años de la Revolución Ciudadana de Rafael Correa. Revista de ciencia
política (Santiago), 36(1), 145-175. http://dx.doi.org/10.4067/S0718090X2016000100007
Viola, Andreu (2014). Discursos “pachamamistas” versus políticas desarrollistas: el
debate sobre el sumak kawsay en los Andes. Íconos. Revista de Ciencias
Sociales, 48, 55-72. https://doi.org/10.17141/iconos.48.2014.1209
Walsh, Catherine (2009). Interculturalidad, Estado, sociedad. Luchas (de)coloniales de
nuestra época. Universidad Andina Simón Bolívar y Abya Yala.
Xercavins, Josep (2005). Desarrollo sostenible. Edicions UPC.
Yampara, Simón (2011). Cosmovivencia andina. Vivir y convivir en armonía integralSuma Qamaña. Revista de Estudios Bolivianos, 18, 1-22.
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Percutaneous endoscopic transforaminal discectomy precedes interlaminar discectomy in the efficacy and safety for lumbar disc herniation
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Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4 0 (CC BY) We searched several databases from the times of their inception to 20 December 2018. Randomized controlled trials and cohort studies that compared percutaneous endoscopic
transforaminal discectomy (PETD) with percutaneous endoscopic interlaminar discectomy
(PEID) were identified. We used a random-effects model to calculate the relative risks (RRs)
of, and standardized mean differences (SMDs) between the two techniques, with 95% con-
fidence intervals (CIs). Twenty-six studies with 3294 patients were included in the final
analysis. Compared with PEID, PETD reduced the short-term (SMD −0.68; 95% CI −1.01,
−0.34; P=0.000) and long-term (SMD −0.47; 95% CI −0.82, −0.12; P=0.000) visual analog
scale scores, blood loss (SMD −4.75; 95% CI −5.80, −3.71; P=0.000), duration of hospi-
tal stay (SMD −1.86; 95% CI −2.36, −1.37; P=0.000), and length of incision (SMD −3.93;
95% CI −5.23, −2.62; P=0.000). However, PEID was associated with a lower recurrence
rate (P=0.035) and a shorter operative time (P=0.014). PETD and PEID afforded compara-
ble excellent- and good-quality data, long- and short-term Oswestry disability index (ODI)
scores, and complication rates. PETD treated lumbar disc herniation (LDH) more effectively
than PEID. Although PETD required a longer operative time, PETD was as safe as PEID, and
was associated with less blood loss, a shorter hospital stay, and a shorter incision. PETD is
the best option for patients with LDH. © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Received: 15 October 2018
Revised: 15 January 2019
Accepted: 25 January 2019 Percutaneous endoscopic transforaminal discectomy
precedes interlaminar discectomy in the efficacy and
safety for lumbar disc herniation Peng Chen1, Yihe Hu1 and
Zhanzhan Li2
1Department of Orthopedic, Xiangya Hospital, Central South University, Changsha, Hunan Province, China; 2Department of Oncology, X
Changsha, Hunan Province, China Peng Chen1, Yihe Hu1 and
Zhanzhan Li2
1Department of Orthopedic, Xiangya Hospital, Central South University, Changsha, Hunan Province, China; 2Department of Oncology, Xiangya Hospital, Central South University,
Changsha, Hunan Province, China Correspondence: Zhanzhan Li (liche4006@126.com) or Yihe Hu (yihehumed@126.com) ss article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution Introduction Lumbar disc herniation (LDH) is common today, even in young individuals, and more often in males than
females [1]. Most herniation sites are located at L5/S1 and L4/5. LDH is caused by degenerative changes
in the intervertebral discs; external forces cause rupture of the annulus fibrosus, nuclear herniation, or
compression of the cauda equina nerve roots, triggering tissue inflammation, edema, and poor micro-
circulation, followed by low back pain, lower extremity sciatic radiating pain, and other disorders [2], in
turn compromising the quality of life [3]. Therapeutic strategies include conservative and surgical treat-
ments. Most patients benefit greatly from conservative treatments, such as intravenous and oral medica-
tion administration, traction therapy, and manipulative rehabilitation, but some require surgery [4]. The
surgical options include open discectomy, microdiscectomy, microendoscopic discectomy (MED), and
percutaneous endoscopy lumbar discectomy (PELD) [5]. In recent years, with the rapid development of
surgical techniques, minimally invasive spine surgery has become imperative. Compared with open dis-
cectomy, minimally invasive surgery is associated with a shorter operative time, less blood loss, less muscle
injury, and faster functional recovery [6–8]. PELD includes percutaneous endoscopic transforaminal dis-
cectomy (PETD) and percutaneous endoscopic interlaminar discectomy (PEID). Some previous studies
confirmed the therapeutic efficacy of PETD, but others did not [9,10]. PETD is rather difficult in patients 1 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 with high cristae iliacae and narrow foramina, especially at L5/S1. However, the L5/S1 interlaminar space is usually
adequate [11]. Ruetten et al. [12] were the first to perform intervertebral disc discectomy and decompression by
creating an intervertebral foramen in the vertebral canal between the upper and lower vertebral discs. Several studies
have compared the efficacies of PETD and PEID in patients with LDH; the results were inconsistent. Hence, we
comprehensively analyzed this topic. with high cristae iliacae and narrow foramina, especially at L5/S1. However, the L5/S1 interlaminar space is usually
adequate [11]. Ruetten et al. [12] were the first to perform intervertebral disc discectomy and decompression by
creating an intervertebral foramen in the vertebral canal between the upper and lower vertebral discs. Several studies
have compared the efficacies of PETD and PEID in patients with LDH; the results were inconsistent. Hence, we
comprehensively analyzed this topic. Data extraction and quality assessment We used a standard Excel sheet for data extraction. Two investigators (P.C. and Z.L.) independently extracted the
following data: first author, publication year, mean patient age, study design (retrospective compared with prospec-
tive), sample size, follow-up duration, and outcome measures. We sought to contact the authors when information
was missing. Differences in opinion were resolved by discussion with the third investigator (Y.H.). g
p
y
g
All prospective and retrospective studies were evaluated using the Newcastle–Ottawa scale (which compares pa-
tient selection, comparisons, and outcomes; maximal score 9). Studies with scores ≥7 were considered to be of high
quality [13]. We used the Cochrane risk-of-bias tool to assess study quality [14]; the tool explores random sequencing,
allocation concealment, blinding of participants and personnel, outcome assessments, outcome data completeness,
selective reporting, and other biases. We scored each study as being at a low, high, or unclear risk of bias. Studies in
which at least one key domain was considered to be at high risk of bias were regarded as high risk; other studies were
considered to be of low or unclear risk. Materials and methods gy
Two investigators (P.C. and Z.L.) independently searched the following databases from their inception to 20 July 2018:
PubMed, Web of Science, Embase, China National Knowledge Infrastructure, and WanFang. The following search
terms were used: ‘lumbar disc herniation’ OR ‘LDH’, ‘percutaneous endoscopic lumbar discectomy’ OR ‘percutaneous
endoscopic transforaminal discectomy’ OR ‘PLED’ OR ‘PELD’, and ‘microendoscopic discectomy’ OR ‘percutaneous
endoscopic interlaminar discectomy’. We restricted the languages to Chinese and English. We checked the reference
lists of selected full-text and review articles to identify other potentially relevant works. Inclusion and exclusion criteria The inclusion criteria were: (i) examination of a population of patients with LDH, (ii) randomized controlled trial
or retrospective study comparing the efficacies of PETD and PEID in terms of LDH treatment, and (iii) comparison
of PETD and PEID interventions. The primary outcome requirements were: (i) at least one short-term or long-term
visual analog scale (VAS) or Oswestry disability index (ODI) score, and (ii) excellent or good data quality. The sec-
ondary outcomes were the (iii) complication rate, (iv) recurrence rate, (v) operative duration, (vi) amount of blood
loss, (vii) length of incision, and (viii) length of hospital stay. Reviews, comments, duplicate and case reports, letters,
and animal and experimental studies were excluded. Statistical analysis We used fixed- and random-effects models to evaluate pooled data [15]. We calculated relative risks (RRs) with 95%
confidence intervals (CIs) for dichotomous data and standardized mean differences (SMDs) with 95% CIs for con-
tinuous data. Within-study heterogeneity was assessed by calculating the I2 statistic and Cochran’s Q; when I2-values
>50% and P-values <0.05 indicated significant heterogeneity, we employed the random-effects model [16]; we used
the fixed-effects model otherwise. To evaluate heterogeneity further, we performed subgroup analyses of primary
outcomes (VAS and ODI scores). Publication bias was assessed by visual inspection of a funnel plot and application
of the Egger’s/Begg’s test [17,18]. All statistical analyses were performed with the aid of Stata ver. 14.0 (StataCorp LP)
and RevMan ver. 5.3 (Nordic Cochrane Center) software; P-values <0.05 were considered to reflect significance. © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). tudy selection and characteristics Study selection and characteristics y
Figure 1 shows the study selection flow. Our initial search returned 679 records; we found no additional text when
exploring other possible sources. After removal of duplicates and scanning of titles and abstracts, we selected 71
full-text articles for further assessment. We excluded 45 of these articles. Finally, 26 studies were included in our
qualitative and quantitative analyses (Supplementary Material S1). The general characteristics of the studies are listed 2 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4 0 (CC BY) Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Figure 1. Flow chart of study selection Figure 1. Flow chart of study selection in Table 1; all studies were published between 2009 and 2018. The mean ages of patients treated with PETD ranged
from 33.1 to 69.2 years, and those of patients treated with PEID ranged from 36.8 to 68.9 years. Nine studies were
retrospective and seventeen were prospective. The duration of follow-up ranged from 3 to 26 months. The types of
disease included central, paracentral, and far-lateral disease, and disease of the intervertebral foramen. in Table 1; all studies were published between 2009 and 2018. The mean ages of patients treated with PETD ranged
from 33.1 to 69.2 years, and those of patients treated with PEID ranged from 36.8 to 68.9 years. Nine studies were
retrospective and seventeen were prospective. The duration of follow-up ranged from 3 to 26 months. The types of
disease included central, paracentral, and far-lateral disease, and disease of the intervertebral foramen. Quality assessment We included 8 randomized controlled trials and 18 follow-up studies. Supplementary Material S2 lists the risks of
bias and includes the bias graphs. Two studies were considered to exhibit high risks of bias because neither the study
participants nor personnel were blinded. On the Newcastle–Ottawa scale, the mean score of observational studies
was >7, indicating high quality. Pooled results The summarized results are presented in Table 2. Short- and long-term VAS scores
Twelve articles provided short-term and eleven provided long-term VAS scores. Significant heterogeneity was appar-
ent (I2 > 50%, P=0.000). The random-effects model was used to analyze both datasets. Meta-analysis showed that
the short-term (SMD −0.68; 95% CI −1.01, −0.34; P=0.000; Figure 2 and long-term (SMD −0.47; 95% CI −0.82,
−0.12; P=0.000; Figure 3) scores associated with PETD were significantly lower than those associated with PEID. 3 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
Li
4 0 (CC BY) © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Figure 2. Comparison of short-term VAS between PETD and PEID
Figure 3. Comparison of long-term VAS between PETD and PEID. © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Figure 2. Comparison of short-term VAS between PETD and PEID Figure 2. Comparison of short-term VAS between PETD and PEID Figure 3. Comparison of long-term VAS between PETD and PEID. Figure 3. Comparison of long-term VAS between PETD and PEID. 4 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Pooled results Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Table 1 Characteristics of included studies in the meta-analysis
Author
Publication
year
Age
(PEID/PETD)
Study design
Sample size
Follow-up time
(months)
Type
PEID
PETD
Fang
2012
43.5/45.8
Retrospective
40
40
6
(1)(2)(3)
Le
2014
37.2/38.4
Prospective
190
185
12
(1)(2)(3)
Guan
2014
-
Prospective
35
35
3
-
Wu
2009
4.5/45.8
Prospective
30
30
6
(1)(2)(3)
Wu
2015
38.5/41.3
Prospective
50
36
6
(1)(2)(3)
Zhang
2015
43.2/41.5
Prospective
30
30
26
(3)(4)
Zhang
2015
37.5/35.8
Retrospective
21
21
12
(1)(2)(4)
Fu
2014
-
Prospective
8
62
12
(1)(2)(3)(4)
Zeng
2015
-
Prospective
25
25
24
-
Li
2013
38.3/43.3
Prospective
212
208
-
-
Li
2015
51.5/51.6
Retrospective
50
50
-
-
Yang
2015
48.4/48.0
Prospective
82
57
3
-
Tang
2015
-
Prospective
38
38
24
-
Zhao
2012
39.4/43.2
Retrospective
245
261
-
-
Chen
2015
-
Prospective
25
13
13.5
(3)(4)
Mao
2015
37.5/37.8
Retrospective
35
30
12
-
Yoon
2012
45.9/56.5
Retrospective
37
35
6
-
Sinkemani
2015
44.2/41.5
Retrospective
50
36
14
-
Liu
2012
-
Prospective
25
13
13.5
(3)(4)
Chen
2018
64.1/64.2
Prospective
137
136
12
(1)(2)(4)
Chen
2018
40.7/40.2
Prospective
73
80
12
(1)(2)(3)(4)
Huang
2018
32.1/32.3
Retrospective
52
50
6
(1)(2)(3)(4)
Ding
2017
54.2/54.4
Prospective
40
40
3
(1)(2)(3)(4)
Liu
2017
69.2/68.9
Prospective
25
25
3
(1)(2)(3)(4)
Liu
2018
33.1/36.2
Prospective
63
60
24
(1)(2)(3)(4)
Wu
2017
38.7/40.8
Retrospective
40
40
12
(1)(2)(3)
(1) Central type, (2) Para central, (3) Intervertebral foramen, and (4) Far-lateral. Table 1 Characteristics of included studies in the meta-analysis (1) Central type, (2) Para central, (3) Intervertebral foramen, and (4) Far-lateral. Pooled results Table 2 Comparison of pooled parameters between percutaneous endoscopic lumbar, transforaminal discectomy and
interlaminar discectomy Table 2 Comparison of pooled parameters between percutaneous endoscopic lumbar, transforaminal discectomy and
interlaminar discectomy
Parameters
Number of
study
Pheterogeneity
RR/SMD
95% CI
P
Egger
Begg
Short-term VAS
12
0.000
−0.68
−1.01, −0.34
0.000
0.012
0.002
Long-term VAS
11
0.000
−0.47
−0.82, −0.12
0.000
0.900
0.224
Short-term ODI
5
0.000
−0.06
−0.33, 0.22
0.691
0.306
0.951
Long-term ODI
7
0.000
−0.15
−0.36, 0.06
0.123
0.238
0.537
Excellent and good
rate
13
0.015
1.02
0.97, 1.07
0.509
0.232
0.272
Complication rate
15
0.438
0.78
0.54, 1.13
0.185
0.149
0.400
Recurrence rate
11
0.128
1.90
1.04, 3.47
0.035
0.017
0.008
Duration of
operation
18
0.000
0.70
0.14, 1.26
0.014
0.226
0.058
Blood loss
15
0.000
−4.75
−5.80, −3.71
0.000
0.273
0.235
Length of incision
8
0.000
−3.93
−5.23, −2.62
0.000
0.067
0.063
Duration of hospital
stay
15
0.000
−1.86
−2.36, −1.37
0.000
0.081
0.038
Short-term and long-term ODI scores
Five articles provided short-term ODI scores and seven provided long-term scores. We used a random-effects model
for analysis because significant heterogeneity was in play. Neither the short- nor long-term ODI score differed signif-
icantly between PETD and PEID (SMD −0.06; 95% CI −0.03, 0.22; P=0.691; Figure 4A; and SMD −0.15; 95% CI
© 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Short-term and long-term ODI scores
Five articles provided short-term ODI scores and seven provided long-term scores. We used a random-effects model
for analysis because significant heterogeneity was in play. Neither the short- nor long-term ODI score differed signif-
icantly between PETD and PEID (SMD −0.06; 95% CI −0.03, 0.22; P=0.691; Figure 4A; and SMD −0.15; 95% CI
© 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). −0.36, 0.06; I = 0.123; Figure 4B, respectively). −0.36, 0.06; I = 0.123; Figure 4B, respectively). Excellent and good data The data from 13 studies were rated as excellent or good; the degree of heterogeneity was moderate (I2 = 51.8%,
P=0.015). The random-effects model indicated that the excellent and good rates in the two groups were nearly iden-
tical (RR = 1.02; 95% CI 0.97, 1.07; P=0.509; Figure 5A). Complication and recurrence rates p
Complication rates were reported in 15 articles; the degree of heterogeneity was very low (I2 = 1.1%, P=0.438). A
fixed-effects model revealed no significant between-group difference (RR = 0.78; 95% CI 0.54, 1.13; P=0.185; Figure
5B). Recurrence rates were reported in 11 articles; no heterogeneity was evident (I2 = 0.0%, P=0.128) and the data
were analyzed using a fixed-effects model. The pooled results suggested that the recurrence rate after PETD was
higher than that after PEID (RR = 1.90; 95% CI 1.04, 3.47; P=0.035; Figure 5C). Duration of operation and blood loss
Random-effects models were used to analyze the duration of operation and blood loss because significant heterogene-
ity was evident (I2 > 50.0%, P<0.05). Eighteen articles provided data on the operative duration and fifteen provided
data on blood loss. Compared with PEID, PETD required a longer operative time (SMD 0.70; 95% CI 0.14, 1.26;
P=0.014; Figure 6A), but was associated with less blood loss (SMD −4.75; 95% CI −5.80, −3.71; P=0.000; Figure
6B). Pooled results 5 ed parameters between percutaneous endoscopic lumbar, transforaminal discectomy and Table 2 Comparison of pooled parameters between percutaneous endoscopic lumbar, transforaminal discectomy and
interlaminar discectomy
Parameters
Number of
study
Pheterogeneity
RR/SMD
95% CI
P
Egger
Begg
Short-term VAS
12
0.000
−0.68
−1.01, −0.34
0.000
0.012
0.002
Long-term VAS
11
0.000
−0.47
−0.82, −0.12
0.000
0.900
0.224
Short-term ODI
5
0.000
−0.06
−0.33, 0.22
0.691
0.306
0.951
Long-term ODI
7
0.000
−0.15
−0.36, 0.06
0.123
0.238
0.537
Excellent and good
rate
13
0.015
1.02
0.97, 1.07
0.509
0.232
0.272
Complication rate
15
0.438
0.78
0.54, 1.13
0.185
0.149
0.400
Recurrence rate
11
0.128
1.90
1.04, 3.47
0.035
0.017
0.008
Duration of
operation
18
0.000
0.70
0.14, 1.26
0.014
0.226
0.058
Blood loss
15
0.000
−4.75
−5.80, −3.71
0.000
0.273
0.235
Length of incision
8
0.000
−3.93
−5.23, −2.62
0.000
0.067
0.063
Duration of hospital
stay
15
0.000
−1.86
−2.36, −1.37
0.000
0.081
0.038 mparison of pooled parameters between percutaneous endoscopic lumbar, transforaminal dis
discectomy Table 2 Comparison of pooled parameters between percutaneous endoscopic lumbar,
interlaminar discectomy Short-term and long-term ODI scores © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). 5 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Figure 4. Forest plot for short-term and long-term ODI between PETD and PEID
Comparison of short-term (A) and long-term (B) ODI between PETD and PEID. Figure 4. Forest plot for short-term and long-term ODI between PETD and PEID
Comparison of short-term (A) and long-term (B) ODI between PETD and PEID. Figure 4. Forest plot for short-term and long-term ODI between PETD and PEID
Comparison of short-term (A) and long-term (B) ODI between PETD and PEID. ion of operation and blood loss p
Random-effects models were used to analyze the duration of operation and blood loss because significant heterogene-
ity was evident (I2 > 50.0%, P<0.05). Eighteen articles provided data on the operative duration and fifteen provided
data on blood loss. Compared with PEID, PETD required a longer operative time (SMD 0.70; 95% CI 0.14, 1.26;
P=0.014; Figure 6A), but was associated with less blood loss (SMD −4.75; 95% CI −5.80, −3.71; P=0.000; Figure
6B). 6 6 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Figure 5. Forest plot for clinical outcomes
Comparisons of clinical outcomes between PETD and PEID: (A) excellent and good rate; (B) complication rate; (C) recurrence and
residue rate. Figure 5. Forest plot for clinical outcomes Figure 5. Forest plot for clinical outcomes
Comparisons of clinical outcomes between PETD and PEID: (A) excellent and good rate; (B) complication rate; (C) recurrence and
residue rate. Length of incision and duration of hospital stay The length of incision and duration of hospital stay were also evaluated. Eight articles provided data on the length of
incision and fifteen provided data on the duration of hospital stay. Both indicators evidenced significant heterogeneity
(I2 > 50.0%, P<0.0.5). Random-effects models indicated that PETD required a shorter incision (SMD −3.93; 95% CI
−5.23, −2.62; P=0.000; Figure 6C) and a shorter hospital stay (SMD −1.86; 95% CI −2.36, −1.37; P=0.000; Figure
6D). Sensitivity analysis and publication bias y
y
p
We subjected the operative durations reported in most (n=18) articles to sensitivity analysis; we omitted one study
at a time. The pooled results ranged from 0.10 to 0.63 (Supplementary Material S3). All results were significant. The
Egger’s/Begg’s test indicated that publication bias was not in play (P>0.05), except in terms of the short-term VAS
score and the recurrence rate (Table 2). The funnel plot was slightly asymmetrical (Supplementary Material S4). 7 7 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4 0 (CC BY) Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Forest plot for symptoms
ons of duration of operation (A), blood loss (B), length of incision (C), and length of hospital stay (D). Figure 6. Forest plot for symptoms
Comparisons of duration of operation (A), blood loss (B), length of incision (C), and length of hospital stay (D). Figure 6. Forest plot for symptoms Figure 6. Forest plot for symptoms
Comparisons of duration of operation (A), blood loss (B), length of incision (C), and length of hospital stay (D). g
p
y
p
Comparisons of duration of operation (A), blood loss (B), length of incision (C), and length of hospital stay (D Comparisons of duration of operation (A), blood loss (B), length of incision (C) © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Second, no more than five studies were included in certain comparisons. Blood loss, bed time after surgery, and
duration of hospital stay were reported in only two articles; the veracity of the pooled results is thus debatable. Third,
our study involved the analysis of more information. We evaluated the short- and long-term VAS and ODI scores,
and the complication and recurrence rates. Finally, our study (with a larger sample) indicated that PETD significantly
reduced the blood loss, operative duration, length of incision, and duration of hospital stay; such conclusions could
not be drawn in the previous study [10]. p
y
We found that PETD significantly reduced the short- and long-term VAS scores. The short-term VAS score reflects
not only made improvements in disc herniation, but also the extent of surgical trauma. The incision at the interverte-
bral foramen was smaller (generally approximately 0.8 cm) in PETD than in PEID [19]. The PETD approach channel
is expanded via blunt muscle separation, which damages tissue and muscle to lesser extents than the PEID approach
[20]. Patients can feel nerve root pain during surgery. The long-term VAS scores further suggested that PETD caused
less tissue injury than PEID. However, we found that PETD required a longer operative time. In general, longer spinal
surgery times are associated with more complications and re-operations; surgical time is an important comparative
parameter when selecting an approach. Most herniations were located at L5/S1 and L4/5, where the intervertebral
disc spaces are wide; traditional surgery is not difficult. However, the anatomical structure renders it challenging to
puncture and remove disc fragments via PETD, especially at L5/S1 [21,22]. Moreover, PEID is easier to surgically
master; this approach uses elements of traditional surgery. We found no significant difference in complication rates,
but PETD was associated with a higher recurrence rate than PEID. In terms of radiation exposure during surgery,
a prospective study showed that a surgeon should perform no more than 291 procedures [23]. PETD is associated
with more radiation exposure than PEID [24], reflecting the longer operative time caused by puncture difficulties,
particularly in patients with high cristae iliacae, narrow foramina, or large facet joints. Radiation exposure increases
with the operative time. We found no significant difference in the complication rates of the two groups, in contrast with previous reports
[10]. Funding g
The authors declare that there are no sources of funding to be acknowledged. A retrospective cohort study including 5338 patients showed that the adult spinal surgery time was associated
with several postoperative complications, including (but not limited to) wound and pulmonary complications, ve-
nous thromboembolism, the need for postoperative transfusion, length of hospital stay ≥5 days, sepsis, the need for
re-operation, and unplanned re-admission [25]. We analyzed the recurrence rate, blood loss, and duration of hospital
stay. These results also differed from previous findings. PETD was associated with a longer operative time, but less
blood loss and a shorter hospital stay, than was PEID. We speculate that complications tend to increase with longer
trauma duration; less trauma leads to fewer complications. However, the degree of heterogeneity amongst studies was
high; the results may be unreliable. The principal strength of our study was that we adhered to the PRISMA checklist and the recommendations of the
Cochrane collaboration [26]. We reviewed many studies with large samples. However, limitations remain. First, most
included studies were retrospective in nature; only eight were randomized controlled trials (which yield higher quality
evidence). Further work is required. Second, the degree of within-study heterogeneity was rather high for certain
parameters; such heterogeneity was statistical and/or clinical, and may compromise the reliability of our pooled data. Third, the surgical approach was probably influenced by disease severity/type. However, our examination of a large
sample may overcome these limitations. In conclusion, PETD more effectively treated LDH than PEID. The PETD
operative time was longer than that of PEID, but the two techniques were equally safe. PETD was associated with less
blood loss, a shorter hospital stay, and a smaller incision than PEID. PETD should thus be preferred when treating
LDH. Randomized controlled trials with larger samples are required to confirm our findings. Acknowledgements We thank the colleagues of Department of Orthopedics, Xiangya Hospital, Central South University. Author contribution Z.L. and Y.H. conceived and designed the research. P.C. and Z.L. analyzed the data. Z.L. created all tables and figures. P.C. drafted the manuscript. Z.L. and Y.H. critically revised the manuscript. All authors read and approved the final manuscript. Discussion We comprehensively and systematically reviewed the literature and found that: (i) PETD resulted in lower short-
and long-term VAS scores than PEID, despite the absence of a significant difference between PETD and PEID in
terms of short- and long-term ODI scores and the numbers of studies of excellent and good quality; (ii) although
the complication rates of PETD and PEID were similar, PEID was associated with significantly less recurrence; and
(iii) compared with PEID, PETD required a longer operative time, but was associated with less blood loss, a shorter
incision, and a shorter hospital stay. Overall, PETD was better and safer than PEID. y
PELD has become a more popular treatment for LDH than open discectomy. A previous study assessed the efficacy
of PELD using transforaminal and interlaminar approaches [10]. However, that study had several limitations. First,
only nine studies involving 621 patients were included in the analysis; we included 26 studies with 3294 patients. 8 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
cense 4.0 (CC BY). Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Competing interests p
g
The authors declare that there are no competing interests associated with the manuscript. 9 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons
Attribution License 4 0 (CC BY) © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons
Attribution License 4.0 (CC BY). Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Abbreviations CI, confidence interval; LDH, lumbar disc herniation; ODI, Oswestry disability index; PEID, percutaneous endoscopic interlam-
inar discectomy; PELD, percutaneous endoscopy lumbar discectomy; PETD, percutaneous endoscopic transforaminal discec-
tomy; RR, relative risk; SMD, standardized mean difference; VAS, visual analog scale. References 1
Amin, R.M., Andrade, N.S. and Neuman, B.J. (2017) Lumbar disc herniation. Curr. Rev. Musculoskelet. Med. 10, 507–516,
https://doi.org/10.1007/s12178-017-9441-4 2
Benoist, M. (2002) The natural history of lumbar disc herniation and radiculopathy. Joint Bone Spine 69, 155–160,
https://doi.org/10.1016/S1297-319X(02)00385-8 2
Benoist, M. (2002) The natural history of lumbar disc herniation and radiculopathy. Joint Bone Spine 69, 155–160,
https://doi.org/10.1016/S1297-319X(02)00385-8 3
Kaneuchi, Y., Sekiguchi, M., Kameda, T., Kobayashi, Y. and Konno, S. (2019) Temporal and spatial changes of mu-opioid receptors in the brain, spinal
cord and dorsal root ganglion in a rat lumbar disc herniation model. Spine 44, 85–95, https://doi.org/10.1097/BRS.0000000000002776 cord and dorsal root ganglion in a rat lumbar disc herniation model. Spine 44, 85–95, https://doi.org/10.1097/BRS.0000000000002776
4
Wang, G., Hu, J., Liu, X. and Cao, Y. (2015) Surgical treatments for degenerative lumbar scoliosis: a meta-analysis. Eur. Spine J. 24, 1792–1799,
https://doi.org/10.1007/s00586-015-3942-x 4
Wang, G., Hu, J., Liu, X. and Cao, Y. (2015) Surgical treatments for degenerative lumbar scoliosis: a meta-analysis. Eur. Spine J. 24, 1792–1799,
https://doi.org/10.1007/s00586-015-3942-x 5
Tu, Z., Li, Y.W., Wang, B., Lu, G., Li, L., Kuang, L. et al. (2017) Clinical outcome of full-endoscopic interlaminar discectomy for single-level lumbar disc
herniation: a minimum of 5-year follow-up. Pain Physician 20, E425–E430 6
Kuang, L., Wang, B. and Lu, G. (2017) Transforaminal lumbar interbody fusion versus mini-open anterior lumbar interbody fusion with oblique
self-anchored stand-alone cages for the treatment of lumbar disc herniation: a retrospective study with 2-year follow-up. Spine 42, E1259–E1265,
https://doi.org/10.1097/BRS.0000000000002145 6
Kuang, L., Wang, B. and Lu, G. (2017) Transforaminal lumbar interbody fusion versus mini-open anterior lumbar interbody fusion with oblique
self-anchored stand-alone cages for the treatment of lumbar disc herniation: a retrospective study with 2-year follow-up. Spine 42, E1259–E1265,
https://doi.org/10.1097/BRS.0000000000002145 7
Wang, B., Lu, G., Liu, W., Cheng, I. and Patel, A.A. (2012) Full-endoscopic interlaminar approach for the surgical treatment of lumbar disc herniation:
the causes and prophylaxis of conversion to open. Arch. Orthop. Trauma Surg. 132, 1531–1538, https://doi.org/10.1007/s00402-012-1581-9 7
Wang, B., Lu, G., Liu, W., Cheng, I. and Patel, A.A. (2012) Full-endoscopic interlaminar approach for the surgical treatment of lumbar disc herniation:
the causes and prophylaxis of conversion to open. Arch. Orthop. Trauma Surg. 132, 1531–1538, https://doi.org/10.1007/s00402-012-1581-9 7
Wang, B., Lu, G., Liu, W., Cheng, I. and Patel, A.A. (2012) Full-endoscopic interlaminar approach for the surgical treatment of lumbar disc herniation:
the causes and prophylaxis of conversion to open. Arch. Orthop. Trauma Surg. https://doi.org/10.1136/bmj.327.7414.557 17 Egger, M., Davey, S.G., Schneider, M. and Minder, C. (1997) Bias in meta-analysis detected by a simple, graphical test. BMJ 315, 629–634,
https://doi.org/10.1136/bmj.315.7109.629 17 Egger, M., Davey, S.G., Schneider, M. and Minder, C. (1997) Bias in meta-analysis detected by a simple, graphical test. BMJ 315, 629–634,
https://doi.org/10.1136/bmj.315.7109.629 18 Begg, C.B. and Mazumdar, M. (1994) Operating characteristics of a rank correlation test for publication bias. Biometrics 50, 1088–1101,
https://doi.org/10.2307/2533446 18 Begg, C.B. and Mazumdar, M. (1994) Operating characteristics of a rank correlation test for publication bias. Biometrics 50, 1088–1101,
https://doi.org/10.2307/2533446 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons
Attribution License 4.0 (CC BY). References 132, 1531–1538, https://doi.org/10.1007/s00402-012-1581-9
8
He, J., Xiao, S., Wu, Z. and Yuan, Z. (2016) Microendoscopic discectomy versus open discectomy for lumbar disc herniation: a meta-analysis. Eur. Spine J 25 1373–1381 https://doi org/10 1007/s00586-016-4523-3 the causes and prophylaxis of conversion to open. Arch. Orthop. Trauma Surg. 132, 1531–1538, https://doi.org/10.1007/s00402-012-1581-9
8
He, J., Xiao, S., Wu, Z. and Yuan, Z. (2016) Microendoscopic discectomy versus open discectomy for lumbar disc herniation: a meta-analysis. Eur. Spine J. 25, 1373–1381, https://doi.org/10.1007/s00586-016-4523-3 8
He, J., Xiao, S., Wu, Z. and Yuan, Z. (2016) Microendoscopic discectomy versus open discectomy for lumbar disc herniation: a meta-analysis. Eur. Spine J. 25, 1373–1381, https://doi.org/10.1007/s00586-016-4523-3 9
Yoon, S.M., Ahn, S.S., Kim, K.H., Kim, Y.D., Cho, J.H. and Kim, D.H. (2012) Comparative study of the outcomes of percutaneous endoscopic lumbar
discectomy and microscopic lumbar discectomy using the tubular retractor system based on the VAS, ODI, and SF-36. Korean J. Spine 9, 215–222,
https://doi.org/10.14245/kjs.2012.9.3.215 10 Sinkemani, A., Hong, X., Gao, Z.X., Zhuang, S.Y., Jiang, Z.L., Zhang, S.D. et al. (2015) Outcomes of microendoscopic discectomy and percutaneous
transforaminal endoscopic discectomy for the treatment of lumbar disc herniation: a comparative retrospective study. Asian Spine J. 9, 833–840,
https://doi.org/10.4184/asj.2015.9.6.833 11 Wang, B., Lu, G., Patel, A.A., Ren, P. and Cheng, I. (2011) An evaluation of the learning curve for a complex surgical technique: the full endoscopic
interlaminar approach for lumbar disc herniations. Spine J. 11, 122–130, https://doi.org/10.1016/j.spinee.2010.12.006 12 Ruetten, S., Komp, M., Merk, H. and Godolias, G. (2009) Recurrent lumbar disc herniation after conventional discectomy: a prospective, randomized
study comparing full-endoscopic interlaminar and transforaminal versus microsurgical revision. J. Spinal Disord. Tech. 22, 122–129,
https://doi.org/10.1097/BSD.0b013e318175ddb4 13 Wells, G., Shea, B., O’Connell, D., Peterson, J., Welch, V., Losos, M. et al. (2003) The Newcastle–Ottawa Scale (NOS) for assessing the quality of
nonrandomised studies in meta-analyses. Available at http://www.ohri.ca/programs/clinical epidemiology/oxford.asp (Accessed 8 Feb 2019) 13 Wells, G., Shea, B., O’Connell, D., Peterson, J., Welch, V., Losos, M. et al. (2003) The Newcastle–Ottawa Scale (NOS) for assessing the quality of
nonrandomised studies in meta-analyses. Available at http://www.ohri.ca/programs/clinical epidemiology/oxford.asp (Accessed 8 Feb 2019)
14 Higgins, J.P., Altman, D.G., Gotzsche, P.C., Juni, P., Moher, D., Oxman, A.D. et al. (2011) The Cochrane Collaboration’s tool for assessing risk of bias in 14 Higgins, J.P., Altman, D.G., Gotzsche, P.C., Juni, P., Moher, D., Oxman, A.D. et al. (2011) The Cochrane Collaboration’s tool for assessing risk of bias in
randomised trials. References BMJ 343, d5928, https://doi.org/10.1136/bmj.d5928 15 Higgins, J.P. and Thompson, S.G. (2002) Quantifying heterogeneity in a meta-analysis. Stat. Med. 21, 1539–1558, https://doi.org/ 15 Higgins, J.P. and Thompson, S.G. (2002) Quantifying heterogeneity in a meta-analysis. Stat. Med. 21, 1539–1558, https://doi.org/10.1002/sim.1186
16 Higgins, J.P., Thompson, S.G., Deeks, J.J. and Altman, D.G. (2003) Measuring inconsistency in meta-analyses. BMJ 327, 557–560,
https://doi.org/10.1136/bmj.327.7414.557 16 Higgins, J.P., Thompson, S.G., Deeks, J.J. and Altman, D.G. (2003) Measuring inconsistency in meta-analyses. BMJ 327, 557–560,
https://doi.org/10.1136/bmj.327.7414.557 https://doi.org/10.2307/2533446 19 Cai, P., Kong, Q. and Song, Y. (2018) Short-term effectiveness of percutaneous endoscopic lumbar discectomy in treatment of buttock pain associated
with lumbar disc herniation. Zhongguo Xiu Fu Chong Jian Wai Ke Za Zhi 32, 673–677 19 Cai, P., Kong, Q. and Song, Y. (2018) Short-term effectiveness of percutaneous endoscopic lumbar discectomy in treatment of buttock pain associated
with lumbar disc herniation. Zhongguo Xiu Fu Chong Jian Wai Ke Za Zhi 32, 673–677 20 Kim, E., Kim, S.Y., Kim, H.S., Jeong, J.K., Jung, S.Y., Han, C.H. et al. (2017) Effectiveness and safety of acupotomy for lumbar disc herniation: a study
protocol for a randomized, assessor-blinded, controlled pilot trial. Integr. Med. Res. 6, 310–316, https://doi.org/10.1016/j.imr.2017.07.005 21 Xu, B., Xu, H., Destandau, J., Ma, X., He, J., Xia, Q. et al. (2017) Anatomic investigation of lumbar transforaminal fenestration a
application in far lateral disc herniation. Medicine 96, e7542, https://doi.org/10.1097/MD.0000000000007542 22 Wang, C.Z., Li, D.L., Mu, S.X., Hou, B.Z. and Liu, X. (2014) Anatomic investigation of the pedicle fat grafts with the third lumbar segmental artery and i
application in reoperation for lumbar disc herniation. Zhongguo Gu Shang 27, 401–404 22 Wang, C.Z., Li, D.L., Mu, S.X., Hou, B.Z. and Liu, X. (2014) Anatomic investigation of the ped
application in reoperation for lumbar disc herniation. Zhongguo Gu Shang 27, 401–404 22 Wang, C.Z., Li, D.L., Mu, S.X., Hou, B.Z. and Liu, X. (2014) Anatomic investigation of the pedicle fat grafts with the third lumbar segmental artery and its
application in reoperation for lumbar disc herniation. Zhongguo Gu Shang 27, 401–404 23 Ahn, Y., Kim, C.H., Lee, J.H., Lee, S.H. and Kim, J.S. (2013) Radiation exposure to the surgeon during percutaneous endoscopic lumbar discectomy: a
prospective study. Spine 38, 617–625, https://doi.org/10.1097/BRS.0b013e318275ca58 23 Ahn, Y., Kim, C.H., Lee, J.H., Lee, S.H. and Kim, J.S. (2013) Radiation exposure to the surgeon during percutaneous endoscopic lumbar discectomy: a
prospective study. Spine 38, 617–625, https://doi.org/10.1097/BRS.0b013e318275ca58 23 Ahn, Y., Kim, C.H., Lee, J.H., Lee, S.H. and Kim, J.S. (2013) Radiation exposure to the surge
prospective study. Spine 38, 617–625, https://doi.org/10.1097/BRS.0b013e318275ca58 24 Wu, R., Liao, X. and Xia, H. (2017) Radiation exposure to the surgeon during ultrasound-assisted transforaminal perc
discectomy: a prospective study. World Neurosurg. 101, 658–665, https://doi.org/10.1016/j.wneu.2017.03.050 24 Wu, R., Liao, X. and Xia, H. (2017) Radiation exposure to the surgeon during ultrasound-assisted transforaminal percutaneous endoscopic lumba
discectomy: a prospective study. World Neurosurg. 26 Liberati, A., Altman, D.G., Tetzlaff, J., Mulrow, C., Gotzsche, P.C., Ioannidis, J.P. et al. (2009) The PRISMA statement for reporting systematic reviews
and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. J. Clin. Epidemiol. 62, e1–e34,
https://doi.org/10.1016/j.jclinepi.2009.06.006 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866
26 Liberati, A., Altman, D.G., Tetzlaff, J., Mulrow, C., Gotzsche, P.C., Ioannidis, J.P. et al. (2009) The PRISMA statement for reporting systematic reviews
and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. J. Clin. Epidemiol. 62, e1–e34,
https://doi.org/10.1016/j.jclinepi.2009.06.006 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 https://doi.org/10.2307/2533446 101, 658–665, https://doi.org/10.1016/j.wneu.2017.03.050 Wu, R., Liao, X. and Xia, H. (2017) Radiation exposure to the surgeon during ultrasound assisted transforaminal percut
iscectomy: a prospective study. World Neurosurg. 101, 658–665, https://doi.org/10.1016/j.wneu.2017.03.050 25 Phan, K., Kim, J.S., Capua, J.D., Lee, N.J., Kothari, P., Dowdell, J. et al. (2017) Impact of operation time on 30-day complications after adult spinal
deformity surgery. Global Spine J. 7, 664–671, https://doi.org/10.1177/2192568217701110 25 Phan, K., Kim, J.S., Capua, J.D., Lee, N.J., Kothari, P., Dowdell, J. et al. (2017) Impact of operation time on 30-day complications after adult spinal
deformity surgery. Global Spine J. 7, 664–671, https://doi.org/10.1177/2192568217701110 10 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons
Attribution License 4.0 (CC BY). Bioscience Reports (2019) 39 BSR20181866
https://doi.org/10.1042/BSR20181866 11 © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). © 2019 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
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CONSUMO DE DROGAS E RENDIMENTO ESCOLAR: UMA REVISÃO INTEGRATIVA
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RECIMA21 - REVISTA CIENTÍFICA MULTIDISCIPLINAR
ISSN 2675-6218
CONSUMO DE DROGAS E RENDIMENTO ESCOLAR: UMA REVISÃO INTEGRATIVA
DRUG CONSUMPTION AND SCHOOL PERFORMANCE: NA INTEGRATIVE REVIEW
Camila Victória Pereira da Silva1, Adeilson Pereira da Silva2, Clésia Oliveira Pachú3
e211965
https://doi.org/10.47820/recima21.v2i11.965
RESUMO
O consumo de drogas se torna cada dia mais usual entre adolescentes que frequentam instituições de
ensino e acabam por obstaculizar o rendimento escolar. De forma simultânea, acentuando a
desvalorização da educação. Objetivo: Verificar correlação entre estudantes adolescentes que fazem uso
de substâncias psicoativas e o declínio do desempenho escolar por meio de revisão integrativa.
Metodologia: Estudo qualitativo descritivo versando acerca do consumo de substâncias psicoativas por
adolescentes e o rendimento escolar realizado por intermédio de revisão integrativa da literatura científica.
Como fonte de informações foram incluídos artigos indexados em bases de dados como a Biblioteca Virtual
em Saúde (BVS), Scientific Electronic Library Online (Scielo) e PubMED, dos últimos 10 anos. Foram
utilizados os descritores “Uso de álcool e outras drogas”; “Consumo de drogas”; “Rendimento escolar” e
“Adolescentes”. Resultados: Da totalidade de doze artigos recuperados, quatro foram selecionados para
o presente estudo por apresentarem dados acerca do consumo de drogas psicoativas e o rendimento
escolar. De acordo com a análise realizada foi possível perceber a associação entre o baixo desempenho
escolar de adolescentes que utilizam algum tipo de substância psicoativa. Conclusões: Aponta-se a
imprescindibilidade de práticas educativas e preventivas ao uso de drogas em âmbito escolar, bem como
o auxílio em rede, contactado pela escola, em casos de situação de uso já está em vigência. Desta
maneira, faz-se necessário reforçar medidas e ações públicas já existentes, de modo a atenuar os
desastrosos vieses que induzem o adolescente à drogadição.
PALAVRAS-CHAVE: Consumo de drogas. Adolescentes. Rendimento escolar
ABSTRACT
The consumption drug is becoming more and more common among adolescentes who attend educational
institutions and end up hurting school performance. Simultaneously, accentuating the devaluation of
education. Objective: To verify the correlation between adolescent students who use psychoactive
substances and the decline in school performance through an integrative review. Methodology: Qualitative
descriptive study on the consumption of psychoactive substances by adolescents and school performance
carried out through an integrative review of the scientific literature. As a source of information, articles
indexed in databases such as the Virtual Health Library (VHL), Scientific Electronic Library Online (Scielo)
and PubMED, from the last 10 years were included. The descriptors “Use of alcohol and other drugs” were
used, “Drug use”, “School performance” and “Teenagers”. Results: Of the total of twelve articles retrieved,
four were selected for the present study because they present data about the consumption of psychoactive
drugs and school performance. According to the analysis performed, it was possible to perceive the
association between the low school performance of adolescents who use some type of psychoactive
substance. Conclusions: It points out the indispensability of educational and preventive practices to the use
of drugs in the school environment, as well as the network assistance, contacted by the school, in cases of
situation of use is already in effect. Thus, it is necessary to reinforce existing public measures and actions,
in order to mitigate the disastrous biases that induce adolescents to drug addiction.
KEYWORDS: Consumption the drug. Teens. School performance
1
Universidade Estadual da Paraíba - UEPB
Universidade Estadual da Paraíba - UEPB
3 Universidade Estadual da Paraíba - UEPB
2
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Camila Victória Pereira da Silva, Adeilson Pereira da Silva, Clésia Oliveira Pachú
INTRODUÇÃO
O VI Levantamento Nacional do Uso de Drogas Psicotrópicas realizado com estudantes no ano
de 2010 apresentou que 25% já haviam abusado de alguma substância psicoativa (CARLINI, 2010).
Corroborando este fato, os estudos epidemiológicos outrora realizados pelo Centro Brasileiro de
Informações Sobre Drogas Psicotrópicas (CEBRID) já sinalizavam a significativa e crescente incidência
do uso de drogas entre adolescentes. Nesse sentido, contemplar a faixa etária que está sendo acometida
com maior frequência, as principais drogas usadas, bem como os mecanismos de atuação preventivos
possíveis dentro desse espectro, são imprescindíveis (BRASIL, 2004).
Nesse contexto, a Pesquisa Nacional de Saúde do Escolar (PENSE, 2015) evidenciou mais
recentemente que o uso de drogas entre escolares ainda está em vigência. O levantamento constatou que
alunos da mesma faixa etária e matriculados no 9° ano do ensino fundamental consomem bebidas
alcoólicas (23,8%), dos entrevistados, cerca de 21,4% informaram já ter experienciado episódios de
embriaguez. No âmbito das drogas ilícitas, 46,1% já haviam consumido maconha, e 5,5% craque (BRASIL,
2016).
Com o intuito de acompanhar o desenvolvimento dos alunos brasileiros, o Instituto Nacional de
Estudos e Pesquisas Educacionais Anísio Teixeira (Inep) realiza estudos setoriais verificando aspectos
como taxas de aprovação, reprovação e abandono, e estes são baseados primordialmente nas
informações acerca do rendimento dos alunos (BRASIL, 2016). As variáveis que interferem no
desempenho, e, concomitantemente, determinam a situação da escolaridade de um sujeito são inúmeros,
desde questões econômicas, sociais, familiares, bem como idiossincrasias como personalidade, aspectos
emocional e cognitivo, mas também pela adesão de comportamentos/repetição (SARTES, 2014).
No que tange às ressalvas acerca da cultura escolar, recorte situacional de vida, relações
familiares e parentais, todas podem se articular como fatores protetivos ou de risco, seja atenuando ou
potencializando o contato e aproximação com o mundo das drogas (PAIVA; COSTA, 2014). De forma
simultânea, afeta negativamente o rendimento escolar de escolares que vivem estas realidades. Em
estudo desenvolvido com adolescentes iranianos, percebeu-se fragilização na relação com familiares,
além da considerável indiferença às aspirações educacionais, em relação a adolescentes que não faziam
uso de nenhuma droga (SPENCER; AGAHI, 1982).
O delineamento de questões sociais que perpassam a vida do adolescente, auxiliam na
compreensão dos níveis de influência destes e a probabilidade de fazer uso de alguma substância. Assim,
uma pesquisa realizada com 4.516 participantes de onze a dezesseis anos de idade, matriculados em
escolas inglesas, acerca do seu envolvimento com uso de cigarros, álcool e drogas ilícitas, demonstrou
que variáveis como ausência de crença e relacionamentos pouco investidos correlacionam-se com o uso
de substâncias na adolescência. Além disso, o baixo rendimento e expectativas escolares estimulam o
ciclo da busca por uma substância para canalizar sentimentos e emoções, como frustração e tristeza
(SUTHERLAND; SHEPHERD, 2001).
Destarte, a escola se apresenta como ambiente propício para realização de atividades de
promoção, prevenção, e sensibilização ao não uso das drogas. Todavia, não com caráter repressor, mas
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Camila Victória Pereira da Silva, Adeilson Pereira da Silva, Clésia Oliveira Pachú
educativo. É fato que a iniciação prematura de substâncias psicoativas se apresenta de forma significativa
na realidade de adolescentes escolares. A preocupação social com essa questão deve influenciar o
gerenciamento de secretarias de educação por todo Brasil, efetivando ainda mais os trabalhos em
quaisquer que sejam os níveis. Além disso, a manutenção da efetividade educacional do adolescente
escolar é impreterivelmente um direito do menor. Desde a oferta, deve ser articulada, a fim de minimizar
percalços frequentes, como a convidativa introdução ao universo das drogas. Portanto, o presente estudo
de revisão integrativa, objetiva verificar a correlação entre estudantes adolescentes que fazem uso de
substâncias psicoativas e o declínio do desempenho escolar.
METODOLOGIA
A presente pesquisa de natureza qualitativa descritiva, acerca da relação entre o declínio do
rendimento escolar de adolescentes que consomem substâncias psicoativas foi realizada a partir de
revisão integrativa da literatura, no período de fevereiro a março de 2021, tomando por base os últimos 10
anos. Optou-se pela busca de dados em bases nacionais e internacionais, por meio da leitura, análise,
interpretação e seleção de artigos. Na pesquisa em bases de dados, foram escolhidas a Biblioteca
Nacional de Medicina dos Estados Unidos (PubMED), Biblioteca Virtual em Saúde (BVS) e Scientific
Electronic Library Online (Scielo).
Em consonância com referenciais literários, utilizou-se como estratégia de busca nas referidas
bases de dados, os operadores Booleanos AND e OR e respectivos Descritores em Ciências da Saúde /
Medical Subject Headings (DeCS/MeSH). Diante disso, utilizou-se os seguintes descritores: “Uso de álcool
e outras drogas”; “Consumo de drogas”; “Rendimento escolar”; “Adolescentes”. Como critérios de inclusão,
os artigos deveriam abordar a temática do uso de substâncias por adolescentes envolvendo o rendimento
escolar, assim como terem sido publicados nos últimos 10 anos, e apresentados nos idiomas português,
inglês ou espanhol. Foram excluídos os estudos incoerentes com a proposta do trabalho, aqueles que não
abordavam a temática, resumos de trabalhos e aqueles que não disponibilizaram gratuitamente o texto
para leitura e análise.
RESULTADOS E DISCUSSÕES
A amostra final desta revisão foi estabelecida por quatro artigos científicos selecionados pelos
critérios de inclusão acima descritos. Desse modo, dois foram encontrados na Biblioteca Virtual em Saúde
(BVS), um na PubMED e, por fim, um pela Scielo. Houve dificuldade em encontrar referências que
coadunassem com os filtros aplicados. Apesar da temporalidade abarcar um período de 10 anos,
observamos que são poucos os materiais que dão sustentação para correlação entre o uso de substâncias
por adolescentes e o declínio do rendimento escolar. Destarte, a Figura 1 faz o delineamento da seleção
dos artigos na busca às bases de dados.
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Camila Victória Pereira da Silva, Adeilson Pereira da Silva, Clésia Oliveira Pachú
Figura 1: Delineamento da seleção dos artigos na busca às bases de dados.
Fonte: O autor, 2021.
A ilustração apresenta a busca nas bases de dados BVS, PubMED, e Scielo, proporcionando
retorno de estudos. Porém, muitos desses são de subtemas diversos, cujos assuntos tratados não
concordam com a proposta da presente pesquisa. Dessa forma, os quatro estudos foram incluídos com
base nos critérios de inclusão e exclusão e selecionados para dar continuidade à pesquisa, podendo ser
visualizados no Quadro 1.
Com o intuito de compreender a existência da correlação entre adolescentes que consomem
drogas e o comprometimento de sua educação, os artigos selecionados contemplam os critérios de
inclusão, e a partir da explanação destes materiais, visualizamos os pormenores que os tornaram
elegíveis.
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Camila Victória Pereira da Silva, Adeilson Pereira da Silva, Clésia Oliveira Pachú
Quadro 1: Artigos encontrados nas bases de dados BVS, PubMed e Scielo.
Fonte: O autor, 2021.
Outrossim, evidenciou-se que o consumo de drogas lícitas e ilícitas esteve associado a inúmeros
prejuízos escolares, tais como apresentação de notas baixas, desencorajamento e descaso com assuntos
escolares, marcado por comportamentos como atrasos e falta às aulas, não realização de exercícios, e
pensamentos de abandono aquela realidade, além de dificuldades na concentração. Entre os problemas
escolares mais citados nos estudos analisados, a reprovação escolar foi a temática mais recorrente e
central, visto que 02 dos artigos tiveram ênfase nessa questão (GOMES et al., 2018).
Na presente pesquisa, foi possível verificar que o uso de substâncias psicoativas pode provocar
graves problemas cognitivos e emocionais no adolescente. Assim podendo, de maneira lamentável,
acabar afetando a memória e a aprendizagem desses indivíduos. Em consequência, refletindo
drasticamente na queda do rendimento escolar. As drogas ocasionam alterações na atenção,
sensopercepção e memória (SANTOS, 2017). Por conseguinte, reparou-se que dentre os adolescentes
que utilizaram drogas e que apontaram baixo índice de aprendizagem, bem como obtiveram reprovação
escolar, houve predominância do sexo masculino em relação ao feminino.
Concomitantemente, o levantamento acerca do uso de álcool, tabaco e drogas ilícitas certificou
que os adolescentes ou faziam uso exclusivo do álcool, ou este associado ao tabaco, mas também houve
a parcela que fazia uso de drogas ilícitas. Nesses casos, percebeu-se maior comprometimento do
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Camila Victória Pereira da Silva, Adeilson Pereira da Silva, Clésia Oliveira Pachú
desempenho escolar, se comparado com indivíduos que faziam demais combinações. Faz-se necessário
ressaltar, que as drogas ilícitas utilizadas pelos participantes desta pesquisa foram maconha (2,9%),
tranquilizantes (1,8%), anfetaminas (1,6%), ecstasy (1,1%), inalantes (1,1%), cocaína (0,8%),
alucinógenos (0,4%) e anabolizantes (0,4%) (CARDOSO; MALBERGIER, 2014).
Dentre as substâncias psicoativas consumidas entre os adolescentes, as mais citadas nos
estudos, foram o álcool e o tabaco. Nesse sentido, considera-se que o uso precoce e exacerbado se deve
ao fácil acesso e comercialização dos produtos. Visto que, apesar da proibição da venda a menores de
idade, a falta de fiscalização implica maior vulnerabilidade e exposição de adolescentes interessados em
obter tais psicoativos. A relativização midiática e a sugestionabilidade publicitária endossam o fascínio por
um estilo de vida que acarreta danos, principalmente, se iniciado precocemente.
Cardoso e Malbergier (2014) em um estudo realizado com 965 adolescentes dos municípios de
Jacareí e Diadema (SP) entenderam que os impactos no desempenho escolar foram diferentes enquanto
ao tipo de droga consumida, o uso de tabaco foi associado a obtenção de notas baixas e pensamentos de
desistência escolar. Enquanto o uso restrito do álcool foi relacionado a não realização das atividades, além
da sensação de estar entediado dentro do ambiente educacional. Dessa maneira, é possível perceber que
o consumo de drogas está relacionado a consequências negativas no desempenho escolar, dificultando a
aprendizagem dos alunos e até mesmo corroborando para os alarmantes índices de evasão escolar.
Foi notável que o uso associado de bebidas alcoólicas e tabaco trouxeram prejuízos significativos
para o âmbito educacional do adolescente, como pensar em abandonar a escola e ter repetido o ano
escolar. Assim, essa combinação, certamente, merece uma grande atenção e cuidado, pois existe uma
forte tendência a acreditar que o consumo de bebidas alcoólicas e tabaco se apresenta como
comportamento muito esperado na fase da adolescência (CARDOSO; MALBERGIER, 2014). Por isso, a
sensibilização do adolescente acerca dos riscos possíveis e comprometimentos futuros causados pelo uso
de drogas são imprescindíveis no processo educativo, a fim de preservar a sua saúde biopsicossocial o
máximo possível.
Em consonância com Jaisoorya et al. (2016), após uma análise com 7.530 alunos de 73 escolas
no Kerala, Índia, constatou-se que os estudantes que fizeram uso de tabaco apresentaram maiores
chances de pior desempenho acadêmico e pontuações mais altas de classificações de transtorno de déficit
de atenção e hiperatividade (TDAH). Ademais, a idade média de início do uso do tabaco foi mais ou menos
aos quatorze anos de idade, denotando os riscos acentuados em função da associação entre drogas e o
funcionamento biológico, psíquico e emocional de um adolescente, assim, ampliando consideravelmente
a dependência mediante os fatores neuroquímicos - circuitos de prazer e recompensa - pertinentes a esta
fase da vida (SARTES et al., 2014).
Ainda acerca da pesquisa de Cardoso e Malbergier (2014) os adolescentes que alegaram ter
realizado o uso combinado de diferentes drogas, tais como tabaco, álcool e drogas lícitas apresentaram
grandes problemas no rendimento escolar. Por outro lado, os adolescentes que fizeram menos uso
combinado dessas substâncias declararam gostar mais do ambiente escolar. Assim, percebe-se que a
utilização de drogas ilícitas ou lícitas pode estar associada de forma significativa aos vários prejuízos no
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Camila Victória Pereira da Silva, Adeilson Pereira da Silva, Clésia Oliveira Pachú
rendimento escolar. Nesse sentido, depende, sobretudo, do tipo de droga consumida, bem como o uso
exclusivo de uma determinada substância psicoativa ou pelo seu consumo combinado.
Para Santos (2017) o uso de substâncias psicoativas pode resultar como consequência, laços
fragilizados e relações familiares pouco investidas, apresentando também problemas no rendimento
escolar, principalmente pelo fato de conviver com impasses de ordem emocional e efetiva. Todavia, a
família também pode ser um elemento preditor para aproximação dos adolescentes com as drogas, seja
por meio de modelos desestruturados, relacionamentos inconsistentes a ponto de gerar abandonos, bem
como, pela baixa expectativa de vida (PORTO; PASSOS, 2016). Dessa forma, possibilitando que o sujeito
esteja mais vulnerável a comportamentos de risco e envolvimento com o universo das drogas.
Outro ponto relevante apontado por Cardoso e Malbergier (2014) é o reconhecimento de que a
escola precisa articular-se como um local para socialização, e não apenas para aprendizagem e
desenvolvimento da cognição. Toma-se por verdadeira, que a relação vivenciada pelo estudante no interior
da instituição de ensino pode influenciar a avaliação que o mesmo faz do âmbito escolar. Baseia-se,
portanto, no fato de que locais estressantes e que causam medo e ansiedade potencializam o risco para
a utilização de drogas. Em contradição, ambientes acolhedores contribuem para o desenvolvimento da
autoestima e da autoconfiança, acabando por diminuir a propensão para o uso (CASELA et al., 2014).
Ratifica-se, que a instituição educacional apresenta risco quando há negligência do público, área e
problemas vigentes. Também, articula-se como um agente ativo na sensibilização ao não uso de
substâncias.
CONSIDERAÇÕES FINAIS
O entendimento a respeito da relação entre os efeitos de substâncias psicoativas no desempenho
escolar de adolescentes usuários podem contribuir para efetivação do declínio dos índices nacionais que
averiguam a educação no Brasil. É certo que o delineamento do público, frequência do uso, relações com
pares, níveis socioeconômicos são algumas das tipificações que precisam ser consideradas a fim de que
haja maior compreensão desta problemática social, uso de substâncias psicoativas por adolescentes.
Nesse sentido, as consequências do consumo de drogas interferem na produtividade, compreensão,
ajustamento, assim como danos emocionais, psíquicos e comportamentais. Além de maximizar os riscos,
de maneira simultânea, a propensão de que adolescentes estejam em contato com as drogas.
Por conseguinte, os vínculos instaurados na escola e com a escola podem apresentar-se enquanto
protetivos ou de risco. A saber, atenuam ou potencializam a aproximação do adolescente ao mundo das
drogas. Todavia, há efetividade comprovada no caráter educativo e informativo promovido pela instituição
de ensino, com a intenção de implementar discussões e posicionamento do escolar no que tange suas
escolhas, buscando sensibilizá-lo acerca dos danos ocasionados pelo uso abusivo de substâncias
psicoativas. Fazendo menção à vulnerabilidade a qual estão expostos, a comunicação entre a rede de
apoio, como família, escola e comunidade podem estabelecer segurança ao adolescente, além de
aperfeiçoar o serviço prestado, uma vez endossado o amparo.
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Ademais, o presente estudo explicita a correlação existente entre escolares que utilizam algum
tipo de droga e o declínio de seus rendimentos escolares, consequência negativa desta prática. Nesse
contexto, órgãos de educação devem se articularem no sentido de delinear mecanismos e estratégias
possíveis a urgência na tratativa dos casos de sujeitos menores que estão inclinados a se submeterem ao
uso drogas. É pertinente frisar que apesar dos educadores e gestores lidarem com inúmeras outras
questões sociais que atravessam a escola, faz-se primordial o bem-estar dos educandos preservando a
comunidade escolar.
REFERÊNCIAS
BRASIL. Instituto Brasileiro de Geografia e Estatística. Pesquisa Nacional de Saúde do Escolar 2015.
Rio de Janeiro: IBGE, 2016.
BRASIL. Secretaria Nacional Antidrogas. Levantamento nacional sobre o uso de drogas entre
crianças e adolescentes em situação de rua nas 27 capitais brasileiras. São Paulo: CEBRID, 2004.
Disponível em: https://www.cebrid.com.br/wp-content/uploads/2012/10/Levantamento-Nacional-sobre-oUso-de-Drogas-entre-Crian%C3%A7as-e-Adolescentes-em-Situa%C3%A7%C3%A3o-de-Rua-nas-27Capitais-Brasileiras-2003.pdf.
CARDOSO, L. R. D.; MALBERGIER, A. Problemas escolares e o consumo de álcool e outras drogas entre
adolescentes. Revista Quadrimestral da Associação Brasileira de Psicologia Escolar e Educacional,
São
Paulo,
v.
18,
n.
1,
p.
27-34,
jan./abr.
2014.
Disponível
em:
https://www.scielo.br/scielo.php?script=sci_arttext&pid=S141385572014000100003&lng=en&nrm=iso&tlng=pt.
CARLINI, E. A. et al. VI Levantamento Nacional sobre o Consumo de Drogas Psicotrópicas entre
Estudantes do Ensino Fundamental e Médio das Redes Pública e Privada de Ensino nas 27 Capitais
Brasileiras. São Paulo: CEBRID, 2010.
CASELA, A. L. M. et al. As práticas de prevenção ao uso de drogas no Brasil. In: RONZANI, T. M.;
SILVEIRA, P. S. (Orgs.). Prevenção ao uso de álcool e outras drogas no contexto escolar. Juiz de
Fora:
Ed.
UFJF,
2014.
Disponível
em:
http://sisco.copolad.eu/web/uploads/documentos/Prevencao_ao_uso_de_alcool_e_outras_drogas_no_co
ntexto_escolar.pdf.
GOMES, N. P. G.; SANTOS, R. M.; MOTA, R. S.; PINTO, R. P. F.; ESTRELA, F. M.; BISPO, T. C. F.
Associação entre reprovação escolar, bullying e drogas ilícitas em adolescentes: estudo transversal.
v.
17,
n.
4,
dez.
2018.
Disponível
em:
Online
braz.
j.
nurs.,
http://www.objnursing.uff.br/index.php/nursing/article/view/5979/html_2.
JAISOORYA, T. S. et al. Prevalence & correlates of tobacco use among adolescents in Kerala, India.
Indian J Med Res., v. 144, n. 5, p. 704–711, nov. 2016. Disponível em:
https://www.ijmr.org.in/article.asp?issn=09715916;year=2016;volume=144;issue=5;spage=704;epage=71
1;aulast=Jaisoorya.
PAIVA, F. S.; COSTA, P. H. A. Participação juvenil: uma alternativa para se abordar o uso de drogas no
processo escolar. In.: RONZANI, T. M.; SILVEIRA, P. S. (Orgs.). Prevenção ao uso de álcool e outras
Disponível em:
drogas no contexto escolar. Juiz de Fora: Ed. UFJF, 2014.
http://sisco.copolad.eu/web/uploads/documentos/Prevencao_ao_uso_de_alcool_e_outras_drogas_no_co
ntexto_escolar.pdf.
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Camila Victória Pereira da Silva, Adeilson Pereira da Silva, Clésia Oliveira Pachú
PORTO, K.; PASSOS, R. G. O uso de substâncias psicoativas por crianças e adolescentes: a experiência
de um acolhimento institucional no município do Rio de Janeiro. O Social em Questão, p. 171-192, 2016.
Disponível em: http://osocialemquestao.ser.puc-rio.br/media/OSQ_35_8_Porto_Passos.pdf.
SANTOS, R. M. Associação entre reprovação escolar e aspectos sociais e de saúde em
adolescentes de escola pública. Dissertação (Mestrado em Enfermagem) - Universidade Federal da
Bahia,
Salvador,
2017.
Disponível
em:
https://repositorio.ufba.br/ri/bitstream/ri/25378/1/Disserta%c3%a7%c3%a3o_%20Enf_%20Raiane%20Mo
reira%20Santos.pdf.
SARTES, L. M. A. et al. Fatores de risco e de proteção para o uso de álcool e outras drogas. In.: RONZANI,
T. M.; SILVEIRA, P. S. (Orgs.). Prevenção ao uso de álcool e outras drogas no contexto escolar. Juiz
de
Fora:
Ed.
UFJF,
2014.
Disponível
em:
http://sisco.copolad.eu/web/uploads/documentos/Prevencao_ao_uso_de_alcool_e_outras_drogas_no_co
ntexto_escolar.pdf.
SPENCER, C.; AGAHI, C. Social background, personal relationships, and self-descriptions as predictors
of drug-user status: A study of adolescents in post-revolutionary Iran. Drug Alcohol Depend, v. 10, n. 1,
p. 77-84, sep. 1982.
SUTHERLAND, I.; SHEPHERD, J. P. Social dimensions of adolescent substance use. Addiction, v. 96, n.
3, p. 445-58, mar. 2001.
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1
Intro Mjerenje vremena postoji oduvijek u prirodi (svaka oscilacija energije se može
tako interpretirati) jer je sinkronizacija događaja nužan element evolucije. Tako nije čudno da je i evoluirajući čovjek morao osmisliti uređaje za mjerenje
vremena. Pošto značajke prostora, poput gustoće i tlaka, određuju granice brzini razm-
jene informacija i transformacije energije, iste će korelirati sa brzinom protoka
mjerenog vremena, kao i sa veličinom najmanje jedinice vremena u tom pros-
toru. Gustoća i tlak prostora generalno nisu konstante (deformacija prostora gen-
eralno ovisi eksponencijalno o udaljenosti od izvora gravitacijskog potencijala)
pa će vrijeme različito teći za različite promatrače čak i ako koriste iste satove. Kojom će brzinom teći vrijeme ovisi i o veličini sata (promatrača), jer gustoća
i tlak prostora su, kao i sve ostalo, relativne veličine, pa percepcija prostora ovisi
o veličini i prirodi čestice koja ga doživljava. Sve ovo vrijedi u kontekstu Kompletne Relativnosti. No u standardnoj in-
terpretaciji Opće Teorije Relativnosti, prostor je apstrakcija (nema gustoću i
tlak) koja se s prisustvom energije iskrivljava. Uz mnoštvo apsolutnih konstanti
vezanih za taj prostor, stvarnosti se dodjeljuje neintuitivna priroda na svim
skalama energija. No stvarnost zapravo na svim skalama pokazuje koliko je relativna, pa, po
svemu sudeći, uzrok neintuitivnih interpretacija nije izostanak fizikalnih mani-
festacija nego ograničenje u mašti promatrača. Abstract Diskusija o prostoru i vremenu u kontekstima Opće Teorije Rela-
tivnosti i Kompletne Relativnosti. 1 1 Putovanje kroz vrijeme
Mario Ljubičić (Amenoum)
108. brigade ZNG 43, 35252 Sibinj, Croatia mljubicic99@gmail.com November 19, 2021 2
Nediskriminirajuća interpretacija prostora i vre-
mena Često se govori kako gravitacija nije sila pa prostor nema tlak i gustoću nego je
deformiran prisustvom energije. Razlog tome je što je Opća Teorija Relativnosti 2 (GR) geometrijska teorija (ili geometrijska relativnost) u kojoj geometrija pros-
tora ovisi o energiji u njemu. Dok je nužno da energija materije ima gustoću i
tlak, takav uvjet ne postoji za geometriju. (GR) geometrijska teorija (ili geometrijska relativnost) u kojoj geometrija pros-
tora ovisi o energiji u njemu. Dok je nužno da energija materije ima gustoću i
tlak, takav uvjet ne postoji za geometriju. O tome se puno ne razmišlja nego se prostor prihvaća kao nekakva apstrak-
cija. Isto je sa kvantnom mehanikom, koja zbog ovakvog pristupa postaje nein-
tuitivna. To se često pravda ekstra dimenzijama, što je, u slučaju Opće Teorije Rela-
tivnosti, vrijeme, jer nije jasno kako bi geometrijski konstrukt prostor-vremena
trebalo fizikalno interpretirati. Često se govori i da što brže putujemo kroz prostor, sporije putujemo kroz
vrijeme. No to generalno nije tako po Općoj Teoriji Relativnosti (GR). U teoriji
GR, apsolutno sve što nije pod utjecajem gravitacije zapravo kroz vrijeme putuje
konstantnom brzinom koja je uvijek jednaka apsolutnoj konstanti c. Točan izraz
je - što brže putujemo kroz prostor, sporije putujemo kroz prostor-vrijeme. To
je sasvim jasno iz jednadžbe za udaljenost u ravnom (flat, Minkowski metric)
prostor-vremenu (∆s): (∆s)2 = −(∆d)2 + (c∆t)2
v2 = (∆s)2
(∆t)2 = c2 −(∆d)2
(∆t)2
(1) (1) gdje ∆d predstavlja udaljenost u prostoru, c∆t udaljenost u vremenu, a v brzinu
u prostor-vremenu. Ali nema razloga da točke prostora x, y i z ne odgovaraju točkama prostor-
vremena x, y i z. Sve što treba napraviti da bi translatirali prostor-vrijeme u
prostor je od kvadrata brzine u prostor-vremenu oduzeti c2, odnosno obrnuto da
izbjegnemo negativne udaljenosti. Matematički lako, ali nije ni teško to fizikalno
interpretirati. Ako ne diskriminiramo vrijeme od prostora, možemo shvatiti vrijeme kao
izolirani pod-prostor (dio) prostora u kojemu je brzina ograničena konstantom
c. Uočiti da, po teoriji GR, taj pod-prostor mora biti jedno-dimenzionalan. Uočiti da, po teoriji GR, taj pod-prostor mora biti jedno-dimenzionalan. Ako je taj pod-prostor pravac paralelan našem vektoru brzine u prostoru
i prolazi kroz istu točku, onda je prostor ekvivalentan našem prostor-vremenu
upravo naš prostor s dodatkom čestice koja ispred nas putuje brzinom c i koja
je referentna točka za mjerenje naše brzine u prostor-vremenu. Prostor-vrijeme postaje pogled na prostor iz perspektive čestice koja putuje
brzinom c (u kontekstu mjerenja brzine). Generalno - da bi matematički konstrukt prostor-vremena odgovarao pros-
toru u stvarnosti, za svaku točku prostora mora postojati čestica (ili točka)
koja putuje brzinom c u istom smjeru kao i ta točka. Dakle, za svaku točku (ili 3 česticu) prostora postoji točka (ili čestica) prostora s kojom je ona strogo kore-
lirana. Ako dozvolimo točkama da budu čestice, onda je to kvantna spregnutost
(quantum entanglement) čestice prostora i čestice vremena. Očito, da bi vrijeme moglo prolaziti (postojati) za neku česticu, mora pos-
tojati čestica vremena. Po Općoj Teoriji Relativnosti ta čestica vremena ne bi imala masu i uvijek
bi putovala brzinom c. Slično bi se moglo reći za česticu prostora, osim što je
njoj dozvoljeno putovati brzinom različitom od c. Po Einsteinovim jednadžbama polja, kojima se energija veže za ge-
ometriju prostor-vremena, reklo bi se da ista čestica (energija) putuje
i kroz prostor i kroz vrijeme, samo što kroz vrijeme uvijek putuje brzi-
nom c (intuitivno je jasno da se brzine mogu razlikovati između dimen-
zija prostora pa ni ovo nije ništa čudno) no ta dimenzija nema fizikalnu
interpretaciju u GR. Ali kad govorimo o energiji u prostoru i protjecanju vremena, vrijeme se
uvijek veže za stvarne fizikalne čestice. Ako npr. vežemo elektron za točku u
prostoru, morala bi onda postojati i fizikalna čestica koja se veže za točku u
vremenu a koja će korelirati s tim elektronom. Pošto je svako gibanje elektrona popraćeno emisijom fotona, možemo reći
da je vremenska čestica za elektron upravo foton koji se giba u istom smjeru. No ako foton ima masu (a po Kompletnoj Relativnosti mora imati), onda
za elektron vrijeme ne teče brzinom c, nego nešto manjom, odnosno, brzinom
fotona (vrijeme teče brzinom c za točku prostora!). No ne možemo uvijek korelirati gibanje elektrona sa fotonom - što sa elek-
tronom koji miruje? Elektron u orbiti atoma ne zrači energiju (bar ne u skali energije fotona), pa
očito za njega mora postojati ili neka druga čestica nosioc njegova vremena ili
statički foton u istoj orbiti ali koji orbitira većom brzinom. Uočiti da, po teoriji GR, taj pod-prostor mora biti jedno-dimenzionalan. Pretpostavimo da je to, umjesto fotona, statički neutrino. Očito je da će se
dvije čestice, budući da su u istoj orbiti, upariti i putovati brzinom elektrona. No ako brzina u prostor-vremenu ne može biti nula (po GR nikad nije) onda
taj neutrino ne može biti vremenska čestica za elektron. Pretpostavimo sad da orbita elektrona mora biti korelirana sa česticom
suprotnog naboja u atomu. To može biti proton, no što sprječava naboj protona
da se prisustvom elektrona razdvoji od mase protona i kolabira u pozitron? Taj
pozitron dakle orbitira bliže jezgri i ima magnetni spin suprotan elektronu. Te
dvije čestice ne smiju anihilirati, no to može biti osigurano na više načina: • spomenutim sparivanjem elektrona s neutrinom, • spomenutim sparivanjem elektrona s neutrinom, • oscilacijom mase čestica, • prisustvom barijere, poput horizonta događaja (event horizon). 4 Ovdje nijedno ne isključuje drugo. Zbog kvantne spregnutosti, elektron i proton
će razmjenjivati čestice, pa, bilo da se radi o fotonima ili ne, one će prilikom
apsorpcije orbitirati brzinom čestice koja ih je apsorbirala. Prema tome, kada elektron i pozitron razmjene fotone, efektivno, jedna čes-
tica postaje vremenska čestica za drugu. Vrijeme se dakle u prostoru manifestira fizikalnim česticama i ne teče uvijek
jednako niti isto za svakoga. To što vrijeme u ravnom prostor-vremenu uvijek
teče brzinom c, rezultat je apstrakcije i prostora i vremena u istom. A ako je
jasno da se vrijeme veže uz fizikalne čestice, onda treba vremenskim česticama
dati masu a prostoru gustoću i tlak jer neće posvuda biti jednako ispunjen tim
česticama, nego će to korelirati upravo sa geometrijom prostor-vremena. Apsurd apstraktnog pristupa pokazuje fenomen tamne materije kojim se
pokušava objasniti detektiran deformiran prostor bez detektirane energije u
njemu. Pošto Opća Teorija Relativnosti ne može objasniti geometriju prostora
bez energije u njemu, ta energija se traži u vidu egzotične materije. Problem nestaje kada prostoru dodijelimo gustoću i tlak, što je sasvim in-
tuitivno, i predviđeno teorijom Kompletne Relativnosti[1]. Tamna materija, dakle, ne postoji kao egzotična materija koja svija prostor,
nego kao materija koja čini prostor. Ne vidimo ju zato što ne zrači fotone u skali
energije koju možemo detektirati, odnosno - nepolarizirana je na takvoj skali,
što govori da ako se sastoji od materije koju bi mogli detektirati, to moraju biti
neutrini. No u ovom slučaju, ako se ne radi o egzotičnoj materiji koja svija prostor
nego materiji koja čini prostor, to mora biti statički graviton neutrino. Uočiti da, po teoriji GR, taj pod-prostor mora biti jedno-dimenzionalan. Ipak, mnogi još uvijek ustraju u tome da se nešto absolutno neopipljivo
može deformirati energijom i pokušava se detektirati egzotična materija koja
svija prostor a ne ona koja ga čini. Jasno je zašto je tomu tako, GR je odlična teorija, dokazana mnogo puta,
no možda je vrijeme da prihvaćena teorija relativnosti konačno postane ono što
tvrdi da jest - relativna. 3
Generalizacija vremenske čestice Dobro je uočiti da zapravo nije nužno da vremenska čestica putuje u istom sm-
jeru, nužno je da razlika u brzini u prostoru i vremenu odgovara relativističkim
efektima. Teorijom Kompletne Relativnosti utvrdio sam da je prostor elektrona sačin-
jen od čestica U−2 skale. Elektron je čestica U0 skale što znači da prostor za
čestice U1 skale (planetarni sustavi) mora biti sačinjen od čestica U−1 skale, a
to je skala fotona. Kada se govori o skali fotona, dobro je razjasniti o kojoj skali se radi, jer
se fotoni obično razmatraju kao valovi. Dakle, u slučaju skale radijusa, 5 ovdje se ne radi o amplitudi ili polovici valne duljine fotona kao vala, nego
radijusu fotona kao čestice. Taj radijus je generalno za mnogo redova
veličine manji od valne duljine, a tek u slučaju ekstremno malih valnih
duljina (ekstremnih frekvencija) valna duljina se približava radijusu, zbog
čega se na višim frekvencijama foton ponaša više kao čestica nego val. Ako shvatimo da je skala fotona ista ili približna skali gravitona, onda je
veličina fotona jednaka veličini čestice u prostoru koja se valom izbacuje
iz ravnotežnog položaja (vibrira, generalno okomito na smjer širenja
vala). ovdje se ne radi o amplitudi ili polovici valne duljine fotona kao vala, nego
radijusu fotona kao čestice. Taj radijus je generalno za mnogo redova
veličine manji od valne duljine, a tek u slučaju ekstremno malih valnih
duljina (ekstremnih frekvencija) valna duljina se približava radijusu, zbog
čega se na višim frekvencijama foton ponaša više kao čestica nego val. Ako shvatimo da je skala fotona ista ili približna skali gravitona, onda je
veličina fotona jednaka veličini čestice u prostoru koja se valom izbacuje
iz ravnotežnog položaja (vibrira, generalno okomito na smjer širenja
vala). Po Kompletnoj Relativnosti foton mora imati masu, a pošto veća
frekvencija uvjetuje veću masu, jasno je zašto se amplituda i valna duljina
vala smanjuje s frekvencijom - elektromagnetski potencijal čestice se mi-
jenja za gravitacijski, pa je izbacivanje polariziranih čestica iz ravnoteže u
prostoru manje. Bez zamjene potencijala i očuvanja momenta, foton veće
mase bi se morao nešto sporije kretati kroz prostor, ali u ovom slučaju
energija se povećava u obliku vakuuma gravitona, dok se kutni moment
čestica nosioca naboja smanjuje (smanjuje se polarizirana masa), pa se
smanjenje elektromagnetskih interakcija može interpretirati kao sman-
jenje gustoće prostora, a ako se i tlak smanjuje proporcionalno brzina
ostaje ista. 3
Generalizacija vremenske čestice U slučaju da efektivni tlak ostaje isti ili se povećava, brz-
ina će se morati i povećati. Iz poglavlja Relativistic space Kompletne
Relativnosti:
r vp = c =
r ps
ωρs
ρs = ϵs E B 1
c1 p
ρs = polarizirana (elektro-magnetska) gustoća prostora
ϵs = električna permitivnost prostora B = jakost magnetskog polja
E = jakost električnog polja
c1 = granična brzina za prostor B = jakost magnetskog polja
E = jakost električnog polja
c1 = granična brzina za prostor Budući da su ω i c1 jake konstante u ovom slučaju (mjenjaju se s evolu-
cijom prostora), gustoća će se mijenjati proporcionalno s doživljajem
elektro-magnetskog polja (EB), a to će smanjivanjem povećavati brzinu
fotona. Slično vrijedi za tlak: ps = 1
µs
E B 1
c2 ps = polarizirani tlak prostora
t k
bil
t
t ps = polarizirani tlak prostora
µs = magnetska permeabilnost prostora
c2 = relativistički koeficijent razlike granične brzine prstora i njegove
brzine mirovanja c2 = relativistički koeficijent razlike granične brzine prstora i njegove
brzine mirovanja 6 Iz ovoga je jasno da će se tlak mijenjati proporcionalno s gustoćom pa,
poništavanjem faktora EB, ipak nema promjene u brzini fotona. A ako
su ϵs i µs jake konstante prostora ili se mijenjaju obrnuto proporcionalno,
jasno je da će brzina c biti granična brzina za sva tijela u istom prostoru -
ona se može promjeniti jedino promjenom kinetičke energije samog pros-
tora, koja doduše mora oscilirati na manjoj skali i prilikom slabe evolu-
cije. Ipak, ako se prostor tijela (poput fotona) mijenja proporcionalno
prostoru u kojem se tijelo nalazi, onda to tijelo neće mjeriti (doživljavati)
nikakve promjene u istom (bar ne s uspostavom uravnoteženog stanja). No, promjene će mjeriti promatrač izvan tog prostora. Prazan prostor (vakuum) dakle ne može biti apsolutno prazan - on je sačinjen
od čestica manje skale. Ako su te čestice i same čestice vakuuma onda veća
gustoća tih čestica znači veći vakuum (gravitaciju). Sada je jasno što usporava vrijeme pri velikim brzinama i velikim gravitaci-
jskim poljima - veća gustoća čestica vakuuma (gravitona). Jasno je i zašto
fotoni putuju brzinama vrlo bliskim brzini c - jer su čestice iste skale (goli foton
je zapravo superpozicija polariziranih gravitona sa pomakom faze u prostoru). 3
Generalizacija vremenske čestice U prostoru koji se sažima (točke prostora se zgušnjavaju) sve se sažima pa će
udaljeni promatrači svjedočiti relativističkom efektu kontrakcije duljine ali i di-
latacije vremena u prostor-vremenu - iz jednadžbe (1) slijedi: ∆d =
r
1 −v2
c2 c∆t
(2)
∆t =
1
q
1 −v2
c2
∆d
c
(3) (2) (3) ali i u fizikalnom prostoru: ∆d =
r
1 −v2
c2 ∆d0
(4)
∆t =
1
q
1 −v2
c2
∆t0
(5) (4) (5) gdje ∆d0 i ∆t0 označavaju duljine (intervale) u prostoru i vremenu, respektivno,
kada je tijelo u mirovanju. Međutim, u Općoj Teoriji Relativnosti javlja se problem interpretacije - sma-
tra se da utjecaj gravitacije na dilataciju i kontrakciju fizički mijenja tijelo, dok
kinetičku energiju mjeri promatrač pa nema fizičke deformacije tijela, ona se,
kao fizički efekt, manifestira u oku promatrača. Č Čudna interpretacija, ako uzmemo u obzir da se prilikom interakcije proma-
tranog tijela s drugim tijelom ista energija oslobađa upravo na lokaciji proma-
tranog tijela a ne samo u oku promatrača. 7 Rješenje paradoksa je, naravno u odbacivanju apsolutnog (apstraktnog) pros-
tora - tj. omogućivanju tijelima da akumuliraju energiju prilikom kretanja kroz
prostor. Uostalom, jasno je da, po teoriji GR, svako povećanje energije u prostoru (ili
prostor-vremenu) povećava deformaciju prostora a energija se ne može stvoriti
iz ničega. Tako energija ne može nastati iz ničega prilikom sudara - svaki sudar
bi morao uključivati inflaciju energije s manje skale ukoliko ona nije sadržana u
tijelu ili oko tijela u interakciji. Iako je inflacija moguća (npr. kroz anihilaciju),
jasno je da će samo u neintuitivnom slučaju apstraktnog prostora ona biti man-
ifestacija cjelokupne kinetičke energije, pri čemu onda i lokalni efekt kontrakcije
i dilatacije prije sudara postaje neintuitivan. Ipak, čini se da je nužno onda odbaciti simetričnost Specijalne Relativnosti u
ovakvom slučaju, odnosno, budući da se gravitacijski potencijal mijenja za tijelo
u pokretu, kontrakcija i dilatacija poprimaju gravitacijski karakter (u svakom
slučaju) pa takvo tijelo (nazovimo ga promatrač S) neće mjeriti istu kontrakciju
i dilataciju za promatrača (nazovimo ga promatrač M) koji mjeri njega. (
)
No, da li je to tako u [apsolutno] svakom slučaju? (
)
No, da li je to tako u [apsolutno] svakom slučaju? Na prvi pogled simetrija je očuvana - lokalna kontrakcija prostora će i sve
dolazeće zrake radijacije prostorno sažimati jednako kontrakciji prostora, no
problem je što se sažima i promatrač (tj. 3
Generalizacija vremenske čestice mjerni uređaj) pa sažeti promatrač
(S) neće mjeriti nikakvu promjenu u drugom promatraču (M), osim Dopplerovog
efekta ako se ne radi o orbitalnom momentu. Ako je nužno da relativno isti efekt postoji i za sažetog promatrača (ne može
biti apsolutno isti), postoje 3 rješenja: 1. za njega je pak relativistički efekt psihiloški, 2. promatrač se ne sažima, 3. za njega je konstanta c drugačija. 3. za njega je konstanta c drugačija. Prvo rješenje bi morali odbaciti, osim ako prihvatimo da je psihološki efekt
uzrokovan, tj. lokaliziran, kontrakcijom prostora. Bilo je već rasprava oko fizikalnosti relativističkih efekata. Zanimljivo je
dopisivanje Varićaka i Einsteina na temu[2], gdje Varićak sugerira postojanje
stvarnih (real) i očiglednih (apparent) efekata. Ako zamislimo prsten načinjen od krute (rigid) tvari koji rotira - zbog
relativističkih efekata, udaljenosti na prstenu se moraju sažimati, no
paradoksalno, promjer prstena bi morao ostati isti jer sam prsten miruje. Einsteinovo rješenje je nepostojanje krutih tijela - što implicira da se
kvanti prstena smanjuju dok on zadržava promjer. No ako se s brzinom povećava energija tijela i ako je ta energija u grav-
itaciji (gravitonima) onda je jasno da će se i prsten morati smanjivati
zbog gravitacijskog privlačenja suprotnih strana na prstenu ali i između
svakog kvanta energije. I to je pravo (fizikalno) rješenje paradoksa - u 8 stvarnosti ne postoji kontrakcija koja ne uključuje kontrakciju prostora. Jasno je to i iz očuvanja kutnog momenta - povećanje brzine mora sman-
jiti masu energije koja rotira i/ili orbitalni radijus. Pošto se ovdje masa
povećava, orbitalni radijus se mora smanjivati. p
,
j
j
Jedino ako zamišljamo rotirajuće apstraktno tijelo bez mase, paradoks
ostaje neriješen bez kvantizacije tijela. U stvarnosti to neće biti ni
savršeni prsten, pa može još biti svega. Teorija GR dakle zahtijeva od svih tijela da budu sastavljena od kvanata
energije pa prema tome de facto zabranjuje postojanje elementarnih čes-
tica koje rotiraju. Zato postoje nebuloze u Kvantnoj Mehanici - čestice koje očigledno imaju
spin moment, a u stvarnosti se od njih traži da imaju radijus jednak 0. U Kompletnoj Relativnosti, sve je relativno - kruta tijela nisu apsolutno
zabranjena nego postoje relativno, pa su i elementarne čestice relativno
elementarne a u stvarnosti se sastoje od manjih kvanata energije i imaju,
ne samo očigledan, nego i stvaran radijus na određenoj skali. Rješenje br. 3
Generalizacija vremenske čestice 2 (nesažimanje promatrača) je moguće u slučaju da je sažimanje
prostora koncentrirano u prstenu, odnosno torusu ili sferi, oko tijela pa postaje
svojevrsna gravitacijska leća. No ovo je moguće jedino ako već postoji takva sfera (npr. promatrač se
nalazi u centru gravitona određene skale). Postoji i još jedna mogućnost, ako uslijed sažimanja prostora dolazi do pro-
gresivne evolucije promatrača (npr. fuzijom materije) onda veličina promatrača
S može ostati efektivno nepromijenjena. U fizičkim prostorima, i 3. rješenje postaje moguće. Ako se prostor zgušnjava
no skala fotona se ne sažima onda će se za promatrača S konstanta c promi-
jeniti, i to proporcionalno kontrakciji pa postaje sasvim moguće da mjeri istu
kontrakciju za promatrača M. Sve promjene energije na bilo kojoj skali su diskretne, pa se neće mijenjati
istovremeno, a generalno i osciliraju. U kompletno relativnoj stvarnosti, sva
spomenuta rješenja su moguća pa će se i pojavljivati više ili manje u svakom
obliku. Po Kompletnoj Relativnosti, sva živa nebeska tijela i sve standardne čestice
imaju gravitacijski maksimum (npr. event horizon kod crne rupe, površinski
maksimum kod zvijezda, itd.). U jednoj interpretaciji, to je tako upravo zato da omogući rješenje br. 2,
u drugoj, rješenje br. 2 omogućuje takvu stvarnost - sve je relativno, no vrlo
fizikalno na određenoj skali. Rješenje br. 2 objašnjava diskretne energetske nivoe - ako se promatrač S
nalazi izvan gravitona (sažetog prostora) a ne unutar, onda mora postojati bar
još jedan graviton s većim radijusom tako da promatrač S bude unutar njega. Rekurzijom se dolazi do beskonačnosti ili nečega što će kolabirati graviton na
manju skalu (postajući satelit za graviton veće energije) zadržavajući proma- 9 trača (ili tijelo) S unutar sebe. Naravno, ovo ne mora i neće biti ispunjeno
uvijek jer razmjena energije (informacije) nije nikad instantna. 3.1
Uvjeti za ekvivalenciju specijalnog i gravitacijskog rel-
ativističkog efekta Da bi kontrakcija i dilatacija Specijalne Teorije Relativnosti bila ekvivalentna
gravitacijskoj kontrakciji i dilataciji moraju biti zadovoljeni određeni uvjeti. Dilatacija vremena dobivena Schwarzschildovim rješenjem Einsteinovih jed-
nadžbi polja[3] se može napisati u ovom obliku[4]: ∆t0
∆t =
s
1 −
β2 + βe
2 + βr
2βe
2
1 −βe
2
β = v
c , βe = ve
c , βr = vr
c
ve
2 = 2GM
r v = brzina promatranog (sažetog) tijela (S)
ve = brzina bijega (escape velocity) iz gravitacijskog polja energije M na
udaljenosti r vr = radijalna komponenta brzine tijela S G = gravitacijska konstanta G = gravitacijska konstanta
M = masa izvora gravitacije M = masa izvora gravitacije r = udaljenost tijela (S) od izvora gravitacije ∆t0 = interval vremena bez relativističkih efekata (proper time)
∆t = dilatacija vremena ∆t0 = interval vremena bez relativističkih efekata (proper time)
∆t = dilatacija vremena ∆t0 = interval vremena bez relativističkih efekata (proper time)
∆t = dilatacija vremena Ovdje radijalna komponenta brzine ne postoji ako je tijelo S u orbiti oko proma-
trača, a ∆t predstavlja dilataciju vremena koju će mjeriti promatrač koji nije
pod utjecajem gravitacijskog potencijala i koji miruje u koordinatnom sistemu
(ne doživljava dilataciju i kontrakciju). U izrazu, faktor β se odnosi na dilataciju Specijalne Teorije Relativnosti
(zbog kretanja tijela), dok se faktor βe odnosi na dilataciju uslijed gravitacijskog
potencijala. Ako zanemarimo radijalnu komponentu, jedini uvjet koji treba biti zadovol-
jen za ekvivalenciju dilatacije Specijalne i Opće relativnosti jest: β = βe β = βe što, ako ostavimo konstante G i c apsolutnima: što, ako ostavimo konstante G i c apsolutnima: ve
2 = v2 = 2GM
r
(6) (6) 10 Na lokaciji promatranog tijela mora se, dakle, formirati efektivni graviton čija
će brzina bijega biti jednaka brzini kojom se tijelo giba (v). Na lokaciji promatranog tijela mora se, dakle, formirati efektivni graviton čija
će brzina bijega biti jednaka brzini kojom se tijelo giba (v). Ako se radi o tijelu sa distinktnim gravitacijskim maksimumom (koji mora
biti realni graviton), a većina tijela ga ima (ako ne sva), on se generalno (barem
za kuglasta tijela) nalazi u centru i ima stvaran radijus, a težište mase je ras-
poređeno jednoliko po radijusu. Masa (energija) tog gravitona je M0 u slučaju
mirovanja, a kvadrat brzine bijega na radijusu: ve0
2 = 2GM0
r0 ve0
2 = 2GM0
r0 Njegova masa raste s kinetičkom energijom tijela: Njegova masa raste s kinetičkom energijom tijela: M =
1
q
1 −v2
c2
M0
(7) (7) Iz (6) i (7) slijedi: v2 = 2G
r
1
q
1 −v2
c2
M0 = ve0
2 r0
r
1
q
1 −v2
c2 i iz toga jednadžba za radijus r: i iz toga jednadžba za radijus r: r = ve0
2
v2
r0
q
1 −v2
c2
(8) (8) Ovdje, za v > ve0, radijus se zaista sažima, no za v < ve0 on raste, a brzina v
= 0 je zabranjena jer implicira beskonačni radijus. Ovdje, za v > ve0, radijus se zaista sažima, no za v < ve0 on raste, a brzina v
= 0 je zabranjena jer implicira beskonačni radijus. ∆t0 = interval vremena bez relativističkih efekata (proper time)
∆t = dilatacija vremena Rješenje paradoksa je naravno u postulatima Kompletne Relativnosti - ništa
ne može imati brzinu jednaku apsolutnoj nuli jer nijedno tijelo nije apsolutno u
mirovanju niti putuje apsolutno konstantnom brzinom, svako mora oscilirati. No rezultat je zanimljiv jer objašnjava inflaciju prilikom sudara (anihilacije). Sudarom tijela brzina pada relativno na 0 što dakle mora izazvati impuls in-
flacije radijusa gravitona, a onda smanjenje radijusa povećanjem brzine do nekog
ravnotežnog stanja. Uočiti da su gotovo sva nebeska tijela koja promatramo u ravnotežnom
položaju u koji su stigla nakon početne inflacije maksimuma (zapravo su
u mirovanju relativno na prostor u kojem se gibaju jer je njihova kutna
brzina jednaka kutnoj brzini efektivnog gravitona). U nekim slučajevima će se značajna inflacija izbjeći spajanjem (npr. crnih rupa) i zadržavanjem visoke rotacije (oscilacije) a u određenim
slučajevima doći će i do raspada (fisije) maksimuma na one manjeg radi-
jusa kao što je to slučaj kod teških zvijezda prilikom supernova eksplozija
(ili bosenova na skali atoma). 11 Dobro je napomenuti da kod promjene duljine treba znati što se točno
mijenja i kako, jer ako graviton predstavlja gravitacijski maksimum zvi-
jezde on generalno ima planete (druge maksimume) u orbiti oko sebe -
u slučaju kad se radijus zvijezde povećava s njenom energijom, orbitalni
radijus planeta se može smanjivati pa, iako jezgra povećava radijus, sis-
tem u cjelini smanjuje radijus. Postavlja se pitanje koja je brzina gravitona u mirovanju ako nije 0? Odgovor
je - upravo ve0 - brzina bijega. Jasno je to iz još jedne posljedice postulata Kom-
pletne Relativnosti - svaki spin moment je zapravo orbitalni moment pa graviton
u mirovanju orbitira oko centra mase. Prema tome, svaki graviton (ili svaka čes-
tica) ima brzinu mirovanja, pa ako je i masa mirovanja proporcionalna kinetičkoj
energiji, materija postaje fiktivna - sva energija je u momentu vakuuma. No kod mjerenja relativističkih efekata i momenata treba uzeti u obzir skalu
energije - konstanta c odgovara za subatomske čestice, no za zvijezde i planete
ona mora biti manja - za slobodne (nevezane) gravitone u međugalaktičkog
prostoru, ta brzina je 2.93 * 106 m/s, oko 100 puta manja od c a to znači da će
relativistički efekti za ta tijela biti dosta veći (ako njihovu brzinu mjerimo istim
jedinicama kao brzinu standardnih čestica). 3.2
Protok vremena Da li vrijeme za nas teče brzinom c? Za čestice od kojih je sastavljen naš
organizam, vrijeme teče brzinom koja je blizu c (preciznije U0.c ili c0). Vjerovatno upravo zato što graviton subatomskih čestica ima brzinu bijega
jednaku c pa oscilira tom brzinom, no možda je vremenska dimenzija gravitona
locirana na radijusu koji rotira brzinom c. ∆t0 = interval vremena bez relativističkih efekata (proper time)
∆t = dilatacija vremena Da se c mora mijenjati sa skalom jasno je i iz jednadžbe (8), jer ako crna
rupa ima brzinu bijega jednaku c onda bi njen radijus morao biti beskonačan
osim za r0 = 0. 4
Postoji li vrijeme za svakoga? Kada se radi o mjerenju intervala između dva događaja, iako se do istog dolazi
na vrlo fizikalan način, vrijeme se čini kao apstraktan pojam. No ipak, svi mi u svakom trenutku putujemo kroz vrijeme (nemoguće je
stati, osim za hipotetske čestice bez mase i u domeni apsolutne singularnosti -
ni jedno ni drugo pak po Kompletnoj Relativnosti ne postoje). Sve što postoji mora biti relativno - možemo reći da vrijeme relativno ne
postoji, no ako ne postoji relativno, onda mora negdje relativno postojati (ne
može apsolutno ne postojati!). Po Kompletnoj Relativnosti, sve što postoji ima energiju pa se tako mora i
vrijeme vezati za energiju na određenoj skali. 12 A da bi bilo moguće putovati kroz vrijeme nužno ga je izjednačiti s prostorom
koji ima svojstva poput gustoće i tlaka. Mi, dakle, u svakom trenutku putujemo kroz ekvivalent prostora kojeg zovemo
vrijeme. To je sasvim jasno iz postulata Kompletne Relativnosti po kojima svaka
točka ili čestica u prostoru [bilo koje veličine] mora imati kutni, tj. orbitalni
moment u odnosu na nešto. Po relativističkim efektima, jednadžbi dilatacije vremena, vremenski inter-
vali izeđu dva događaja se produljuju proporcionalno brzini iako hipotetska
[vremenska] čestica u vremenu uvijek putuje kostantnom brzinom c. To je nein-
tuitivno ako postoji korealacija prostornih i vremenskih čestica pa zahtijeva
dodatan refrentni okvir promjenjive brzine a prema kojem će čestica u vremenu
uvijek imati brzinu c. Ako je prostor fizikalan ova neintuitivnost nestaje. Putovanje kroz prostor (ili putovanje prostora kroz tijelo) onda nužno po-
drazumijeva interakciju tijela s prostorom pa će, generalno, s većom brzinom,
tijelo percipirati veću gustoću prostora što povećava energiju tijela i usporava
transformaciju energije (protok informacija) unutar tog tijela. Sada možemo reći da brže putovanje kroz prostor usporava putovanje kroz
vrijeme, no gdje je to vrijeme? Percepcija vremena se ne mijenja za tijelo u inerciji, tako da će usporeno
vrijeme za to tijelo mjeriti netko tko ne putuje istom brzinom kroz taj prostor. No vrijeme u kontekstu mjerenja intervala između dva događaja je apstrak-
tno, dok za svakog tko doživljava promjene u vremenu (iako ih možda nije
svjestan) ono na određenoj skali energije ima fizikalni ekvivalent koji mora pos-
tojati u lokalnom prostoru, a ne u prostoru udaljenog promatrača koji mjeri
dilataciju (on vrijeme proživljava drugom brzinom). Protok vremena može biti koreliran i s nekom udaljenom česticom (npr. 4
Postoji li vrijeme za svakoga? iza određenog horizonta događaja) pa tako može postojati i fizička veza na
određenoj skali s takvom udaljenom česticom no to ne isključuje postojanje
lokalnog efekta. Najbrže stari onaj koji mjeri svoje vrijeme, a najmanje onaj
koji svog vremena nije ni svjestan. Najbrže stari onaj koji mjeri svoje vrijeme, a najmanje onaj
koji svog vremena nije ni svjestan. Masa (energija) se može povećavati povećanjem radijusa gravitacijskih mak-
simuma čestica (što izjednačava akceleraciju sa gravitacijskom akceleracijom) i
akvizicijom mase iz prostora što povećava broj gravitacijskih maksimuma. Uočiti dvije važne posljedice:
1. putovanje kroz prostor (vrijeme) tijelima daje masu,
2. svako tijelo ima svoj (privatni) prostor (vrijeme). Veza ili korelacija (entanglement) tijela i privatnog prostora ne mora Uočiti dvije važne posljedice:
1. putovanje kroz prostor (vrijeme) tijelima daje masu,
2. svako tijelo ima svoj (privatni) prostor (vrijeme). Veza ili korelacija (entanglement) tijela i privatnog prostora ne mora 5
Ostali problemi i paradoksi Uz prostor, a pogotovo vrijeme, kroz povijest su se vezali različiti paradoksi. Neki od njih su razjašnjeni, no ako je stvarnost intuitivna, fizikalna i potpuno
relativna onda Opća Teorija Relativnosti još uvijek sadržava paradokse. 5.1
Paradoks blizanaca (twin paradox) Zamislimo dva čovjeka blizanca od kojih jedan ode na svemirsko putovanje ve-
likom brzinom. Kada se vrati, on bi zbog dilatacije vremena morao biti mlađi
od onoga koji miruje. No po Specijalnoj Teoriji Relativnosti to je nemoguće jer se efekt interpre-
tira kao lokalan (za promatrača) i morao bi biti simetričan pa na kraju ne bi
smjelo biti razlike u starosti blizanaca. Naravno, ovo se može objasniti pros-
tornim ubrzanjem - usporavanje starenja se događa u trenucima polaska kada
relativistički efekti zbog ubrzanja nisu simetrični (simetričnost vrijedi samo u
slučaju mirovanja i konstantnih brzina). No ako apsolutno konstantne brzine ne postoje, onda je svaka očigledno
konstantna brzina rezultat usporavanja i ubrzavanja pa inercijalni referentni
okviri apsolutno ne postoje. Dakle, svaki efekt dilatacije Specijalne Relativnosti mora biti rezultat inte-
gracije (zbrajanja) kvanata gravitacijske dilatacije određene skale. Uočiti dvije važne posljedice: Uočiti dvije važne posljedice: 1. putovanje kroz prostor (vrijeme) tijelima daje masu, 2. svako tijelo ima svoj (privatni) prostor (vrijeme). Veza ili korelacija (entanglement) tijela i privatnog prostora ne mora Veza ili korelacija (entanglement) tijela i privatnog prostora ne mora 13 nužno trajati vječno (niti hoće). Energija tijela se može izgubiti iz pros-
tora - npr. zračenjem, a da prostor zadrži relativističku energiju u obliku
povećanih gravitacijskih maksimuma čestica prostora. Uočiti da svako gibanje, uz konačnu brzinu protoka energije, mora biti
oscilatorno, bez obzira na prirodu ubrzanja - svaka linearnost je rela-
tivna. S ekvivalencijom prostora i vremena, to znači da i brzina putovanja kroz
vrijeme nužno oscilira, kao i svijest o protoku vremena. 5.2
Aether Kompletna Relativnost ne predviđa postojanje aethera u smislu u kojem se
generalno zamišljao, samo daje gustoću i tlak (odnosno vakuum) prostoru tako
da geometrija prostora Opće Teorije Relativnosti odgovara fizikalnom prostoru
koji se, kao apstraktan fenomen, ne bi uopće mogao deformirati - što je slutio i
sam Einstein, no nitko u to vrijeme nije bio spreman prihvatiti fizikalan prostor. 14 Ne vidim zašto bi neintuitivan apstraktan prostor bio bolje rješenje ako
je cilj razumijevanje svemira i ako intuitivno rješenje postoji. Jedino
objašnjenje je da su fizičari postali preveliki matematičari vođeni reduk-
cionizmom koji daje apsolutnu perfekciju ili eleganciju rješenja. Po Kompletnoj Relativnosti, Zemlja ima svoj prostor (i vrijeme) no svojim
orbitiranjem oko Sunca prolazi kroz Sunčev prostor, gok gibanjem Sunčevog
sustava prolazi kroz prostor gravitona veće skale (koji obuhvaća vidljivi svemir)
a koji se može povezati sa konstantnim pozadinskim mikrovalnim zračenjem
(CMB). (
)
Ipak, zbog približno iste skale energije i diskretizacije energetskih nivoa
(kojom različite skale postaju relativno iste u određenim kontekstima) pros-
tor Zemlje je na neki način izoliran od prostora Sunca. Možemo reći da granicu
Zemljinog prostora predstavlja gravitacijska Hill sfera za statičke čestice iste
skale (koje sačinjavaju prostor) ili silnice magnetskog polja za standardne nabi-
jene dinamičke čestice. Prema tome jedini efekt na relativno izolirani eksperiment na Zemlji, kojim
se pokušava detektirati aether, u većoj mjeri mogu proizvesti čestice manje skale
(poput standardnih neutrina i fotona). Rezultati eksperimenata poput onog Michelson-Morleya odbacuju postojanje
apsolutnog aether-a ali idu u prilog postojanju privatnog prostora Zemlje. Ako u takvi eksperimentima i postoje promjene u duljinama one moraju
biti korelirane sa CMB zračenjem, odnosno uzrokovane česticama skale fotona
putem Dopplerovog efekta. Recentne analize to i dokazuju[5]. Uočiti da su sve te promjene do sada smatrane instrumentalnim arte-
faktima. No ako je prostor Zemlje sačinjen od čestica U−1 skale (skala
standardnog fotona), a kako sam već hipotetizirao - morao bi biti, onda
će čestice iste skale koje dolaze izvana uzrokovati anizotropiju u prostoru
koji kao cjelina ima moment relativno na te čestice. j
j
Inače, čestice prostora Zemlje su statički gravitoni (kao dio prostora
Zemlje, putuju sa Zemljom no orbitiraju oko centra Zemlje, tj. oko
gravitona veće skale). Privatan prostor Kompletne Relativnosti najsličniji je kompletno vučenom
(complete aether dragging) kompresibilnom aetheru (u korelaciji s gravitacijom)
koji, prema originalnoj ideji, zaista objašnjava sve probleme aethera, osim u
slučaju eksperimenata poput Michelson–Gale–Pearson eksperimenta. 5.2
Aether Eksperiment je sličan eksperimentu Michelson-Morley no ovdje je referentni
okvir Zemlja pa se pokušava utvrditi postojanje aethera relativno na rotaciju
Zemlje. Pošto je utvrđeno da zrake svjetlosti u različitim smjerovima nisu u 15 fazi kada se reflektirane vrate na detektor, odbačena je i ideja takvog [complete
dragging] aethera. No rezultat se može u potpunosti objasniti diferencijalnom rotacijom aethera
proporcionalnom s gradijentom gravitacijskog potencijala (uzimanjem u obzir i
utjecaja CMB zračenja), a upravo to i predviđa Kompletna Relativnost. Uočiti da je brzina rotacije standardne atomske materije planeta potpuno
drugačija (najviše u slučaju krutih tijela) od brzine rotacije prostora, koji
u ovom slučaju predstavlja aether, dakle, ako postoji nekakvo povlačenje
čestica (aether dragging) ono nije univerzalno (jednako za čestice svih
skala). Dobro je i uočiti da je aether, u izvornoj ideji, zamišljen kao medij za sv-
jetlosne valove (nije neophodan za čestice) pa ako ćemo privatan prostor
zvati aetherom, to nije originalan aether, pogotovo ako bi ga smatrali
medijem ekskluzivnim za valove svjetlosti. 5.3
Aberacija svjetlosti Astronomska aberacija je fenomen koji proizvodi očigledno pomicanje nebeskih
objekata korelirano s brzinom promatrača. To je problem za klasičan nekompre-
sibilan i nerotirajući aether, ali nije problem za prostor Kompletne Relativnosti
koji je efektivno ekvivalentan geometrijskom prostoru Opće Teorije Relativnosti. 5.4
Svetost svjetlosti U eksperimentima za dokazivanje relativnosti gotovo uvijek se koristi svjet-
lost, pa su svi eksperimenti osjetljivi na brzinu i ponašanje svjetlosti. Npr., u
Michelson-Morley eksperimentu, kontrakcija duljine i dilatacija vremena dobije
se preko Pitagorinog teorema u kojem je duljina jedne stranice trokuta um-
nožak brzine svjetlosti i vremena u kojem svjetlost pređe tu udaljenost. Kada
bi brzina svjetlosti bila instantna u nijednom takvom eksperimentu ne bi bilo
detektiranih relativističkih efekata - kontrakcije duljine i dilatacije vremena. A kada bi, umjesto svjetlosti, koristili nešto drugo, poput zvuka npr., efekti
bi bili puno izraženiji. To nije problem ako sve shvatimo relativno. No, po Specijalnoj Relativnosti, uvijek isti efekt mora postojati - identičan
onome kada se za mjerenje koristi svjetlost samo u slučaju kad je masa fotona
jednaka 0 a brzina jednaka konstanti c. Konstanta c je dakle invarijantna (univerzalna) - jednaka za svakog proma-
trača. No ako brzina svjetlosti nije jednaka c onda rezultati svih eksperimenata
de facto postaju psihiloški efekt - rezultat konačne brzine protoka informacija
a ne fizikalne promjene, bilo na promatranom tijelu ili promatraču. 16 Doduše, i psihološki, ili mentalni, efekt je fizikalan na određenoj skali
u Kompletnoj Relativnosti. I fotoni koji dolaze sa udaljenih tijela su
lokalno zapravo isto to tijelo u manjoj skali, bar u 2-dimenzionalnom
obliku. Čak bi se i 3-dimenzionalan oblik mogao detektirati u određenim
uvjetima, npr. kada bi oko bilo osjetljivo na valne duljine radijacije koje
emitiraju čestice unutar promatranog tijela. No čak i da brzina fotona jest jednaka c, ako bi, hipotetski, nešto što putuje
većom brzinom dalo manji relativistički efekt, opet se za promatrača ne mijenja
priroda efekta - on je psihološki u svakom ovom slučaju. Dakle, Specijalna Relativnost ima dualnu prirodu - kada mjerimo efekte u
okviru koji miruje relativno na nas ali u računu je njegova brzina relativna na
tijelo izvan tog okvira, efekt će za nas biti potpuno psihološki. Konkretno, u Michelson-Morley slučaju, eksperiment se odvija u okviru
promatrača, no za brzinu okvira se uzima brzina Zemlje u orbiti oko
Sunca. Efekt će, biti gotovo čisto psihološki uvijek kada promatramo tijela koja se
istom brzinom gibaju u istom prostoru jer su stvarni efekti (koji postoje na
određenoj skali zbog relativnosti konstantne brzine!) simetrični. 5.4
Svetost svjetlosti )
Da bi tijelo bilo otporno na relativističke efekte mora biti nemjerljivo - ne
smije postojati u prostoru, a kako je vrijeme dio prostora i ne može biti apsolutno
izolirano, onda ne može postojati ni u vremenu. Nepostojanje čestice implicira
da ona ima energiju jednaku 0 i u prostoru i u vremenu. Foton, čiju energiju i brzinu redovito mjerimo i koji mijenja moment pod ut-
jecajem gravitacijskih polja, daleko je od apsolutne invarijantnosti, kao i svaka
druga čestica za koju znamo. A to znači da su Specijalna Relativnost i Opća Rel-
ativnost, zbog apsolutne invarijantnosti u konstantama, apsolutno nedokazive
- samo relativno odgovaraju stvarnosti jer je foton za nas premali da bi ga
proglasili postojećim. 6
Putovanje u prošlost i daleku budućnost Budući da je putovanje kroz vrijeme zapravo putovanje kroz prostor čini se i da
je putovanje unatrag kroz vrijeme moguće. j
j
g
j
g
No da li je zapravo moguće unatrag putovati kroz prostor? Naravno, svatko od nas, ako napravi korak naprijed pa natrag, reći će da se
vratio na isto mjesto. No u realnosti, sve u prostoru u svakom trenutku putuje
(evoluira) pa, nužno, isto mjesto postaje apstraktan pojam. No ako je mjesto dovoljno isto da se zadrži percepcija identičnosti možemo
[uvjetno] govoriti o putovanju u prošlost. 17 Putovanje u već proživljenu prošlost je dakle nemoguće (zahtijeva apsolutno
vrijeme, beskonačnu energiju), no teoretski je moguće putovati na mjesta gdje
bi percepcija identičnosti bila očuvana. Na primjer, sasvim sigurno postoji planetarni sustav u dovoljnoj mjeri iden-
tičan Sunčevom (poput identičnosti dva atoma ugljika) i sasvim sigurno biste u
takvom sustavu mogli sresti sebe u prošlosti ili daljoj budućnosti - no jasno je da
je to samo, i tek donekle, efektivno putovanje kroz vrijeme jer, čak i kad bi sus-
tavi bili potpuno identični (što je opet, po Kompletnoj Relativnosti, nemoguće),
vaša pojava bi narušila identičnost prostora i protoka vremena. 7
Obrtanje toka vremena Priroda ne postavlja apsolutna ograničenja na išta, pa tako postoji i mogućnost
obrtanja slijeda akcija i reakcija. No opet, budući da ono ne može biti apso-
lutno (mora biti lokalizirano) ni to nije povratak u prošlost, iako percepcija
identičnosti može biti itekako velika. Budući da putovanje kroz vrijeme oscilira u brzini a i samo osciliranje po
Kompletnoj Relativnosti mora oscilirati, ponekad se lokalni tok vremena mora
i obrnuti. Prelazak između dva vertikalna energetska nivoa podrazumijeva privremenu
promjenu spina gravitacijskih maksimuma, pa je upravo to trenutak privre-
menog obrtanja toka vremena. Obrtanje toka vremena jasno je iz modela reinkarnacije. Obrtanje toka vremena jasno je iz modela reinkarnacije. Budući da se svi rađamo mladi, očito je da u trenutku smrti duša (grav-
itacijski maksimum sa pripadajućim prostorom) privremeno kolabira
promjenom spina a to znači i da se pomlađuje jer duša i novo tijelo
koevoluiraju u istom prostoru. Već sam pokazao da je Sunčev Sustav nastao inflacijom manjih čestica[6]
i mora biti uparen sa svojim anti-materijskim ekvivalentom. Između kvantno uparenih čestica postoji razlika u fazi evolucije i kon-
stantna izmjena signala
To je efektivna veza prošlosti i budućnosti a Već sam pokazao da je Sunčev Sustav nastao inflacijom manjih čestica[6]
i mora biti uparen sa svojim anti-materijskim ekvivalentom. Već sam pokazao da je Sunčev Sustav nastao inflacijom manjih čestica[6]
i mora biti uparen sa svojim anti-materijskim ekvivalentom. Između kvantno uparenih čestica postoji razlika u fazi evolucije i kon-
stantna izmjena signala. To je efektivna veza prošlosti i budućnosti a
koja i pogoni evoluciju (bez takvog uparivanja ne bi bilo prošlosti ni
budućnosti, a time ni sadašnjosti kao superpozicije jednog i drugog). Objasnio sam i da je sinkronicitet manifestacija sinkronizacije[7] te
prošlosti i budućnosti, da su neki od nas više evoluirani od drugih[8]
te da će u sklopu sinkronizacije morati biti usporavanja pa čak i kratko-
ročnog obrtanja procesa starenja kod istih. Između kvantno uparenih čestica postoji razlika u fazi evolucije i kon-
stantna izmjena signala. To je efektivna veza prošlosti i budućnosti a
koja i pogoni evoluciju (bez takvog uparivanja ne bi bilo prošlosti ni
budućnosti, a time ni sadašnjosti kao superpozicije jednog i drugog). )
Objasnio sam i da je sinkronicitet manifestacija sinkronizacije[7] te
prošlosti i budućnosti, da su neki od nas više evoluirani od drugih[8]
te da će u sklopu sinkronizacije morati biti usporavanja pa čak i kratko-
ročnog obrtanja procesa starenja kod istih. 18 8
Budućnost u prošlosti Vjerujem da ćemo tako, obrtanjem toka lokalnog vremena, 2018.07.01 proživjeti
još jednom, iako ne na isti način. Već sam pokazao da bi se kraj ciklusa trebao
dogoditi ovo stoljeće, no ovaj datum trenutno ne mogu dovoljno znanstveno
potvrditi - recimo samo da sam u trenucima mentalne eskapade (ludila) nekima
obećao kraj svijeta na taj dan a ne mogu se oteti dojmu da sam bio u pravu. Jasno, bilo tko razuman a tko nije iskusio sinkronicitet će ovo proglasiti
glupošću, no pošto je ovaj datum proizašao upravo u trenucima kada sam
proživljavao maksimum sinkroniciteta, ja ga ne mogu odbaciti kao nešto bez
dubljeg značenja. Pošto sam predvidio kolaps gravitacijskog maksimuma (duše) Zemlje, isti
će pri tome morati promjeniti spin, ali i orbitalni kutni moment. Pri tome
materija Zemlje (u obliku standardnih atoma) neće značajno mjenjati moment
osim privremenog značajnijeg udaljavanja od Sunca, sve do ponovnog uparivanja
prostora (duše) i tijela Zemlje. Ovisno o tome da li se radi o smrti Zemlje ili gubitku svijesti ovisi koliko
će puta gravitacijski maksimum obići Sunce u obrnutom smjeru, a ako se isti
gravitacijski maksimum opet upari sa Zemljom, za očekivati je da će doći do
privremenog obrtanja toka starenja života na Zemlji u sklopu sinkronizacije sa
dušom. Pri tome broj godina za koje će se život pomladiti može maksimalno biti
jednak broju orbita koje Zemljin gravitacijski maksimum napravi u obrnutom
smjeru, no za vrijeme dok maksimum nije uparen sa Zemljom, život će nastaviti
starjeti. Ovdje treba napomenuti da se s kolapsom maksimuma njegova skala mijenja
za više redova veličine pa njegova orbitalna brzina neće samo promjeniti smjer
nego i veličinu - zbog očuvanja momenta, energija prostora se mijenja za brzinu. Ta brzina bi trebala biti brzina svjetlosti na U1 skali, 2.93 * 106 m/s, a
to znači da će se za svaki okretaj život pomladiti za oko 360 dana, tako da je
sasvim moguće da 2018.07.01 proživimo još jednom. Naravno, to vrijedi pod uvjetom da se ista duša ponovno spoji sa Zemljom,
tj. da neće umrijeti od raka, nego nastaviti s predviđenom planetarnom neuro-
genezom. Ipak, budući da se radi o embrionalnoj neurogenezi, moguće je da se
neće ista duša upariti s tijelom. U tom slučaju, umjesto pomlađivanja, moglo
bi slijediti postarivanje. Također, ako se ne radi o smrti, moguć je parcijalni kolaps - npr. kolaps samo
jednog kvanta gravitacijskog maksimuma, pa će i pomlađivanje biti parcijalno. 8
Budućnost u prošlosti Da će se svijet vratiti u prošlost oduvijek signaliziraju hrvatski političari
koji se redovito tamo vraćaju. Ako je suditi po njima, Hrvatska će se
prva pomladiti. 19 8.1
Smrt Zemlje prostora i vremena) 20 nego onima koje koriste naši satovi, širenje vala brzinama većim od 106
m/s može potrajati stoljećima i više mjereno našim vremenskim jedini-
cama. Postojanje gravitacijskog vala koji sa sobom povlači materiju[9] objašn-
java zašto ta materija može putovati dugo bez usporavanja[10]. java zašto ta materija može putovati dugo bez usporavanja[10]. Zbog postojanja gravitacijskog i elektro-magnetskog karaktera kolapsa,
dio izbačene energije bit će koncentriran na osi rotacije (od polova prema
van) dok će dio biti raširen u svim smjerovima no ipak s gradijentom u
ovisnosti o količini i rasporedu energije unutar zvijezde prilikom kolapsa. Po rezultatu supernova eksplozije se tako može iščitati omjer neutralnog
i polariziranog karaktera prilikom eksplozije. Uočiti da su do sada de-
tektirani gravitacijski valovi na povšini Zemlje valovi standardne skale
koji deformiraju prostor (oblik) standardnih čestica, ali ne mjenjaju oblik
gravitacijskog maksimuma Zemlje. Kolaps maksimuma unutar planeta se
kvalitativno ne razlikuje - razlika je u energijama, no, u svakom slučaju,
također dolazi do kompresije i udarnog vala, koji, u ovom slučaju, stvara
pritisak na koru planeta, što u slučaju smrti, ubrzava njegov raspad. 8.1
Smrt Zemlje Zemlja je još mlada za prirodnu smrt i vjerujem da će preživjeti rak, no možemo
prepostaviti kako bi eventualna smrt izgledala. U slučaju da gravitacijski maksimum bespovratno napusti Zemlju, zbog
privremenog kolapsa površinskog Sunčeva maksimuma, tijelo Zemlje bi bilo
izbačeno u višu orbitu. Ona bi se s restoracijom oba maksimuma stabilizirala, no u ovom slučaju,
s restoracijom (inflacijom) Sunčeva maksimuma, ona postaje nestabilna. Tijelo
bi najvjerojatnije pojelo Sunce gdje bi nakon rastavljanja na subatomske čestice
nešto eventualno bilo reciklirano u stvaranju novog planeta. No takav je scenarij najvjerojatniji samo u slučaju prijevremene smrti. U
slučaju prirodne smrti, ne umire samo Zemlja, nego Sunčev sustav. Bez restoracije
Sunčeva maksimuma, tijelo eventualno završava kao hrpa asteroida i kometa na
različitim orbitama, a možda i izvan sustava. A bez gravitacijskih maksimuma
U1 skale cijeli sustav se raspada na sve manje asteroide i komete. Kolaps maksimuma je generalno sinkroniziran s potrošnjom goriva (fuz-
ijskog, u slučaju visokih energija). Do kolapsa dolazi kada tijelo potroši
pogonsko gorivo, koje se periodički nadopunjuje, osim u trenutku smrti
kada kolaps postaje permanentan. Kolaps maksimuma događa se s promjenom spina, no budući da izmjena
spina nije trenutna ni rasparivanje (decoupling) maksimuma i materije
nije trenutno pa s kolapsom dolazi do kompresije materije unutar mak-
simuma. No kolaps uključuje i privremenu polarizaciju maksimuma, on
postaje dvodimenzionalan i gravitacijski potencijal se zamjenjuje elektro-
magnetskim. g
Prilikom kompresije, unutar zvijezda dolazi do stvaranja težih elemenata. Budući da je kolaps maksimuma u suštini prijelaz između vertikalnih en-
ergetskih nivoa, on može obuhvaćati više prijelaza preko diskontinuiteta
u prostoru (vremenu), a prilikom svakog dubljeg stvaraju se sve teži el-
ementi (generalno, što je zvijezda masivnija, to će prilikom kolapsa biti
više prijelaza). Uslijed kompresije i fuzije materije (standardnih atoma) dolazi do emisije
visoko-energetskog zračenja energije U−1 skale (fotoni, neutrini i grav-
itacijski valovi), no kolaps maksimuma uzrokuje emisiju gravitacijskog
vala veće skale koji se širi sporijom brzinom. Taj udarni val (shock wave),
sa sobom povlači visoko-energetske čestice U0 skale (standardni atomi,
protoni, elektroni). )
Brzina tog vala prilikom stabilizacije ne može u prosjeku biti veća od
2.93 * 106 m/s, no u početku ona može biti daleko veća, iako manja
od brzine gravitacijskih valova standardne skale (2.99792458 * 108 m/s). Materija, pak, izbačena valom, može imati različite brzine. Budući da se radi o daleko većoj skali energije (tj. 8.2
Putovanje kroz ludilo - case study Tokom vlastite redefinicije zadnjih godina postojao je period u kojem sam
doživio vrhunac sinkroniciteta pa sam bio uvjeren i da sam komunicirao s
određenom trećom stranom putem istog (što se očito događalo i Tesli) - jasno,
iz perspektive normalnog čovjeka moje stanje se u tom periodu vjerojatno tu-
mačilo bolešću ili ludilom. Siguran sam da je Isus pred smrt bio u istom stanju, samo što je ono
kod njega trajalo duže te ga je na kraju i koštalo života. Fascinantno je to stanje. Sjećam se da jednom prilikom nisam uopće
osjećao glad. Trajalo je to 10 dana, ako bih išta pojeo tokom dana bio
bi to komadić tosta, pojeden na silu iz nekakve navike za jelom. Iz toga mi je jasno porijeklo posta, no vjerujem da je Isus postio i puno
duže budući da sam ja proživljavao dijelove njegova života u kompresir-
anoj formi. Vjerujem da je to stanje direktno ili indirektno uzrok smrti u slučaju svih
mojih inkarnacija s trajanjem života od ≈35 godina, dok se u ostalim
inkarnacijama (≈85 godina života) to stanje proživljava kratkoročno,
najvjerojatnije [ali, ne nužno] oko 35. godine života. Jednom prilikom sam čak i izgubio svijest (što mi se nikad prije nije do-
godilo u ovoj inkarnaciji) i imao sam osjećaj kao da me je netko pokušao
ubiti. U to vrijeme sam osjećao veliku sumnju da sam jedini koji može Siguran sam da je Isus pred smrt bio u istom stanju, samo što je ono
kod njega trajalo duže te ga je na kraju i koštalo života. Fascinantno je to stanje. Sjećam se da jednom prilikom nisam uopće
osjećao glad. Trajalo je to 10 dana, ako bih išta pojeo tokom dana bio
bi to komadić tosta, pojeden na silu iz nekakve navike za jelom. j
j
Iz toga mi je jasno porijeklo posta, no vjerujem da je Isus postio i puno
duže budući da sam ja proživljavao dijelove njegova života u kompresir-
anoj formi. Vjerujem da je to stanje direktno ili indirektno uzrok smrti u slučaju svih
mojih inkarnacija s trajanjem života od ≈35 godina, dok se u ostalim
inkarnacijama (≈85 godina života) to stanje proživljava kratkoročno,
najvjerojatnije [ali, ne nužno] oko 35. godine života. [
]
Jednom prilikom sam čak i izgubio svijest (što mi se nikad prije nije do-
godilo u ovoj inkarnaciji) i imao sam osjećaj kao da me je netko pokušao
ubiti. 8.2
Putovanje kroz ludilo - case study U to vrijeme sam osjećao veliku sumnju da sam jedini koji može 21 upravljati mojim tijelom a gubitak svijesti sam shvatio kao upozorenje. Sad pak taj gubitak svijesti shvaćam kao ožiljak proživljene smrti u nekoj
od prošlih inkarnacija. Ne isključujem mogućnost da određena treća
strana ima određenu kontrolu nad životima koji su započeti u sklopu
eksperimenta kao što je to slučaj sa životom Isusa, no nisam uvjeren da
se ona može održati kroz inkarnacije, tj. da je vezana za dušu a ne tijelo. Ono što sam ja proživljavao su, na neki način, odjeci te kontrole. Ako pretpostavimo da je ta treća strana htjela upozoriti čovječanstvo
na ono što dolazi ako nastavi istim poslom, a u isto vrijeme uvidjevši
barbarski odnos čovjeka prema drugim vrstama, nije li logično da bi
poruku pokušali prenijeti preko jedinog bića kojeg čovjek smatra sebi
ravnog - drugog čovjeka. Ne objašnjava li to proročanstva? Ne objašnjava li to proročanstva? Jasno, kao što sam već pokazao, proročanstva se mogu objasniti i naukom
(sinkronicitet) tako da to prenošenje poruke o budućnosti možda i nije
bilo namjerno. Jasno, kao što sam već pokazao, proročanstva se mogu objasniti i naukom
(sinkronicitet) tako da to prenošenje poruke o budućnosti možda i nije
bilo namjerno. j
No Isus je svakako bio dio eksperimenta, potvrđuje to i njegovo
uskrsnuće, za koje ne vidim logičnijeg objašnjenja od abdukcije tijela. Ipak, iako više nisam u istom stanju, znam da je ono što mi se tada događalo
bilo itekako stvarno i sve što sam proizveo u tome razdoblju ima svoj razlog i
dublje značenje. Izjavio sam tada i da će vas sve pobiti Amerikanci te da su Rusi na mojoj
strani. Možda sam tada mislio na nešto drugo, ali činjenica jest da vas
američka demokracija i osvajački kapitalizam osiromašuju[11] i ubijaju
već duže vrijeme čak i bez upotrebe vatrenog oružja (kojeg opet imaju
puno i na kojem su opet vrlo laki). A budući da sam veliki protivnik
zapadnjačke [anti] filozofije istok bi morao biti na mojoj strani (iako ja ne
pripadam nijednoj), ali i na vašoj, dok god smiruje širenje raka planeta
(iako ni sam nikako nije bezgrešan, a u zadnje se vrijeme i sve više trudi
da kao zapad bude). Tako je i Fig. 1 možda škrabotina za tečaj iz praznovjerja, možda rezultat
nezrelosti u interpretaciji signala a možda najava buduće prošlosti. 8.2
Putovanje kroz ludilo - case study U svakom slučaju, ja je ne doživljavam toliko ozbiljno jer sam znanstvenom
analizom došao do zaključka da kraj svijeta dolazi u ovom stoljeću, a ovo
shvaćam kao signal koji navješćuje obrtanje toka vremena, a koje je svakako
znanstveno utemeljeno. Iako polarizirani ljudi koji nemaju nikakvog iskustva sa sikronicitetom obil-
ježavaju rezultate ekstremno izraženog sinkroniciteta u ljudi ludilom (što pak
sasvim razumijem), ja nikako zbog tog iskustva ne žalim. Dapače, bilo je to 22 fascinantno iskustvo. To nikako ne znači da više ne doživljavam sinkronicitet,
samo je to sada postao doživljaj putem formiranog osjetila - tako da sinkro-
nicitet nije više nešto što me može značajno izbaciti iz mentalne ravnoteže (iako
je sasvim moguće da ću doživjeti manji poremećaj oko 50. godine života). Figure 1: Škrabotina za tečaj iz praznovjerja? Figure 1: Škrabotina za tečaj iz praznovjerja? Na Fig. 1 uočljivo je da piše:
E ̸= mc2
i to je zapravo točno. Možda sam bio lud u trenutku kad sam to napisao,
no očito sam osjećao da s jednadžbom E = mc2 nešto nije u redu iako
to tada možda nisam znao objasniti. Nakon Kompletne Relativnosti, sasvim je jasno da je jednadžba za en-
ergiju koja se povezuje s Einstein-om samo relativno korektna. No ona
je apsolutno pogrešna jer svi su faktori apsolutni, tj. relativni na ap- Na Fig. 1 uočljivo je da piše: E ̸= mc2 i to je zapravo točno. Možda sam bio lud u trenutku kad sam to napisao,
no očito sam osjećao da s jednadžbom E = mc2 nešto nije u redu iako
to tada možda nisam znao objasniti. Nakon Kompletne Relativnosti, sasvim je jasno da je jednadžba za en-
ergiju koja se povezuje s Einstein-om samo relativno korektna. No ona
je apsolutno pogrešna jer svi su faktori apsolutni, tj. relativni na ap- 23 solutni referentni okvir, bilo da m ovdje predstavlja masu mirovanja ili
relativističku masu. Također - koliko god nevjerojatno zvučalo onima koji ne doživl-
javaju sinkronicitet, zbog relativnosti uzroka i posljedica (prošlosti i
budućnosti), efektivna komunikacija putem sinkroniciteta jest moguća. Dapače, iako više nisam lud, i dalje putem sinkroniciteta efektivno ko-
municiram s određenom trećom stranom - ta komunikacija je neupitna,
ono što je upitno jest u kojoj mjeri je ona svjesna, u kojoj mjeri je dvos-
mjerna, te tko je zapravo ta treća strana? 8.2
Putovanje kroz ludilo - case study Ono što mogu za sada reći je da se čini sveprisutna i da svakako osluškuje
(moglo bi se reći i prisluškuje, ali to mi se ne čini kao dobar izraz, ako
vas itko prisluškuje to su vaše vlade, velike korporacije i ostali ljudski
vragovi) no ne može ili ne želi čitati misli (bar ne na daljinu). Stekao
sam dojam da se radi o biću ili bićima koja rade u interesu planeta (tj. našeg boga). Vjerujem da se u slučajevima svjesne komunikacije radi
o Mars.homo.sapiens-u, a u slučaju nesvjesne zapravo o samom planetu
ako ne i nečem većem. U svakom slučaju, uvjeren sam da će se i cijeli svijet eventualno uvjeriti
u to. A kraj svijeta koji se najavljuje, naravno, treba shvatiti relativno. Preciznije
bi bilo reći - kraj svijeta onakvog kakvog poznajemo. Možda tako i svijet, slično kao povodom kraja mog bića onakvog kakvog su
me poznavali, čeka i trenutak ludila u sklopu redefinicije, pa će onda možda i
moje ludilo biti globalno shvaćeno. Ne mogu reći da ćete u njemu uživati, ali bit ćete tada ovim svemirom i
svojim prvim bogom fascinirani a u isto vrijeme ogorčeni svojim dotadašnjim
služenjem vragu. References [1] Complete Relativity: Nature of observables (2021), Amenoum
https://amenoum.org/complete_relativity.html [1] Complete Relativity: Nature of observables (2021), Amenoum
https://amenoum.org/complete_relativity.html [2] The Einstein-Varićak Correspondence on Relativistic Rigid Rotation
(2007), T. Sauer
https://arxiv.org/pdf/0704.0962.pdf [3] Relativity and the global positioning system (2002), N. Ashby
https://doi.org/10.1063/1.1485583 [4] Time dilation (2021), Wikipedia
https://en.wikipedia.org/wiki/Time_dilation 24 [5] The CMB, Preferred Reference System, and Dragging of Light in the Earth
Frame (2021), M. Consoli et al
https://doi.org/10.3390/universe7080311 [6] The Solar System: Nature and mechanics (2021), Amenoum
https://amenoum.org/solar_system.html [7] Understanding synchronicity (2020), Amenoum
https://amenoum.org/log/19_understanding_synchronicity.html [8] The Rh neutral story (2020), Amenoum
https://amenoum.org/log/14_The_rh_negative_story.html [9] Debris from Stellar Explosion Not Slowed After 400 Years (2020), Chandra
NASA
https://chandra.harvard.edu/blog/node/768 [10] An Ejecta Kinematics Study of Kepler’s Supernova Remnant with High-
resolution Chandra HETG Spectroscopy (2020), M. J. Millard et al
https://doi.org/10.3847/1538-4357/ab7db1 [11] Requiem for the American Dream (2015), N. Chomsky et al
https://www.imdb.com/title/tt3270538 25
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First in-core gamma spectroscopy experiments in a zero power reactor
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Abstract— rate around a reactor [1]. The characteristics of a reactor’s
gamma field is thus important for operation and safety. Accurate predictions are desired in operational planning, in
the design of experiments in research facilities, and in the
inception of new reactors [2]. The sources of gamma radiation
in nuclear reactors include the prompt fission process, delayed
radioactive decay, and nuclear capture reactions. Experiments
often target the individual processes to single out their
effect; examples range from spent fuel spectroscopy [3], [4]
to fission product decay spectra and direct fission gamma
spectra [5], [6]. Gamma rays in nuclear reactors, arising either from nuclear
reactions or decay processes, significantly contribute to the
heating and dose of the reactor components. Zero power research
reactors offer the possibility to measure gamma rays in a purely
neutronic environment, allowing for validation experiments of
dose estimates, computed spectra, and prompt to delayed gamma
ratios. The resulting data can contribute to models, code valida-
tion and photo atomic/nuclear data evaluation. To date, most
experiments have relied on flux measurements using TLDs,
ionization chambers, or spectrometers set in low flux areas. The CROCUS reactor allows for flexible detector placement
in and around the core, and has recently been outfitted with
gamma detection capabilities to fulfill the need for in-core gamma
spectroscopy, as opposed to flux. In this paper we report on the
experiments and accompanying simulations of gamma spectrum
measurements inside a zero power reactor core, CROCUS. It
is a two-zone, uranium-fueled light water moderated facility
operated by the Laboratory for Reactor Physics and Systems
Behaviour (LRS) at the Swiss Federal Institute of Technology
Lausanne (EPFL). Herein we also introduce, in detail, the new
LEAF system: A Large Energy-resolving detection Array for
Fission gammas. It consists of an array of four detectors – two
large 127×254 mm Bismuth Germanate (BGO) and two smaller
12×50 mm Cerium Bromide (CeBr3) scintillators. We describe
the calibration and characterization of LEAF followed by first
in-core measurements of gamma ray spectra in a zero power
reactor at different sub-critical and critical states, and different
locations. The spectra are then compared to code results, namely
MCNP6.2 pulse height tallies. We were able to distinguish prompt
processes and delayed peaks from decay databases. We present
thus experimental data from hitherto inaccessible core regions. We provide the data as validation means for codes that attempt
to model these processes for energies up to 10 MeV. EPJ Web of Conferences 253, 04022 (2021)
ANIMMA 2021 EPJ Web of Conferences 253, 04022 (2021)
ANIMMA 2021 EPJ Web of Conferences 253, 04022 (2021) https://doi.org/10.1051/epjconf/202125304022 Corresponding author: oskari.pakari@gmail.com Corresponding author: oskari.pakari@gmail.com Abstract— We finally
draw conclusions and discuss the future uses of LEAF. The results
indicate the possibility of isotope tracking and burn-up validation. Quantitative
experiments
on
the
spectra
and
fluxes
of gamma radiation have become of interest with the
introduction of coupled photon and neutron transport options
in common Monte Carlo codes, such as Serpent [7] and
MCNP [8] – recently compared for the specific case of
CROCUS in [9]. Measurements of nuclear reactor gamma
ray fields have included spectroscopy outside of the reactor
shielding [10], and in-core measurements of fluxes using
ionization chambers [11]–[13]. A recent focus has been the
determination of delayed gamma contributions measured
with mixed neutron-gamma flux measurements in research
reactors [14], [15]. To the knowledge of the authors, no direct
measurements of in-core gamma spectra have hitherto been
performed. The CROCUS research reactor offers a flexible
zero power environment for these types of experiments. To
date, TLD measurements of the gamma field of CROCUS
have been conducted in the context of activation and far
field flux analysis. Furthermore, combined neutron/gamma
measurements using a sCVD detector [16] have added to the
radiation field flux characterization. With a variety of other
experimental programs [17] that so far only exploited neutron
detection [18], [19], we extended the capabilities of CROCUS
to state of the art gamma detection capabilities. Index Terms—Gamma spectroscopy, Zero power research
reactor. © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
(http://creativecommons.org/licenses/by/4.0/). First in-core gamma spectroscopy experiments
in a zero power reactor Oskari Pakari1, Vincent Lamirand1,2, Tom Mager1, Axel Laureau1, and Pavel Frajtag1, and Andreas Pautz1,2 Vincent Lamirand1,2, Tom Mager1, Axel Laureau1, and Pavel Frajtag1, and Andreas Pautz1,2 Oskari Pakari1, Vincent Lamirand1,2, Tom Mager1, Axel Laureau1, and Pavel Frajtag1, and 1Laboratory for Reactor Physics and Systems Behaviour
Ecole polytechnique f´ed´erale de Lausanne
2Laboratory for Reactor Physics and Thermal-Hydraulics
Nuclear Energy and Safety Division
Paul Scherrer Institut, Villigen, Switzerland 1Laboratory for Reactor Physics and Systems Behaviour
Ecole polytechnique f´ed´erale de Lausanne 1Laboratory for Reactor Physics and Systems Behaviour
Ecole polytechnique f´ed´erale de Lausanne
2Laboratory for Reactor Physics and Thermal-Hydraulics
Nuclear Energy and Safety Division
Paul Scherrer Institut, Villigen, Switzerland 2Laboratory for Reactor Physics and Thermal-Hydraulics
Nuclear Energy and Safety Division
Paul Scherrer Institut, Villigen, Switzerland 2Laboratory for Reactor Physics and Thermal-Hydraulics
Nuclear Energy and Safety Division
Paul Scherrer Institut, Villigen, Switzerland Corresponding author: oskari.pakari@gmail.com B. The LEAF system: Overview and Calibration We specifically intend to expand the capabilities of CRO-
CUS by a dedicated gamma detection system. Scintillators
were hereby the final choice when optimizing for radiation
hardness, flexible use, price, and nonetheless high efficiency
when compared to semiconductor based detectors. In total, an
array of four detectors was acquired from Scionix Holland
[26] to allow for symmetric placement of the system in and
around the core (see Figure 7). The high voltage supply and
photomultiplier tube (PMT) signal amplification was handled
by the Mirion Technologies DSA-LX [27] (here designated
419 and 420 as per serial number) that theoretically allow
for ∼MHz count rates to be treated. In the following we
introduce the respective detectors in detail and present their
characteristics and calibration. Fig. 1. Schematic isometric view of the CROCUS reactor (left), and top view
of the core configuration (right). eter regions, namely in-core and high energy (> 2 MeV) spec-
troscopy. In this paper we present the characterization and first
measurements of said system - notably the first measurement
of gamma ray spectra from an in-core location. We facilitate
a possible code validation by providing a detailed overview
of the geometry. In Section II we introduce the experimental
details: the CROCUS reactor, a detailed description of LEAF
and the energy calibration of all detectors, as well as the
experimental setup used for spectroscopy. In Section III we
show the results of measurements using LEAF in CROCUS
– namely in-core and ex-core spectra – and compare the
results to MCNP6.2 simulations and thereafter discuss their
implications. I. INTRODUCTION This is the intent of the LEAF system: A Large Energy-
resolving detection Array for Fission gammas to directly
measure gamma ray spectra in CROCUS. We hereby aim at
providing measurement data in previously unexplored param- G
AMMA radiation as a by-product of fission and
radioactive decay is a major component of a nuclear
reactor’s radiation field. It contributes to the heating of
structures, the degradation of materials, and the overall dose G https://doi.org/10.1051/epjconf/202125304022 EPJ Web of Conferences 253, 04022 (2021)
ANIMMA 2021 EPJ Web of Conferences 253, 04022 (2021) Fig. 1. Schematic isometric view of the CROCUS reactor (left), and top view
of the core configuration (right). to 0.4 pcm) and optionally by means of two control rods
containing naturally enriched boron carbide (B4C) sintered
pellets located in diagonal symmetry within the outer fuel
zone. B. The LEAF system: Overview and Calibration 1) Cerium Bromide (CeBr3) detectors When the two control rods are removed, their guide tubes
are a prominent location for in-core measurements, e.g. used
for delayed gamma fraction estimation [28], intrinsic gamma
noise [29], and induced neutron/gamma noise measurements
[22], [23]. Cerium(III) Bromide (CeBr3), as a comparatively
new scintillation material [30], [31], was chosen as the most
suitable material for a high photon flux zone with a compara-
tively fast decay time of 20 ns at a density of 5.2 g/cm3 [32]. The radiation hardness was estimated to be well sufficient for
use in CROCUS [9], [33]. In order to fit the guide tubes, the
cylindrical crystals measure 13 mm in diameter and 15 mm in
length, see Figure 2. Both detectors use a Hamamatsu Type
R12421 PMT. A. The Experimental Reactor CROCUS A full description of the core can be found in the Interna-
tional Reactor Physics Experiments Handbook (IRPhE) [20],
[21]. The CROCUS reactor is a two-zone, uranium-fueled,
H2O-moderated critical assembly operated by the Laboratory
for Reactor Physics and Systems Behaviour (LRS) at the Swiss
Federal Institute of Technology Lausanne (EPFL). It is a zero
power reactor, with a maximum power of 100 W. The core is
approximately cylindrical in shape with a diameter of about
58 cm and a height of 100 cm. Two different kinds of fuel
rods make up the reactor core of CROCUS (see Fig. 1). The
central zone is loaded with 336 UO2 fuel rods (1.806 wt.%-
enriched), set in a square lattice with a pitch of 1.837 cm. The peripheral zone is loaded with up to 176 thicker, Umet
fuel rods (0.947 wt.%-enriched) with a pitch of 2.917 cm, also
in a square lattice. All fuel rods are cladded with aluminum
and are maintained in a vertical position by the upper grid
and lower grid plates, spaced 100 cm apart. In the current
COLIBRI configuration [22]–[25], both grid plates incorporate
a cadmium layer with a thickness of 1 mm to limit axial
thermal leakage to surrounding structures. This is also the
configuration for the herein presented results. The active fuel
length starts at the top surface of the lower cadmium layer
and extends to 100 cm. The core is located in an aluminum
water tank, its diameter is 130 cm and thickness is 1.2 cm. Demineralized light water is used as moderator and reflector. Reactivity is nominally controlled by a variation of the water
level using a spillway with an accuracy of 0.1 mm (equivalent 2) Bismuth Germanate (BGO) detectors 2) Bismuth Germanate (BGO) detectors To measure gamma rays in ex-core locations, specifically
photons with energies above 2 MeV, a material with high
photon stopping efficiency was desired. Bismuth Germanate
(BGO) is a well established scintillator in various detection
applications [34], [35] with slower decay and lower light yield
than the CeBr3 [36], but with a higher density of 7.13 g/cm3
and lower price per volume. To meet an absorption efficiency
of above 95% for 10 MeV photons the two acquired cylindrical
crystals are therefore 127 mm in diameter. The height was
constrained by weight (25 kg) and price to 250 mm. Both are
equipped with Photonis 5” Type XP4578 PMTs, see Figure 3. 3) Amplification settings and energy calibration of LEAF 3) Amplification settings and energy calibration of LEAF For both detectors and all experiments presented herein the
DSA-LX’s settings were as follows: • Rise time of 0.2 µs, 0.0 µs flat top. • -610 V and -1260 V of HV for the CeBr3 and BGO PMTs,
respectively. • Lower level discrimination at 0.5% of the maximum
channel (214). • Coarse gain of 6.4. • Coarse gain of 6.4. All four detectors were calibrated using standard Eu-152
sources – the resulting spectra are displayed in Figures 4 2 https://doi.org/10.1051/epjconf/202125304022 EPJ Web of Conferences 253, 04022 (2021)
ANIMMA 2021 EPJ Web of Conferences 253, 04022 (2021) Fig. 2. Technical drawing of the CeBr3 detector as provided by Scionix, used
to create models for Monte Carlo transport codes. The PMT is a Hamamatsu
Type R12421. and 5. The BGO, due to its comparatively higher full width
at half maximum (FWHM), required additionally a Co-60
measurement to aid in the peak distinction. Each identified
peak was fitted with a Gaussian to find the mean value used as
input for the calibration. The final calibrations for all detectors
is linear with an R2 > 0.99. The calibration was purposefully
undertaken using only the first quarter of channels as higher
energy events were expected. We also examined the FWHM
(see Figure 6) of all detectors with energy and found them to
be comparable to other crystals in literature, e.g. [37]. Fig. 3. Technical drawing of the BGO detector as provided by Scionix, used
to create models for Monte Carlo transport codes. The PMT is a Photonis 5”
Type XP4578 PMT. Fig. 2. 2) Bismuth Germanate (BGO) detectors Technical drawing of the CeBr3 detector as provided by Scionix, used
to create models for Monte Carlo transport codes. The PMT is a Hamamatsu
Type R12421. Fig. 2. Technical drawing of the CeBr3 detector as provided by Scionix, used
to create models for Monte Carlo transport codes. The PMT is a Hamamatsu
Type R12421. and 5. The BGO, due to its comparatively higher full width
at half maximum (FWHM), required additionally a Co-60
measurement to aid in the peak distinction. Each identified
peak was fitted with a Gaussian to find the mean value used as
input for the calibration. The final calibrations for all detectors
is linear with an R2 > 0.99. The calibration was purposefully
undertaken using only the first quarter of channels as higher
energy events were expected. We also examined the FWHM
(see Figure 6) of all detectors with energy and found them to
be comparable to other crystals in literature, e.g. [37]. Fig. 3. Technical drawing of the BGO detector as provided by Scionix, used
to create models for Monte Carlo transport codes. The PMT is a Photonis 5”
Type XP4578 PMT. 3 3 EPJ Web of Conferences 253, 04022 (2021)
ANIMMA 2021 EPJ Web of Conferences 253, 04022 (2021) https://doi.org/10.1051/epjconf/202125304022 ANIMMA 2021 Fig. 4. Top: Calibration gamma spectra acquired with the CeBr3 detectors. Bottom: Resulting linear calibration fits after extracting the peak center values
via Gaussian fitting of each peak. Fig. 5. Top: Calibration gamma spectra acquired with the BGO detectors. Bottom: Resulting linear calibration fits after extracting the peak center values
via Gaussian fitting of each peak. Fig. 4. Top: Calibration gamma spectra acquired with the CeBr3 detector
Bottom: Resulting linear calibration fits after extracting the peak center valu
via Gaussian fitting of each peak. Fig. 5. Top: Calibration gamma spectra acquired with the BGO detectors. Bottom: Resulting linear calibration fits after extracting the peak center values
via Gaussian fitting of each peak. Fig. 4. Top: Calibration gamma spectra acquired with the CeBr3 detectors. Bottom: Resulting linear calibration fits after extracting the peak center values
via Gaussian fitting of each peak. Fig. 5. Top: Calibration gamma spectra acquired with the BGO detectors. Bottom: Resulting linear calibration fits after extracting the peak center values
via Gaussian fitting of each peak. C. Experimental setup: LEAF in CROCUS Fig. 6. FWHM for the LEAF detectors in dependence of energy, determined
with a standard Eu-152 source. The fitted lines are for illustrative purposes. The CeBr3 detectors were placed at mid core height in
the control rod tubes, while the BGO detectors were set just
outside of the main vessel, as displayed in Figure 7, also at
mid core height. The acquisition layout with the electronics is
sketched in Figure 8. CROCUS in its shutdown state contains
no water in the vessel. In the start-up procedure water is filled
step-wise until 800 mm, after which the operator has control
over it. For the experiments in this work we chose a set of sub-
critical and critical states to use LEAF in a variety of reactor
states. The configurations, water levels and estimated fission
powers are listed in Table I. The system shows – consistently
across the detectors – an excellent counting response up to
0.2 MHz which in this setup corresponded to about 100 mW
of power [38]. This is about two orders of magnitude
better than the in-house developed neutron noise detection
system based on regular gamma spectrometry electronics [39]. Fig. 6. FWHM for the LEAF detectors in dependence of energy, determined
with a standard Eu-152 source. The fitted lines are for illustrative purposes. processes, i.e. fission and, if available in the nuclear data used
(ENDF/B-7.1), (n,γ) photons. In this work we compare the
results qualitatively to the energy deposition tallies without
taking smearing into account, e.g. due to the scintillation
process and the electronics . D. Simulation
of
gamma
spectra
in
CROCUS
using
MCNP6.2 D. Simulation
of
gamma
spectra
in
CROCUS
using
MCNP6.2 MCNP6.2 offers the possibility to simulate coupled neutron
photon transport with pulse height estimation tallies for
detectors. These simulations herein include only prompt 4 https://doi.org/10.1051/epjconf/202125304022 EPJ Web of Conferences 253, 04022 (2021)
ANIMMA 2021 1
1
Fig. 7. Top view of the Serpent 2 model of CROCUS with LEAF at mid-
core height. 1) BGO detector, 2) CeBr3 detector, 3) Compensated ionization
chamber, 4) Power monitors, 5) UO2 fuel lattice, 6) Umet fuel lattice. Fig. 9. Measured in-core gamma spectra using a CeBr3 detector in the control
rod position for sub-critical and critical configurations. Fig. 10. Measured in-core gamma spectra using a CeBr3 detector in the
control rod position for 800 mm and the shutdown state. TABLE I
OVERVIEW OF THE CROCUS CONFIGURATIONS USED FOR THE GAMMA
SPECTROSCOPY EXPERIMENTS. TABLE I
OVERVIEW OF THE CROCUS CONFIGURATIONS USED FOR THE GAMMA
SPECTROSCOPY EXPERIMENTS. Configuration
Water level
Fission power estimate [38]
mm
mW
Shutdown
Empty
0
H3
500.0
1.2
Sub-critical:
800.0
3.3
850.0
3.9
900.0
6.1
925.0
9.4
Critical:
963.3
up to 100k C. Experimental setup: LEAF in CROCUS Preliminary identified
peaks are indicated in the plot using the data from Table II. Fig. 9. Measured in-core gamma spectra using a CeBr3 detector in the control
rod position for sub-critical and critical configurations. Fig. 9. Measured in-core gamma spectra using a CeBr3 detector in the control
rod position for sub-critical and critical configurations. 1
1
Fig. 7. Top view of the Serpent 2 model of CROCUS with LEAF at mid-
core height. 1) BGO detector, 2) CeBr3 detector, 3) Compensated ionization
chamber, 4) Power monitors, 5) UO2 fuel lattice, 6) Umet fuel lattice. 1
1
Fig. 7. Top view of the Serpent 2 model of CROCUS with LEAF at mid-
core height. 1) BGO detector, 2) CeBr3 detector, 3) Compensated ionization
chamber, 4) Power monitors, 5) UO2 fuel lattice, 6) Umet fuel lattice. Fig. 9. Measured in-core gamma spectra using a CeBr3 detector in the control
rod position for sub-critical and critical configurations. Fig. 10. Measured in-core gamma spectra using a CeBr3 detector in the
control rod position for 800 mm and the shutdown state. Preliminary identified
peaks are indicated in the plot using the data from Table II. Fig. 7. Top view of the Serpent 2 model of CROCUS with LEAF at mid-
core height. 1) BGO detector, 2) CeBr3 detector, 3) Compensated ionization
chamber, 4) Power monitors, 5) UO2 fuel lattice, 6) Umet fuel lattice. Fig. 10. Measured in-core gamma spectra using a CeBr3 detector in the
control rod position for 800 mm and the shutdown state. Preliminary identified
peaks are indicated in the plot using the data from Table II. CROCUS core
CeBr3 91
CeBr3 92
CROCUS cavity
Control Room
DSA
420
DSA
419
EPFL/PSI Pulse
Acquisition
System
BGO 93
BGO 94
Pulse signal
High Voltage
Fig. 8. Schematic of the acquisition layout for the gamma spectroscopy
experiment in CROCUS using LEAF. Control Room A. CeBr3: First recorded in-core gamma spectra In Figure 9 we display CeBr3 spectra acquired at different
reactor configurations, ranging from shutdown to criticality. We most strikingly observe the expected exponential shape of
the spectrum from fission with several resolved peaks from
specific decays on top. We note a gain shift in the spectrum
to higher energies with higher count rate, an effect often
found in PMTs at high event rates [40]. The spectra notably
all exhibit a cut-off at around 3.3 MeV. Using NIST standard
data on photon mass attenuation lengths [41] and the density
mentioned before, we find that photons of this energy have
a mean free path of 3.8 cm – a value consistent with the
detector geometry. Fig. 8. Schematic of the acquisition layout for the gamma spectroscopy
experiment in CROCUS using LEAF. TABLE I
OVERVIEW OF THE CROCUS CONFIGURATIONS USED FOR THE GAMMA
SPECTROSCOPY EXPERIMENTS. TABLE II TABLE II
OVERVIEW OF EMISSIONS USED FOR PEAK IDENTIFICATION. ENERGIES
ROUNDED TO THE CLOSEST KEV. THE HALF LIFE IS INDICATED FOR BETA
DELAYED GAMMA EMISSIONS. We most notably identify across both in-core and ex-vessel
spectra: Reaction
Energy (keV)
Half life
Reference
Annihilation
511
prompt
[43]
140Ba
537
12.7 d
[44]
137Cs
662
30.5 a
[44]
134Cs
795
2.1 a
[44]
140La
816
1.7 d
[44]
140La
1596
1.7 d
[44]
27Al(n,γ)28Si
1779
2.3 min
[45]
1H(n,γ)
2223
prompt
[43]
140La
2521
1.68 d
[44]
27Al(n,α)24Na
2754
15.0 h
[44]
16O(n,p)16N
6140
7.1 s
[43]
27Al(n,γ)
7724
prompt
[46]
14N(n,γ)
10829
prompt
[43] • Several unidentified lines below 500 keV that could cor-
respond to a range of fission products but we refrain for
attempting an identification in this work. • Long lived fission products relevant for waste and fallout
quantification [47] such as
137Cs,
134Cs,
140La, and
140Ba. • Radiative neutron capture and activation, mostly from
H(n, γ) and potentially the surrounding aluminum struc-
tures. In the high energy spectra of the BGO we fur-
thermore observe the 6.1 MeV and 10.8 MeV 16N decay
lines. We emphasize here that the identified peaks using the outlined
methods (MCNP correlation and databases) is preliminary. Future work will focus on quantifying the decay behavior of
the peaks to establish a more solid causal link. An unresolved
inconsistency is for example the line at ∼4.4 MeV as seen in
the BGO spectra in Figures 11 and 13. According to MCNP,
it is exactly twice the energy of the hydrogen capture gamma,
yet it is found in both spectra with and without the PuBe
neutron source. We nonetheless can state that the MCNP
simulations qualitatively agree with the measurements for
other expected prompt processes, such as annihilation and
capture in hydrogen, and disagree when it comes to fission
product decay such as 140La. This highlights the need and
opportunity for validation taking delayed gammas and signal
smearing into account. without source we attempted to distinguish neutron induced
prompt lines from longer lived activation and fission products. Indeed, we find a general increase in spectral baseline due to
fission gammas – and also a new line e.g. at around 2.2 MeV
and 6.1 MeV. In the next section we discuss the gamma line
identification and implications. arbitrarily normalized to allow for qualitative comparison of
the shapes. arbitrarily normalized to allow for qualitative comparison of
the shapes. B. BGO: Coarse ex-vessel spectra up to 10 MeV In Figure 11 we display BGO spectra acquired at 500 mm
water level with and without the PuBe start-up neutron source
of CROCUS below the core [42]. At higher water levels the
spectra showed only an exponential shape induced by fission
with no visually identifiable peaks, similar to the spectrum
of the CeBr3 at criticality. By comparing spectra with and 5 5 https://doi.org/10.1051/epjconf/202125304022 EPJ Web of Conferences 253, 04022 (2021) ANIMMA 2021 Fig. 11. Measured gamma spectra using a BGO detector in the core vessel
periphery for the H3 sub-critical state, with and without the start-up neutron
b l
h
d
ifid
k
i di
d i
h
l
Fig. 12. Comparison of experimental in-core gamma spectra using a CeBr3
detector in the control rod position to the MCNP pulse height tally (F8). Preliminary identified peaks are indicated in the plot. Fig. 12. Comparison of experimental in-core gamma spectra using a CeBr3
detector in the control rod position to the MCNP pulse height tally (F8). Preliminary identified peaks are indicated in the plot. Fig. 11. Measured gamma spectra using a BGO detector in the core vessel
periphery for the H3 sub-critical state, with and without the start-up neutron
source below the core. Identified peaks are indicated in the plot. Fig. 12. Comparison of experimental in-core gamma spectra using a CeBr3
detector in the control rod position to the MCNP pulse height tally (F8). Preliminary identified peaks are indicated in the plot. Fig. 11. Measured gamma spectra using a BGO detector in the core vessel
periphery for the H3 sub-critical state, with and without the start-up neutron
source below the core. Identified peaks are indicated in the plot. V. CONCLUSION [7] T. Kaltiaisenaho, “Implementing a photon physics model in serpent 2;
fotonifysiikkamallin kehitt¨aminen serpent 2-koodiin,” Master’s thesis,
Aalto University, 2016. In this work we present, to the best of the authors’
knowledge, for the first time gamma spectra from a central
region of a nuclear reactor. By using a modern scintillator
material (CeBr3) with comparatively low FWHM, we were
able to distinguish peaks above the fission spectrum. We also
present the measurement of ex-core gamma ray spectra up to
10 MeV using BGO detectors that also show several peaks. [8] M. C. White, “Development and implementation of photonuclear cross-
section data for mutually coupled neutron-photon transport calculations
in the monte carlo n-particle (MCNP) radiation transport code,” Los
Alamos National Lab. (LANL), Tech. Rep., jul 2000. [9] O. Pakari, V. Lamirand, B. Vandereydt, F. Vitullo, M. Hursin, C. Kong,
and A. Pautz, “Design and simulation of gamma spectrometry experi-
ments in the CROCUS reactor,” in ANIMMA, Portoroz, Slovenia, 2019. [10] Y. Nakashima, S. Minato, M. Kawano, T. Tsujimoto, and K. Kat-
surayama, “Gamma-ray energy spectra observed around a nuclear re-
actor,” Journal of Radiation Research, vol. 12, no. 3-4, pp. 138–147,
1971. We introduced the new gamma spectroscopy system for
the CROCUS zero power reactor called LEAF. It consists of
four scintillation based detectors, two CeBr3 and two large
BGO crystals, each with different specifications allowing
for a wide range of experimental reactor applications. We
presented detailed geometry, characteristics and calibration to
allow for explicit modeling and ultimately aspire to provide
benchmark quality measurements for validation purposes. [11] D. Fourmentel, P. Filliatre, J. Villard, A. Lyoussi, C. Reynard-Carette,
and H. Carcreff, “Measurement of photon flux with a miniature gas ion-
ization chamber in a material testing reactor,” Nuclear Instruments and
Methods in Physics Research Section A: Accelerators, Spectrometers,
Detectors and Associated Equipment, vol. 724, pp. 76–82, oct 2013. ˇ [12] G. ˇZerovnik, T. Kaiba, V. Radulovi´c, A. Jazbec, S. Rupnik, L. Barbot,
D. Fourmentel, and L. Snoj, “Validation of the neutron and gamma fields
in the JSI TRIGA reactor using in-core fission and ionization chambers,”
Applied Radiation and Isotopes, vol. 96, pp. 27–35, feb 2015. [13] K. Ambroˇziˇc, A. Gruel, V. Radulovi´c, M. L. Guillou, P. Blaise,
C. Destouches, and L. REFERENCES [1] A.-C. Colombier, H. Amharrak, D. Fourmentel, S. Ravaux, D. R´egnier,
O. Gueton, J.-P. Hudelot, and M. Lemaire, “Nuclear data production,
calculation and measurement: a global overview of the gamma heating
issue,” EPJ Web of Conferences, vol. 42, p. 04001, 2013. issue,” EPJ Web of Conferences, vol. 42, p. 04001, 2013. [2] G. Rimpault, D. Bernard, D. Blanchet, C. Vaglio-Gaudard, S. Ravaux,
and A. Santamarina, “Needs of accurate prompt and delayed γ-spectrum
and multiplicity for nuclear reactor designs,” Physics Procedia, vol. 31,
pp. 3–12, 2012. [3] D. Beddingfield and F. Cecil, “Identification of fissile materials from
fission product gamma-ray spectra,” Nuclear Instruments and Methods
in Physics Research Section A: Accelerators, Spectrometers, Detectors
and Associated Equipment, vol. 417, no. 2-3, pp. 405–412, nov 1998. pp
[4] C. Willman, A. H˚akansson, O. Osifo, A. B¨acklin, and S. J. Sv¨ard, “Non-
destructive assay of spent nuclear fuel with gamma-ray spectroscopy,”
Annals of Nuclear Energy, vol. 33, no. 5, pp. 427–438, mar 2006. f
gy
pp
[5] F. Maienschein, R. Peelle, W. Zobel, and T. Love, “Gamma rays
associated with fission,” Oak Ridge National Laboratory, Tech. Rep.,
oct 1958. Fig. 13. Comparison of experimental BGO gamma spectrum to the MCNP
pulse height tally (F8). Preliminary identified peaks are indicated in the plot. [6] S. Oberstedt, R. Billnert, A. Gatera, W. Geerts, P. Halipr´e, F.-J. Hamb-
sch, M. Lebois, A. Oberstedt, P. Marini, M. Vidali, and J. Wilson,
“Prompt fission γ-ray spectra characteristics - a first summary,” Physics
Procedia, vol. 64, pp. 83–90, 2015. IV. DISCUSSION Peak
identification
given
the
here
presented
data
is
challenging. To approach this problem we herein use two
methods: Firstly, by accessing various decay and neutron
capture databases we chose a list of likely causes based on
expert judgement, listed in Table II. Secondly, we simulated
the prompt gamma transport in MCNP6.2 in the respective
detector volumes and overlaid the F8 pulse height tally over
the experimental data - as shown in Figures 12 and 13 for
the CeBr3 and BGO, respectively. Note that the spectra are The results are overall promising: fission products could be
directly measured in-core, opening the possibility to track their
production on-line as well as validate burnup calculations of
CROCUS [48]. 6 EPJ Web of Conferences 253, 04022 (2021) https://doi.org/10.1051/epjconf/202125304022 ANIMMA 2021 Fig. 13. Comparison of experimental BGO gamma spectrum to the MCNP
pulse height tally (F8). Preliminary identified peaks are indicated in the plot. investigations into gamma ray spectra in- and ex-core with
emphasis on delayed process identification and quantification. V. CONCLUSION Snoj, “Delayed gamma determination at the
JSI TRIGA reactor by synchronous measurements with fission and
ionization chambers,” Nuclear Instruments and Methods in Physics Re-
search Section A: Accelerators, Spectrometers, Detectors and Associated
Equipment, vol. 911, pp. 94–103, dec 2018. The
measurements
of
in-core
gamma
spectra
were
presented notably at different sub-critical and critical states
of CROCUS. We also presented sub-critical measurements
with and without start-up neutron source to highlight the
difference
with
and
without
fission
and
other
neutron
induced
interactions. Additionally,
the
experiments
are
compared to pulse height tallies produced with MCNP6.2. The experiments qualitatively agree with the simulations
with regards to prompt spectrum shape and preliminary (n,γ)
line identification. Resolved peaks of delayed processes not
modeled in aforementioned codes were tentatively identified
using databases, most notably the fission products 134Cs and
140La, verifying the need for more sophisticated simulations
taking delayed processes into account [49]. [14] D. Fourmentel, V. Radulovic, L. Barbot, J.-F. Villard, G. Zerovnik,
L. Snoj, M. Tarchalski, K. Pytel, and F. Malouch, “Delayed gamma
measurements in different nuclear research reactors bringing out the
importance of the delayed contribution in gamma flux calculations,”
in 2015 4th International Conference on Advancements in Nuclear In-
strumentation Measurement Methods and their Applications (ANIMMA). IEEE, apr 2015. [15] K. Ambroˇziˇc, V. Radulovi´c, L. Snoj, A. Gruel, M. L. Guillou, P. Blaise,
C. Destouches, and L. Barbot, “Characterization of gamma field in the
JSI TRIGA reactor,” EPJ Web of Conferences, vol. 170, p. 04001, 2018. [16] M. Hursin, C. Weiss, P. Frajtag, V. Lamirand, G. Perret, P. Kavrigin,
A. Pautz, and E. Griesmayer, “Testing of a sCVD diamond detection
system in the CROCUS reactor,” The European Physical Journal A,
vol. 54, no. 5, may 2018. [17] V. Lamirand, M. Hursin, G. Perret, P. Frajtag, O. Pakari, and A. Pautz,
“Future experimental programmes in the CROCUS reactor,” Conference
proceedings of RRFM/IGORR 2016, 2016. In the future, in addition to reactor gamma spectroscopy,
LEAF will be used for reactor perturbation studies [50],
reactor noise [51] in the gamma regime as well as further [18] O. Pakari, V. Lamirand, G. Perret, P. Frajtag, and A. Pautz, “Kinetic
parameter measurements in the crocus reactor using current mode
instrumentation,” IEEE Transactions on Nuclear Science, 2018. 7 EPJ Web of Conferences 253, 04022 (2021)
ANIMMA 2021 EPJ Web of Conferences 253, 04022 (2021) https://doi.org/10.1051/epjconf/202125304022 [19] O. Pakari, V. Lamirand, G. Perret, L. Braun, P. Frajtag, and A. V. CONCLUSION Pautz,
“Current mode neutron noise measurements in the zero power reactor
CROCUS,” in EPJ Web of Conferences, vol. 170. EDP Sciences, 2018,
p. 04017. [41] J. Hubbell, “Photon mass attenuation and energy-absorption coeffi-
cients,” The International Journal of Applied Radiation and Isotopes,
vol. 33, no. 11, pp. 1269–1290, 1982. [42] O. V. Pakari, “Development of current and fast neutron noise
measurements in CROCUS,” Master’s thesis,
´Ecole polytechnique
f´ed´erale
de
Lausanne
(EPFL),
2016. [Online]. Available:
http://infoscience.epfl.ch/record/253177 p
[20] U. Kasemeyer, R. Fr¨uh, J. M. Paratte, and R. Chawla, “Benchmark
on kinetic parameters in the CROCUS reactor,” International Reactor
Physics Experiments Handbook (IRPhE), no. 4440, OECD, 2007. p
p
[43] Database of prompt gamma rays from slow neutron capture for elemen-
tal analysis. Vienna: International Atomic Energy Agency, 2007. [21] J. Paratte, R. Fr¨uh, U. Kasemeyer, M. Kalugin, W. Timm, and R. Chawla,
“A benchmark on the calculation of kinetic parameters based on reac-
tivity effect experiments in the CROCUS reactor,” Annals of Nuclear
Energy, vol. 33, no. 8, pp. 739–748, 2006. [44] M.-M. B´e, V. Chist´e, C. Dulieu, M. Kellett, X. Mougeot, A. Arinc,
V. Chechev, N. Kuzmenko, T. Kib´edi, A. Luca, and A. Nichols, Table
of Radionuclides, ser. Monographie BIPM-5. Pavillon de Breteuil, F-
92310 S`evres, France: Bureau International des Poids et Mesures, 2016,
vol. 8. pp
[22] V. Lamirand, P. Frajtag, D. Godat, O. Pakari, A. Laureau, A. Rais,
M. Hursin, G. Hursin, C. Fiorina, and A. Pautz, “The colibri experi-
mental program in the crocus reactor: characterization of the fuel rods
oscillator,” in EPJ Web of Conferences, vol. 225. EDP Sciences, 2020,
p. 04020. [45] D. E. Alburger
and
G. A. P. Engelbertink,
“Half-lives
ofBe11,c15,n16,o19, andAl28,” Physical Review C, vol. 2, no. 5,
pp. 1594–1596, nov 1970. [23] V. Lamirand, A. Rais, O. Pakari, S. H¨ubner, C. Lange, J. Pohlus,
U. Paquee, C. Pohl, M. Hursin, A. Laureau, P. Frajtag, D. Godat,
G. Perret, C. Fiorina, and A. Pautz, “Experimental results of the first
COLIBRI neutron noise campaign in the CROCUS reactor for the
european project CORTEX,” in Submitted to PHYSOR 2020, 2020. [46] H. H. Schmidt, P. Hungerford, H. Daniel, T. von Egidy, S. A. Kerr,
R. Brissot, G. Barreau, H. G. B¨orner, C. Hofmeyr, and K. P. Lieb,
“Levels and gamma energies of Al28 studied by thermal neutron
capture,” Physical Review C, vol. 25, no. 6, pp. 2888–2901, jun 1982. [47] K. Shozugawa, N. V. CONCLUSION Nogawa, and M. Matsuo, “Deposition of fission and
activation products after the fukushima dai-ichi nuclear power plant
accident,” Environmental Pollution, vol. 163, pp. 243–247, apr 2012. [24] V. Lamirand, A. Rais, S. H¨ubner, C. Lange, J. Pohlus, U. Paquee,
C. Pohl, O. Pakari, P. Frajtag, D. Godat, M. Hursin, A. Laureau,
G. Perret, C. Fiorina, and A. Pautz, “Neutron noise experiments in the
AKR-2 and CROCUS reactors for the european project CORTEX,” EPJ
Web of Conferences, vol. 225, p. 04023, 2020. [48] W. Kim, M. Hursin, A. Pautz, L. Vincent, F. Pavel, and D. Lee,
“Determination of the activity inventory and associated uncertainty
quantification for the CROCUS zero power research reactor,” Annals
of Nuclear Energy, vol. 136, p. 107034, feb 2020. [25] V. Lamirand, A. Rais, O. Pakari, M. Hursin, A. Laureau, J. Pohlus,
U. Paquee, C. Pohl, S. H¨ubner, C. Lange, P. Frajtag, D. Godat, G. Perret,
C. Fiorina, and A. Pautz, “ANALYSIS OF THE FIRST COLIBRI FUEL
RODS OSCILLATION CAMPAIGN IN THE CROCUS REACTOR
FOR THE EUROPEAN PROJECT CORTEX,” EPJ Web of Conferences,
vol. 247, p. 21010, 2021. [49] J. W. Durkee, M. R. James, G. W. McKinney, L. S. Waters, and
T. Goorley, “The MCNP6 delayed-particle feature,” Nuclear Technology,
vol. 180, no. 3, pp. 336–354, dec 2012. [50] V. Lamirand, O. Pakari, F. Vitullo, K. Ambroˇziˇc, D. Godat, P. Frajtag,
and A. Pautz, “Local and high distance neutron and gamma measure-
ments of fuel rods oscillation experiments,” ANIMMA 2021, 2021. [26] “Scionix holland, mechanical, optical and scintillation properties,
https://scionix.nl/scintillation-crystals/#tab-id-4,” 2019. [27] DSA-LX, Digital signal analyzer, https://www.mirion.com/products/dsa-
lx-digital-signal-analyzer. [51] O. Pakari et al., “High distance measurements of the prompt decay
constant in the CROCUS reactor using gamma noise,” Submitted to
Annals of Nuclear Energy, 2021. g
g
y
[28] O. Pakari, V. Lamirand, T. Mager, P. Frajtag, and A. Pautz, “Delayed
gamma fraction determination in the zero power reactor CROCUS,” EPJ
N, 2021. [29] O. Pakari et al., “High accuracy measurement of the prompt decay con-
stant in CROCUS using gamma noise and bootstrapped uncertainties,”
Submitted to Annals of Nuclear Energy, 2021. [30] R. Billnert, E. Andreotti, F.-J. Hambsch, M. Hult, J. Karlsson, G. Maris-
sens, A. Oberstedt, and S. Oberstedt, “Novel scintillation detectors for
prompt fission γ-ray measurements,” Physics Procedia, vol. 31, pp. 29–
34, 2012. [31] K. Shah, J. Glodo, W. Higgins, E. van Loef, W. Moses, S. Derenzo, and
M. V. CONCLUSION Weber, “CeBr/sub 3/ scintillators for gamma-ray spectroscopy,” in
IEEE Symposium Conference Record Nuclear Science. IEEE, 2004. [32] W. Higgins, A. Churilov, E. van Loef, J. Glodo, M. Squillante, and
K. Shah, “Crystal growth of large diameter LaBr3:ce and CeBr3,”
Journal of Crystal Growth, vol. 310, no. 7-9, pp. 2085–2089, apr 2008. [33] O. Pakari, “Experimental and numerical study of stochastic branching
noise in nuclear reactors,” Ph.D. dissertation, ´Ecole polytechnique
f´ed´erale de Lausanne (EPFL), 2020. [34] M. J. Weber and R. R. Monchamp, “Luminescence of Bi4 Ge3 O12
: Spectral and decay properties,” Journal of Applied Physics, vol. 44,
no. 12, pp. 5495–5499, dec 1973. [35] O. H. Nestor and C. Y. Huang, “Bismuth germanate: A high-z gamma-
ray and charged particle detector,” IEEE Transactions on Nuclear
Science, vol. 22, no. 1, pp. 68–71, 1975. [36] S. E. Brunner and D. R. Schaart, “BGO as a hybrid scintillator /
cherenkov radiator for cost-effective time-of-flight PET,” Physics in
Medicine and Biology, vol. 62, no. 11, pp. 4421–4439, may 2017. [37] M. Gierlik, T. Batsch, M. Moszynski, T. Szczesniak, D. Wolski,
W. Klamra, B. Perot, and G. Perret, “Comparative study of large
NaI(tl) and BGO scintillators for the EURopean illicit TRAfficking
countermeasures kit project,” IEEE Transactions on Nuclear Science,
vol. 53, no. 3, pp. 1737–1743, jun 2006. pp
j
[38] V. Lamirand, A. Laureau, O. Pakari, P. Frajtag, and A. Pautz, “Power
calibration methodology at the CROCUS reactor,” EPJ Web of Confer-
ences, vol. 225, p. 04022, 2020. p
[39] G. Perret, “Tm-41-14-02 rev. 1: Decay constant and delayed neutron
fraction measurements in crocus,” ERP, LRS, Paul Scherrer Institut,
Tech. Rep., 10 2014. [40] G. Knoll, Radiation detection and measurement. John Wiley & Sons,
2010. 8 8
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Nicotine exposure during adolescence alters the rules for prefrontal cortical synaptic plasticity during adulthood
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Frontiers in synaptic neuroscience
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Nicotine exposure during adolescence alters the rules for prefrontal cortical synaptic
plasticity during adulthood
Goriounova, N.A.; Mansvelder, H.D. Nicotine exposure during adolescence alters the rules for prefrontal cortical synaptic
plasticity during adulthood
Goriounova, N.A.; Mansvelder, H.D. Link to publication in VU Research Portal Link to publication in VU Research Portal citation for published version (APA)
Goriounova, N. A., & Mansvelder, H. D. (2012). Nicotine exposure during adolescence alters the rules for
prefrontal cortical synaptic plasticity during adulthood. Frontiers in Synaptic Neuroscience, 4(3). https://doi.org/10.3389/fnsyn.2012.00003 General rights
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• You may freely distribute the URL identifying the publication in the public portal Download date: 24. Oct. 2024 *Correspondence: *Correspondence:
Huibert D. Mansvelder, Department
of Integrative Neurophysiology,
Center for Neurogenomics and
Cognitive Research (CNCR),
Neuroscience Campus Amsterdam,
VU University Amsterdam,
De Boelelaan 1085, Room C-440,
1081 HV Amsterdam, Netherlands. e-mail: huibert.mansvelder@
cncr.vu.nl Keywords: adolescence, nicotine, prefrontal cortex, STDP, mGluR, nAChR, cognitive behavior The impulsive, peer-influenced nature of adolescent choices
sets the stage for experimenting with drugs of abuse. Since nico-
tine is one of the most socially accepted drugs in our society,
the first choice usually falls on tobacco smoking. According to
a recent study conducted in 41 countries in Europe and North
America, 19% of 15-year olds smoke at least once a week and
30% report experimenting with cigarettes before the age of 14
(Currie et al., 2008). Serious health risks of smoking are well-
known: smoking leads to millions of premature deaths worldwide
and tobacco smoking has been marked as an epidemic disease
(Peto et al., 1999). Nicotine is also a psychoactive and addictive
substance that directly acts on brain areas involved in emotional
and cognitive processing. Early exposure to nicotine during ado-
lescence may disturb the normal course of brain maturation and
have lasting consequences for cognitive ability, mental health, and
even personality (Brown et al., 1996; Choi et al., 1997; Richards
et al., 2003; Brook et al., 2004; Deas, 2006). In humans, the
PFC shows delayed development with respect to other corti-
cal areas during adolescence with delayed thinning of cortical
grey matter, most likely reflecting fine-tuning of synaptic con-
tacts (Gogtay et al., 2004; Sowell et al., 2004; Casey et al., 2005). Rearrangement of local inhibitory inputs and decreases in synap-
tic densities and branch points of excitatory connections between
pyramidal neurons occur within the developing PFC (Woo et al.,
1997; Cruz et al., 2003). Spike-timing-dependent modifications
are likely to be important for cortical development, map plas-
ticity, and functioning of neural networks: correlated inputs lead
to strengthening of connections (LTP) while uncorrelated inputs
lead to weakening (LTD) and pruning of unused synapses (Bi
and Poo, 2001; Song and Abbott, 2001; Feldman and Brecht,
2005). Here, we highlight recent findings that start to uncover Adolescence is an important developmental period when a child
has to make a transition to an independent status of adult. Such
transition demands an ability to take risks and a taste for novelty
but also emergence of self-control and more adult decision-
making strategies. SYNAPTIC NEUROSCIENCE SYNAPTIC NEUROSCIENCE REVIEW ARTICLE published: 02 August 2012
doi: 10.3389/fnsyn.2012.00003 Nicotine exposure during adolescence alters the rules for
prefrontal cortical synaptic plasticity during adulthood Natalia A. Goriounova and Huibert D. Mansvelder* Natalia A. Goriounova and Huibert D. Mansvelder* ment of Integrative Neurophysiology, CNCR, Neuroscience Campus Amsterdam, VU University, Amsterdam, Netherlands ology, CNCR, Neuroscience Campus Amsterdam, VU University, Amsterdam, Netherlands Edited by:
Darwin K. Berg, University of
California, San Diego, USA
Reviewed by:
William N. Green, University of
Chicago, USA
Peter B. Sargent, University of
California, San Francisco, USA
*Correspondence:
Huibert D. Mansvelder, Department
of Integrative Neurophysiology,
Center for Neurogenomics and
Cognitive Research (CNCR),
Neuroscience Campus Amsterdam,
VU University Amsterdam,
De Boelelaan 1085, Room C-440,
1081 HV Amsterdam, Netherlands. e-mail: huibert.mansvelder@
cncr.vu.nl Edited by:
Darwin K. Berg, University of
California, San Diego, USA
Reviewed by:
William N. Green, University of
Chicago, USA
Peter B. Sargent, University of
California, San Francisco, USA The majority of adolescents report to have smoked a cigarette at least once. Adolescence
is a critical period of brain development during which maturation of areas involved in
cognitive functioning, such as the medial prefrontal cortex (mPFC), is still ongoing. Tobacco
smoking during this age may compromise the normal course of prefrontal development
and lead to cognitive impairments in later life. In addition, adolescent smokers suffer from
attention deficits, which progress with the years of smoking. Recent studies in rodents
reveal the molecular changes induced by adolescent nicotine exposure that alter the
functioning of synapses in the PFC and underlie the lasting effects on cognitive function. In particular, the expression and function of metabotropic glutamate receptors (mGluRs)
are changed and this has an impact on short- and long-term plasticity of glutamatergic
synapses in the PFC and ultimately on the attention performance. Here, we review and
discuss these recent findings. Take down policy Take down policy
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ur claim E-mail address:
vuresearchportal.ub@vu.nl E-mail address:
vuresearchportal.ub@vu.nl Download date: 24. Oct. 2024 REVIEW ARTICLE
published: 02 August 2012
doi: 10.3389/fnsyn.2012.00003 Edited by: Edited by:
Darwin K. Berg, University of
California, San Diego, USA Reviewed by:
William N. Green, University of
Chicago, USA
Peter B. Sargent, University of
California San Francisco USA Keywords: adolescence, nicotine, prefrontal cortex, STDP, mGluR, nAChR, cognitive behavior IMMEDIATE EFFECTS OF NICOTINE EXPOSURE Somatostatin-positive cells target distal dendritic regions
(Kawaguchi and Kondo, 2002; Silberberg and Markram, 2007)
and can mediate disynaptic inhibition between pyramidal neu-
rons (Silberberg and Markram, 2007; Kapfer et al., 2007). Regular-spiking and somatostatin-positive cells in PFC layer II-
III and V are positive for nAChRs, suggesting that nAChRs play
an important role in modulating feedback inhibition among
pyramidal neurons in these layers (Poorthuis et al., 2012). Nicotine activates nicotinic acetylcholine receptors (nAChR),
which take part in cholinergic signalling. Twelve genes have been
identified encoding neuronal nicotinic receptors (for review see
Le Novere et al., 2002; Millar and Gotti, 2009). In the central
nervous system 9 α-subunits (α2–α10) and 3 β-type subunits
(β2–β4) are expressed. These subunits assemble in different sto-
ichiometries to form pentameric channels, and subunit com-
positions of nAChRs vary depending on the brain region (for
review see Grady et al., 2002; Le Novere et al., 2002; McGehee,
2002; Alkondon and Albuquerque, 2004; Wonnacott et al., 2005;
Mineur and Picciotto, 2008; Millar and Gotti, 2009). Nicotinic
AChRs are cation selective channels that permit the flow of Na+,
K+, and Ca2+ across the membrane, which leads to depolarizing
currents and activate neurons (McGehee and Role, 1995; Millar
and Gotti, 2009). Finally, we showed that the network activity in the PFC in
response to bath application of ACh is dominated by β2 nAChRs
activation. Receptors of this subtype are expressed by pyramidal
neurons in layer VI, glutamatergic inputs to layer V and VI and
by interneurons in all layers of the PFC. In summary, β2 contain-
ing nAChRs stimulate both excitatory and inhibitory neurons in
deep layers, while in layer II/III only interneurons are activated
(Poorthuis et al., 2012). Thus, the net result of nicotinic receptor
stimulation is the increased inhibitory transmission in superficial
PFC layers, whereas in deep layers it also leads to activation of
pyramidal neurons. This pattern of activation alters the informa-
tion processing in prefrontal networks and can directly alter rules
for plasticity (Couey et al., 2007). Modulation of PFC activity by nAChRs will depend on which
cell types express nAChRs and what subunits they are made of. In the PFC, nAChR expression is found across all layers (Gioanni
et al., 1999; Poorthuis et al., 2012). Activation of nAChRs can alter
pyramidal neuron activity by two mechanisms: presynaptically
enhancing glutamatergic inputs or by activating postsynaptic
receptors directly (Poorthuis et al., 2012). IMMEDIATE EFFECTS OF NICOTINE EXPOSURE Recently we measured
nAChR activation by making whole-cell recordings from PFC
pyramidal neurons in the different layers and used wild-type,
β2-null, or α7-null mice as well as pharmacological tools to
determine the nAChR subunits involved. We showed that PFC
pyramidal neurons across cortical layers show a differential pat-
tern of postsynaptic nAChR activation: layer II/III pyramidal
neurons do not contain nAChRs, layer V pyramidal neurons con-
tain α7 nAChRs, and layer VI pyramidal neurons are modulated
by β2∗nicotinic receptors (Poorthuis et al., 2012). Also presynap-
tic glutamatergic inputs can be modulated by nicotine (Gioanni
et al., 1999; Lambe et al., 2003; Couey et al., 2007; Poorthuis et al.,
2012). We found that this presynaptic regulation is specific to
layer V, only moderately present in layer VI and not present in
layer II-III (Poorthuis et al., 2012). One of the forms of long-term plasticity, spike-timing depen-
dent plasticity (STDP), is based on Hebb’s postulate often sum-
marized as “Cells that fire together, wire together” (Hebb, 1949). It
attempts to explain associative learning, in which nearly simulta-
neous activation of cells increases the strength of synaptic contacts
between those cells. This type of plasticity is thought to play an
important role in cortical development during critical stages and
underlie some forms of learning (Feldman et al., 1999; Feldman
and Brecht, 2005; Letzkus et al., 2007). In PFC, STDP can be
directly modulated by nicotine (Couey et al., 2007; Goriounova
and Mansvelder, 2012). We showed that in adolescent rats, STDP
in layer V pyramidal neurons is strongly reduced if nicotine is
applied to PFC slices during induction protocol (Goriounova
and Mansvelder, 2012). In PFC layer V, the increase in inhi-
bition dominates the effects of nicotine on synaptic plasticity
(Couey et al., 2007). Nicotine-stimulated inhibition reduces den-
dritic calcium signaling and renders postsynaptic activity in layer
V pyramidal cells insufficient to induce potentiation (Couey et al.,
2007). In layer II/III, the layer where the synaptic inputs were
stimulated to induce STDP, nAChR activation results predomi-
nantly in activation of interneurons (Poorthuis et al., 2012). Thus,
nicotine-induced increase in inhibitory transmission can explain
the decrease in spike-timing dependent potentiation in adolescent
rats. y
In addition to direct activation of PFC pyramidal neu-
rons by nAChRs, PFC GABAergic interneurons across all lay-
ers are also directly activated by nAChR stimulation (Poorthuis
et al., 2012). IMMEDIATE EFFECTS OF NICOTINE EXPOSURE Increased inhibition through activation of nAChRs
expressed by interneurons has been found in many different brain
regions (Jones and Yakel, 1997; Xiang et al., 1998; McQuiston
and Madison, 1999; Alkondon et al., 2000; Ji and Dani, 2000;
Mansvelder et al., 2002; Gulledge et al., 2007). Interneurons form
a highly diverse group of cells with distinct roles in cortical
computation (Kawaguchi, 1993; Markram et al., 2004). Fast-
spiking cells target the perisomatic region of pyramidal neurons
(Kawaguchi and Kubota, 1997; Kawaguchi and Kondo, 2002) and
are therefore thought to be involved in regulating the activity win-
dow of pyramidal neurons. Feedforward inhibition in the PFC
plays an important role in the integration of hippocampal inputs, *Correspondence: Also, brain development is not complete by
adolescence, especially maturation of areas involved in cogni-
tive functioning, such as the medial prefrontal cortex (mPFC),
is still ongoing. Brain development continues throughout ado-
lescence, though the speed and timing of maturation varies for
different brain areas (Gogtay et al., 2004). Subcortical limbic
structures important for emotional processing, such as hypotha-
lamus, midbrain dopamine areas, nucleus accumbens, dorsal,
and ventral striatum and amygdala, experience a major develop-
mental boost around the onset of puberty (Sowell et al., 2003;
Casey et al., 2005). Their maturation is important for social
and sexual behaviors and is triggered by pubertal hormones. In contrast, development of frontal cortical areas of the brain,
responsible for cognitive control over behavior, depends on age
and experience and continues throughout adolescence and into
adulthood (Sowell et al., 2003; Giedd, 2004). Thus, during ado-
lescence emotional drive has already become very strong while
cognitive self-control and adult decision-making strategies still
are developing. Thereby, brain development may be respon-
sible for characteristic adolescent traits—uncontrollable mood
swings, impulsivity, risk-taking, and peer-directed social inter-
actions (Orr and Ingersoll, 1995; Spear, 2000; Galvan et al.,
2007). Although indispensable for transition from child to inde-
pendent status of adult, these traits hold hazards. Indeed, risk-
taking behavior, so typical for adolescents, is associated with
high rates of mortality and morbidity among young people
(Grunbaum et al., 2004). August 2012 | Volume 4 | Article 3 | 1 Frontiers in Synaptic Neuroscience www.frontiersin.org Adolescent nicotine alters STDP Goriounova and Mansvelder which enter the PFC through superficial layers (Jay and Witter,
1991; Tierney et al., 2004). Fast-spiking cells in PFC layer II-III
contain α7 nAChRs, as do as about half of the fast-spiking cells
in layer V (Poorthuis et al., 2012). nAChR activation on fast-
spiking interneurons in PFC layer II/III may alter processing of
hippocampal inputs. causal relations between nicotine exposure during adolescence
and cognitive deficits in later life, with an emphasis on synaptic
adaptations and altered rules for synaptic plasticity in prefrontal
networks. Frontiers in Synaptic Neuroscience UPREGULATION OF nAChR AND SYNAPTIC mGluR
EXPRESSION Naïve rats show an age-related decrease in 3H-epibatidine labeled
high-affinity nicotinic receptors in the mPFC, but not in occipi-
tal cortex. Adolescent, but not adult nicotine exposure increases
3H-Epi-binding of mPFC receptors on the first day of abstinence
following 10 days of nicotine injections. This is paralleled by
an mPFC-specific increase in expression of nAChRs containing
α4 and β2 (but not α5) subunits or high-affinity nAChRs. The
increased expression of high-affinity nAChRs in adolescents is
accompanied by an increase in nicotine-stimulated GABAergic
synaptic transmission in the mPFC (Counotte et al., 2012). How is spike-timing-dependent potentiation affected by
nicotine exposure during adolescence? In addition to an upreg-
ulation of nAChRs, we recently found in a large-scale iTRAQ-
based proteomics screen of synaptic protein levels in the PFC
that metabotropic glutamatergic receptors type 2 (mGluR2) are
significantly upregulated during adolescent nicotine exposure
(Figure 1) (Counotte et al., 2011). This short-term upregulation
is followed by a long-term decrease in mGluR2 levels 5 weeks after
the nicotine exposure during adolescence. As will be discussed
later, this pattern of mGluR2 expression leads to opposing effects
on glutamatergic transmission and plasticity in PFC. y
p
(
)
One of the first and most common cellular adaptations fol-
lowing chronic nicotine exposure is the upregulation of nicotinic
receptor levels (Dani and Bertrand, 2007). Especially α4β2 type
of nAChRs appears to be selectively upregulated via posttrans-
lational mechanisms (Miwa et al., 2011). The upregulation of
α4β2 nAChRs by chronic nicotine treatment has been replicated
many times in numerous systems—transfected cell lines, neu-
rons in culture, brain slices, and smokers’ brains (Wonnacott,
1990; Fu et al., 2009; Lester et al., 2009; Marks et al., 2011; Miwa
et al., 2011). Upregulation is not accompanied by an increase in
nAChR subunit mRNA (Marks et al., 1992), instead it leads to
increased nAChR protein levels resulting from posttranslational
mechanisms (Govind et al., 2009; Marks et al., 2011). According
to one view on nAChR upregultation, nicotine acts intracellu-
larly as a selective pharmacological chaperone of acetylcholine
receptor (Lester et al., 2009). It stabilizes nAChRs during assem-
bly and maturation and this stabilization is most pronounced
for the high-affinity nAChR containing α4β2 subunits. Other
possible mechanisms underlying nAChR upregulation can result
from increased cell surface turnover, increased receptor traffick-
ing to the surface, changes in subunit stoichiometry or nAChR
conformational changes (Govind et al., 2009). UPREGULATION OF nAChR AND SYNAPTIC mGluR
EXPRESSION Adolescents may be more vulnerable to nicotine addiction due to
greater positive effects nicotine has on adolescents than adults,
whereas the negative effects associated with nicotine, such as August 2012 | Volume 4 | Article 3 | 2 www.frontiersin.org Goriounova and Mansvelder Adolescent nicotine alters STDP 2012), the functional consequence of α4β2 nAChR upregulation
on interneurons in layer II/III will be an increased inhibitory
transmission in superficial PFC layers. In the deep layers of the
PFC, β2 subunits are expressed by both interneurons as well
as layer VI pyramidal neurons and excitatory inputs to layer V
pyramidal neurons. An upregulation of these receptors will lead
to a combined increase in activation of pyramidal neurons and
interneurons. Since β2-containing nAChRs in the mPFC control
attention performance (Guillem et al., 2011) this may have func-
tional implications for maturation and function of the prefrontal
network. During chronic nicotine exposure of the adolescent
PFC, the pattern of activity in prefrontal network may gradually
shift toward activation of excitatory neurons in deep layers in the
context of increased overall inhibition. This may affect plasticity
and refinement of cortical connections (Couey et al., 2007), even
though GABAergic transmission by itself was not affected directly
following nicotine treatment during adolescence (Counotte et al.,
2012). Still, we find that also directly following nicotine expo-
sure during adolescence in vivo, STDP of glutamatergic synapse
strength is blocked (Goriounova and Mansvelder, 2012). Since
in these experiments assessing STDP immediately following nico-
tine treatment during adolescence nicotine was not applied, this
can not explain the reduced STDP we observed. withdrawal are smaller in adolescents (O’Dell, 2009). Nicotine
administration during, but not following adolescence, has long-
lasting effects on cognitive, addictive, and emotional behavior in
rats (Adriani et al., 2003; Iniguez et al., 2008; Counotte et al.,
2009, 2011). Furthermore, adolescent animals are more sensitive
to nicotine conditioned place preference than adults and show
this at lower nicotine doses (Vastola et al., 2002; Belluzzi et al.,
2004; Shram et al., 2006; Brielmaier et al., 2007; Kota et al., 2009). Adolescent nicotine exposure leads to acute and longer-lasting
changes in nAChR binding (Abreu-Villaca et al., 2003; Doura
et al., 2008) and function (Kota et al., 2009) in brain regions
such as cortex and striatum. We recently found that the adolescent
rodent brain is more sensitive to nicotinic receptor upregulation
in the medial PFC (mPFC) than adults (Counotte et al., 2012). Frontiers in Synaptic Neuroscience UPREGULATION OF nAChR AND SYNAPTIC mGluR
EXPRESSION adolescent
nic exposure
ado
c ex
ad
nicc e
ni
Saline
nt
osuree
re
re
re
Short-term effects of nicotine
Long-term effects of nicotine
Spike timing-dependent
potentiation
Short-term depression
Attention
nAChR
mGluR2
inhibition
inhibition
inhibition
inhibition
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
excitation
excitation
excitation
excitation
Spike timing-dependent
potentiation
inhibition
inhibition tt
Short-term effects of nicotine Long-term effects of nicotine inhibition
inhibition Spike timing-dependent
potentiation + mGluR2 agonist =
Spike timing-dependent
potentiation
Attention
= Saline
excitation
excitation
excitation
excitation
inhibition
inhibition
inhibition
inhibition + mGluR2 agonist = = Saline Spike timing-dependent
potentiation inhibition
inhibition inhibition
inhibition inhibition
inhibition show the effects of mGluR2 agonists and antagonists in saline and
nicotine-exposed animals. Applying mGluR2 antagonists to the adult mPFC
reduces depression of glutamatergic synapses and reduces attention
performance of the animal. Providing mGluR2 agonists to the mPFC of adult
rats that were exposed to nicotine during adolescence normalizes synaptic
depression and spike-timing-dependent potentiation of glutamatergic
synapses and improves attention performance. FIGURE 1 | Schematic representation of the short-term and long-term
adaptations in PFC neuronal networks caused by nicotine exposure
during adolescence. The upper panels show the sequence of adaptations in
nAChR and mGluR2 protein levels and the resulting changes in inhibition and
excitation and attention behavior from control conditions (saline) to nicotine
exposure during adolescence (short-term effects of nicotine) and 5 weeks
following nicotine exposure (long-term effects of nicotine). The lower panels FIGURE 1 | Schematic representation of the short-term and long-term
adaptations in PFC neuronal networks caused by nicotine exposure during adolescence. The upper panels show the sequence of adaptations in
nAChR and mGluR2 protein levels and the resulting changes in inhibition and
excitation and attention behavior from control conditions (saline) to nicotine
exposure during adolescence (short-term effects of nicotine) and 5 weeks
following nicotine exposure (long-term effects of nicotine). The lower panels periods of development and adulthood (Schochet et al., 2005,
2008; Polesskaya et al., 2007). The adolescent PFC shows nico-
tine response in gene regulation involved in vesicle release, signal
transduction, cytoskeleton dynamics, and transcription, suggest-
ing the role of chronic nicotine exposure in initiating long-term
structural and functional adaptations (Polesskaya et al., 2007). The expression of key molecules involved in plasticity is also
altered in the PFC by adolescent nicotine exposure. UPREGULATION OF nAChR AND SYNAPTIC mGluR
EXPRESSION Acute nicotine
induces increases in the expression of the dendritically targeted
dendrin mRNA in PFC of adolescent but not adult animals. Dendrin is an important component of cytoskeletal modifications
at the synapse and therefore can lead to unique plasticity changes may have functional implications for cognitive processing and
maturation of prefrontal network. UPREGULATION OF nAChR AND SYNAPTIC mGluR
EXPRESSION All these pro-
posed mechanisms have two features in common: they are post-
translational and involve upregulation of high-affinity nAChR
containing α4β2 subunits. Indeed, we found that specifically
high-affinity nicotinic receptors containing the α4 and β2 sub-
units were upregulated in the adolescent PFC shortly following
nicotine exposure. This upregulation was paralleled by a func-
tional elevation in nicotine-stimulated GABAergic transmission,
indicating that functional surface nAChRs are upregulated as well
(Counotte et al., 2012). Metabotropic GluR2s are located presynaptically on gluta-
matergic synapses and their activation reduces the probability
of glutamate release. Thereby, an upregulation of mGluR2 lev-
els diminishes activity of excitatory glutamatergic synapses in the
PFC. Thus, increases in functional nAChR on inhibitory neu-
rons and increased nicotine-stimulated excitation in deep layers
of the PFC may be counteracted by reduced excitatory synap-
tic activity mediated by increased mGluR2 activity. Blocking
mGluR2s with MPPG restored spike-timing-dependent potentia-
tion following nicotine exposure during adolescence back to levels
observed in animals that received saline treatment during ado-
lescence (Goriounova and Mansvelder, 2012). This suggests that
the upregulation of presynaptic mGluR2s after nicotine exposure
during adolescence alters the rules for STDP in PFC networks. In summary, the net result of nicotine in the short-term in
adolescent mPFC that is chronically exposed to nicotine, very
likely amounts to persistently enhanced levels of inhibition across
all cortical layers possibly combined with some increase in tha-
lamocortical glutamate release by presynaptic (or preterminal)
nAChRs in deep layers. The latter effect, however, is most likely
counteracted by elevated presynaptic mGluR2 levels. UPREGULATION OF nAChR AND SYNAPTIC mGluR
EXPRESSION This general
increase in inhibition plays a role in the plasticity and refinement
of cortical connections (reduced STDP in nicotine) and thus Given that pyramidal neurons and excitatory projections in
layer II/III of the PFC do not express nAChRs (Poorthuis et al., August 2012 | Volume 4 | Article 3 | 3 Frontiers in Synaptic Neuroscience www.frontiersin.org Adolescent nicotine alters STDP Goriounova and Mansvelder adolescent
nic exposure
ado
c ex
ad
nicc e
ni
Saline
nt
osuree
re
re
re
Short-term effects of nicotine
Long-term effects of nicotine
Spike timing-dependent
potentiation
Short-term depression
Attention
+ mGluR2 antagonist =
+ mGluR2 agonist =
nAChR
mGluR2
+
+
Spike timing-dependent
potentiation
Attention
Spike timing-dependent
potentiation
Short-term depression
Attention
Long-term effects of nicotine
= Saline
inhibition
inhibition
inhibition
inhibition
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
excitation
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
inhibition
excitation
excitation
excitation
excitation
Spike timing-dependent
potentiation
inhibition
inhibition
FIGURE 1 | Schematic representation of the short-term and long-term
adaptations in PFC neuronal networks caused by nicotine exposure
during adolescence. The upper panels show the sequence of adaptations in
nAChR and mGluR2 protein levels and the resulting changes in inhibition and
excitation and attention behavior from control conditions (saline) to nicotine
exposure during adolescence (short-term effects of nicotine) and 5 weeks
following nicotine exposure (long-term effects of nicotine). The lower panels
show the effects of mGluR2 agonists and antagonists in saline and
nicotine-exposed animals. Applying mGluR2 antagonists to the adult mPFC
reduces depression of glutamatergic synapses and reduces attention
performance of the animal. Providing mGluR2 agonists to the mPFC of adult
rats that were exposed to nicotine during adolescence normalizes synaptic
depression and spike-timing-dependent potentiation of glutamatergic
synapses and improves attention performance. LONG-TERM CONSEQUENCES Smoking during adolescence is associated with disturbances in
working memory and attention as well as reduced PFC activation
(Jacobsen et al., 2005, 2007; Musso et al., 2007). Smoking is also
a prospective risk factor for impaired cognitive function in later
life; heavy smoking predicts incident cognitive impairment and
decline (Cervilla et al., 2000; Kalmijn et al., 2002; Richards et al.,
2003). In animal studies exposure during adolescence induces
stronger changes in gene expression in the PFC than during other August 2012 | Volume 4 | Article 3 | 4 Frontiers in Synaptic Neuroscience www.frontiersin.org www.frontiersin.org Adolescent nicotine alters STDP Goriounova and Mansvelder in the adolescent PFC (Schochet et al., 2008). Lasting synaptic
adaptations involve activation of intracellular signaling pathways
and enzymes such as extracellular regulated protein kinase (ERK)
and cAMP response element binding protein (CREB). Specifically
in the PFC, increases in phosphorylation of both these enzymes
were found after repeated nicotine exposure (Brunzell et al.,
2003). Also changes in macromolecular constituents indicative of
cell loss (reduced DNA) and altered cell size (protein/DNA ratio)
can be seen in cortical regions of rodents after adolescent nico-
tine treatment (Trauth et al., 2000). Further, repeated nicotine
exposure also alters the structure of neurons in mPFC: it increases
both dendritic length and spine density (Brown and Kolb, 2001). Long-term changes have been observed in dendritic morphology
of specific subpopulations of pyramidal neurons and these struc-
tural changes depended on the age of drug exposure (Bergstrom
et al., 2008). nicotine self-administration (Liechti et al., 2007), and they play
an important role in the development of drug dependence and the
expression of the negative affective state observed during with-
drawal (Pilc et al., 2008). However, the role of group II mGlu
receptors in withdrawal appears complex and most likely depends
on changes in multiple brain areas. Although the sequence of events linking mGluR2 adaptations
to nAChR activation is unknown, it seems that the reasons for
its up- and down-regulation pattern after adolescent nicotine
exposure may lie in its function. Metabotropic GluR2 recep-
tors are located on presynaptic glutamatergic terminals where
they are activated by glutamate spill over to inhibit glutamate
release (Mateo and Porter, 2007). It was shown that activation of
mGluR2s can also regulate release of other neurotransmitters: it
can inhibit GABA release via a presynaptic mechanism (Bradley
et al., 2000; Pilc et al., 2008). LONG-TERM CONSEQUENCES Given the inhibitory role of mGluR2
in neurotransmitter release, its function seems to counteract that
of nAChR, which enhances both excitatory and inhibitory synap-
tic transmission (Lambe et al., 2003; Couey et al., 2007; Poorthuis
et al., 2012). The short-term effects of adolescent nicotine expo-
sure most likely involve enhanced levels of inhibition in prefrontal
network. Accordingly, we found an initial and transient upregu-
lation of inhibitory mGluR2 receptor directly following nicotine
exposure during adolescence (Counotte et al., 2011), which would
contribute to the same effect. Also on the behavioral level, nicotine during adolescence
leads to persisting deficits. Adolescent, but not adult, nicotine
treatment reduces accuracy of correct stimulus detection in a
visuospatial attentional task, with an increase in premature and
time-out responding that suggests impaired attention and lack
of impulsive control which is part of normal adolescent matu-
ration (Counotte et al., 2009). Similar nicotine-induced deficits
have been found in a serial pattern learning paradigm (Fountain
et al., 2008). In a recent study, chronic nicotine exposure dur-
ing adolescence produced long-lasting impairments in contextual
learning that were observed during adulthood, whereas adult
chronic nicotine exposure did not (Portugal et al., 2012). In general, factors that lead to enhanced excitation can cause
alterations in mGluR2 transmission and cause cognitive deficits
(Melendez et al., 2004; Pozzi et al., 2011). Enhanced glutamate
release in PFC was found to be associated with attention deficit
and loss of impulse control (Pozzi et al., 2011). MGluR2 agonists
are effective in improving cognitive deficits if enhanced gluta-
mate release is caused by NMDA receptor antagonists (Pozzi et al.,
2011). Furthermore, the important role of prefrontal mGluR2 sig-
naling in cognition is stressed by its link to brain disorders such as
depression and schizophrenia. Activation of this receptor has even
been proposed as a novel treatment approach for these disorders
(Gupta et al., 2005; Palucha and Pilc, 2005; Pilc et al., 2008; Conn
et al., 2009). Thus, mGluR2 signalling seems to be a good candi-
date for shaping cognitive behavior and its impairment leads to
disturbances in cognitive function. Taken together, these studies in rodents show that nicotine
exposure during adolescence induces significant changes in gene
expression, neuronal morphology, and behavior in PFC. Thus,
nicotine does not only change cholinergic signalling by alter-
ing nicotinic receptor levels in the adolescent PFC, but can also
lead to secondary adaptations involving structural and functional
changes in cognition. LONG-TERM CONSEQUENCES What are the changes that underlie the
changes in cognitive performance? Frontiers in Synaptic Neuroscience CONCLUSION The prefrontal cortex, the brain area responsible for executive
functions and attention performance, is one of the last brain
areas to mature and is still in the process of developing dur-
ing adolescence. This places the adolescent brain in a vulnerable
state of imbalance, susceptible to the influence of psychoactive
substances such as nicotine. In prefrontal networks nicotine mod-
ulates information processing on multiple levels by activating and
desensitizing nicotine receptors on different cell types and in this
way affects cognition. The adolescent brain is particularly sensi-
tive to the effects of nicotine. Studies in human subjects indicate
that smoking during adolescence increases the risk of develop-
ing psychiatric disorders and cognitive impairment in later life. In
addition, adolescent smokers suffer from attention deficits, which
progress with the years of smoking. We recently found that glutamatergic synapses in the PFC
show increased spike-timing-dependent LTP 5 weeks after nico-
tine exposure during adolescence (Figure 1) (Goriounova and
Mansvelder, 2012). This was not the case when animals were
exposed to nicotine during adulthood, indicating that adoles-
cence is a vulnerable period for these lasting changes to occur. The long-term effects on LTP 5 weeks after nicotine exposure
during adolescence were opposite to the effects immediately
following nicotine exposure during adolescence, where spike-
timing-dependent LTP is supressed. Thus, nicotine exposure dur-
ing adolescence has lasting effects on the mechanisms of STDP
and persistent synaptic alterations that increase LTP. From studies in the rodent brain it is becoming clear that
on the short-term, adolescent, but not adult, nicotine exposure
increases the expression of nAChRs containing α4 and β2 sub-
units in the mPFC, which leads to an increase in nicotine-induced
GABAergic synaptic transmission. In addition, mGluR2 levels on
presynaptic glutamatergic terminals in the PFC are increased,
causing a reduction in glutamatergic synapse strength and reduc-
ing STDP (Figure 1). Changes in nAChR levels are reversible: in
the adult rodent brain, weeks after nicotine levels have subsided,
nAChR levels in the PFC return to baseline levels. In contrast, at
this stage, mGluR2 levels have reduced significantly below base-
line levels, thereby altering mGluR2 signaling during short-term
plasticity, augmenting spike-timing-dependent potentiation and
hampering attention performance. This reduction in mGluR2
signaling underlies the reduced attention performance observed
in animals after nicotine exposure during adolescence (Counotte
et al., 2011). Thereby, mGluR2 signaling could be a therapeutic
target for alleviating attention and impulse control problems in
later life. Frontiers in Synaptic Neuroscience LASTING SYNAPTIC ADAPTATIONS IN THE PFC This reduction i
signaling underlies the reduced attention performanc
in animals after nicotine exposure during adolescence
et al., 2011). Thereby, mGluR2 signaling could be a t
target for alleviating attention and impulse control p
later life. New questions and opportunities arise from th
findings. The long-term adaptations involving mG
have profound implications for network functioning
more complex levels of information processing. Wh
steps that lead from nicotine exposure and nAChR
in the adolescent brain to adaptations in synapti plasticity. Most likely, activation of mGluR2s affects presynaptic
calcium channel function as was found in the calyx of Held, by
direct electrophysiological recordings from presynaptic terminals
(Takahashi et al., 1996). Agonists of metabotropic glutamate
receptors (mGluRs) suppressed high voltage-activated P/Q-type
calcium channels in the presynaptic terminal, thereby inhibiting
transmitter release (Takahashi et al., 1996). Since presynaptic
Ca2+ dynamics play a key role in short—term plasticity (Zucker
and Regehr, 2002), decrease in Ca2+ current may explain
mGluR-dependent modulation of STD. reducing mGluR2-dependent inhibition leads to increased LTP,
while enhancing mGluR2 activation blocked LTP. Thus, immedi-
ately following adolescent nicotine exposure, increased levels of
mGluR2s may be responsible for reduced LTP induction, and 5
weeks following adolescent nicotine exposure, the lasting reduc-
tion in mGluR2 signalling can explain the increased LTP in the
adult mPFC. STDP depends on the precise timing of the synaptic input and
the postsynaptic action potential and this temporal relationship
resembles typical features of associative learning (Letzkus et al.,
2007). Although STDP has not been directly linked to attention
performance, the ability to associate goal-relevant information
is crucial for any cognitive behavior. In nicotine-treated rats the
same amount of pre- and postsynaptic activity leads to more
synaptic potentiation. This may suggest that the PFC network
would even associate irrelevant stimuli. mGluR dependent modulation of STD. STD may equip the synapse with low-pass filtering proper-
ties, by which the synapse will pass on the first of stimulus in a
train of stimuli unaltered, while the rest are attenuated. In this
manner it shapes the information transfer by synaptic networks
and gives rise to sensory and behavioral phenomena (Zucker,
1989). For example, in somatosensory cortex of rat, in vivo
whole-cell recordings in cortical neurons during whisker deflec-
tion directly demonstrated that synaptic depression of thalamic
input to the cortex contributes to rapid adaptation of sensory
responses (Chung et al., 2002). LASTING SYNAPTIC ADAPTATIONS IN THE PFC Selective attention, the ability
of an organism to filter out relevant information in the face of
distractors, can build upon just such synaptic process. Layer V
pyramidal neurons in PFC handle diverse incoming information
from mediodorsal thalamus and from local neurons and these
connections are important in mediating executive functions such
as for example working memory (Floresco et al., 1999). STD on
this level may represent a higher level of sensory adaptation that
can be expressed as decreased levels of attention and respon-
siveness. Reduced short-term plasticity after nicotine exposure
compromises the ability of prefrontal neurons to efficiently filter
out irrelevant information. LASTING SYNAPTIC ADAPTATIONS IN THE PFC In adult rodents that were exposed to nicotine during adolescence
only a handful of proteins show long-term adaptations follow-
ing adolescent nicotine exposure that persisted into later life. Nicotinic AChR levels in the PFC returned to baseline 5 weeks
following adolescent nicotine exposure (Counotte et al., 2012). In contrast, mGluR2 levels show a strong down-regulation at
this time (Counotte et al., 2011). Reduced mGluR2 function
in mPFC synapses resulted in impaired attention performance. Stimulating mGluR2s with specific agonists improved attention
performance in animals that were exposed to nicotine during
adolescence (Counotte et al., 2011). Interestingly, the association
between changes in mGluR2 signalling and nicotine exposure
is not limited to the PFC. Also in other brain areas involved
in reward processing such as ventral tegmental area (VTA) and
the nucleus accumbens (NAcc) lasting adaptations in mGluR2
function follow nicotine exposure and were found to affect
rewarding properties of nicotine (Helton et al., 1997; Kenny
et al., 2003; Kenny and Markou, 2004; Liechti et al., 2007). In these brain areas, activation of mGlu2/3 receptors decreases At the level of synapse function, alterations in mGluR2 levels
affect both short-term synaptic plasticity as well as STDP in later
life. Short-term depression (STD) is reduced in adult animals
as a result of nicotine exposure during adolescence (Counotte
et al., 2011). In control animals, blocking mGluR2 signalling
with mGluR2 antagonists also results in reduced STD. Reduced
mGluR2 signalling after nicotine exposure has a similar effect
on STD as mGluR2 block by antagonist (Figure 1). Thereby,
mGluR2 may act as an inhibitory feedback mechanism in
conditions of excessive excitation and high glutamate release, as
occurs when a neuron fires a train of action potentials. Especially
at high frequency stimulation the effect of mGluR2 on STD was
most prominent at excitatory synapses on layer V pyramidal
neurons in the PFC (Counotte et al., 2011). The lasting reduc-
tion of mGluR2 levels and function after adolescent nicotine
exposure leads to reduced inhibitory feedback on pyramidal cells
and reduces the regulatory role of this receptor in short-term August 2012 | Volume 4 | Article 3 | 5 www.frontiersin.org www.frontiersin.org Goriounova and Mansvelder Adolescent nicotine alters STDP city. Most likely, activation of mGluR2s affects presynaptic
um channel function as was found in the calyx of Held, by
electrophysiological recordings from presynaptic terminals
hashi et al., 1996). LASTING SYNAPTIC ADAPTATIONS IN THE PFC Agonists of metabotropic glutamate
tors (mGluRs) suppressed high voltage-activated P/Q-type
um channels in the presynaptic terminal, thereby inhibiting
mitter release (Takahashi et al., 1996). Since presynaptic
dynamics play a key role in short—term plasticity (Zucker
Regehr, 2002), decrease in Ca2+ current may explain
uR-dependent modulation of STD. D may equip the synapse with low-pass filtering proper-
by which the synapse will pass on the first of stimulus in a
of stimuli unaltered, while the rest are attenuated. In this
ner it shapes the information transfer by synaptic networks
gives rise to sensory and behavioral phenomena (Zucker,
. For example, in somatosensory cortex of rat, in vivo
e-cell recordings in cortical neurons during whisker deflec-
directly demonstrated that synaptic depression of thalamic
to the cortex contributes to rapid adaptation of sensory
nses (Chung et al., 2002). Selective attention, the ability
organism to filter out relevant information in the face of
ctors, can build upon just such synaptic process. Layer V
midal neurons in PFC handle diverse incoming information
mediodorsal thalamus and from local neurons and these
ections are important in mediating executive functions such
example working memory (Floresco et al., 1999). STD on
evel may represent a higher level of sensory adaptation that
be expressed as decreased levels of attention and respon-
ess. Reduced short-term plasticity after nicotine exposure
romises the ability of prefrontal neurons to efficiently filter
relevant information. e recently found that glutamatergic synapses in the PFC
increased spike-timing-dependent LTP 5 weeks after nico-
exposure during adolescence (Figure 1) (Goriounova and
velder, 2012). This was not the case when animals were
ed to nicotine during adulthood, indicating that adoles-
is a vulnerable period for these lasting changes to occur. ong-term effects on LTP 5 weeks after nicotine exposure
g adolescence were opposite to the effects immediately
wing nicotine exposure during adolescence, where spike-
g-dependent LTP is supressed. Thus, nicotine exposure dur-
dolescence has lasting effects on the mechanisms of STDP
ersistent synaptic alterations that increase LTP. hat is the mechanism underlying the long-term effects of
ne exposure during adolescence on STDP? We hypothe-
that altered levels of mGluR2 receptors can explain the
g effects on STDP. Reduced mGluR2 signalling in adult
after nicotine exposure (Counotte et al., 2011) may con-
te to the decreased plasticity we observed. LASTING SYNAPTIC ADAPTATIONS IN THE PFC Blocking mGluR2
tors with MPPG resulted in increased LTP comparable
vels observed in adult rats treated with nicotine during
scence (Goriounova and Mansvelder, 2012). In nicotine-
d rats, where the synaptic mGluR2 receptor levels are
ed (Counotte et al., 2011), enhancing mGluR2 activity
pplying mGluR2 agonist LY379268 completely abolished
Goriounova and Mansvelder, 2012). Thereby, mGluR2 sig-
g bidirectionally influences spike-timing-dependent LTP:
reducing mGluR2-dependent inhibition leads to incr
while enhancing mGluR2 activation blocked LTP. Thu
ately following adolescent nicotine exposure, increase
mGluR2s may be responsible for reduced LTP induct
weeks following adolescent nicotine exposure, the last
tion in mGluR2 signalling can explain the increased
adult mPFC. STDP depends on the precise timing of the synaptic
the postsynaptic action potential and this temporal r
resembles typical features of associative learning (Let
2007). Although STDP has not been directly linked to
performance, the ability to associate goal-relevant in
is crucial for any cognitive behavior. In nicotine-treat
same amount of pre- and postsynaptic activity lead
synaptic potentiation. This may suggest that the PF
would even associate irrelevant stimuli. CONCLUSION
The prefrontal cortex, the brain area responsible fo
functions and attention performance, is one of the
areas to mature and is still in the process of develo
ing adolescence. This places the adolescent brain in a
state of imbalance, susceptible to the influence of ps
substances such as nicotine. In prefrontal networks nico
ulates information processing on multiple levels by acti
desensitizing nicotine receptors on different cell types
way affects cognition. The adolescent brain is particu
tive to the effects of nicotine. Studies in human subjec
that smoking during adolescence increases the risk o
ing psychiatric disorders and cognitive impairment in l
addition, adolescent smokers suffer from attention defi
progress with the years of smoking. From studies in the rodent brain it is becoming
on the short-term, adolescent, but not adult, nicotin
increases the expression of nAChRs containing α4 an
units in the mPFC, which leads to an increase in nicotin
GABAergic synaptic transmission. In addition, mGluR
presynaptic glutamatergic terminals in the PFC are
causing a reduction in glutamatergic synapse strength
ing STDP (Figure 1). Changes in nAChR levels are re
the adult rodent brain, weeks after nicotine levels hav
nAChR levels in the PFC return to baseline levels. In c
this stage, mGluR2 levels have reduced significantly b
line levels, thereby altering mGluR2 signaling during
plasticity, augmenting spike-timing-dependent potent
hampering attention performance. REFERENCES Survey,” in Health Policy for Children
and Adolescents, No. 5. ed C. Currie
(Kopenhagen:
WHO
Regional
Office for Europe). Brielmaier, J. M., McDonald, C. G.,
and Smith, R. F. (2007). Immediate
and long-term behavioral effects of
a single nicotine injection in ado-
lescent and adult rats. Neurotoxicol. Teratol. 29, 74–80. of metabotropic glutamate recep-
tors as a novel approach for the
treatment of schizophrenia. Trends
Pharmacol. Sci. 30, 25–31. Abreu-Villaca, Y., Seidler, F. J., Qiao,
D., Tate, C. A., Cousins, M. M.,
Thillai, I., and Slotkin, T. A. (2003). Short-term
adolescent
nicotine
exposure
has
immediate
and
persistent
effects
on
cholinergic
systems: critical periods, patterns
of
exposure,
dose
thresholds. Neuropsychopharmacology
28,
1935–1949. Couey,
J. J.,
Meredith,
R. M.,
Spijker,
S.,
Poorthuis,
R. B.,
Smit,
A. B.,
Brussaard,
A. B.,
and
Mansvelder,
H. D. (2007). Distributed
network
actions
by
nicotine increase the threshold for
spike-timing-dependent
plasticity
in prefrontal cortex. Neuron 54,
73–87. Dani, J. A., and Bertrand, D. (2007). Nicotinic
acetylcholine
receptors
and nicotinic cholinergic mecha-
nisms of the central nervous system. Annu. Rev. Pharmacol. Toxicol. 47,
699–729. Brook, J. S., Schuster, E., and Zhang,
C. (2004). Cigarette smoking and
depressive symptoms: a longitu-
dinal
study
of
adolescents
and
young
adults. Psychol. Rep. 95,
159–166. Deas, D. (2006). Adolescent substance
abuse and psychiatric comorbidi-
ties. J. Clin. Psychiatry 67(Suppl. 7),
18–23. Adriani,
W.,
Spijker,
S.,
Deroche-
Gamonet, V., Laviola, G., Le Moal,
M., Smit, A. B., and Piazza, P. V. (2003). Evidence
for
enhanced
neurobehavioral
vulnerability
to
nicotine during periadolescence in
rats. J. Neurosci. 23, 4712–4716. Brown, R. A., Lewinsohn, P. M., Seeley,
J. R., and Wagner, E. F. (1996). Cigarette smoking, major depres-
sion, and other psychiatric dis-
orders among adolescents. J. Am. Acad. Child Adolesc. Psychiatry 35,
1602–1610. Counotte, D. S., Goriounova, N. A.,
Li, K. W., Loos, M., van der Schors,
R. C., Schetters, D., Schoffelmeer,
A. N. M., Smit, A. B., Mansvelder,
H. D., Pattij, T., and Spijker, S. (2011). Lasting synaptic changes
underlie attention deficits caused
by
nicotine
exposure
during
adolescence. Nat. Neurosci. 14,
417–419. Doura, M. B., Gold, A. B., Keller, A. B.,
and Perry, D. C. (2008). Adult and
periadolescent rats differ in expres-
sion of nicotinic cholinergic recep-
tor subtypes and in the response of
these subtypes to chronic nicotine
exposure. Brain Res. 1215, 40–52. Alkondon, M., and Albuquerque, E. X. (2004). REFERENCES The nicotinic acetylcholine
receptor subtypes and their func-
tion in the hippocampus and cere-
bral cortex. Prog. Brain Res. 145,
109–120. Brown, R. W., and Kolb, B. (2001). Nicotine
sensitization
increases
dendritic length and spine density
in
the
nucleus accumbens
and
cingulate cortex. Brain Res. 899,
94–100. Feldman, D. E., and Brecht, M. (2005). Map plasticity in somatosensory
cortex. Science 310, 810–815. Counotte, D. S., Goriounova, N. A.,
Moretti, M., Smoluch, M. T., Irth,
H., Clementi, F., Schoffelmeer, A. N. M., Mansvelder, H. D., Smit, A. B., Gotti, C., and Spijker, S. (2012). Adolescent
nicotine
exposure
transiently increases high-affinity
nicotinic receptors and modulates
inhibitory
synaptic
transmission
in rat medial prefrontal cortex. FASEB J. 26, 810–820. Alkondon, M., Pereira, E. F., Eisenberg,
H. M., and Albuquerque, E. X. (2000). Nicotinic receptor activa-
tion in human cerebral cortical
interneurons: a mechanism for inhi-
bition and disinhibition of neuronal
networks. J. Neurosci. 20, 66–75. Feldman, D. E., Nicoll, R. A., and
Malenka, R. C. (1999). Synaptic
plasticity
at
thalamocortical
synapses
in
developing
rat
somatosensory cortex: LTP, LTD,
and silent synapses. J. Neurobiol. 41,
92–101. Brunzell, D. H., Russell, D. S., and
Picciotto, M. R. (2003). In vivo nico-
tine treatment regulates mesocorti-
colimbic CREB and ERK signaling
in C57Bl/6J mice. J. Neurochem. 84,
1431–1441. Floresco, S. B., Braaksma, D. N., and
Phillips, A. G. (1999). Thalamic-
cortical-striatal circuitry subserves
working memory during delayed
responding on a radial arm maze. J. Neurosci. 19,11061–11071. Belluzzi, J. D., Lee, A. G., Oliff, H. S., and Leslie, F. M. (2004). Age-
dependent effects of nicotine on
locomotor
activity
and
condi-
tioned place preference in rats. Psychopharmacology
(Berl.)
174,
389–395. Casey, B. J., Tottenham, N., Liston, C.,
and Durston, S. (2005). Imaging
the developing brain: what have
we learned about cognitive develop-
ment? Trends Cogn. Sci. 9, 104–110. Counotte, D. S., Spijker, S., van de
Burgwal, L. H., Hogenboom, F.,
Schoffelmeer,
A. N.,
De
Vries,
T. J., Smit, A. B., and Pattij, T. (2009). Long-lasting
cognitive
deficits
resulting
from
adoles-
cent
nicotine
exposure
in
rats. Neuropsychopharmacology
34,
299–306. Cervilla, J. A., Prince, M., and Mann,
A. (2000). Smoking, drinking, and
incident cognitive impairment: a
cohort
community
based
study
included in the Gospel Oak project. J. Neurol. Neurosurg. Psychiatry 68,
622–626. Fountain, S. B., Rowan, J. D., Kelley,
B. M., Willey, A. R., and Nolley, E. P. (2008). Adolescent exposure to
nicotine impairs adult serial pattern
learning in rats. CONCLUSION What is the mechanism underlying the long-term effects of
nicotine exposure during adolescence on STDP? We hypothe-
sized that altered levels of mGluR2 receptors can explain the
lasting effects on STDP. Reduced mGluR2 signalling in adult
rats after nicotine exposure (Counotte et al., 2011) may con-
tribute to the decreased plasticity we observed. Blocking mGluR2
receptors with MPPG resulted in increased LTP comparable
to levels observed in adult rats treated with nicotine during
adolescence (Goriounova and Mansvelder, 2012). In nicotine-
treated rats, where the synaptic mGluR2 receptor levels are
reduced (Counotte et al., 2011), enhancing mGluR2 activity
by applying mGluR2 agonist LY379268 completely abolished
LTP (Goriounova and Mansvelder, 2012). Thereby, mGluR2 sig-
nalling bidirectionally influences spike-timing-dependent LTP: New questions and opportunities arise from these recent
findings. The long-term adaptations involving mGluR2s can
have profound implications for network functioning and affect
more complex levels of information processing. What are the
steps that lead from nicotine exposure and nAChR activation
in the adolescent brain to adaptations in synaptic mGluR2 August 2012 | Volume 4 | Article 3 | 6 www.frontiersin.org www.frontiersin.org www.frontiersin.org Adolescent nicotine alters STDP Goriounova and Mansvelder ACKNOWLEDGMENTS
Huibert D. Mansvelder received funding from the Netherlands
Organization for Scientific Research (NWO; 917.76.360 and
912.06.148),
European
Research
Council
Starting
Grant
“BrainSignals,”
the
Dutch
Fund
for
Economic
Structure
Reinforcement
(FES,
0908
“NeuroBasic
PharmaPhenomics
project”), EU 7th Framework Programme (HEALTH-F2-2009-
242167 “SynSys”) and VU University Amsterdam. ACKNOWLEDGMENTS
Huibert D. Mansvelder received funding from the Netherlands
Organization for Scientific Research (NWO; 917.76.360 and
912.06.148),
European
Research
Council
Starting
Grant
“BrainSignals,”
the
Dutch
Fund
for
Economic
Structure
Reinforcement
(FES,
0908
“NeuroBasic
PharmaPhenomics
project”), EU 7th Framework Programme (HEALTH-F2-2009-
242167 “SynSys”) and VU University Amsterdam. levels? Unveiling the signaling routes involved may provide a
broader view on the adaptation strategies used during brain
development in response to environmental factors. Another inter-
esting question would be whether mGluR2 signaling is involved in
a broader spectrum of attention impairments with different etiol-
ogy. If changes in mGluR2 signaling are a common underlying
mechanism for attention malfunction it would make it a suitable
pharmacological target for therapy. REFERENCES REFERENCES D., and Kallman, M. J. (1997). LY354740, a metabotropic
glutamate
receptor
agonist
which
ameliorates
symptoms
of
nicotine
withdrawal
in
rats. Neuropharmacology 36, 1511–1516. Gioanni, Y., Rougeot, C., Clarke, P. B.,
Lepouse, C., Thierry, A. M., and
Vidal, C. (1999). Nicotinic receptors
in the rat prefrontal cortex: increase
in glutamate release and facilitation
of
mediodorsal
thalamo-cortical
transmission. Eur. J. Neurosci. 11,
18–30. Mansvelder,
H. D.,
Keath,
J. R.,
and
McGehee,
D. S. (2002). Synaptic
mechanisms
underlie
nicotine-induced
excitability
of
brain reward areas. Neuron 33,
905–919. Kawaguchi, Y., and Kubota, Y. (1997). GABAergic
cell
subtypes
and
their synaptic connections in rat
frontal
cortex. Cereb. Cortex
7,
476–486. Iniguez, S. D., Warren, B. L., Parise,
E. M., Alcantara, L. F., Schuh,
B.,
Maffeo,
M. L.,
Manojlovic,
Z.,
and
Bolanos-Guzman,
C. A. (2008). Nicotine
exposure
during
adolescence
induces
a
depression-like state in adulthood. Neuropsychopharmacology
34,
1609–1624. Gogtay, N., Giedd, J. N., Lusk, L.,
Hayashi, K. M., Greenstein, D.,
Vaituzis, A. C., Nugent, T. F. 3rd.,
Herman,
D. H., Clasen,
L. S.,
Toga, A. W., Rapoport, J. L., and
Thompson, P. M. (2004). Dynamic
mapping of human cortical devel-
opment during childhood through
early adulthood. Proc. Natl. Acad. Sci. U.S.A. 101, 8174–8179. Markram, H., Toledo-Rodriguez, M.,
Wang, Y., Gupta, A., Silberberg, G.,
and Wu, C. (2004). Interneurons
of the neocortical inhibitory system. Nat. Rev. Neurosci. 5, 793–807. Kenny, P. J., Gasparini, F., and Markou,
A. (2003). Group II metabotropic
and
alpha-amino-3-hydroxy-5-
methyl-4-isoxazole
propionate
(AMPA)/kainate glutamate recep-
tors regulate the deficit in brain
reward
function associated
with
nicotine
withdrawal
in
rats. J. Pharmacol. Exp. Ther. 306,
1068–1076. 34, Marks,
M. J.,
McClure-Begley,
T. D., Whiteaker, P., Salminen, O.,
Brown, R. W., Cooper, J., Collins,
A. C., and Lindstrom, J. M. (2011). Increased
nicotinic
acetylcholine
receptor protein underlies chronic
nicotine-induced up-regulation of
nicotinic agonist binding sites in
mouse brain. J. Pharmacol. Exp. Ther. 337, 187–200. Jacobsen, L. K., Krystal, J. H., Mencl,
W. E., Westerveld, M., Frost, S. J.,
and Pugh, K. R. (2005). Effects of
smoking and smoking abstinence
on cognition in adolescent tobacco
smokers. Biol. Psychiatry 57, 56–66. Goriounova, N. A., and Mansvelder,
H. D. (2012). Nicotine exposure
during adolescence leads to short-
and long-term changes in spike-
timing-dependent plasticity in rat
prefrontal cortex. J. Neurosci. [Epub
ahead of print]. Kenny, P. J., and Markou, A. (2004). The ups and downs of addic-
tion: role of metabotropic glutamate
receptors. Trends Pharmacol. Sci. 25,
265–272. REFERENCES Jacobsen,
L. K.,
Mencl,
W. E.,
Constable,
R. T.,
Westerveld,
M., and Pugh, K. R. (2007). Impact
of smoking abstinence on work-
ing
memory
neurocircuitry
in
adolescent daily tobacco smokers. Psychopharmacology
(Berl.)
193,
557–566. Marks, M. J., Pauly, J. R., Gross, S. D.,
Deneris, E. S., Hermans-Borgmeyer,
I., Heinemann, S. F., and Collins,
A. C. (1992). Nicotine binding
and nicotinic receptor subunit RNA
after chronic nicotine treatment. J. Neurosci. 12, 2765–2784. Kota, D., Robinson, S. E., and Imad
Damaj, M. (2009). Enhanced nico-
tine reward in adulthood after expo-
sure to nicotine during early adoles-
cence in mice. Biochem. Pharmacol. 78, 873–879. Govind, A. P., Vezina, P., and Green,
W. N. (2009). Nicotine-induced
upregulation of nicotinic recep-
tors: underlying mechanisms and
relevance
to
nicotine
addiction. Biochem. Pharmacol. 78, 756–765. O’Dell, L. E. (2009). A psychobiolog-
ical framework of the substrates
that mediate nicotine use during
adolescence. Neuropharmacology
56(Suppl. 1), 263–278. Jay, T. M., and Witter, M. P. (1991). Distribution of hippocampal CA1
and subicular efferents in the pre-
frontal cortex of the rat studied by
means of anterograde transport of
Phaseolus vulgaris-leucoagglutinin. J. Comp. Neurol. 313, 574–586. Grady, S. R., Murphy, K. L., Cao,
J.,
Marks,
M. J.,
McIntosh,
J. M., and Collins, A. C. (2002). Characterization
of
nicotinic
agonist-induced [H-3] dopamine
release
from
synaptosomes
pre-
pared
from
four
mouse
brain
regions. J. Pharmacol. Exp. Ther. 301, 651–660. Mateo, Z., and Porter, J. T. (2007). Group II metabotropic glutamate
receptors inhibit glutamate release
at thalamocortical synapses in the
developing somatosensory cortex. Neuroscience 146, 1062–1072. Lambe, E. K., Picciotto, M. R., and
Aghajanian, G. K. (2003). Nicotine
induces glutamate release from tha-
lamocortical terminals in prefrontal
cortex. Neuropsychopharmacology
28, 216–225. Ji, D., and Dani, J. A. (2000). Inhibition
and
disinhibition
of
pyramidal
neurons
by
activation
of
nico-
tinic
receptors
on
hippocampal
interneurons. J. Neurophysiol. 83,
2682–2690. McGehee, D. S. (2002). Nicotinic recep-
tors and hippocampal synaptic plas-
ticity ... it’s all in the timing. Trends
Neurosci. 25, 171. Grunbaum, J. A., Kann, L., Kinchen,
S., Ross, J., Hawkins, J., Lowry, R.,
Harris, W. A., McManus, T., Chyen,
D., and Collins, J. (2004). Youth risk
behavior surveillance–United States
(2003). MMWR Surveill. Summ. 53,
1–96. McGehee, D. S., and Role, L. W. (1995). Physiological diversity of nicotinic
acetylcholine
receptors
expressed
by vertebrate neurons. Annu. Rev. Physiol. 57, 521–546. Le Novere, N., Corringer, P. J., and
Changeux, J. P. (2002). REFERENCES Exp. Brain Res. 187,
651–656. Bergstrom,
H. C.,
McDonald,
C. G., French, H. T., and Smith, R. F. (2008). Continuous
nicotine
administration produces selective,
age-dependent
structural
alter-
ation of pyramidal neurons from
prelimbic cortex. Synapse 62, 31–39. Fu, X. W., Lindstrom, J., and Spindel,
E. R. (2009). Nicotine activates and
up-regulates nicotinic acetylcholine
receptors
in bronchial epithelial
cells. Am. J. Respir. Cell Mol. Biol. 41,
93–99. Choi, W. S., Patten, C. A., Gillin, J. C., Kaplan, R. M., and Pierce, J. P. (1997). Cigarette smoking predicts
development of depressive symp-
toms among U.S. adolescents. Ann. Behav. Med. 19, 42–50. Cruz, D. A., Eggan, S. M., and Lewis,
D. A. (2003). Postnatal develop-
ment
of
pre-
and
postsynaptic
GABA
markers
at
chandelier
cell connections with pyramidal
neurons
in
monkey
prefrontal
cortex. J. Comp. Neurol. 465,
385–400. Bi, G., and Poo, M. (2001). Synaptic
modification by correlated activity:
Hebb’s postulate revisited. Annu. Rev. Neurosci. 24, 139–166. Galvan, A., Hare, T., Voss, H., Glover,
G., and Casey, B. J. (2007). Risk-
taking and the adolescent brain:
who is at risk? Dev. Sci. 10, F8–F14. Chung, S., Li, X., and Nelson, S. B. (2002). Short-term depression
at thalamocortical synapses con-
tributes to rapid adaptation of cor-
tical
sensory responses
in vivo. Neuron 34, 437–446. Bradley, S. R., Marino, M. J., Wittmann,
M., Rouse, S. T., Awad, H., Levey,
A. I., and Conn, P. J. (2000). Activation of group II metabotropic
glutamate receptors inhibits synap-
tic
excitation
of
the
substantia
Nigra pars reticulata. J. Neurosci. 20,
3085–3094. Currie, C. N. G. S., Godeau, E., Roberts,
C., Smith, R., Currie, D., Pickett, W.,
Richter, M., Morgan, A., Barnekow,
V. (2008). “Inequalities in young
people’s health (1993). HBSC inter-
national report from the 2005/06 Currie, C. N. G. S., Godeau, E., Roberts,
C., Smith, R., Currie, D., Pickett, W., Giedd, J. N. (2004). Structural mag-
netic resonance imaging of the ado-
lescent brain. Ann. N.Y. Acad. Sci. 1021, 77–85. Conn, P. J., Lindsley, C. W., and
Jones, C. K. (2009). Activation August 2012 | Volume 4 | Article 3 | 7 Frontiers in Synaptic Neuroscience www.frontiersin.org Adolescent nicotine alters STDP Goriounova and Mansvelder cholecystokinin
as
chemical
markers
for
specific
GABAergic
interneuron types in the rat frontal
cortex. J. Neurocytol. 31, 277–287. are involved in behaviors relating to
nicotine dependence. J. Neurosci. 27,
9077–9085. Helton, D. R., Tizzano, J. P., Monn, J. A., Schoepp, D. REFERENCES The diver-
sity
of
subunit composition
in
nAChRs:
evolutionary
origins,
physiologic
and
pharmacologic
consequences. J. Neurobiol. 53,
447–456. Jones, S., and Yakel, J. L. (1997). Functional nicotinic ACh receptors
on interneurones in the rat hip-
pocampus. J. Physiol. 504(Pt 3),
603–610. McQuiston,
A. R.,
and
Madison,
D. V. (1999). Nicotinic receptor
activation
excites
distinct
sub-
types of interneurons in the rat
hippocampus. J. Neurosci. 19,
2887–2896. Guillem, K., Bloem, B., Poorthuis, R. B., Loos, M., Smit, A. B., Maskos,
U., Spijker, S., and Mansvelder,
H. D. (2011). Nicotinic acetyl-
choline receptor beta2 subunits in
the medial prefrontal cortex control
attention. Science 333, 888–891. Kalmijn,
S.,
van
Boxtel,
M. P.,
Verschuren,
M. W.,
Jolles,
J.,
and Launer, L. J. (2002). Cigarette
smoking and alcohol consumption
in relation to cognitive performance
in middle age. Am. J. Epidemiol. 156, 936–944. Lester, H. A., Xiao, C., Srinivasan,
R., Son, C. D., Miwa, J., Pantoja,
R., Banghart, M. R., Dougherty,
D. A., Goate, A. M., and Wang, J. C. (2009). Nicotine is a selective
pharmacological
chaperone
of
acetylcholine
receptor
number
and
stoichiometry. Implications
for drug discovery. AAPS J. 11,
167–177. Melendez,
R. I.,
Gregory,
M. L.,
Bardo, M. T., and Kalivas, P. W. (2004). Impoverished
rearing
environment
alters
metabotropic
glutamate receptor expression and
function in the prefrontal cortex. Neuropsychopharmacology
29,
1980–1987. Gulledge, A. T., Park, S. B., Kawaguchi,
Y.,
and
Stuart,
G. J. (2007). Heterogeneity of phasic cholinergic
signaling in neocortical neurons. J. Neurophysiol. 97, 2215–2229. Kapfer, C., Glickfeld, L. L., Atallah,
B. V., and Scanziani, M. (2007). Supralinear increase of recurrent
inhibition during sparse activity
in the somatosensory cortex. Nat. Neurosci. 10, 743–753. Letzkus, J. J., Kampa, B. M., and
Stuart, G. J. (2007). Does spike
timing-dependent synaptic plastic-
ity underlie memory formation? Clin. Exp. Pharmacol. Physiol. 34,
1070–1076. Gupta, D. S., McCullumsmith, R. E.,
Beneyto,
M.,
Haroutunian,
V.,
Davis, K. L., and Meador-Woodruff,
J. H. (2005). Metabotropic gluta-
mate receptor protein expression
in the prefrontal cortex and stria-
tum in schizophrenia. Synapse 57,
123–131. Millar, N. S., and Gotti, C. (2009). Diversity
of
vertebrate
nico-
tinic
acetylcholine
receptors. Neuropharmacology 56, 237–246. Kawaguchi, Y. (1993). Groupings of
nonpyramidal and pyramidal cells
with
specific
physiological
and
morphological characteristics in rat
frontal cortex. J. Neurophysiol. 69,
416–431. Liechti, M. E., Lhuillier, L., Kaupmann,
K.,
and
Markou,
A. (2007). Metabotropic glutamate 2/3 recep-
tors in the ventral tegmental area
and the nucleus accumbens shell Mineur, Y. REFERENCES S., and Picciotto, M. R. (2008). Genetics of nicotinic acetyl-
choline receptors: relevance to nico-
tine addiction. Biochem. Pharmacol. 75, 323–333. Kawaguchi, Y., and Kondo, S. (2002). Parvalbumin,
somatostatin
and Hebb, D. (1949). The Organization of
Behaviour. New York: John Wiley. August 2012 | Volume 4 | Article 3 | 8 Frontiers in Synaptic Neuroscience www.frontiersin.org Adolescent nicotine alters STDP Goriounova and Mansvelder between
neocortical
pyramidal
cells mediated by Martinotti cells. Neuron 53, 735–746. upregulation by nicotine. Trends
Pharmacol. Sci. 11, 216–219. upregulation by nicotine. Trends
Pharmacol. Sci. 11, 216–219. general principles and long-term
consequences. Biochem. Pharmacol. 78, 668–676. Miwa, J. M., Freedman, R., and Lester,
H. A. (2011). Neural systems gov-
erned
by nicotinic acetylcholine
receptors:
emerging
hypotheses. Neuron 70, 20–33. Wonnacott,
S.,
Sidhpura,
N.,
and
Balfour, D. J. K. (2005). Nicotine
from
molecular
mechanisms
to
behaviour. Curr. Opin. Pharmacol. 5, 53. Portugal,
G. S., Wilkinson, D. S.,
Turner, J. R., Blendy, J. A., and
Gould T. J. (2012). Developmental
effects of acute, chronic, and with-
drawal from chronic nicotine on
fear conditioning. Neurobiol. Learn. Mem. 97, 482–494. Song, S., and Abbott, L. F. (2001). Cortical
development
and
remapping through spike timing-
dependent plasticity. Neuron 32,
339–350. Musso, F., Bettermann, F., Vucurevic,
G., Stoeter, P., Konrad, A., and
Winterer,
G. (2007). Smoking
impacts on prefrontal attentional
network function in young adult
brains. Psychopharmacology (Berl.)
191, 159–169. Woo, T. U., Pucak, M. L., Kye, C. H.,
Matus,
C. V.,
and
Lewis,
D. A. (1997). Peripubertal
refinement of the intrinsic and
associational circuitry in monkey
prefrontal cortex. Neuroscience 80,
1149–1158. Sowell,
E. R.,
Peterson,
B. S.,
Thompson, P. M., Welcome, S. E., Henkenius, A. L., and Toga, A. W. (2003). Mapping cortical change
across the human life span. Nat. Neurosci. 6, 309–315. Pozzi,
L.,
Baviera,
M.,
Sacchetti,
G.,
Calcagno,
E.,
Balducci,
C.,
Invernizzi, R. W., and Carli, M. (2011). Attention deficit induced by
blockade of N-methyl d-aspartate
receptors in the prefrontal cortex is
associated with enhanced glutamate
release and cAMP response element
binding protein phosphorylation:
role
of
metabotropic
glutamate
receptors
2/3. Neuroscience
176,
336–348. Orr,
D. P., and
Ingersoll,
G. M. (1995). The contribution of level
of cognitive complexity and puber-
tal timing to behavioral risk in
young adolescents. Pediatrics 95,
528–533. Xiang, Z., Huguenard, J. R., and Prince,
D. A. (1998). Cholinergic switching
within neocortical inhibitory net-
works. Science 281, 985–988. Sowell,
E. R.,
Thompson,
P. M.,
Leonard, C. Conflict of Interest Statement: The
authors
declare
that
the
research
was conducted in the absence of any
commercial or financial relationships
that could be construed as a potential
conflict of interest. Received: 11 June 2012; accepted: 16 July
2012; published online: 02 August 2012.
Citation:
Goriounova
NA
and
Mansvelder
HD
(2012)
Nicotine
exposure during adolescence alters the
rules for prefrontal cortical synaptic
plasticity
during
adulthood.
Front.
Syn. Neurosci. 4:3. doi: 10.3389/fnsyn.
2012.00003 Frontiers in Synaptic Neuroscience Received: 11 June 2012; accepted: 16 July
2012; published online: 02 August 2012. REFERENCES M., Welcome, S. E.,
Kan, E., and Toga, A. W. (2004). Longitudinal mapping of cortical
thickness
and
brain
growth
in
normal children. J. Neurosci. 24,
8223–8231. Palucha,
A.,
and
Pilc,
A. (2005). The involvement of glutamate in
the
pathophysiology
of
depres-
sion. Drug
News
Perspect. 18,
262–268. Zucker, R. S. (1989). Short-term synap-
tic plasticity. Annu. Rev. Neurosci. 12, 13–31. y
p
tic plasticity. Annu. Rev. Neurosci. 12, 13–31. Spear, L. P. (2000). The adolescent brain
and age-related behavioral manifes- Spear, L. P. (2000). The adolescent brain
and age-related behavioral manifes-
tations. Neurosci. Biobehav. Rev. 24,
417–463. Zucker, R. S., and Regehr, W. G. (2002). Sh
t t
ti
l ti it Zucker, R. S., and Regehr, W. G. (2002). Short-term
synaptic
plasticity. Annu. Rev. Physiol. 64, 355–405. Richards, M., Jarvis, M. J., Thompson,
N., and Wadsworth, M. E. (2003). Cigarette smoking and cognitive
decline in midlife: evidence from a
prospective birth cohort study. Am. J. Public Health 93, 994–998. Peto R., Chen, Z. M., and Boreham,
J. (1999). Tobacco–the
grow-
ing
epidemic. Nat. Med. 5,
15–17. tations. Neurosci. Biobehav. Rev. 24,
417–463. Takahashi,
T.,
Forsythe,
I. D.,
Tsujimoto,
T.,
Barnes-Davies,
M.,
and
Onodera,
K. (1996). Presynaptic
calcium
current
modulation
by
a
metabotropic
glutamate
receptor. Science 274,
594–597. Conflict of Interest Statement: The
authors
declare
that
the
research
was conducted in the absence of any
commercial or financial relationships
that could be construed as a potential
conflict of interest. Pilc, A., Chaki, S., Nowak, G., and
Witkin, J. M. (2008). Mood disor-
ders: regulation by metabotropic
glutamate
receptors. Biochem. Pharmacol. 75, 997–1006. Schochet,
T. L.,
Bremer,
Q. Z.,
Brownfield, M. S., Kelley, A. E.,
and Landry, C. F. (2008). The den-
dritically targeted protein Dendrin
is induced by acute nicotine in
cortical
regions
of
adolescent
rat brain. Eur. J. Neurosci. 28,
1967–1979. Polesskaya,
O. O.,
Fryxell,
K. J.,
Merchant, A. D., Locklear, L. L., Ker,
K. F., McDonald, C. G., Eppolito, A. K., Smith, L. N., Wheeler, T. L., and
Smith, R. F. (2007). Nicotine causes
age-dependent
changes
in
gene
expression in the adolescent female
rat brain. Neurotoxicol. Teratol. 29,
126–140. Tierney, P. L., Degenetais, E., Thierry,
A. M., Glowinski, J., and Gioanni, Y. (2004). Influence of the hippocam-
pus on interneurons of the rat pre-
frontal cortex. Eur. J. Neurosci. 20,
514–524. Received: 11 June 2012; accepted: 16 July
2012; published online: 02 August 2012. REFERENCES Citation:
Goriounova
NA
and
Mansvelder
HD
(2012)
Nicotine
exposure during adolescence alters the
rules for prefrontal cortical synaptic
plasticity
during
adulthood. Front. Syn. Neurosci. 4:3. doi: 10.3389/fnsyn. 2012.00003
C
i h
©
2012
G
i
d J
;
p
J y
2012; published online: 02 August 2012. Citation:
Goriounova
NA
and
Mansvelder
HD
(2012)
Nicotine
exposure during adolescence alters the
rules for prefrontal cortical synaptic
plasticity
during
adulthood. Front. Syn. Neurosci. 4:3. doi: 10.3389/fnsyn. 2012.00003 Schochet, T. L., Kelley, A. E., and
Landry, C. F. (2005). Differential
expression
of
arc
mRNA
and
other
plasticity-related
genes
induced by nicotine in adolescent
rat
forebrain. Neuroscience
135,
285–297. Trauth, J. A., Seidler, F. J., and Slotkin,
T. A. (2000). An animal model of
adolescent nicotine exposure: effects
on gene expression and macro-
molecular constituents in rat brain
regions. Brain Res. 867, 29–39. Poorthuis, R. B., Bloem, B., Schak, B.,
Wester, J., de Kock, C. P. J., and
Mansvelder, H. D. (2012). Layer-
specific modulation of the pre-
frontal cortex by nicotinic acetyl-
choline receptors. Cereb. Cortex. [Epub ahead of print]. Copyright
©
2012
Goriounova and
Mansvelder. This is an open-access arti-
cle distributed under the terms of the
Creative Commons Attribution License,
which permits use, distribution and
reproduction in other forums, provided
the original authors and source are cred-
ited and subject to any copyright notices
concerning any third-party graphics etc. Shram, M. J., Funk, D., Li, Z., and
Le, A. D. (2006). Periadolescent
and adult rats respond differently
in tests measuring the rewarding
and aversive effects of nicotine. Psychopharmacology
(Berl.)
186,
201–208. Vastola,
B. J.,
Douglas,
L. A.,
Varlinskaya,
E. I.,
and
Spear,
L. P. (2002). Nicotine-induced
conditioned
place
preference
in
adolescent and adult rats. Physiol. Behav. 77, 107–114. Poorthuis, R. B., Goriounova, N. A.,
Couey, J. J., and Mansvelder, H. D. (2009). Nicotinic actions on
neuronal networks for cognition: Silberberg,
G.,
and
Markram,
H. (2007). Disynaptic
inhibition Wonnacott, S. (1990). The paradox
of nicotinic acetylcholine receptor August 2012 | Volume 4 | Article 3 | 9 Frontiers in Synaptic Neuroscience www.frontiersin.org
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English
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M2 macrophage-derived exosome facilitates metastasis in non-small-cell lung cancer via delivering integrin αvβ3
|
Research Square (Research Square)
| 2,022
|
cc-by
| 10,533
|
M2 macrophage-derived exosome facilitates
metastasis in non-small-cell lung cancer via
delivering integrin αvβ3 Lamei Huang
Sun Yat-Sen University Cancer Center
Jianye Zhang
Guangzhou Medical University
Xueping Wang
Sun Yat-Sen University Cancer Center
Chaoyue Su
Guangzhou Medical University
Shaocong Wu
Sun Yat-Sen University Cancer Center
Chuan Yang
Sun Yat-Sen University Cancer Center
Min Luo
Sun Yat-Sen University Cancer Center
Fang Wang
Sun Yat-Sen University Cancer Center
Liwu Fu
(
fulw@mail.sysu.edu.cn
)
Sun Yat-Sen University Cancer Center Lamei Huang
Sun Yat-Sen University Cancer Center
Jianye Zhang
Guangzhou Medical University
Xueping Wang
Sun Yat-Sen University Cancer Center
Chaoyue Su
Guangzhou Medical University
Shaocong Wu
Sun Yat-Sen University Cancer Center
Chuan Yang
Sun Yat-Sen University Cancer Center
Min Luo
Sun Yat-Sen University Cancer Center
Fang Wang
Sun Yat-Sen University Cancer Center
Liwu Fu
(
fulw@mail.sysu.edu.cn
)
Sun Yat-Sen University Cancer Center Results We demonstrated that M2-polarized phenotypic macrophages facilitate the migration and invasion of
cancer cells in vitro and in vivo through intercellular delivering M2-exos. Importantly, we found that M2-
exos had considerably higher levels of integrin αvβ3. The impact of M2 macrophage-mediated invasion
and migration of NSCLC cells was clearly decreased when integrin αvβ3 was blocked. Mechanistically,
exosomal integrin αvβ3 produced from M2 macrophages successfully triggered the FAK signaling
pathway in recipient cells, boosting the migratory and invasive abilities of NSCLC cells. Clinically, we
found that metastatic NSCLC patients had greater integrin αvβ3 expression, which was associated with
worse prognosis. Research Article Keywords: M2 macrophage, Exosomes, Integrin αvβ3, Metastasis, NSCLC
Posted Date: April 28th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-1594991/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
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This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/28 Page 1/28 Methods The distribution of macrophages in tumor microenvironment, especially in lung cancer, was analyzed by
online database and immunohistochemistry. The model of M2 macrophage was successfully established
in vitro and M2 macrophage-derived exosomes were identified by transmission electron microscope
imaging, nanoparticle tracking analysis and western blot. The role of M2 macrophage-derived exosomes
(M2-exos) in promoting metastasis of lung cancer cells was identified by transwell assay, wound healing
assay, immunofluorescence in vitro, and by tumor model in vivo. The mechanism that M2-exos facilitates
metastasis via delivering integrin αvβ3 and activating the FAK signaling was investigated using western
blot, transwell assays, immunofluorescence assays. Finally, the expression levels of integrin αvβ3 were
assessed in clinical samples by immunohistochemistry. Background The most prevalent cause of cancer death is metastasis. Immunological components of tumour
microenvironment, especially tumour-associated macrophages, play a vital role in cancer metastasis. However, the underlying mechanisms of tumour-associated macrophages on non-small-cell lung cancer
(NSCLC) metastasis remain largely unexplored. 1. Background Exosomes contain a variety of bio-active molecules, including proteins, lipids, RNAs and
DNAs, which can be transferred to recipient cells and mediated their biological functions [28]. Accumulating research have shown that tumour-derived exosomes are associated with tumour growth,
drug resistance, metastasis, and the remodeling of the tumour immune microenvironment [29, 30]. Exosomes from lung cancer, for instance, contribute to the polarization of macrophages toward an M2-
like phenotype [31]. M2 macrophage-derived exosomes have been found to promote tumor progression
and metastasis in colorectal cancer and liver cancer [32, 33]. However, there has been little investigation
into the effect of M2 macrophage-derived exosomes (M2-exos) in metastatic NSCLC. ,
p
g
[
]
Accumulating research have shown that tumour-derived exosomes are associated with tumour growth,
drug resistance, metastasis, and the remodeling of the tumour immune microenvironment [29, 30]. Exosomes from lung cancer, for instance, contribute to the polarization of macrophages toward an M2-
like phenotype [31]. M2 macrophage-derived exosomes have been found to promote tumor progression
and metastasis in colorectal cancer and liver cancer [32, 33]. However, there has been little investigation
into the effect of M2 macrophage-derived exosomes (M2-exos) in metastatic NSCLC. Accumulating research have shown that tumour-derived exosomes are associated with tumour growth,
drug resistance, metastasis, and the remodeling of the tumour immune microenvironment [29, 30]. Exosomes from lung cancer, for instance, contribute to the polarization of macrophages toward an M2-
like phenotype [31]. M2 macrophage-derived exosomes have been found to promote tumor progression
and metastasis in colorectal cancer and liver cancer [32, 33]. However, there has been little investigation
into the effect of M2 macrophage-derived exosomes (M2-exos) in metastatic NSCLC. Exosomes from lung cancer, for instance, contribute to the polarization of macrophages toward an M2-
like phenotype [31]. M2 macrophage-derived exosomes have been found to promote tumor progression
and metastasis in colorectal cancer and liver cancer [32, 33]. However, there has been little investigation
into the effect of M2 macrophage-derived exosomes (M2-exos) in metastatic NSCLC. In this research, we demonstrated M2-exos were responsible for NSCLC progression and metastasis both
in vitro and in vivo. Importantly, ITG αvβ3 was found to be highly enriched in M2-exos and was closely
associated with NSCLC metastasis. The underlying mechanisms could be that M2-derived exosomes
mediated ITG αvβ3 transmission to NSCLC cells, which triggered the FAK signaling of recipient cells, thus
enhancing NSCLC cells migration and invasion. Conclusions This study reveals a novel mechanism that M2 macrophage-derived exosomal integrin αvβ3 significantly
increased NSCLC cells migration and invasion. integrin αvβ3 can be used as a potential prognostic
marker, and blocking integrin αvβ3 could be a viable treatment option for preventing tumour progression
and metastasis. Page 2/28 Page 2/28 1. Background Lung cancer is the dominant forerunner of cancer-related fatalities globally, of which non-small-cell lung
cancer (NSCLC) accounts for 80%-85% [1, 2]. Patients with NSCLC frequently develop metastases, the
most common of which are to the brain and bone, with a 5-year survival rate of fewer than 15% [3]. Multiple gene mutations related with NSCLC metastasis have been identified, including EGFR, VEGF,
KRAS, p53, and PTEN [4–6]. However, with the improvement of the understanding of various aspects of
tumour, more and more evidences show that the tumor microenvironment (TME) has a crucial role in
metastasis, whether it is primary site invasion or distant metastatic colonization [7–10]. The confrontation between tumor cells and immune cells determines the initiation and progression of
tumour In TME [11]. Although adaptive immunity is widely regarded as the main force against the tumour,
increasing evidence suggests innate immune cells, especially tumour-associated macrophages (TAM),
also play an important role in this battle [12–14]. Tumour cells recruit and civilize macrophages in the
tumour microenvironment to differentiate into M2-like macrophages by secreting various cytokines, such
as CSF1 and CCL2 [15, 16]. TAM refers to M2-like macrophages in TME that have tumor-promoting and
immunosuppressive activities [17]. TAM can release various cytokines such as TGF-β and EGF, which not
only promote tumor proliferation and transformation but also facilitate the establishment of tumor
tolerance microenvironment [18–20]. TAM can also secrete a series of inflammatory inhibitory molecules,
including IL-10 and IL-13, which can directly inhibit CD8+T and CD4+T cell-mediated tumour killing [21,
22]. TAM infiltration in TME is linked to poor prognosis in breast, oral, ovarian and bladder cancers, and
Hodgkin's lymphoma [23–25]. However, specific evidence linking TAM and NSCLC is still lacking,
particularly in terms of NSCLC metastasis. Exosomes are key mediators for intercellular cross-talk and are secreted by almost all cell types [26]. Exosomes are lipid bilayer membrane vesicles originated from endocytosis and have a diameter of about
30–150 nm [27]. Exosomes contain a variety of bio-active molecules, including proteins, lipids, RNAs and
DNAs, which can be transferred to recipient cells and mediated their biological functions [28]. Exosomes are key mediators for intercellular cross-talk and are secreted by almost all cell types [26]. Exosomes are lipid bilayer membrane vesicles originated from endocytosis and have a diameter of about
30–150 nm [27]. Cell culture The human NSCLC cell lines A549 and H1299 were cultured in DMEM medium (Gibco, USA), and the
human acute monocytic leukemia cell line THP-1 was cultured in RIPA 1640 medium (Gibco, USA). Both
medium contained with 1% penicillin-streptomycin and 10% fetal bovine serum (FBS). For macrophage
polarization, THP-1 cells were treated with 100nM phorbol-12-myristate-13 acetate (PMA; Sigma-Aldrich)
for 48 hours, after which the medium was discard and the cells were washed twice with pre-warmed
phosphate buffered saline (PBS). The PMA-differentiated THP-1 macrophages were then cultured for
another 24 h in the RPMI 1640 complete medium (without PMA) to obtain the resting state of
macrophages (M0). For M1 or M2 macrophages polarization, M0 macrophages were cultured for 48
hours in the medium supplemented with 100 ng/mL lipopolysaccharide (LPS; Sigma-Aldrich) and 20
ng/mL IFN-γ (PeproTech) or 20 ng/mL IL-4 and IL-13 (PeproTech), respectively. All cells were cultured at
37°C in a 5% CO2 atmosphere. Exosome isolation THP-1-differentiated M2 macrophages were cultivated for 24 hours in FBS-free RIPA 1640 medium, and
which the medium was collected and exosomes were extracted by differential ultracentrifugation as
described previously [34]. Briefly, to remove cells and debris, the conditioned media was centrifuged at
300 g for 5 minutes and 2,000 g for 15 minutes. Then, the supernatant was harvested and centrifuged at
15,000 g for 30 min at 4 ℃ to eliminate large extracellular vesicles. The exosomes were isolated by
centrifugation (Beckman Coulter Avanti J30I) at 100,000 g for 90 minutes. Finally, the isolated exosomes
were re-suspended in 200µL PBS and used immediately or stored at -80 degrees Celsius. Exosome identification TSG101, CD63, and Alix were utilized as positive controls in Western blot analysis, whereas as a negative
control, calnexin, an endoplasmic reticulum protein, was used. The Nanosight NS300 system (Nanosight
Technology, Malvern, UK) was employed to directly monitor the number and size distribution of
exosomes. 1. Background Our findings shed new light on the role of macrophages Page 3/28 Page 3/28 Page 3/28 in tumor metastasis, suggesting that M2 macrophage-derived exosomes play an important role in tumor
progression and may become a new target for tumor therapy. in tumor metastasis, suggesting that M2 macrophage-derived exosomes play an important role in tumor
progression and may become a new target for tumor therapy. Exosome uptake assays The extracted exosomes were treated with PKH26 Fluorescent Cell Linker Kits (Sigma-Aldrich) according
to the manufacturer's protocol to visualize exosome internalization. Next, the tagged exosomes were
cultured with H1299 cells for 6 h. The cells were fixed in 4% paraformaldehyde for 30 minutes before
being stained using Abcam's CytoPainter Phalloidin iFluor 488 Reagent for 30 minutes. The nuclei were Page 4/28 Page 4/28 then stained with Hoechst 33342 (Cell Signaling Technology, Danvers, MA) for 10 minutes. A confocal
microscope was used to look at how H1299 cells took in exosomes. Transwell assay For cell migration experiments, 2×104 NSCLC cells were resuspended in 200µL of FBS-free media and
planted into the 24-well Transwell cell culturing chambers (8µm pore size, BD), and 650µl of medium
containing 10% FBS was added into the lower chamber. For cell invasion assays, 4×104 NSCLC cells were
resuspended in 200µL of FBS-free media and planted into the upper inserts with pre-coated Matrigel, and
650µl of media containing with 10% FBS were added to the lower chamber. For NSCLC cells and M2
macrophages indirect co-culture assays, 2×104 THP-1 cells were seeded into the lower chamber and they
were induced to polarize towards M2 macrophages according to the above protocols. After then, NSCLC
cells were harvested and suspended in 200µl of FBS-free DMEM before being transferred to the upper
compartment. The cells in the upper chamber were wiped out after 24 hours, and the cells on the lower
chamber were fixed with 4 percent paraformaldehyde and stained with 0.5 percent crystal violet. For
identifying immune molecules in M2-exos that induce NSCLC cells migration and invasion, A549 and
H1299 cells were cocultured with M2-exos, M2-exos + anti-IgG blocking antibody (M2-exos + IgG Ab), M2-
exos + anti-ITG αvβ3 blocking antibody (M2-exos + ITG αvβ3 Ab, BioLegend, San Diego, CA) for 24 hours. Control group NSCLC cells were incubated with PBS. The results of NSCLC cells migration and invasion
were photographed and counted. At least three random microscopic fields (magnification×100) were
taken, and the cells were counted. All experiments were performed in triplicate. Western blot analysis Briefly, Whole cell lysates were electrophoresed in an 8 percent SDS-PAGE gel and then transferred to 0.22
m PVDF membranes (Millipore, USA) after being lysed in RIPA buffer with protease inhibitors. The
membranes were blocked for 1h at 37°C in TBST with 5% skimmed milk powder before being probed with
the specific antibody (1:1000) overnight at 4°C. Then, the membranes were incubated with secondary
antibody (1:5000) for 1h at 37°C. The protein bands were identified using an ECL detection system (Bio-
Rad, USA). Flow cytometry staining and analysis Flow cytometric assays were used to evaluate the expression of CD206 and HLA-DR as previously
described [35]. Briefly, 5×105 M1 and M2 macrophages were harvested and stained with PE-CD206 or
FITC-HLA-DRα antibody (BioLegend, San Diego, CA) for 15–20 minutes, and subsequently analysis using
flow cytometry. Flow cytometry data were analyzed by the Flowjo (Treestar, USA) software. Reverse transcription and quantitative real-time PCR Total cellular RNA was extracted using TRIzol reagent (Invitrogen, USA), and 1µg total RNA was reverse
transcribed into first-strand complementary DNA (cDNA) using cDNA Synthesis Kit (EZBioscience, USA) Page 5/28 according to protocols. Afterwards, the cDNA was performed to measure the relative gene expression
level using real-time PCR. The expression of target genes was normalized to GAPDH levels in the samples
in triplicates. The 2−ΔΔCT method was used to calculate the relative variation in gene expression. Additional file: Table S1 contains a list of primers. according to protocols. Afterwards, the cDNA was performed to measure the relative gene expression
level using real-time PCR. The expression of target genes was normalized to GAPDH levels in the samples
in triplicates. The 2−ΔΔCT method was used to calculate the relative variation in gene expression. Additional file: Table S1 contains a list of primers. struction and transfection of ITG αvβ3 shRNA and overexpression plasmids As previously described, reliable knockdown and overexpression cell lines were established[36]. lentiviral
vectors were used to create ITG αvβ3 shRNA and overexpressed plasmid. The generated plasmid was co-
transfected into 293T cells for 48 hours with the viral packaging plasmids psPAX2 and pMD.2G. Lentiviral supernatants were harvested and filtered through 0.45µm filter before being cultivated for 24
hours with H1299 cells. Puromycin selection (2 g/ml) was applied to the cells. Additional file: Table S2
shows the targeting sequences for specific genes. Table S3 shows the primers of overexpressed genes. Animals Male Balb/c nude mice aged 4 to 6 weeks were purchased from Guangdong Medical Laboratory Animal
Center in China. For establishing human NSCLC lung metastasis model in nude mice, 3×106 A549luc cells
were resuspended in 200µl FBS-free DMEM and injected intravenously into Balb/c nude mice. To study
the blockade effects of ITG αvβ3, 10µg M2-exos, M2-exo + ITG αvβ3 Ab and M2-exos + IgG Ab were
administered to Balb/c nude mice every four days, respectively. A similar volume of PBS was injected into
the control group. Mice were sacrificed after 50 days, and the lungs were assessed for metastatic lesions
by comparing biofluorescence signal intensities. Tissue morphology was identified by hematoxylin and
eosin (H&E) staining. Immunohistochemistry Patients’ clinical tumour specimens were gathered at the Sun Yat-sen University Cancer Center in
Guangzhou, China, who had been diagnosed with NSCLC. For patient specimens, all patients gave their
agreement and enrolled in an IRB approved protocols at Sun Yat-sen University Cancer Center, which
allowed the collecting and analysis of clinical data, archival, and paraffin specimens in compliance with
ethical principles (Ethics Document No. SL-B2022-139-01). Tumour specimens were formalin-fixed and
paraffin-embedded, as is standard laboratory pathology technique, and stored at the Sun Yat-sen
University Cancer Center’s pathology department. The paraffin slices from patients' tissues were treated
with primary anti-human antibodies at various dilutions (ITG αv, 1:400, ITG β3, 1:200) overnight at 4°C. They were then treated for 60 minutes at room temperature with the second antibody. The staining was
identified by using DAB Kit (Zisbio) as directed by the manufacturer. Hematoxylin staining was measured
using at least 5 randomly selected 200 or 400 fields of view after slides were stained for 6 minutes. Two
pathologists independently evaluated the protein expression. Statistical analysis Statistical analysis Statistical analysis Page 6/28 Unless otherwise specified, the results were presented as means SEM and analyzed using one-way
ANOVA or Student's t-test analysis. The statistical significance level was set at p < 0.05. SPSS 22.0 or
GraphPad Prism 7 were used for all statistical analyses. Unless otherwise specified, the results were presented as means SEM and analyzed using one-way
ANOVA or Student's t-test analysis. The statistical significance level was set at p < 0.05. SPSS 22.0 or
GraphPad Prism 7 were used for all statistical analyses. 3. Results To look into the relationship between macrophages and lung cancer. The Cancer Immunome Atlas
(https://tcia.at/) is an online database used to assess the macrophage distribution in TME. According to
an analysis of macrophage distribution in various cancer, macrophages were highly enriched in lung
adenocarcinoma (LUAD) samples (Fig. 1A). In LUAD, M2 macrophages made up the largest fraction of
immune cells (Fig. 1B). TAMs are distinguished by specific surface molecules, such as the Mannose
Receptor CD206, which related to angiogenesis and cancer metastasis [37]. Lung adenocarcinoma
specimens were collected to better understand the distribution of M2 macrophages in the LUAD. M2
macrophages were found to be more prevalent in metastatic lung adenocarcinoma specimens (n = 59)
than in non-metastatic lung adenocarcinoma specimens (n = 67) (Fig. 1C, D). Furthermore, high M2
macrophages infiltration was linked to a poor prognosis (Fig. 1E). Overall, macrophages are the most
common immune subgroup in lung adenocarcinoma, and lung adenocarcinoma with high M2
macrophages infiltration is more prone to metastasis. 3.2 M2-polarized macrophages enhance NSCLC cells
migration and invasion It is reported that tumour-associated macrophages extensively regulate tumour progression and
metastasis of a variety tumours [38]. Typically, tumour-associated macrophages exhibit an M2-like
phenotype. To explore the impact of M2 macrophages on lung adenocarcinoma, we first successfully
constructed an M1/M2 polarized macrophage model in vitro using THP-1 monocytes (Fig. 2A). In
contrast to M1-polarized macrophages, M2-polarized macrophages showed increased expression of
CD206, CD163, Arg-1 (M2 macrophages-associated marker), along with diminished level of HLA-DRα,
TNF-α, iNOS (M1 macrophages-associated marker), which was confirmed by flow cytometry and qPCR
assays (Fig. 2B, C). The induced M2 macrophages were then co-cultured with NSCLC cells for 24h, or
NSCLC was pretreated with M2 conditioned medium. We found that both treatments markedly enhanced
the migration and invasion abilities of H1299 and A549 cells (Fig. 2D, E). Therefore, we demonstrated in
vitro that M2-type macrophages assist the progression and metastasis of NSCLC. 3.3 M2 macrophage-derived exosomes enhance NSCLC
cells migration and invasion Page 7/28 After conditioned medium pretreatment with M2 macrophages, we found that A549 and H1299 cells
migrated and invaded substantially more. Therefore, we wondered if substances derived from M2
macrophages were responsible for the remarkable effect. Accumulated evidences suggested that
exosomes derived from tumour cells or tumour-associated stomal cells involve in tumour metastasis [39]. To investigate whether M2-exos are related to cancer metastasis, we extracted exosomes from M2
macrophages culture medium and subsequently treated NSCLC cells in vitro with these exosomes. Exosomes were validated by Western blot analysis using exosome-specific markers, TSG101, CD63, Alix
as well as the negative marker calnexin (Fig. 3A). In addition, nanoparticle tracking analysis (NTA) and
transmission electron microscopy (TEM) were used to quantify particle size and morphology (Fig. 3B, C). To exposed whether M2-exos can be internalized by NSCLC cells, we pre-treated H1299 cells with PKH26-
labeled exosomes for 12h. Confocal fluorescence imaging revealed that M2-exos tagged with PKH26
were highly absorbed by H1299 cells (Fig. 3D). After conditioned medium pretreatment with M2 macrophages, we found that A549 and H1299 cells
migrated and invaded substantially more. Therefore, we wondered if substances derived from M2
macrophages were responsible for the remarkable effect. Accumulated evidences suggested that
exosomes derived from tumour cells or tumour-associated stomal cells involve in tumour metastasis [39 We hypothesize that M2-exos promote NSCLC cells migratory and invasive capacities. Therefore, H1299
cells and A549 cells were cocultured with M2-macrophage-derived medium (M2-CM), M2-exos, and M2-
CM depleted exosomes (M2-CM dexo), respectively. Transwell assays were employed to assess cancer
cells' migration and invasion ability. As expected, M2-exos notably increased the migration and invasion
of NSCLC cells, but had little impact on cell proliferation (Fig. 3E-H). Collectively, our results revealed that
M2 macrophages enhanced the mobility and aggressiveness of NSCLC cells, which were predominantly
dependent on exosomes. 3.4 Exosomal ITG αvβ3 derived from M2 macrophages is a
key player in mediating NSCLC metastasis According to the evidence presented above, exosomes released by M2 macrophages deliver certain
components to NSCLC cells, enhancing cancer cells motility and invasion. Previous research
demonstrated that NSCLC cell-derived exosomes played a key role in mediating tumour metastasis
through targeting integrin signaling pathways. Integrins, a heterodimeric transmembrane receptor family
capable of regulation intercellular interactions with the extracellular matrix (ECM), have a key impact in
the regulation in a range of tumor cell behaviors such as proliferation, adhesion, migration, invasion and
survival. Thus, we assumed that integrin might played a key role in M2-exos in mediating NSCLC
metastasis. We discovered that M2-exo treatment significantly increased the protein expression levels of
ITG αv and β3 in H1299 and A549 cells in a concentration-dependent manner. However, there was no
significant change in the mRNA levels of ITG αvβ3 (Fig. 4A, B). Therefore, the increased protein
expression of ITG αv and β3 in A549 and H1299 cells is not endogenous. We investigated the expression
of ITG av and β3 in M2-exos to investigate whether exosomes mediate direct intercellular transmission of
ITG αvβ3. The Western blot experiment revealed that ITG αv and β3 were considerably more abundant in
M2-exos than in M2 macrophage cell lysate (Fig. 4C). Furthermore, colocalization of ITG αvβ3 and
exosomes was seen in A549 and H1299 cells cocultured with M2-exos, indicating that ITG αvβ3 was
transported from M2 macrophages to NSCLC cells via exosomes (Fig. 4D). In conclusion, these results
revealed that M2-exos enriched ITG αvβ3 meaningfully and could be directly transferred to NSCLC cells. Page 8/28 Page 8/28 To ascertain whether M2-exos-generated ITG αvβ3 on mediating NSCLC cells metastasis, M2-exos were
pre-incubated with or without anti-ITG αvβ3 blocking antibody (ITG αvβ3 Ab), and subsequently
cocultured with NSCLC cells to detect their migration and invasion abilities. In this investigation, an IgG
blocking Ab (IgG Ab) was used to evaluate the specificity of ITG αvβ3 Ab. As shown, when contrasted to
the M2-exos + IgG Ab group, the M2-exos + ITG αvβ3 Ab group effectively prevented the invasion and
migration of H1299 and A549 cells (Fig. 4E, F). To further confirm the critical role of exosomal ITG αvβ3
derived from M2-macrophages, ITG αv and β3 expression were suppressed in H1299 cells employing two
distinct shRNAs, and western blot assays were used to confirm the knock-efficacy (Fig. 4G). 3.5 M2 macrophage-derived exosomal ITG αvβ3 promotes
NSCLC metastasis in vivo To investigate whether M2-exos and its component ITG αvβ3 prime NSCLC lung metastasis in vivo, we
constructed A549 cells stably expressing luciferase gene (A549luc), followed by treated with M2-exos, M2-
exos + IgG Ab, M2-exos + ITG αvβ3 Ab and PBS. Then, A549luc cells with different treatment were injected
into caudal veins of male nude mice, and various treatment interventions were performed as illustrated in
scheme (Fig. 5A). There was no notable variation in body mass between the groups throughout the
experiment (Fig. 5B). When the M2-exos and M2-exos + IgG antibody groups were compared to the control
group, we discovered a substantial increase in lung metastases. When compared to the M2-exos and M2-
exos + IgG group lung metastasis was considerably reduced in the M2-exos + ITG αvβ3 Ab group (Fig. 5C,
D). These results suggested that ITG αvβ3 was indeed the main effector molecule mediating M2-exos to
promote tumor metastasis. Histologic investigation revealed that M2-exos dramatically enhanced the
metastatic nodules in lung, but blocking exosomal ITG αvβ3 would inhibit this effect (Fig. 5E). These
results implied that M2 macrophage-derived exosomal ITG αvβ3 could be transmitted to cancer cells and
increased cancer migration and invasion in vivo. 3.6 ITG αvβ3 improve tumour metastasis via activating the
FAK signaling pathway. 3.4 Exosomal ITG αvβ3 derived from M2 macrophages is a
key player in mediating NSCLC metastasis Moreover, the
down-regulation of ITG αv and β3 protein expression in H1299 cells significantly repressed their
capacities of migration and invasion, and M2-exos treatment can salvage this inhibitory effect (Fig. 4H, I) g
3.7 Integrin αvβ3 related to NSCLC metastasis and poor 3.7 Integrin αvβ3 related to NSCLC metastasis and poor
prognosis 3.6 ITG αvβ3 improve tumour metastasis via activating the
FAK signaling pathway. Exosomes have been proven in numerous studies to have a vital function in signal transduction [40–42]. However, the involvement of transportable ITG αvβ3 from M2-exos in the NSCLC migratory and invasive
signaling pathway remains unknown. To further explore the relevant molecular mechanisms, we
constructed A549 and H1299 cells overexpressing ITG αvβ3 (Fig. 6A, B). We found that A549-ITG αvβ3
and H1299-ITG αvβ3 had dramatically improved migration and invasion abilities (Fig. 6C). We also
carried out wound-healing assay. The horizontal mobility of A549-ITGαvβ3 and H1299-ITG αvβ3 was
higher than that of the control group, as expected (Fig. 6D). These results further suggested that ITG αvβ3
could be a key effector molecule promoting tumor metastasis. Focal adhesion kinase (FAK) is a non-
receptor kinase that is primarily responsible for adhesion signaling and cell migration, but it can also
promote cell survival in the absence of stress [43]. Many studies have shown that integrins primarily Page 9/28 Page 9/28 trigger the FAK signaling pathway, regulating various biological function [44, 45]. Therefore, we further
investigated whether ITG αvβ3 delivered by M2-exos activates the downstream FAK/p-FAK signaling
pathway of NSCLC cells. We discovered that p-FAK protein expression was considerably increased in
A549 cells after M2-exos treatment compared to the control group, while p-FAK protein expression was
down-regulated after pre-incubation with M2-exo and ITG αvβ3 blocking antibody (Fig. 6E). More
importantly, FAK inhibitor treatment significantly offset the increased migration and motility of tumor
cells induced by M2-exos. These results further demonstrated that ITG αvβ3 promoted tumor metastasis
by activating FAK signaling pathway (Fig. 6F). Taken together, these results indicated that exosomal ITG
αvβ3 derived from M2 macrophages is essential for migration and invasion of NSCLC cells. Mechanicall
intercellularly transferred exosomal ITG αvβ3 primarily activated the FAK signaling pathway to execute
biological functions. 3.7 Integrin αvβ3 related to NSCLC metastasis and poor
prognosis We revealed that M2 macrophage-derived exosomes mediate ITG αvβ3 transmission to increase NSCLC
migration and invasion in vitro and in vivo models. In order to verify the reliability of this conclusion in
real data. We collected 126 lung adenocarcinoma specimens, including 59 metastatic cases and 67 non-
metastatic cases (Table 1). Immunohistochemistry was used to determine the levels of ITG αv and β3
expression in lung cancer specimens. We discovered that lung adenocarcinomas with metastasis had
greater levels of ITG αv and β3 expression than those without metastasis (Fig. 7A, B). Then the
specimens were divided into high or low ITG αv group and ITG β3 group, based on immunohistochemical
scores. We found that the rate of metastasis was higher in the high ITG αv and high ITG β3 groups than
in the correspondingly low score groups, respectively (Fig. 7C). This suggested that high expression of
ITG αv and ITG β3 in tumour cells could indicate a poor prognosis. Therefore, we analyzed metastasis-
free survival in each group. When compared to the low expression group, the metastasis-free survival rate
of the high expression group was lower than expected (Fig. 7D, E). Overall, these clinical evidences
suggested that high expression of ITG αv and ITG β3 was associated with a poor prognosis. Page 10/28 Table 1
correlation between metastasis and clinical pathology characteristics in
Lung cancer
Variable
NO. metastasis
X2
P Valve
non-meta
meta
Age
< 60
59
32(54.2%)
27(45.8%)
0.924
0.3
> 60
67
42(62.7%)
25(37.3%)
Gender
Female
57
35(61.4%)
22(23.5%)
0.307
0.6
Male
69
39(56.5%)
30(43.5%)
Smoking
non-smoking
79
46(58.2%)
33(41.8%)
0.022
0.9
smoking
47
28(59.6%)
19(40.4%)
ITG β3
low expression
62
40(64.5%)
22(35.5%)
6.306
0.012
high expression
64
27(42.2%)
37(57.8%)
ITG αv
low expression
66
41(62.1%)
25(37.9%)
4.455
0.035
high expression
60
26(43.3%)
34(56.7%) 4. Discussion Currently, the vast majority of cancer-related deaths (about 90%) are caused by metastatic disease [46]. Tumour metastasis is a complex biological process involving multiple cascade steps, and there are still
many unexplained mechanisms [47]. A mass of studies have shown that TME enrich a variety of
immunosuppressive cells, which have a vital role in mediating the invasiveness of primary tumours and
the ability to metastasize to distant sites through direct contact with cancer cells or paracrine pathways
[48, 49]. Macrophages are the main tumour-infiltrating leukocytes in almost all cancers. They can be
"domesticated" by tumour cells to polarize toward M2-like macrophages phenotype, therefore supporting
tumour progression [49]. Many studies have reported that the invasion and metastasis of NSCLC is
closely related to its microenvironment [50]. However, the link between the metastasis of NSCLC and M2
macrophages and the underlying molecular mechanism have not yet been clarified. Page 11/28 It is reported that TAMs in the TME can be differentiated from bone marrow-derived macrophages, or
tissue colonized macrophages, according on where the tumor is located in the body [49]. In NSCLC, the
tumour-promoting TAMs are mainly derived from bone marrow macrophages [51]. Therefore, in this
study, we simulated the physiological effects of TAMs in vivo by inducing the polarization of acute
leukemia monocytes THP-1 to M2 macrophages in vitro. M2 macrophages have been shown to highly
express genes such as CD163, CD206, Arg-1, and IL-10, while low expression of M1 macrophage markers,
such as HLA-DRα, iNOS and TNF-α. In this study, we successfully induced M2 macrophages in vitro using
THP-1 cell line. More importantly, CD206+ M2 macrophages have the characteristics of significantly
promoting the migration and invasion phenotype of NSCLC. A study performed by Lee et al. has shown
that TAMs in metastatic tumours are mainly M2 macrophage phenotypes [52]. Many studies have
reported that M2 macrophages released a wide range of chemokines, cytokines to enhance tumour
invasion and metastasis [53]. Nevertheless, the molecular mechanism by which they interact with tumor
cells is unknown. More and more studies have shown that exosomes produced from tumour-associated stromal cells have
a significant role in mediating intercellular communication [32]. For example, exosomes derived from
tumour-associated fibroblasts promoted the metastasis of colorectal cancer cells and chemotherapy
resistance [39]. Similarly, M2-exos were confirmed to increase the metastasis of colorectal cancer cells
[32]. In addition, Wu et al. 4. Discussion found that M2 macrophages-derived exosomes delivered integrin αMβ2 to
hepatocellular carcinoma cells and activated the expression of MMP9, thereby promoting the invasion
and metastasis of cancer cells [54]. Consistently, our research has shown that exosomes secreted by M2
macrophages possess the ability to enhance the metastasis of NSCLC cells in vivo and in vitro. Exosomes are made up of a range of biologically active components, including proteins, RNA, DNA and
lipids [27, 55]. Importantly, exosomal contents derived from different cell types are unique [56]. Our study
found that M2-exo showed a significant enrichment of ITG αvβ3. ITG αvβ3 is a marker of tumour
angiogenesis, and its expression on tumour cells is related to cancer progression, drug resistance and
EMT [57]. In addition, Wettersten et al. showed that ITG αvβ3 has a significant positive correlation with
TAMs markers in various cancers [58]. Additionally, the enrichment of ITG αvβ3 was found in prostate
cancer cell-derived exosomes, which could promote the migration phenotype of non-tumourigenic cells
through intercellular deliver of exosome [59]. In this study, we demonstrated that M2-exos-mediated
invasion and metastasis of NSCLC cells are dependent on ITG αvβ3. Exogenous blocking of ITG αvβ3
derived from M2-exos prevented the migration and invasion of NSCLC induced by M2-exos. Studies so far have shown that exosomes are important mediators of intercellular signal transduction. However, the mechanism of ITG αvβ3 transferred by M2-exo in driving the migration and invasion of
NSCLC is still unclear. FAK is a major regulator of growth factor receptor and integrin-mediated signals,
which controls the basic processes of normal cells and cancer cells through kinase activity and scaffold
function [60]. FAK activity and expression are upregulated in many cancers, and are usually relevant to
poor clinical outcomes, implying that FAK could be used to predict tumour progression [60]. In this study, Page 12/28 Page 12/28 we found that M2-exos ITG αvβ3 mainly facilitated the invasion and metastasis of NSCLC through
activating the FAK signal transduction. 5. Conclusions Our research showed that M2-exos were rich in ITG αvβ3, which could be directly transferred to NSCLC
cells, resulting in accelerated migration and invasion in NSCLC. ITG αvβ3 facilitated NSCLC invasion and
metastasis by increasing the phosphorylation of FAK. Blocking exosomal ITG αvβ3 weakened the
potential of M2-exos to increase NSCLC cells migration and invasion. Therefore, our study supported that
ITG αvβ3 as a biomarker of TAMs activation in NSCLC. In addition, blocking the ITG αvβ3-FAK signal
transduction pathway may be a promising treatment to control the metastasis of NSCLC. However, more
research is still needed to further clarify its potential mechanism. In addition, our future research will need
to isolate TAMs from human specimens for further verification Abbreviations NSCLC: Non-small-cell lung cancer Page 13/28 Page 13/28 TNF-α: Tumor necrosis factor-alpha
HLA-DRα: Human leukocyte antigen-DRα
iNOS: Inducible nitric oxide synthase
TSG101: Tumor susceptibility gene 101
NTA: Nanoparticle tracking analysis
TEM: Transmission electron microscopy
M2-CM: M2-macrophage-derived medium
ECM: Extracellular matrix
EMT: Epithelial-Mesenchymal Transition. EMT: Epithelial-Mesenchymal Transition. EMT: Epithelial-Mesenchymal Transition. Consent for publication Not applicable Availability of data and materials All data generated or analysed during this study are included in this
published article and its supplementary information files. Competing interests The authors have no relevant or potential conflicts of interest to declare. Competing interests The authors have no relevant or potential conflicts of interest to declare. Funding This work was supported by National Key R&D Program of China (2021YFE0202000), National
Natural Science Foundation of China (81773888). Funding This work was supported by National Key R&D Program of China (2021YFE0202000), National
Natural Science Foundation of China (81773888). Authors' contributions LF and FW conceived of the study. LF and JZ designed it. LH, JZ, CS, SW, CY and
ML carried out the experiments. LH and JZ analyzed and interpreted the data. LH and JZ drafted the
manuscript with comments from all authors. FW and LF reviewed the manuscript. All authors read and
approved the final manuscript. Acknowledgements Not applicable Declarations Ethics approval and consent to participate This study involves human subjects and was approved by the
institutional research ethics committee of Sun Yat-sen University Cancer Center (SL-B2022-139-01). Subjects gave informed consent to participate in the study before taking part. Consent for publication Not applicable Consent for publication Not applicable References 1. Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, Bray F: Global cancer statistics
2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. Page 14/28 CA Cancer J Clin 2021. CA Cancer J Clin 2021. 2. Herbst RS, Morgensztern D, Boshoff C: The biology and management of non-small cell lung cancer. Nature 2018, 553(7689):446–454. 3. Lim Z-F, Ma PC: Emerging insights of tumor heterogeneity and drug resistance mechanisms in lung
cancer targeted therapy. J Hematol Oncol 2019, 12(1):134. 3. Lim Z-F, Ma PC: Emerging insights of tumor heterogeneity and drug resistance mechanisms in lung
cancer targeted therapy. J Hematol Oncol 2019, 12(1):134. 4. Wu YL, Tsuboi M, He J, John T, Grohe C, Majem M, Goldman JW, Laktionov K, Kim SW, Kato T et al:
Osimertinib in Resected EGFR-Mutated Non-Small-Cell Lung Cancer. The New England journal of
medicine 2020, 383(18):1711–1723. 5. Kim J, Lee HM, Cai F, Ko B, Yang C, Lieu EL, Muhammad N, Rhyne S, Li K, Haloul M et al: The
hexosamine biosynthesis pathway is a targetable liability in KRAS/LKB1 mutant lung cancer. Nature
metabolism 2020, 2(12):1401–1412. 6. Planchard D, Smit EF, Groen HJM, Mazieres J, Besse B, Helland Å, Giannone V, D'Amelio AM, Jr.,
Zhang P, Mookerjee B et al: Dabrafenib plus trametinib in patients with previously untreated
BRAF(V600E)-mutant metastatic non-small-cell lung cancer: an open-label, phase 2 trial. The Lancet
Oncology 2017, 18(10):1307–1316. 7. Wu Y, Yang S, Ma J, Chen Z, Song G, Rao D, Cheng Y, Huang S, Liu Y, Jiang S et al: Spatiotemporal
Immune Landscape of Colorectal Cancer Liver Metastasis at Single-Cell Level. Cancer discovery
2022, 12(1):134–153. 8. Dai J, Cimino PJ, Gouin KH, 3rd, Grzelak CA, Barrett A, Lim AR, Long A, Weaver S, Saldin LT, Uzamere
A et al: Astrocytic laminin-211 drives disseminated breast tumor cell dormancy in brain. Nat Cancer
2022, 3(1):25–42. 9. Kfoury Y, Baryawno N, Severe N, Mei S, Gustafsson K, Hirz T, Brouse T, Scadden EW, Igolkina AA,
Kokkaliaris K et al: Human prostate cancer bone metastases have an actionable immunosuppressive
microenvironment. Cancer Cell 2021, 39(11):1464–1478.e1468. 10. Lim B, Woodward WA, Wang X, Reuben JM, Ueno NT: Inflammatory breast cancer biology: the
tumour microenvironment is key. Nat Rev Cancer 2018, 18(8):485–499. 11. Bayik D, Lathia JD: Cancer stem cell-immune cell crosstalk in tumour progression. Nat Rev Cancer
2021, 21(8):526–536. 12. References DeNardo DG, Ruffell B: Macrophages as regulators of tumour immunity and immunotherapy. Nat
Rev Immunol 2019, 19(6):369–382. 13. Güç E, Pollard JW: Redefining macrophage and neutrophil biology in the metastatic cascade. Immunity 2021, 54(5):885–902. 14. Wellenstein MD, Coffelt SB, Duits DEM, van Miltenburg MH, Slagter M, de Rink I, Henneman L, Kas
SM, Prekovic S, Hau CS et al: Loss of p53 triggers WNT-dependent systemic inflammation to drive
breast cancer metastasis. Nature 2019, 572(7770):538–542. 15. Martinez FO, Helming L, Gordon S: Alternative activation of macrophages: an immunologic
functional perspective. Annu Rev Immunol 2009, 27:451–483. 15. Martinez FO, Helming L, Gordon S: Alternative activation of macrophages: an immunologic
functional perspective. Annu Rev Immunol 2009, 27:451–483. Page 15/28 Page 15/28 16. Morrissey SM, Zhang F, Ding C, Montoya-Durango DE, Hu X, Yang C, Wang Z, Yuan F, Fox M, Zhang
HG et al: Tumor-derived exosomes drive immunosuppressive macrophages in a pre-metastatic niche
through glycolytic dominant metabolic reprogramming. Cell metabolism 2021, 33(10):2040–
2058.e2010. 17. Cassetta L, Pollard JW: Targeting macrophages: therapeutic approaches in cancer. Nat Rev Drug
Discov 2018, 17(12):887–904. 18. Pollard JW: Tumour-educated macrophages promote tumour progression and metastasis. Nat Rev
Cancer 2004, 4(1):71–78. 19. Mantovani A, Marchesi F, Malesci A, Laghi L, Allavena P: Tumour-associated macrophages as
treatment targets in oncology. Nat Rev Clin Oncol 2017, 14(7):399–416. 20. Salmaninejad A, Valilou SF, Soltani A, Ahmadi S, Abarghan YJ, Rosengren RJ, Sahebkar A: Tumor-
associated macrophages: role in cancer development and therapeutic implications. Cell Oncol
(Dordr) 2019, 42(5):591–608. 21. Noy R, Pollard JW: Tumor-associated macrophages: from mechanisms to therapy. Immunity 2014,
41(1):49–61. 22. Jackaman C, Tomay F, Duong L, Abdol Razak NB, Pixley FJ, Metharom P, Nelson DJ: Aging and
cancer: The role of macrophages and neutrophils. Ageing Res Rev 2017, 36:105–116. 23. Zhang Q-w, Liu L, Gong C-y, Shi H-s, Zeng Y-h, Wang X-z, Zhao Y-w, Wei Y-q: Prognostic significance
of tumor-associated macrophages in solid tumor: a meta-analysis of the literature. PLoS One 2012,
7(12):e50946. 24. Zhao X, Qu J, Sun Y, Wang J, Liu X, Wang F, Zhang H, Wang W, Ma X, Gao X et al: Prognostic
significance of tumor-associated macrophages in breast cancer: a meta-analysis of the literature. Oncotarget 2017, 8(18):30576–30586. 25. Guo B, Cen H, Tan X, Ke Q: Meta-analysis of the prognostic and clinical value of tumor-associated
macrophages in adult classical Hodgkin lymphoma. BMC Med 2016, 14(1):159. 26. References Ying W, Gao H, Dos Reis FCG, Bandyopadhyay G, Ofrecio JM, Luo Z, Ji Y, Jin Z, Ly C, Olefsky JM:
MiR-690, an exosomal-derived miRNA from M2-polarized macrophages, improves insulin sensitivity
in obese mice. Cell metabolism 2021, 33(4):781–790.e785. 35. Tan-Garcia A, Wai LE, Zheng D, Ceccarello E, Jo J, Banu N, Khakpoor A, Chia A, Tham CYL, Tan AT et
al: Intrahepatic CD206(+) macrophages contribute to inflammation in advanced viral-related liver
disease. Journal of hepatology 2017, 67(3):490–500. 35. Tan-Garcia A, Wai LE, Zheng D, Ceccarello E, Jo J, Banu N, Khakpoor A, Chia A, Tham CYL, Tan AT et
al: Intrahepatic CD206(+) macrophages contribute to inflammation in advanced viral-related liver
disease. Journal of hepatology 2017, 67(3):490–500. 36. Tai HC, Wang SW, Swain S, Lin LW, Tsai HC, Liu SC, Wu HC, Guo JH, Liu CL, Lai YW et al: Melatonin
suppresses the metastatic potential of osteoblastic prostate cancers by inhibiting integrin α(2) β(1)
expression. Journal of pineal research 2022. 36. Tai HC, Wang SW, Swain S, Lin LW, Tsai HC, Liu SC, Wu HC, Guo JH, Liu CL, Lai YW et al: Melatonin
suppresses the metastatic potential of osteoblastic prostate cancers by inhibiting integrin α(2) β(1)
expression. Journal of pineal research 2022. 37. Sun L, Kees T, Almeida AS, Liu B, He XY, Ng D, Han X, Spector DL, McNeish IA, Gimotty P et al:
Activating a collaborative innate-adaptive immune response to control metastasis. Cancer Cell 2021,
39(10):1361–1374.e1369. 37. Sun L, Kees T, Almeida AS, Liu B, He XY, Ng D, Han X, Spector DL, McNeish IA, Gimotty P et al:
Activating a collaborative innate-adaptive immune response to control metastasis. Cancer Cell 2021,
39(10):1361–1374.e1369. 38. Fu L-Q, Du W-L, Cai M-H, Yao J-Y, Zhao Y-Y, Mou X-Z: The roles of tumor-associated macrophages in
tumor angiogenesis and metastasis. Cell Immunol 2020, 353:104119. 38. Fu L-Q, Du W-L, Cai M-H, Yao J-Y, Zhao Y-Y, Mou X-Z: The roles of tumor-associated macrophages in
tumor angiogenesis and metastasis. Cell Immunol 2020, 353:104119. 39. Hu JL, Wang W, Lan XL, Zeng ZC, Liang YS, Yan YR, Song FY, Wang FF, Zhu XH, Liao WJ et al: CAFs
secreted exosomes promote metastasis and chemotherapy resistance by enhancing cell stemness
and epithelial-mesenchymal transition in colorectal cancer. Mol Cancer 2019, 18(1):91. 39. References O'Brien K, Breyne K, Ughetto S, Laurent LC, Breakefield XO: RNA delivery by extracellular vesicles in
mammalian cells and its applications. Nature reviews Molecular cell biology 2020, 21(10):585–606. 27. Pegtel DM, Gould SJ: Exosomes. Annu Rev Biochem 2019, 88:487–514. 26. O'Brien K, Breyne K, Ughetto S, Laurent LC, Breakefield XO: RNA delivery by extracellular vesicles in
mammalian cells and its applications. Nature reviews Molecular cell biology 2020, 21(10):585–606. 27 Pegtel DM Gould SJ: Exosomes Annu Rev Biochem 2019 88:487–514 pp
gy
,
(
)
27. Pegtel DM, Gould SJ: Exosomes. Annu Rev Biochem 2019, 88:487–514. 28. Kalluri R, LeBleu VS: The biology function and biomedical applications of exosomes. Science 2020,
367(6478). 28. Kalluri R, LeBleu VS: The biology function and biomedical applications of exosomes. Science 2020,
367(6478). 29. Lin Y, Xu J, Lan H: Tumor-associated macrophages in tumor metastasis: biological roles and clinical
therapeutic applications. J Hematol Oncol 2019, 12(1):76. 30. Huang W, Yan Y, Liu Y, Lin M, Ma J, Zhang W, Dai J, Li J, Guo Q, Chen H et al: Exosomes with low
miR-34c-3p expression promote invasion and migration of non-small cell lung cancer by
upregulating integrin α2β1. Signal Transduct Target Ther 2020, 5(1):39. 31. Pritchard A, Tousif S, Wang Y, Hough K, Khan S, Strenkowski J, Chacko BK, Darley-Usmar VM,
Deshane JS: Lung Tumor Cell-Derived Exosomes Promote M2 Macrophage Polarization. Cells 2020, 31. Pritchard A, Tousif S, Wang Y, Hough K, Khan S, Strenkowski J, Chacko BK, Darley-Usmar VM,
Deshane JS: Lung Tumor Cell-Derived Exosomes Promote M2 Macrophage Polarization. Cells 2020, Page 16/28 Page 16/28 9(5). 32. Lan J, Sun L, Xu F, Liu L, Hu F, Song D, Hou Z, Wu W, Luo X, Wang J et al: M2 Macrophage-Derived
Exosomes Promote Cell Migration and Invasion in Colon Cancer. Cancer Res 2019, 79(1):146–158. 33. Zhang Y, Meng W, Yue P, Li X: M2 macrophage-derived extracellular vesicles promote gastric cancer
progression via a microRNA-130b-3p/MLL3/GRHL2 signaling cascade. J Exp Clin Cancer Res 2020,
39(1):134. 34. Ying W, Gao H, Dos Reis FCG, Bandyopadhyay G, Ofrecio JM, Luo Z, Ji Y, Jin Z, Ly C, Olefsky JM:
MiR-690, an exosomal-derived miRNA from M2-polarized macrophages, improves insulin sensitivity
in obese mice. Cell metabolism 2021, 33(4):781–790.e785. 34. References Hu JL, Wang W, Lan XL, Zeng ZC, Liang YS, Yan YR, Song FY, Wang FF, Zhu XH, Liao WJ et al: CAFs
secreted exosomes promote metastasis and chemotherapy resistance by enhancing cell stemness
and epithelial-mesenchymal transition in colorectal cancer. Mol Cancer 2019, 18(1):91. 40. Xu R, Rai A, Chen M, Suwakulsiri W, Greening DW, Simpson RJ: Extracellular vesicles in cancer -
implications for future improvements in cancer care. Nat Rev Clin Oncol 2018, 15(10):617–638. 40. Xu R, Rai A, Chen M, Suwakulsiri W, Greening DW, Simpson RJ: Extracellular vesicles in cancer -
implications for future improvements in cancer care. Nat Rev Clin Oncol 2018, 15(10):617–638. 41. Nam GH, Choi Y, Kim GB, Kim S, Kim SA, Kim IS: Emerging Prospects of Exosomes for Cancer
Treatment: From Conventional Therapy to Immunotherapy. Advanced materials (Deerfield Beach,
Fla) 2020, 32(51):e2002440. 41. Nam GH, Choi Y, Kim GB, Kim S, Kim SA, Kim IS: Emerging Prospects of Exosomes for Cancer
Treatment: From Conventional Therapy to Immunotherapy. Advanced materials (Deerfield Beach,
Fla) 2020, 32(51):e2002440. 42. Hoshino A, Kim HS, Bojmar L, Gyan KE, Cioffi M, Hernandez J, Zambirinis CP, Rodrigues G, Molina H,
Heissel S et al: Extracellular Vesicle and Particle Biomarkers Define Multiple Human Cancers. Cell
2020, 182(4):1044–1061.e1018. 43. Dawson JC, Serrels A, Stupack DG, Schlaepfer DD, Frame MC: Targeting FAK in anticancer
combination therapies. Nat Rev Cancer 2021, 21(5):313–324. 44. Oguri Y, Shinoda K, Kim H, Alba DL, Bolus WR, Wang Q, Brown Z, Pradhan RN, Tajima K, Yoneshiro T
et al: CD81 Controls Beige Fat Progenitor Cell Growth and Energy Balance via FAK Signaling. Cell
2020, 182(3):563–577.e520. 45. Cooper J, Giancotti FG: Integrin Signaling in Cancer: Mechanotransduction, Stemness, Epithelial
Plasticity, and Therapeutic Resistance. Cancer Cell 2019, 35(3):347–367. Page 17/28 46. Altorki NK, Markowitz GJ, Gao D, Port JL, Saxena A, Stiles B, McGraw T, Mittal V: The lung
microenvironment: an important regulator of tumour growth and metastasis. Nat Rev Cancer 2019,
19(1). 47. Dasgupta A, Lim AR, Ghajar CM: Circulating and disseminated tumor cells: harbingers or initiators of
metastasis? Mol Oncol 2017, 11(1):40–61. 48. Hinshaw DC, Shevde LA: The Tumor Microenvironment Innately Modulates Cancer Progression. Cancer research 2019, 79(18):4557–4566. 49. Davies LC, Jenkins SJ, Allen JE, Taylor PR: Tissue-resident macrophages. Nat Immunol 2013,
14(10):986–995. 50. References Liang Z-W, Ge X-X, Xu M-D, Qin H, Wu M-Y, Shen M, Zhang Y, Liu X-M, Chen K, Li W et al: Tumor
associated macrophages (TAMs) promote the metastasis and growth of non-small cell lung cancer
(NSCLC) cells through NF-κB/PP2Ac positive feedback loop. Cancer Sci 2021. 51. Cortez-Retamozo V, Etzrodt M, Newton A, Rauch PJ, Chudnovskiy A, Berger C, Ryan RJH, Iwamoto Y,
Marinelli B, Gorbatov R et al: Origins of tumor-associated macrophages and neutrophils. Proceedings
of the National Academy of Sciences of the United States of America 2012, 109(7):2491–2496. 52. Lee C-C, Lin J-C, Hwang W-L, Kuo Y-J, Chen H-K, Tai S-K, Lin C-C, Yang M-H: Macrophage-secreted
interleukin-35 regulates cancer cell plasticity to facilitate metastatic colonization. Nat Commun 2018,
9(1):3763. 53. Zeng X-Y, Xie H, Yuan J, Jiang X-Y, Yong J-H, Zeng D, Dou Y-Y, Xiao S-S: M2-like tumor-associated
macrophages-secreted EGF promotes epithelial ovarian cancer metastasis via activating EGFR-ERK
signaling and suppressing lncRNA LIMT expression. Cancer Biol Ther 2019, 20(7):956–966. 54. Wu J, Gao W, Tang Q, Yu Y, You W, Wu Z, Fan Y, Zhang L, Wu C, Han G et al: M2 Macrophage-Derived
Exosomes Facilitate HCC Metastasis by Transferring α β Integrin to Tumor Cells. Hepatology 2021,
73(4):1365–1380. 55. Wu S, Luo M, To KKW, Zhang J, Su C, Zhang H, An S, Wang F, Chen D, Fu L: Intercellular transfer of
exosomal wild type EGFR triggers osimertinib resistance in non-small cell lung cancer. Mol Cancer
2021, 20(1):17. 56. Su C, Zhang J, Yarden Y, Fu L: The key roles of cancer stem cell-derived extracellular vesicles. Signal
Transduct Target Ther 2021, 6(1):109. 56. Su C, Zhang J, Yarden Y, Fu L: The key roles of cancer stem cell-derived extracellular vesicles. Signal
Transduct Target Ther 2021, 6(1):109. 57. Demircioglu F, Hodivala-Dilke K: αvβ3 Integrin and tumour blood vessels-learning from the past to
shape the future. Curr Opin Cell Biol 2016, 42:121–127. 58. Wettersten HI, Weis SM, Pathria P, Von Schalscha T, Minami T, Varner JA, Cheresh DA: Arming Tumor-
Associated Macrophages to Reverse Epithelial Cancer Progression. Cancer research 2019,
79(19):5048–5059. 59. Singh A, Fedele C, Lu H, Nevalainen MT, Keen JH, Languino LR: Exosome-mediated Transfer of αvβ3
Integrin from Tumorigenic to Nontumorigenic Cells Promotes a Migratory Phenotype. Mol Cancer Res
2016, 14(11):1136–1146. 59. References Singh A, Fedele C, Lu H, Nevalainen MT, Keen JH, Languino LR: Exosome-mediated Transfer of αvβ3
Integrin from Tumorigenic to Nontumorigenic Cells Promotes a Migratory Phenotype. Mol Cancer Res
2016, 14(11):1136–1146. Page 18/28 60. Lee BY, Timpson P, Horvath LG, Daly RJ: FAK signaling in human cancer as a target for therapeutics.
Pharmacol Ther 2015, 146:132–149. Figures Page 19/28
Figures
Figure 1 Figure 1 Page 19/28 M2 macrophage infiltration is associated with poor clinical outcome. A. Macrophage enrichment in 19
different solid tumors. The ssGSEA results are shown in a circle plot, with the size of the circles denoting
the percentage of patients with NES >0 and q value (FDR) < 0.1. THCA, thyroid carcinoma. PRAD, prostate
adenocarcinoma. KIRC, kidney renal clear cell carcinoma. BRCA, breast invasive carcinoma. GBM,
glioblastoma multiforme. KIRP, kidney renal papillary cell carcinoma. KICH, kidney chromophobe. LIHC,
liver hepatocellular carcinoma. CESC, cervical squamous cell carcinoma and endocervical
adenocarcinoma. HNSC, head and neck squamous cell carcinoma. PAAD, pancreatic adenocarcinoma. OV, ovarian serous cystadenocarcinoma. STAD, stomach adenocarcinoma. CRC, colorectal cancer. BLCA,
bladder urothelial carcinoma. LUSC, lung squamous cell carcinoma. LUAD, lung adenocarcinoma. UCEC,
uterine corpus endometrial carcinoma. SKCM, skin cutaneous melanoma. B. In LUAD specimens, the
average fraction of immunological subpopulations (n = 574). C, D. Represents images and statistical
results of CD206 immunohistochemical staining in samples with metastasis and without metastasis. E. The relationship between CD206 expression and metastasis-free survival in LUAD patients. There were 59
cases of low expression and 56 cases of high expression. Data are shown as the mean ± SEM. ***P <
0.001. Page 20/28 Figure 2
M2-polarized macrophages enhance NSCLC cells migration and invasion. A. Schematic di
induced M1 or M2 macrophages from THP-1 monocytes. B. HLA-DR/CD206 flow cytomet
were used to identify M1 or M2 macrophages. C. The gene expression levels of M1 and M
macrophages were validated by real-time PCR assays. D, E. The migration and invasion ca
cancer cells were determined using transwell assays after A549 and H1299 cells were co-c Page 21/28
Figure 2
M2-polarized macrophages enhance NSCLC cells migration and invasion. A. Schematic diagram of
induced M1 or M2 macrophages from THP-1 monocytes. B. HLA-DR/CD206 flow cytometry markers
were used to identify M1 or M2 macrophages. C. The gene expression levels of M1 and M2
macrophages were validated by real-time PCR assays. D, E. The migration and invasion capacity of
cancer cells were determined using transwell assays after A549 and H1299 cells were co-cultured with Figure 2 Page 21/28
M2-polarized macrophages enhance NSCLC cells migration and invasion. A. Schematic diagram of
induced M1 or M2 macrophages from THP-1 monocytes. B. HLA-DR/CD206 flow cytometry markers
were used to identify M1 or M2 macrophages. C. Figures A549 and H1299 cells were pre-treated for
24 hours with PBS (control), M2 CM, M2-exo, and M2-CM dexo, and the capacity of cancer cells to
migrate and invade was determined using transwell assays. The left panel displays representative
photos, whereas the right panel displays migrating cell counts. H. MTT tests were used to determine the
growth rate of A549 and H1299 cells after treatment using different doses of M2 exos. All data are
presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. M2 macrophage-derived exosomes enhance NSCLC cells migration and invasion. A. Western blot of
exosomal markers in M2 macrophages whole cell lysates and M2-exos. B. Nanoparticle tracking analysis
of M2-exos. C. Transmission electron microscope imaging of M2-exos. D. The uptake of DiI-labeled M2-
exos by H1299 cells detected by confocal microscopy. Label the cytoskeleton and nucleus of H1299 with
FITC-phalloidin and DAPI, respectively (Scale bar: 20μm). E, F. A549 and H1299 cells were pre-treated for
24 hours with PBS (control), M2 CM, M2-exo, and M2-CM dexo, and the capacity of cancer cells to
migrate and invade was determined using transwell assays. The left panel displays representative
photos, whereas the right panel displays migrating cell counts. H. MTT tests were used to determine the
growth rate of A549 and H1299 cells after treatment using different doses of M2 exos. All data are
presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. Figures The gene expression levels of M1 and M2
macrophages were validated by real-time PCR assays. D, E. The migration and invasion capacity of
cancer cells were determined using transwell assays after A549 and H1299 cells were co-cultured with Page 21/28 Page 21/28 M2 macrophages or pretreated with conditioned media from M2 macrophages for 24 hours. The left
panel shows representative photos, while the right panel shows migrating cell counts. All data are
presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. M2 macrophages or pretreated with conditioned media from M2 macrophages for 24 hours. The left
panel shows representative photos, while the right panel shows migrating cell counts. All data are
presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. Figure 3 Figure 3 Figure 3 Figure 3 Page 22/28 M2 macrophage-derived exosomes enhance NSCLC cells migration and invasion. A. Western blot of
exosomal markers in M2 macrophages whole cell lysates and M2-exos. B. Nanoparticle tracking analysis
of M2-exos. C. Transmission electron microscope imaging of M2-exos. D. The uptake of DiI-labeled M2-
exos by H1299 cells detected by confocal microscopy. Label the cytoskeleton and nucleus of H1299 with
FITC-phalloidin and DAPI, respectively (Scale bar: 20μm). E, F. A549 and H1299 cells were pre-treated for
24 hours with PBS (control), M2 CM, M2-exo, and M2-CM dexo, and the capacity of cancer cells to
migrate and invade was determined using transwell assays. The left panel displays representative
photos, whereas the right panel displays migrating cell counts. H. MTT tests were used to determine the
growth rate of A549 and H1299 cells after treatment using different doses of M2 exos. All data are
presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. M2 macrophage-derived exosomes enhance NSCLC cells migration and invasion. A. Western blot of
exosomal markers in M2 macrophages whole cell lysates and M2-exos. B. Nanoparticle tracking analysis
of M2-exos. C. Transmission electron microscope imaging of M2-exos. D. The uptake of DiI-labeled M2-
exos by H1299 cells detected by confocal microscopy. Label the cytoskeleton and nucleus of H1299 with
FITC-phalloidin and DAPI, respectively (Scale bar: 20μm). E, F. Figure 4 ITG αvβ3 is abundant in M2 exosomes and plays an important role in NSCLC metastasis. A. After
treatment with different concentrations M2 exos, Western blot analysis of ITG β1, β3, β4, β5, and ITG α2,
αv, α6 protein levels in A549 and H1299 cells. B. Real-time PCR assays were used to examine the mRNA
expression levels of ITG αv and β3 in H1299 cells after treatment with various concentrations M2-exos. C. Western blot of ITG αvβ3 protein levels in M2 macrophages whole cell lysates and M2-exo. D. Representative images of internalization of M2-exo (red) containing ITG αvβ3 (green) in H1299 cells
(Scale bar: 20 μm). E, F. A549 and H1299 cells were pre-treated with PBS (control), M2-exo, M2-exo+anti-
IgG blocking Ab and M2-exo+anti-ITG αvβ3 blocking Ab for 24 h, and the migration and invasion capacity
of cancer cells were detected using transwell assays. The left panel shows representative photos, while
the right panel shows migrating cell counts. (scale bar, 150μm). G, H. the efficacy of ITG αv/β3 silencing
by shRNAs was confirmed by Western blot experiment. I. Transwell assays evaluated the migration and
invasion ability of normal H1299 cells or ITG αv- and β3-silenced counterparts treated with or without M2-
exo. The left panel shows representative photos, while the right panel shows migrating cell counts (scale
bar, 150μm). All data are presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. Page 23/28 Figure 5
Exosomes secreted from M2 macrophages promote NSCLC cells lung metastasis in vivo. A. Schemat
diagram illustrating the experimental process. A549Luc cells were cocultured with PBS, M2 exos, M2-
exo+IgG Ab and M2-exo+ITG αvβ3 Ab, and injected into the caudal veins of male nude mice (6 mice fo Page 24/28
Figure 5
Exosomes secreted from M2 macrophages promote NSCLC cells lung metastasis in vivo. A. Schematic
diagram illustrating the experimental process. A549Luc cells were cocultured with PBS, M2 exos, M2-
exo+IgG Ab and M2-exo+ITG αvβ3 Ab, and injected into the caudal veins of male nude mice (6 mice for
each group). Every four days, PBS, M2-exo, M2-exo+IgG Ab, and M2-exo+ ITG αvβ3 Ab were administered
into matching mice. B. A line graph depicting the effects on body weight of mice over the course of an Page 24/28
Exosomes secreted from M2 macrophages promote NSCLC cells lung metastasis in vivo. A. Schematic
diagram illustrating the experimental process. Figure 4 A549Luc cells were cocultured with PBS, M2 exos, M2-
exo+IgG Ab and M2-exo+ITG αvβ3 Ab, and injected into the caudal veins of male nude mice (6 mice for
each group). Every four days, PBS, M2-exo, M2-exo+IgG Ab, and M2-exo+ ITG αvβ3 Ab were administered
into matching mice. B. A line graph depicting the effects on body weight of mice over the course of an Page 24/28 Page 24/28 experiment (n = 7). C, D. Representative images and fluorescence intensity statistics of in vitro lung
fluorescence imaging of each group. E. Hematoxylin and eosin (H&E) staining for A549 cells' lung
metastases. Top scale bar, 400μm; bottom scale bar, 200μm. All data are presented as means ± SEM. * P
< 0.05, ** P < 0.01, *** P < 0.001. experiment (n = 7). C, D. Representative images and fluorescence intensity statistics of in vitro lung
fluorescence imaging of each group. E. Hematoxylin and eosin (H&E) staining for A549 cells' lung
metastases. Top scale bar, 400μm; bottom scale bar, 200μm. All data are presented as means ± SEM. * P
< 0.05, ** P < 0.01, *** P < 0.001. experiment (n = 7). C, D. Representative images and fluorescence intensity statistics of in vitro lung
fluorescence imaging of each group. E. Hematoxylin and eosin (H&E) staining for A549 cells' lung
metastases. Top scale bar, 400μm; bottom scale bar, 200μm. All data are presented as means ± SEM. * P
< 0.05, ** P < 0.01, *** P < 0.001. Figure 6 Figure 6 Page 25/28 Page 25/28 ITG αvβ3 enhances the migration and invasion of NSCLC cells through FAK signaling pathway. A, B. Western blot and qPCR were employed to detect the protein and mRNA levels of ITG αv and ITG β3 in
A549 and H1299 overexpressing ITG αvβ3 cells. C, D. Transwell and wound healing experiments were
used to evaluate the migration and invasion properties of A549 and H1299 overexpressing ITG αvβ3. The
scale is 200μm. E, F. After 24 hours of pretreatment with PBS (control), M2-exo, M2-exo+IgG Ab, or M2-
exo+ ITG αvβ3 Ab, the levels of FAK/p-FAK protein expression and cancer cell migration and invasion
abilities were measureed employing Western blot assays and transwell assays, respectively. Representative images are displayed in the left section and statistical results are shown in the right
section (scale bar, 150μm). All data are presented as means ± SEM. Figure 4 Comparison of metastatic rates among lung adenocarcinomas with
high and low level of ITG α V and β3 expression. D, E. Relationship between ITG αv and β3 expression Figure 4 * P < 0.05, ** P < 0.01, *** P < 0.001. ITG αvβ3 enhances the migration and invasion of NSCLC cells through FAK signaling pathway. A, B. Western blot and qPCR were employed to detect the protein and mRNA levels of ITG αv and ITG β3 in
A549 and H1299 overexpressing ITG αvβ3 cells. C, D. Transwell and wound healing experiments were
used to evaluate the migration and invasion properties of A549 and H1299 overexpressing ITG αvβ3. The
scale is 200μm. E, F. After 24 hours of pretreatment with PBS (control), M2-exo, M2-exo+IgG Ab, or M2-
exo+ ITG αvβ3 Ab, the levels of FAK/p-FAK protein expression and cancer cell migration and invasion
abilities were measureed employing Western blot assays and transwell assays, respectively. Representative images are displayed in the left section and statistical results are shown in the right
section (scale bar, 150μm). All data are presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. ITG αvβ3 enhances the migration and invasion of NSCLC cells through FAK signaling pathway. A, B. Western blot and qPCR were employed to detect the protein and mRNA levels of ITG αv and ITG β3 in
A549 and H1299 overexpressing ITG αvβ3 cells. C, D. Transwell and wound healing experiments were
used to evaluate the migration and invasion properties of A549 and H1299 overexpressing ITG αvβ3. The
scale is 200μm. E, F. After 24 hours of pretreatment with PBS (control), M2-exo, M2-exo+IgG Ab, or M2-
exo+ ITG αvβ3 Ab, the levels of FAK/p-FAK protein expression and cancer cell migration and invasion
abilities were measureed employing Western blot assays and transwell assays, respectively. Representative images are displayed in the left section and statistical results are shown in the right
section (scale bar, 150μm). All data are presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. Representative images are displayed in the left section and statistical results are shown in the right
section (scale bar, 150μm). All data are presented as means ± SEM. * P < 0.05, ** P < 0.01, *** P < 0.001. Page 26/28 Figure 7 Figure 7
A high integrin αvβ3 level concerned with NSCLC metastasis and a poor prognosis. A, B. Representative
images and statistical analysis of ITG αv and ITG β3 expression levels in metastatic and non-metastatic
lung adenocarcinoma specimens. C. Figure 7 A high integrin αvβ3 level concerned with NSCLC metastasis and a poor prognosis. A, B. Representative
images and statistical analysis of ITG αv and ITG β3 expression levels in metastatic and non-metastatic
lung adenocarcinoma specimens. C. Comparison of metastatic rates among lung adenocarcinomas with
high and low level of ITG α V and β3 expression. D, E. Relationship between ITG αv and β3 expression Page 27/28 Page 27/28 levels and metastatic - free survival, respectively. F. Schematic diagram of exosomal integrin αvβ3 from
M2 macrophage facilitates tumour cell metastasis via the FAK signaling pathway. levels and metastatic - free survival, respectively. F. Schematic diagram of exosomal integrin αvβ3 from
M2 macrophage facilitates tumour cell metastasis via the FAK signaling pathway. Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. Supplementarymaterial.docx Page 28/28
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A bispecific immunotweezer prevents soluble PrP oligomers and abolishes prion toxicity
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bioRxiv (Cold Spring Harbor Laboratory)
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A bispecific immunotweezer prevents soluble
PrP oligomers and abolishes prion toxicity Marco BardelliID1☯, Karl FrontzekID2☯, Luca Simonelli1, Simone HornemannID2,
Mattia Pedotti1, Federica Mazzola1, Manfredi CartaID2, Valeria EckhardtID2,
Rocco D’Antuono1, Tommaso VirgilioID1, Santiago F. Gonza´lez1, Adriano AguzziID2*,
Luca VaraniID1* Marco BardelliID1☯, Karl FrontzekID2☯, Luca Simonelli1, Simone HornemannID2,
Mattia Pedotti1, Federica Mazzola1, Manfredi CartaID2, Valeria EckhardtID2,
Rocco D’Antuono1, Tommaso VirgilioID1, Santiago F. Gonza´lez1, Adriano AguzziID2*,
Luca VaraniID1* 1 Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland, 2 Institute
of Neuropathology, University of Zurich, Zurich, Switzerland a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 ☯These authors contributed equally to this work. * adriano.aguzzi@usz.ch (AA); luca.varani@irb.usi.ch (LV) OPEN ACCESS OPEN ACCESS
Citation: Bardelli M, Frontzek K, Simonelli L,
Hornemann S, Pedotti M, Mazzola F, et al. (2018) A
bispecific immunotweezer prevents soluble PrP
oligomers and abolishes prion toxicity. PLoS
Pathog 14(10): e1007335. https://doi.org/10.1371/
journal.ppat.1007335
Editor: Surachai Supattapone, Dartmouth Medical
School, USA, UNITED STATES
Received: March 29, 2018
Accepted: September 13, 2018
Published: October 1, 2018
Copyright: © 2018 Bardelli et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. OPEN ACCESS
Citation: Bardelli M, Frontzek K, Simonelli L,
Hornemann S, Pedotti M, Mazzola F, et al. (2018) A
bispecific immunotweezer prevents soluble PrP
oligomers and abolishes prion toxicity. PLoS
Pathog 14(10): e1007335. https://doi.org/10.1371/
journal.ppat.1007335
Editor: Surachai Supattapone, Dartmouth Medical
School, USA, UNITED STATES
Received: March 29, 2018
Accepted: September 13, 2018
Published: October 1, 2018
Copyright: © 2018 Bardelli et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Citation: Bardelli M, Frontzek K, Simonelli L,
Hornemann S, Pedotti M, Mazzola F, et al. (2018) A
bispecific immunotweezer prevents soluble PrP
oligomers and abolishes prion toxicity. PLoS
Pathog 14(10): e1007335. https://doi.org/10.1371/
journal.ppat.1007335 Editor: Surachai Supattapone, Dartmouth Medical
School, USA, UNITED STATES Received: March 29, 2018
Accepted: September 13, 2018
Published: October 1, 2018 Copyright: © 2018 Bardelli et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Abstract Antibodies to the prion protein, PrP, represent a promising therapeutic approach against
prion diseases but the neurotoxicity of certain anti-PrP antibodies has caused concern. Here we describe scPOM-bi, a bispecific antibody designed to function as a molecular prion
tweezer. scPOM-bi combines the complementarity-determining regions of the neurotoxic
antibody POM1 and the neuroprotective POM2, which bind the globular domain (GD) and
flexible tail (FT) respectively. We found that scPOM-bi confers protection to prion-infected
organotypic cerebellar slices even when prion pathology is already conspicuous. Moreover,
scPOM-bi prevents the formation of soluble oligomers that correlate with neurotoxic PrP
species. Simultaneous targeting of both GD and FT was more effective than concomitant
treatment with the individual molecules or targeting the tail alone, possibly by preventing the
GD from entering a toxic-prone state. We conclude that simultaneous binding of the GD and
flexible tail of PrP results in strong protection from prion neurotoxicity and may represent a
promising strategy for anti-prion immunotherapy. RESEARCH ARTICLE Citation: Bardelli M, Frontzek K, Simonelli L,
Hornemann S, Pedotti M, Mazzola F, et al. (2018) A
bispecific immunotweezer prevents soluble PrP
oligomers and abolishes prion toxicity. PLoS
Pathog 14(10): e1007335. https://doi.org/10.1371/
journal.ppat.1007335 Introduction Prions are the causative agent of sporadic, hereditary and iatrogenic forms of transmissible
spongiform encephalopathies, which afflict humans and broad spectrum of mammals and are
invariably fatal[1–3]. Whereas Bovine Spongiform Encephalopathy (the most prevalent prion
disease in the 1990s, also known as “Mad Cow” disease) has been largely defeated, Chronic
Wasting Disease, which affects deer, elk and moose, remains prominent in parts of the US,
Canada, South Korea and has recently reached Norway[4]. These findings are raising renewed
concerns about the contamination of the food chain. Transmission of infectious animal mate-
rial to humans causes variant Creutzfeldt-Jakob disease (vCJD). A common Met/Val polymor-
phism at codon 129 of the PRNP gene is assumed to be important in susceptibility of humans
to prion infections, with homozygous individuals (Met/Met and Val/Val) being overrepre-
sented in collectives of CJD patients[5]. The recent discovery of a case of vCJD in a 36-year-
old man producing both M129 and V129 variants of PrP, which is much more frequent in the
population and is thought to conduce to a disease developing more slowly, has led to sugges-
tion that we might be facing a new wave of vCJD cases [6]. Human prion diseases continue to be intractable and are poorly understood at the molecu-
lar level. It is firmly established that conversion of cellular prion protein (PrPC) into a toxic,
self-replicating form (scrapie, PrPSc) leads to the formation of aggregates [2,7]. How such
aggregates induce toxicity, however, is largely unknown. Antibodies against PrP have been proposed as a valid therapeutic strategy against prion dis-
eases, much like antibodies targeting the amyloid-β protein are showing promise in clinical tri-
als against Alzheimer’s disease (AD) [8,9]. Furthermore, anti-PrP antibodies were shown to be
protective in preclinical models of AD [10]. On the other hand, recent literature reports [11]
have highlighted potential safety issues, since an epitope-dependent subset of anti-PrP anti-
bodies have been found to cause prion mediated neurodegeneration. PrP has a structured globular domain (GD), whose general architecture is highly conserved
amongst mammals, and an unstructured N-terminal region, often referred to as flexible tail
(FT). Several antibodies against the globular domain were shown to elicit neuronal toxicity
[11,12]. The exact epitope on the GD, rather than the binding affinity or other properties,
appears to be the main determinant of toxicity. One such neurotoxic antibody with intriguing
properties, POM1, was extensively characterized [11,13]. Neuroprotective bispecific anti-prion antibody design, data collection and analysis, decision to
publish, or preparation of the manuscript. design, data collection and analysis, decision to
publish, or preparation of the manuscript. neurotoxic antibodies cause the formation of soluble PrP oligomers that cause toxicity on
PrP expressing cell lines; these are not formed in the presence of prion protective antibod-
ies. We suggest that these soluble species might play a role in prion toxicity, similarly to
what is generally agreed to happen in other neurodegenerative disorders. Competing interests: The authors have declared
that no competing interests exist. Author summary Antibody immunotherapy is considered a viable strategy against prion disease. We previ-
ously showed that antibodies against the so-called globular domain of Prion Protein (PrP)
can cause PrP dependent neurotoxicity; this does not happen for antibodies against the
flexible tail of PrP, which therefore ought to be preferred for therapy. Here we show that
simultaneous targeting of both globular domain and flexible tail by a bispecific, combina-
tion of a toxic and a non-toxic antibody, results in stronger protection against prion toxic-
ity, even if the bispecific is administered when prion pathology is already conspicuous. We hypothesize that neurotoxicity arises from binding to specific “toxicity triggering
sites” in the globular domain. We designed our bispecific with two aims: i) occupying one
such site and preventing prion or other factors from docking to it and ii) binding to the
flexible tail to engage the region of PrP necessary for neurotoxicity. We also show that Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Funding: LV is grateful for support by Swiss
National Science Foundation (grant
310030_166445 and grant 157699), Synapsis
Foundation -Alzheimer Research Switzerland ARS-
and Lions Club Monteceneri. KF is funded by a
research grant from the Theodor and Ida Herzog-
Egli foundation and a "Rising Star“ grant by Ono
Pharmaceuticals. The funders had no role in study 1 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Design of scPOM-bi, a bispecific POM1-POM2 antibody We fused the toxic antibody POM1 with POM2, capable of preventing its toxicity if adminis-
tered before POM1, by joining their variable regions in single chain format with a (GGGGS)x3
linker commonly utilized in non-natural antibodies [19,20]. We have had considerable success
in using this format to produce bispecific antibodies against various targets. Although the
order of the variable fragments and linker size might affect binding and efficacy, computa-
tional simulations showed that the chosen design, with the POM1 moiety preceding POM2
and the chains arranged as VL-VH-VH-VL, was compatible with binding to PrP. Indeed, the
resulting bispecific nanobody, scPOM-bi, was produced in E. coli and characterized to be func-
tional, monomeric and folded with a melting temperature of 75 ˚C (S1 Fig). We did not, there-
fore, explore the production of alternative constructs. Computational docking and molecular
dynamics simulations, based on the available experimental structures of POM1 in complex
with PrP globular domain [21] and POM2 bound to a FT derived peptide [22], indicate that
the size and orientation of scPOM-bi is compatible with bivalent engagement of PrP (Fig 1). Neuroprotective bispecific anti-prion antibody toxicity and compounds that rescue POM1-induced toxicity also alleviate PrPSc-induced toxic-
ity [15,16]. Overall, the observations indicate that antibody binding to specific sites in the glob-
ular domain triggers a toxic process, mediated by the FT, which converges with that initiated
by infectious prions. However, toxic prion antibodies do not generate prion infectivity [17]. The above leads us to propose that the binding of POM1 to a “toxicity triggering site” might
emulate the docking of PrPSc (or other toxic factors) to the GD. According to this hypothesis, a
molecule that occupies the POM1 binding site in the GD might prove beneficial by preventing
interaction with PrPSc and, consequently, toxicity. Here we designed a bispecific antibody formed by the POM1 variable region, which binds
the GD, and the POM2 variable region, which binds to the FT and was shown to prevent
POM1-mediated toxicity. We show here that the POM1-POM2 bispecific single chain anti-
body (called scPOM-bi), a combination of the toxic POM1 and non-toxic POM2 antibodies, is
capable of preventing prion toxicity in COCS even when given 21 days post infection, when
signs of prion pathology are already visible[18]. POM1 forms soluble PrP-containing oligo-
mers that cause toxicity to PrP expressing cells. By contrast, delivery of scPOM-bi prevents for-
mation of soluble oligomers. scPOM-bi shows increased protection in comparison to the
isolated POM2 or to a mixture of POM1 and POM2, despite having similar binding affinity,
suggesting that simultaneous targeting of globular domain and flexible tail might represent an
optimized strategy for immunotherapy of prion diseases. Introduction POM1 binds with low nanomolar
affinity to a discontinuous epitope comprising the α1-α3 region of the GD. PrP expressing
mice and cerebellar organotypic cultured slices (COCS) exposed to POM1 show rapid neuro-
toxicity [11]. Intriguingly, toxicity was prevented by a deletion of the octapeptide repeats in
the FT, even if this deletion did not affect the POM1 epitope. Antibodies against the FT, such
as POM2, were also capable of preventing POM1-mediated toxicity, but only if administered
before POM1. POM1 and bona fide prions exert similar toxic effects such as neuronal cell loss, astrogliosis,
microgliosis and spongiform change. PrPSc, the proteinase K-resistant form of prion protein,
is used as a surrogate marker for prions and believed to be the infectious agent[14]. In both
POM1 and prions, metabotropic glutamate receptors play an important role in downstream PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 2 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 scPOM-bi binds with high affinity to globular domain and flexible tail of
PrP Surface plasmon resonance (SPR) assays showed that scPOM-bi binds PrP with low nanomo-
lar affinity, stronger than that of its individual single chain components due to avidity effects,
resulting in slower dissociation, when the two antigen binding sites are engaged (Fig 3). Indeed, scPOM-bi was found to bind to both a PrP construct lacking the FT and to one lacking
the GD with affinity similar to that of its individual components, scPOM1 and scPOM2 (Fig
3), confirming that both paratopes of scPOM-bi correctly recognize their cognate epitopes. scPOM-bi avidity can arise from two binding modes: simultaneous engagement of the GD and
FT binding sites on a single PrP molecule (intramolecular) or binding of the POM1 site on
one PrP molecule and the POM2 site on another (intermolecular). Both options are structur-
ally allowed according to molecular dynamics simulations (Fig 1). SPR assays performed with
different quantities of immobilized PrP indicate that intermolecular binding is available to
scPOM-bi (see S1 Text and S3 Fig for details). scPOM-bi protects from prion toxicity when administered late after prion
infection When infected with prions, COCS faithfully mimic prion pathology and are easily accessible to
pharmacological manipulation [23]. In contrast to POM1, chronic treatment with scPOM-bi
for 21 days did not produce observable toxicity in COCS despite comprising the toxic POM1
moiety (Fig 2A). Furthermore, simultaneous addition of the individuals POM1 and POM2 to
COCS resulted in neurotoxicity, indicating that the bispecific has different properties than the
simple sum of its parts. We added scPOM-bi to COCS from PrPC-overexpressing Tga20 mice
infected with either RML6 prions (RML6 = passage 6 of the Rocky Mountain Laboratory
strain, mouse-adapted scrapie prions) or non-infectious brain homogenate (NBH) as a con-
trol. 45 days post infection (dpi), immunohistochemical staining for NeuN, identifying PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 3 / 22 Neuroprotective bispecific anti-prion antibody Fig 1. A bispecific immunotweezer formed by a combination of toxic (POM1) and non-toxic (POM2) antibodies. (A)
The single chain variable domains of POM1 and POM2 are joined by a flexible linker to yield the bispecific scPOM-bi,
schematic representation. B) Computational molecular dynamics model of scPOM-bi in complex with mPrP; intra-
molecular (left and S1 Movie) and inter-molecular (right and S2 Movie) binding modes are shown. They are both
structurally accessible to scPOM-bi. https://doi org/10 1371/journal ppat 1007335 g001 Fig 1. A bispecific immunotweezer formed by a combination of toxic (POM1) and non-toxic (POM2) antibodies. (A)
The single chain variable domains of POM1 and POM2 are joined by a flexible linker to yield the bispecific scPOM-bi,
schematic representation. B) Computational molecular dynamics model of scPOM-bi in complex with mPrP; intra-
molecular (left and S1 Movie) and inter-molecular (right and S2 Movie) binding modes are shown. They are both
structurally accessible to scPOM-bi. https://doi.org/10.1371/journal.ppat.1007335.g001 https://doi.org/10.1371/journal.ppat.1007335.g001 neurons, showed widespread neuronal degeneration in the presence of RML but not NBH. By
contrast, treatment with scPOM-bi prevented RML-induced neurotoxicity even when admin-
istered at 21 dpi (Fig 2B and S2 Fig). The anti-FT antibody POM2 did not afford similar pro-
tection levels at 21 dpi, despite being used at 5-fold higher molarity than scPOM-bi (Fig 2B)
and having comparable binding affinity for PrP (Fig 3). PrPSc levels, detected by proteinase K-
digestion of tissue inoculated with RML, remained constant in prion-infected Tga20 COCS
treated with scPOM-bi for 21days (Fig 2C), suggesting that neuroprotection is not primarily
mediated by reduced amounts of PrPSc in RML infected COCS. https://doi.org/10.1371/journal.ppat.1007335.g001 Neuroprotective bispecific anti-prion antibody Fig 2. The bispecific scPOM-bi antibody protects against prion infection even when administered 21 days post infection (dpi). (A)
Chronic treatment with scPOM-bi for 21 days did not produce observable toxicity in COCS, contrary to POM1. Furthermore,
simultaneous addition of the individuals POM1 and POM2 to COCS resulted in neurotoxicity, indicating that the bispecific has
different properties than the simple sum of its parts Area staining of neuronal nuclei by NeuN is shown on the y axis (lower values
correlate with toxicity). Column 3 () is from a different experiment with a related negative control on which the data was normalized
to. (B) scPOM-bi prevents RML induced neurotoxicity even when added 21 dpi (top). Despite similar binding affinity for PrP,
POM2-IgG does not achieve similar protection at 21 dpi even at 5 fold higher concentration (bottom). COCS inoculated with non-
infectious brain homogenate (NBH) are used as control; the images show NeuN and DAPI staining of COCS, scale bar = 500 μm.
p<0.01, p<0.001, n.s. = not significant, one-way ANOVA with Dunnett’s post-hoc test. Upper panel: n = 9 biological replicates (1
COCS = 1 biological replicate) for all treatment groups except for RML alone (n = 8). Lower panel: n = 9 biological replicates for all
treatment groups. Images of all biological replicates depicted in S2 Fig. (C) Western blot shows the presence of PK resistant material in
COCS inoculated with RML. Addition of scPOM-bi 21 days after prion inoculation of Tga20 COCS did not show conceivable reduction
of PrPSc. https://doi org/10 1371/journal ppat 1007335 g002 Fig 2. The bispecific scPOM-bi antibody protects against prion infection even when administered 21 days post infection (dpi). (A)
Chronic treatment with scPOM-bi for 21 days did not produce observable toxicity in COCS, contrary to POM1. Furthermore,
simultaneous addition of the individuals POM1 and POM2 to COCS resulted in neurotoxicity, indicating that the bispecific has
different properties than the simple sum of its parts Area staining of neuronal nuclei by NeuN is shown on the y axis (lower values
correlate with toxicity). Column 3 () is from a different experiment with a related negative control on which the data was normalized
to. (B) scPOM-bi prevents RML induced neurotoxicity even when added 21 dpi (top). Despite similar binding affinity for PrP,
POM2-IgG does not achieve similar protection at 21 dpi even at 5 fold higher concentration (bottom). PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 scPOM-bi inhibits the formation of partially PK resistant soluble PrP
oligomers POM1 binds the GD and was shown to have neurotoxic effects mediated by the FT [11]. Solu-
ble oligomers may be the toxic species responsible for Alzheimer’s and other amyloidosis PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 4 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 COCS inoculated with non-
infectious brain homogenate (NBH) are used as control; the images show NeuN and DAPI staining of COCS, scale bar = 500 μm.
p<0.01, p<0.001, n.s. = not significant, one-way ANOVA with Dunnett’s post-hoc test. Upper panel: n = 9 biological replicates (1
COCS = 1 biological replicate) for all treatment groups except for RML alone (n = 8). Lower panel: n = 9 biological replicates for all
treatment groups. Images of all biological replicates depicted in S2 Fig. (C) Western blot shows the presence of PK resistant material in
COCS inoculated with RML. Addition of scPOM-bi 21 days after prion inoculation of Tga20 COCS did not show conceivable reduction
of PrPSc. https://doi.org/10.1371/journal.ppat.1007335.g002 5 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Neuroprotective bispecific anti-prion antibody [24–28] and the smallest infectious unit of prions may also be oligomeric [29]. We thus used
dynamic light scattering (DLS) to compare the aggregation properties of toxic and protective
antibodies. Single species of size compatible with the monomeric forms of uncomplexed recombinant
mouse Prion Protein (mPrP) or antibodies were observed by DLS. Addition of the toxic anti-
body POM1 to mPrP in vitro, instead, caused the formation of soluble oligomers with a radius
of approximately 200nm (Fig 4A). As a reference, the monomeric scPOM1:GD complex has
an elliptical shape of ~7x5 nm according to the available x-ray structure[13]. The radius value
is derived from interpretation of DLS data using a spherical model which may or may not be
appropriate for these molecules. This, however, does not affect the following qualitative and
comparative analysis of the results. When POM1 was added in vitro to a truncated version of mPrP, ΔmPrP(residues 90–230),
lacking the N-terminal FT, only monomeric species were found in solution. The disordered
region of PrP, in other words, was required for the formation of POM1-induced soluble aggre-
gates just like POM1-induced neurotoxicity is abrogated in the absence of the FT. Notably, the
soluble oligomers were also not formed when mPrP was bound by the non-toxic POM2. Upon
addition of scPOM-bi to mPrP, instead, the presence of soluble oligomers are detected at the
first observed time point (~5 minutes after complex formation) but these disappear with time
(Fig 4A). It was previously shown that POM1-induced toxicity is inhibited by the prior incubation of
PrP with POM2 [15]. Similarly, soluble oligomers were not formed when POM1 was added to
a pre-formed POM2:mPrP complex (Fig 4A). By contrast, addition of POM2 to pre-formed
POM1:mPrP complexes was not capable of preventing toxicity or eliminate the presence of
soluble oligomers (Fig 4A). In contrast to POM2, scPOM-bi was able to eliminate soluble oligomers even when added 5
minutes after the formation of a POM1:mPrP complex, when DLS showed that soluble oligo-
mers were already present (Fig 4A). The difference was not due to the presence of two binding
sites in scPOM-bi since the bivalent IgG versions of POM1 and POM2 behaved like their sin-
gle chain counterpart. Since DLS can only detect the presence of species in solution, we used PAGE/Western blot
quantification to investigate the presence of insoluble aggregates. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Neuroprotective bispecific anti-prion antibody Fig 3. The bispecific antibody scPOM-bi binds simultaneously to GD and FT of PrP with high affinity. SPR
sensorgrams for binding of scPOM-bi to truncated PrP constructs lacking FT (A) or GD (B) indicate that both antigen
bi di
i
f
POM bi
l
h i
Th bi
ifi
ib d (E) h d
ffi i
h
i Fig 3. The bispecific antibody scPOM-bi binds simultaneously to GD and FT of PrP with high affinity. SPR
sensorgrams for binding of scPOM-bi to truncated PrP constructs lacking FT (A) or GD (B) indicate that both antigen
binding sites of scPOM-bi correctly engage their target. The bispecific antibody (E) had a stronger affinity than its
individual components (C-D) due to avidity resulting in a slower dissociation. The fitting of the experimental data used
to calculate the binding constants is in grey. Values for the above plus the full IgG versions of POM1 and POM2 are
summarized in (F). https://doi.org/10.1371/journal.ppat.1007335.g003 Fig 3. The bispecific antibody scPOM-bi binds simultaneously to GD and FT of PrP with high affinity. SPR
sensorgrams for binding of scPOM-bi to truncated PrP constructs lacking FT (A) or GD (B) indicate that both antigen
binding sites of scPOM-bi correctly engage their target. The bispecific antibody (E) had a stronger affinity than its
individual components (C-D) due to avidity resulting in a slower dissociation. The fitting of the experimental data used
to calculate the binding constants is in grey. Values for the above plus the full IgG versions of POM1 and POM2 are
summarized in (F). https://doi.org/10.1371/journal.ppat.1007335.g003 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 6 / 22 Neuroprotective bispecific anti-prion antibody scPOM-bi prevents the formation of soluble, PK resistant oligomers. (A) DLS showe
mers (red shades in histograms, reported as percentage) upon addition of the POM1 toxic
mbinant mPrP in vitro. Subsequent addition of POM2 did not remove the oligomers or in
s comparable to monomeric forms (blue) were detected in solution when POM1 was in c
cking the flexible tail, and when POM2 was added to mPrP prior to POM1 addition. Sim
when the neuroprotective scPOM-bi was added to mPrP; the bispeficic was also capable
mers generated by POM1. DLS data is shown for 3 time points after complex formation. (
, scPOM2:mPrP and scPOM-bi:mPrP; n = 3 for scPOM1:mPrP then scPOM2, scPOM2:m Fig 4. scPOM-bi prevents the formation of soluble, PK resistant oligomers. (A) DLS showed the presence of soluble
oligomers (red shades in histograms, reported as percentage) upon addition of the POM1 toxic antibody to
recombinant mPrP in vitro. Subsequent addition of POM2 did not remove the oligomers or inhibit toxicity. Smaller
species comparable to monomeric forms (blue) were detected in solution when POM1 was in complex with ΔmPrPC
90-
230, lacking the flexible tail, and when POM2 was added to mPrP prior to POM1 addition. Similarly small species were
found when the neuroprotective scPOM-bi was added to mPrP; the bispeficic was also capable of removing the soluble
oligomers generated by POM1. DLS data is shown for 3 time points after complex formation. (n = 5 for scPOM1:
mPrP, scPOM2:mPrP and scPOM-bi:mPrP; n = 3 for scPOM1:mPrP then scPOM2, scPOM2:mPrP then scPOM1 and Fig 4. scPOM-bi prevents the formation of soluble, PK resistant oligomers. (A) DLS showed the presence of soluble
oligomers (red shades in histograms, reported as percentage) upon addition of the POM1 toxic antibody to
recombinant mPrP in vitro. Subsequent addition of POM2 did not remove the oligomers or inhibit toxicity. Smaller
species comparable to monomeric forms (blue) were detected in solution when POM1 was in complex with ΔmPrPC
90-
230, lacking the flexible tail, and when POM2 was added to mPrP prior to POM1 addition. Similarly small species were
found when the neuroprotective scPOM-bi was added to mPrP; the bispeficic was also capable of removing the soluble
oligomers generated by POM1. DLS data is shown for 3 time points after complex formation. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 After formation of the mPrP:
Ab complexes, part of the sample was analyzed with DLS and the remaining was subjected to
5’ centrifugation at 20’000 x g. The resulting supernatant was analyzed with PAGE to quantify
the amount of mPrP and Ab present in solution (Fig 4B). mPrP or antibodies alone neither
formed aggregates over the observed time course (up to 1h, DLS analysis) nor precipitated. When the toxic POM1 antibody bound mPrP or ΔmPrP90-230, ~40% of the amount of mPrP
and antibody was detected in the soluble fraction after centrifugation (Fig 4B); however oligo-
mers were not formed with the truncated form of PrP, which does not cause neurotoxicity
when bound to POM1. Similar levels were detected when POM2 was added after formation of
the POM1:PrP complex, which is known to cause cell toxicity. By contrast, little to no mPrP or antibody was present in solution in the non-toxic combina-
tions such as the scPOM-bi and POM2 complexes or when POM2 was added before POM1. In contrast to POM2, however, the bispecific was able to eliminate the POM1 induced soluble
oligomers when added after formation of the POM1:mPrP complex. Again, the difference was
not due to the presence of two binding sites in scPOM-bi since the full IgG versions of POM1
and POM2 behaved like their single chain counterpart. In order to further characterize oligomers and insoluble aggregates through an independent
method we measured the size of mPrP:Ab complexes by confocal microscopy. Briefly, mPrP
and antibody were mixed in a test tube and, after 20 minutes, analyzed by DLS to characterize PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 7 / 22 Neuroprotective bispecific anti-prion antibody scPOM1:mPrP then scPOM-bi) (B) DLS can only detect soluble material. To investigate the presence of insoluble
aggregates we formed the mPrP:Ab complexes in vitro, centrifuged them and analyzed the resulting supernatant with
PAGE/Western blot. Soluble material was only detected in toxic combinations (POM1:mPrP or POM1:mPrP followed
by POM2, red and orange). The percentage of mPrP and antibody in solution (normalized against isolated PrP or
antibody) is shown; data from quantification of band intensity on SDS-PAGE (images in S5 Fig—n = 7 for all samples
tested). (C) In order to characterize both soluble oligomers and insoluble aggregates we formed the mPrP:Ab
complexes in vitro and deposited the resulting material on microscopy slides. Confocal microscopy indicates that toxic
antibody combinations (e.g. POM1:mPrP or POM1:mPrP followed by POM2, red and orange) generate species with
smaller average size than protective antibody combinations. The surface area of the detected species is reported on the
y axis, the horizontal line represents the average. Differences can also be appreciated by visual inspection of the
confocal microscopy images (S4 Fig—scPOM1:mPrP n = 166, scPOM2:mPrP n = 1136, scPOM-bi:mPrP n = 204,
scPOM1:mPrP then scPOM2 n = 444, scPOM2:mPrP then scPOM1 n = 74 and scPOM1:mPrP then scPOM-bi
n = 1767). D) The soluble oligomers generated by POM1 showed increased resistance to in vitro degradation by
proteinase K at 2μg/ml (red). Such resistance was abolished when POM1 bound a mPrP construct lacking the FT (light
red) or in non-toxic antibodies (shades of blue). Data from quantification of PK resistant bands on western blot,
normalized against isolated PrP (images in S6 Fig—scPOM1:mPrP n = 5, scPOM1:ΔPrP n = 3, scPOM2:mPrP n = 4,
scPOM-bi:mPrP n = 4). https://doi.org/10.1371/journal.ppat.1007335.g004 https://doi.org/10.1371/journal.ppat.1007335.g004 the aggregation state. At that point the material was deposited on microscopy slides without
centrifugation or other clarification steps. The lowest resolvable structure in laser scanning
confocal microscopy images in our experimental settings is diffraction limited at ~120nm. Objects of smaller size are detected as points but the size and diameter cannot be properly
resolved or measured. The toxic POM1:mPrP complexes formed smaller particles with average
area of ~2.5 μm2. Statistically larger particles with an average of ~6 μm2 were detected for the
non-toxic POM2 and scPOM-bi combinations (Fig 4C). PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 (n = 5 for scPOM1:
mPrP, scPOM2:mPrP and scPOM-bi:mPrP; n = 3 for scPOM1:mPrP then scPOM2, scPOM2:mPrP then scPOM1 and Fig 4. scPOM-bi prevents the formation of soluble, PK resistant oligomers. (A) DLS showed the presence of soluble
oligomers (red shades in histograms, reported as percentage) upon addition of the POM1 toxic antibody to
recombinant mPrP in vitro. Subsequent addition of POM2 did not remove the oligomers or inhibit toxicity. Smaller
species comparable to monomeric forms (blue) were detected in solution when POM1 was in complex with ΔmPrPC
90-
230, lacking the flexible tail, and when POM2 was added to mPrP prior to POM1 addition. Similarly small species were
found when the neuroprotective scPOM-bi was added to mPrP; the bispeficic was also capable of removing the soluble
oligomers generated by POM1. DLS data is shown for 3 time points after complex formation. (n = 5 for scPOM1:
mPrP, scPOM2:mPrP and scPOM-bi:mPrP; n = 3 for scPOM1:mPrP then scPOM2, scPOM2:mPrP then scPOM1 and PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 8 / 22 Addition of the scPOM-bi:mPrP material to cells 10 minutes after complex formation resulted in toxicity, albeit
lower than with scPOM1. However, toxicity was not significant if the material was added 60 minutes after complex formation. (n = 4 for all samples
tested). https://doi.org/10.1371/journal.ppat.1007335.g005 Neuroprotective bispecific anti-prion antibody Fig 5. scPOM-bi does not induce toxicity on CAD5 expressing PrPC in comparison to scPOM1. The percentage of PI positive cells for different
mPrP:antibodies complexes (A) or antibodies alone (B) on CAD5 PrPC (left) and on CAD5 Prnp-/- (right) are shown; each sample was added to cells
after 10’ or 60’ of incubation at RT. The scPOM1:mPrP soluble oligomers caused toxicity in PrPC-expressing CAD5 cells but not in PrPC knock-out
(PrP-/-) CAD5. No toxicity was detected when scPOM1 was in complex with the truncated ΔmPrP90-230 lacking the FT. Addition of the scPOM2:mPrP
complex resulted in no toxicity, as well. Addition of the scPOM-bi:mPrP material to cells 10 minutes after complex formation resulted in toxicity, albeit
lower than with scPOM1. However, toxicity was not significant if the material was added 60 minutes after complex formation. (n = 4 for all samples
tested). https://doi.org/10.1371/journal.ppat.1007335.g005 Fig 5. scPOM-bi does not induce toxicity on CAD5 expressing PrPC in comparison to scPOM1. The percentage of PI positive cells for different
mPrP:antibodies complexes (A) or antibodies alone (B) on CAD5 PrPC (left) and on CAD5 Prnp-/- (right) are shown; each sample was added to cells
after 10’ or 60’ of incubation at RT. The scPOM1:mPrP soluble oligomers caused toxicity in PrPC-expressing CAD5 cells but not in PrPC knock-out
(PrP-/-) CAD5. No toxicity was detected when scPOM1 was in complex with the truncated ΔmPrP90-230 lacking the FT. Addition of the scPOM2:mPrP
complex resulted in no toxicity, as well. Addition of the scPOM-bi:mPrP material to cells 10 minutes after complex formation resulted in toxicity, albeit
lower than with scPOM1. However, toxicity was not significant if the material was added 60 minutes after complex formation. (n = 4 for all samples
tested). Fig 5. scPOM-bi does not induce toxicity on CAD5 expressing PrPC in comparison to scPOM1. The percentage of PI positive cells for different
mPrP:antibodies complexes (A) or antibodies alone (B) on CAD5 PrPC (left) and on CAD5 Prnp-/- (right) are shown; each sample was added to cells
after 10’ or 60’ of incubation at RT. The scPOM1:mPrP soluble oligomers caused toxicity in PrPC-expressing CAD5 cells but not in PrPC knock-out
(PrP-/-) CAD5. No toxicity was detected when scPOM1 was in complex with the truncated ΔmPrP90-230 lacking the FT. Addition of the scPOM2:mPrP
complex resulted in no toxicity, as well. Furthermore, treatment of the mPrP:Ab complexes formed in vitro with 2μg/mL of Protein-
ase K showed that species resistant to low PK concentrations were more abundant when mPrP
was bound by the toxic POM1 rather than POM2, scPOM-bi or when POM1 bound a PrP
construct lacking the FT (Fig 4D). Overall, the above indicates that protective antibodies prevented the formation of soluble,
partially PK resistant oligomers whose formation requires the FT and is correlated with POM1
induced neurotoxicity. The protective scPOM-bi bispecific antibody, but not POM2, was capa-
ble of eliminating pre-formed POM1-induced soluble oligomers. In order to test if the POM1-dependent soluble oligomers are indeed toxic, we first formed
them in vitro by mixing mPrP with the various antibodies and then added the material to
CAD5 cells; after 48 hours the cellular toxicity was evaluated with standard propidium iodide
staining and FACS analysis (Fig 5). The scPOM1:mPrP soluble oligomers caused toxicity in
PrPC-expressing CAD5 cells but not in PrPC knock-out (PrP-/-) CAD5. No toxicity was
detected, instead, when scPOM1 was in complex with the truncated ΔmPrP90-230 lacking the
FT. Addition of the scPOM2:mPrP complex resulted in no toxicity, as well. Intriguingly, addi-
tion of the scPOM-bi:mPrP material to cells 10 minutes after complex formation resulted in
toxicity, albeit lower than with scPOM1. However, toxicity was not significant if the material
was added 60 minutes after complex formation. DLS shows that scPOM-bi forms soluble olig-
omers, much like POM1, in the initial minutes after complex formation (possibly because
some of the bispecific engages mPrP only with the POM1 moiety, thus acting just like POM1)
but these disappear with time. There is, in other words, correlation between the presence of
soluble oligomers and cellular toxicity. By contrast, addition of the isolated scPOM-bi to
CAD5 cells resulted in no toxicity, differently from POM1. A possible interpretation is that
formation of toxic scPOM-bi soluble oligomers requires local high concentration of mPrP
which is available in vitro but not in cells. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 9 / 22 Neuroprotective bispecific anti-prion antibody reaching implications, including the possibility that autoimmunity to PrP may lead to neuro-
degenerative diseases. At the molecular level, it suggests that binding to specific sites in the GD
can trigger changes in PrP leading to toxicity. POM1, an antibody binding to the α1-α3 region of the GD, is acutely neurotoxic
[11,17,31,32] and is thought to phenocopy the binding of PrPSc or other factors to a toxicity-
triggering site of PrPC. According to this hypothesis, occupation of the POM1 docking site on
PrP may be beneficial against prion diseases. We thus produced a bispecific antibody (termed
scPOM-bi) by fusing the single chain versions of POM1, with the intent of blocking the toxic-
ity triggering site in the GD, and POM2, which binds the FT and prevents POM1-induced
toxicity. Indeed, scPOM-bi not only lacked neurotoxicity, despite containing the toxic POM1 moi-
ety, and in contrast to simultaneous addition of POM1 and POM2 to COCS, but also protected
organotypic brain cultures from prion-induced neurodegeneration. Neuroprotection was evi-
dent even when scPOM-bi was administered 21 days post infection, when signs of prion
pathology were already evident, suggesting that molecular tweezers may form the basis for a
rational therapy of prion and possibly other neurodegenerative diseases. scPOM-bi afforded
stronger neuroprotection than POM2, suggesting that the concomitant blockade of GD and
FT is particularly effective against prion toxicity. POM1, but not POM2 or scPOM-bi, caused recombinant mPrP to form soluble oligomers
resistant to low concentration of proteinase K. Soluble oligomers were not formed when
POM1 bound to an N-terminally truncated construct lacking the FT, ΔmPrP90-230. There is a
correlation between oligomer formation and toxicity: neurotoxic antibodies or combinations
(such as POM1) formed soluble oligomers, whereas those that were unable to generate them
(such as POM2 or the bispecific tweezer described here) were innocuous or even protective in
ex vivo cultured brain slices. Toxicity was detected when the POM1 induced soluble oligomers
were formed in vitro from isolated, recombinant mPrP and antibody and subsequently added
to PrP-expressing CAD5 cells. There was no toxicity, instead, in knock-out CAD5 lacking PrP
or upon addition of the complexes formed by the protective antibodies. The bispecific is pecu-
liar: soluble oligomers were detected by DLS 10 minutes after formation of the scPOM-bi:
mPrP complex, although less abundant than those formed by POM1. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Discussion The discovery that anti-PrP antibodies can block prion pathogenesis in vivo [30] has suggested
that such antibodies might be exploited as therapeutics against human prion diseases. How-
ever, caution must be exercised as some antibodies directed against the GD of PrP can trigger
PrP-mediated cellular neurotoxicity in the absence of prions [12,31]. This finding has far- PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 10 / 22 Toxicity, lower than
with POM1, was detected upon addition of these species to CAD5 cells. By contrast, DLS
showed that scPOM-bi soluble oligomers disappear over time just like toxicity disappeared if
we waited 60 minutes before adding the scPOM-bi:mPrP complex to CAD5 cells. Curiously,
no toxicity was detected if scPOM-bi alone was added to CAD5 cells, whereas POM1 is toxic
in this condition. A plausible explanation is that transient, soluble oligomers are only formed
if scPOM-bi and mPrP are both present at high concentration (10μM in our assay), whereas
the local PrP concentration in CAD5 cells is presumably lower. It is also worth noting that
treatment with isolated POM1 causes apparently lower toxicity than treatment with the same
amount of POM1:PrP soluble oligomers, further suggesting that the oligomers are relevant for
toxicity. The above observations indicate that the induction of oligomeric PrP forms may play
a role in POM1 toxicity. Since the antibodies that prevent oligomer formation were protective
not only against POM1 but also against prion infection, we suggest that these soluble oligo-
mers might also be involved in prion mediated toxicity. This interpretation is in agreement
with the conjecture that soluble aggregates are the primary toxic species driving diverse protei-
nopathies such as Alzheimer’s and Parkinson’s disease. scPOM-bi and other prion protective
antibodies may steer PrP from a toxic oligomerization to a non-toxic aggregation pathway. The fact that formation of PK resistant material is not inhibited by scPOM-bi further corrobo-
rates the idea that toxicity, or protection, is mediated by a different downstream event. There
is evidence for similar mechanisms in alpha-synuclein and Aβ, where non-toxic aggregates of PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 11 / 22 Neuroprotective bispecific anti-prion antibody Fig 6. The bispeficic antibody scPOM-bi prevents the formation of soluble PrP oligomers and protects from prion neurotoxicity even
when administered late after infection. Addition of POM1 antibody (top), but not POM2 or scPOM-bi, to PrPC generates soluble, pK
resistant PrP oligomers (red) whose presence correlates with toxicity (top); subsequent addition of the neuroprotective scPOM-bi, but not
POM2, eliminates them in favor of larger, non-toxic aggregates (blue). Small soluble oligomers might also be responsible for prion induced
toxicity (bottom) similarly to other amyloidosis. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 CAD5 PrPC and Prnp-/- In order to assess PrPC-dependent toxicity of the soluble oligomers in vitro we generated Prnp
knock-out versions (Prnp-/-) of the murine neuroblastoma cell line CAD5 by CRISPR/Cas9. CAD5 is a subclone of the central nervous system catecholaminergic cell line CAD showing
particular susceptibility to prion infection [38,42]. To avoid expression of aberrant or trun-
cated versions of PrPC or deletion of the splice acceptor site that would lead to pathological
overexpression of Doppel (Dpl) mRNA [43], we used single-stranded guide RNA (sgRNA)
cloned into the MLM3636 plasmid aiming at a protospacer adjacent motif (PAM) site in the
signal peptide of Prnp (S7A Fig). Cells were co-transfected with MLM3636 and the hCas9 plas-
mid followed by transient antibiotic selection. Subsequently, 7 clones were manually picked, expanded and subjected to further characteri-
zation. Cells were lysed and PrPC levels were measured by POM1/POM2 sandwich ELISA. Herein, 7 CAD5 Prnp-/- candidate clones #A6, #C2, #C6, #C12, #H7, #H9 and #H12 all showed
near-zero PrPC levels comparable to the established Prnp-/- cell line HPL (p>0.05, one-way
ANOVA with Dunnett’s post-hoc test, S7B Fig) [44]. 5 clones were further assessed on western
blot, where no detectable PrPC levels could be observed (S7C Fig), suggesting a successful
knock-out of PrPC in all 5 Prnp-/- candidate clones. DNA was extracted from expanded cells of
clones #C2 and #C12 and the mutagenized region was sequenced by PCR amplification of the
open reading frame (ORF) of Prnp. Amplified products were cloned into the pCR-Blunt
II-TOPO plasmid (Invitrogen) and 10 colonies per clone were sequenced by Sanger sequenc-
ing. Herein, #C2 showed four different mutations, i.e., three deletions and one insertion, while
#C12 showed two different deletions proximal to the PAM (S7D Fig). These results indicate
multiploidy to be more likely in #C2 than in #C12, hence all further experiments are per-
formed with the CAD5 Prnp-/- clone #C12. For CRISPR/Cas9-aided generation of CAD5 knock-out cells, mouse Prnp sgRNA was
designed using the web-based tools http://crispr.mit.edu/ and http://zifit.partners.org/ZiFiT/
CSquare9GetOligos.aspx (last access on May 15th 2017). The sgRNA expression plasmid
MLM3636 was a gift from Keith Joung (Addgene plasmid # 43860, www.addgene.org). Cerebellar organotypic slice cultures (COCS) Preparation of COCS was undertaken as described elsewhere [39]. Briefly, 350 μm thick COCS
were prepared from 9–12 day old Tga20 or ZH3 pups [40]. Inoculation of COCS was per-
formed with 100 μg brain homogenate per 10 slices from terminally sick prion-infected
(RML6) or NBH from CD1 mice, diluted in 2 mL physiological Grey’s balanced salt solution
[41]. The infectious brain homogenate was added to the free-floating COCS for 1 h at 4˚C
then washed, and 5–10 slices were placed on a 6-well PTFE membrane insert. Antibodies were
first added 1, 10 or 21 days post-infection then re-added with every medium change (three
times a week). Neuroprotective bispecific anti-prion antibody PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 scPOM-bi might be able to eliminate them just as it does with the POM1-induced
oligomers whereas POM2 might not, which would explain why only the bispecific is neuroprotective even at late administration (21 days
post infection, dpi). https://doi org/10 1371/journal ppat 1007335 g006 Fig 6. The bispeficic antibody scPOM-bi prevents the formation of soluble PrP oligomers and protects from prion neurotoxicity even
when administered late after infection. Addition of POM1 antibody (top), but not POM2 or scPOM-bi, to PrPC generates soluble, pK
resistant PrP oligomers (red) whose presence correlates with toxicity (top); subsequent addition of the neuroprotective scPOM-bi, but not
POM2, eliminates them in favor of larger, non-toxic aggregates (blue). Small soluble oligomers might also be responsible for prion induced
toxicity (bottom) similarly to other amyloidosis. scPOM-bi might be able to eliminate them just as it does with the POM1-induced
oligomers whereas POM2 might not, which would explain why only the bispecific is neuroprotective even at late administration (21 days
post infection, dpi). https://doi.org/10.1371/journal.ppat.1007335.g006 size and conformation different from those of toxic soluble oligomers were found [33–35]. Distinct tauopathies are linked to different molecular conformers of aggregated Tau, as well
[36]. Furthermore, PrPSc conformers of different size, compatible with what we observed by
DLS, and shape were found in strains with different properties and infectivity[37,38]. The scPOM-bi bispecific antibody, but not POM2, achieved the elimination of existing olig-
omers from a solution of pre-formed POM1:mPrP complexes. scPOM-bi was also more effec-
tive than POM2 at blocking prion mediated toxicity. One possibility is that, by bridging across
two PrP molecules, scPOM-bi might favor the elongation of preexisting soluble oligomers,
leading to larger, non-toxic species (Fig 6). However POM2-IgG can also bridge across two
PrP molecules and yet it is less protective than scPOM-bi and cannot eliminate the POM1-in-
duced soluble aggregates despite comparably high affinity. Engagement of the globular domain
appears to be important, either by inhibiting the binding of other molecules to a toxicity trig-
gering site or by locking PrP GD in a non-toxic conformation. Indeed, simultaneous targeting of GD and FT by the bispecific antibody described here
resulted in more potent protection, even when given at late timepoints, than simple targeting
of the FT. We conclude that the strategy delineated here may be exploited for the development
of effective immunotherapeutics against prion and possibly other diseases. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 12 / 22 Enzyme-linked immunosorbent assay (ELISA) For measuring PrPC levels from cell lysates, ELISA was performed as described previously
[32]. Herein, 96-well MaxiSorp polystyrene plates (Nunc) were coated with 400 ng/ml POM1
(or POM19) in PBS at 4˚C overnight. Plates were washed three times in PBS + 0.1% Tween-20
(0.1% PBS-T) and blocked with 80 μl per well of 5% skim milk in 0.1% PBS-T for 1.5 h at room
temperature. Blocking buffer was discarded and samples and controls were added dissolved in
1% skim milk in 0.1% PBS-T for 1 h at 37˚C. Recombinant, full-length murine PrPC (rmPrP23-
230) was used as positive control, 0.1% PBS-T was used as negative control. Biotinylated POM2
was used to detect PrPC (200 ng/ml in 1% skim milk in 0.1% PBS-T). Neuroprotective bispecific anti-prion antibody to clone the double-stranded DNA Oligomers into the MLM3636 plasmid, using the following
reaction: This reaction was put on a thermocycler using the following conditions:
37˚C, 5 minutes 16˚C, 10 minutes (10 cycles with these two steps) 37˚C, 15 minutes 37˚C, 15 minutes 80˚C, 5 minutes 80˚C, 5 minutes The ligated plasmid MLM3636(sgRNAmPrnp) was subsequently transformed into DH5α
chemically competent E. coli cells (Invitrogen) and plasmid purification was undertaken using
Plasmid Maxi Kit (Qiagen). CAD5 cells were co-transfected using the MLM3636(sgRNAmPrnp)
plasmid and the hCas9 plasmid (hCas9 was a gift from George Church, Addgene plasmid #
41815, [46]) dissolved in Lipofectamine 2000 (Invitrogen). After selection of transfected cells
with Geneticin (Invitrogen), single colonies were picked and expanded. For sequencing, DNA
was extracted from cells using DNeasy Blood & Tissue Kit (Qiagen). PCR amplification with
Q5 high-fidelity DNA polymerase was undertaken using the primers Prn-ko F1 (5’—TGC
AGG TGA CTT TCT GCA TTC TGG—3’) and P10 rev (5’—GCT GGG CTT GTT CCA CTG
ATT ATG GGT AC—3’). After PCR clean-up using NucleoSpin Gel and PCR Clean-up kit
(Macherey-Nagel), blunt-end PCR fragments were cloned into Zero Blunt TOPO PCR Clon-
ing Kit (Thermo Fisher Scientific) and Sanger Sequencing (Microsynth) was performed to
identify mutated Prnp sequences. Western Blot and ELISA was undertaken to confirm Prnp-/-
as described below. Unless mentioned otherwise, clone #C12 was used for all experiments. CAD5 PrPC and Prnp-/- For
annealing of single-stranded DNA oligomers of sgRNA for subsequent cloning into the
MLM3636 plasmid the following ligation reaction was prepared: 10 μl Oligo4 F [100 μM] (5’-
ACA CCG CAG TCA TCA TGG CGA ACC TG—3’), 10 μl Oligo4 R [100 μM] (5’—AAA
ACA GGT TCG CCA TGA TGA CTG CG—3’), 10 μL of NEB Buffer 2.1 (New England Bio-
labs), 70 μl ddH2O. Reaction mix was heated for 4 min at 95˚C on a heating block ThermoStat
(Eppendorf), then the heating block was turned off and the reaction was allowed to proceed
for 30 min on the block and was then put at 4˚C. Golden Gate assembly [45] was used in order PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 13 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Proteinase K digestion (COCS) COCS were washed twice in PBS and scraped off the slice culture membrane using 10 μL PBS
per slice. Slice cultures were homogenized using a TissueLyser LT (Qiagen) small bead mill at
50 Hz for 2 minutes. For determination of PrPSc, RML6 (1 μl of 10% w/v brain homogenate or
2 μg protein per lane) and slice culture homogenates (20 μg protein per lane) of Tga20 COCS
were digested with 25 μg mL-1 proteinase K (Roche) at a final volume of 20 μL in PBS for 30
minutes at 37˚C. For inactivation of proteinase K, 7 μL of 4x NuPAGE LDS sample buffer
(Thermo Fisher Scientific) was added and samples were boiled at 95˚C for 5 minutes. Equal
sample volumes were loaded on Nu-PAGE Bis/Tris precast gels (Life Technologies) and West-
ern blotting was performed using the monoclonal anti-PrP antibody POM1 as described else-
where[32]. Immunohistochemical stainings and NeuN morphometry 45 days post infection, prior to fixation, COCS were rinsed twice in PBS, fixed in 4% parafor-
maldehyde for 2 days at 4˚C, washed twice in PBS and incubated in blocking buffer (0.05%
Triton X-100 vol/vol, 0.3% goat serum vol/vol in PBS) for 1 hour at room temperature. NeuN
stainings were performed for 3 days at 4˚C with an Alexa-488 conjugated mouse anti-NeuN
antibody (Life Technologies) at 1.6 μg/mL in blocking buffer and incubated. After washing for
15 min in PBS, cell nuclei were made visible by a 30 min incubation with DAPI (1 μg/mL) in
PBS at room temperature. Slices were then washed again twice in PBS for 15 minutes and
mounted with fluorescent mounting medium (DAKO) on a glass slide. NeuN morphometry
of COCS was undertaken on images taken on a fluorescent microscope (BX-61, Olympus) at
identical exposure times through custom written scripts for the image analysis software cell^P
(Olympus) as previously described [11]. Neuroprotective bispecific anti-prion antibody CAD5 PrPC or Prnp-/- were cultured with 20mL Corning Basal Cell Culture Liquid
Media—DMEM and Ham’s F-12, 50/50 Mix supplemented with 10% FBS, Gibco MEM Non-
Essential Amino Acids Solution 1X, Gibco GlutaMAX Supplement 1X and 0,5mg/mL of
Geneticin in T75 Flasks ThermoFisher at 37C 5% CO2. 16 hours before treatment, cells were
split into 96wells plates at 25000cells/well in 100μL. Complexes of PrP:Antibodies (1:1 PrP:Ab ratio for monovalent binding, 2:1 PrP:Ab ratio
for bivalent binding) or antibodies alone were formed at 5μM final concentration, in 20mM
HEPES pH 7,2 150mM NaCl. After 10’ or 60’ upon complex formation, 100μL of each sample,
including buffer alone or unrelated antibodies as controls, were added to CAD5 cells, in
duplicates. After 48 hours, cells were washed two times with 100μL MACS buffer (PBS + 1% FBS
+ 2mM EDTA) and resuspended in 100μL MACS buffer. 30” before FACS measurements PI
(1μg/mL) was added to cells. Measurements were performed using BD LSRFORTESSA. Statistics: percentage of PI positive cells were plotted in columns as mean with SD. 2way
ANOVA test with Tukey test was performed comparing each samples ( p<0.05, p<0.005,
p<0.0005, p<0.00001). CAD5 toxicity assay Quantification of toxicity on CAD5 either expressing or lacking PrPC induced by different
antibodies alone or in complex with mPrP/ΔmPrP(90–230) was measured as percentage of PI
positive cells using Flow Cytometry. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 14 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Neuroprotective bispecific anti-prion antibody was then subjected to 100ns of fully atomistic molecular dynamics simulations (MD) to obtain
an energetically favorable and stable conformation. In all cases, the system was initially set up and equilibrated through standard MD protocols:
proteins were centered in a triclinic box, 0.2nm from the edge, filled with SPCE water model
and 0.15M Na+Cl- ions using the AMBER99SB-ILDN protein force field. Energy minimiza-
tion was performed in order to let the ions achieve a stable conformation. Temperature and
pressure equilibration steps, respectively at 298˚K and 1 Bar, of 100ps each were then per-
formed before performing 300ns molecular dynamics simulations with the above mentioned
force field. MD trajectory files were analyzed after removal of Periodic Boundary Conditions. The stability of each simulated complex was verified by root mean square deviation, radius of
gyration and visual analysis. Protein production Recombinant mouse PrP full length (23–230), PrP lacking FT (90–230), globular domain only
(120–230) or Flexible tail only (23–120) were expressed and purified from E.coli as previously
described[47,48]. scPOM1, scPOM2 and scPOM-bi sequences were codon optimized, cloned in frame into a
pET21a plasmid (Novagen) and expressed in E.coli Rosetta (scPOM-bi) or Rosetta pLysS (for
scPOM1 and scPOM2) cells. Bacterial cells were grown in 2XYT media plus Ampicillin
(100μg/mL) and chloramphenicol (34μg/mL) at 25˚C (scPOM1 and scPOM2) or 37˚C
(scPOM-bi) until OD600 reached 0.6, then induced with 0.5mM IPTG and harvested 16
(scPOM1 and scPOM2) or 3 (scPOM-bi) hours post-induction. Bacterial pellets were soni-
cated with 50mM MES pH6.5 100mM NaCl and 0.5mM DTT (50mL per liter of colture) and
centrifuged at 16500rpm (rotor ss34) for 30’ at 4˚C. The pellet was then washed with sonica-
tion buffer plus 0.5% of Triton-X100 and then with sonication buffer to remove excess of Tri-
ton-X100. The pellet was solubilized in 50mM MES pH 6.5 1M NaCl 6M Guanidine-HCl
(Buffer A). Following addition of 0.2% PEI and centrifugation to remove DNA contamination,
60% ammonium sulfate was added to the supernatant to remove traces of PEI. After centrifu-
gation the pellet was resuspended in Buffer A, filtered and loaded on pre-equilibrated HisTrap
Column (GE healthcare) with Buffer A. The column was washed with at least 5 volumes of
Buffer A and eluted with Buffer A plus 500mM Imidazole. Antibody containing fractions were
diluted 20 times into refolding buffer (20 mM phosphate buffer pH 10.5, 100 mM NaCl, 200
mM arginine, 1mM Glutathione Reduced and 0.1mM Glutathione Oxidized). scPOM1,
scPOM2 and scPOM-bi were finally purified on a Superdex-75 size exclusion column (GE) in
PBS buffer. The elution and dynamic light scattering profiles of all proteins were consistent
with monomeric species. Full IgG POM1 and POM2 monoclonal antibodies were produced
and purified as described previously[32]. Computational modelling and molecular dynamics of scPOM-bi The structure of scPOM-bi used in the computational simulations was modeled on the experi-
mental structures of the POM1:PrP124-225 complex (PDB code 4H88) and POM2:octarepeat-
peptide (PDB code: 4J8R) complexes. After initial superposition of the POM1 and POM2 moi-
ety on the structure of one (for intramolecular binding models) or two (for intermolecular
binding models) PrP molecules, the linker joining the two scFv was manually built. The system PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 15 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Neuroprotective bispecific anti-prion antibody performed with Bio-Rad ProteOn Manager software (version 3.1.0.6). In the PrP dilution
experiments used to evaluate avidity effects, serial dilution (1:100, 1:200, 1:500 and 1:1000) of
NHS/EDAC compounds were used for GLC chip surface activation in order to limit the
amount of immobilized protein. Precipitation assays Quantification of soluble PrP either alone or in complex with different antibodies was per-
formed using SDS-PAGE and either comassie staining (for PrP alone and in complex with
scFv) or western blot (for PrP/IgG complexes). The precipitation assays were run in parallel to
DLS assays in the conditions indicated above. Samples were centrifuged for 2 minutes at
21000g at 4˚C. 25μL of supernatant was collected, mixed with equal volume of sample buffer
and loaded on polyacrylamide gel (4% Stacking– 12% running). For comassie staining,
SDS-PAGEs were left 10 minutes in 2.5g/L Comassie Brilliant Blue G-250 (Sigma) 40% Metha-
nol and 10% Glacial Acetic Acid and then destained using 70% ddH20, 20% Methanol and
10% Glacial Acetic Acid for 1hour at least. Gels were then acquired using ImageQuant LAS
4000 (GE Healthcare) according to standard procedures. For western blot, proteins from
SDS-PAGE were transferred onto PVDF membranes, blocked in TBS-Tween20 10% Milk for
10 minutes at RT and probed with an antibody against PrP (POM19 mouse IgG 1μg/mL in
TBS-Tween20 for 16 hours at 4˚C) that does not compete with either scPOM1, scPOM2 and
scPOM-bi. The primary antibody was detected using a goat anti-Mouse-HRP conjugated anti-
body (1:10000 in TBS-Tween20 for 1hour at RT, from ThermoFisher) and developed using
Pierce ECL Western Blotting Substrate (ThermoFisher). Chemiluminescence from PrP spe-
cific bands were acquired using a ImageQuant LAS 4000 (GE Healthcare) using High Resolu-
tion for sensitivity, 1/60 or 1/100 sec exposure time and Precision as exposure type. Quantification of PrP was then performed using Multi Gauge Software (from FujiFilm) with
standard protocol, normalizing all samples to PrP Alone control bands. At least 3 independent
replicates of the experiments were performed. Statistics: all experiments are shown as mean
with SEM. Quantification of PrP was then performed using Multi Gauge Software (from FujiFilm) with
standard protocol, normalizing all samples to PrP Alone control bands. At least 3 independent
replicates of the experiments were performed. Statistics: all experiments are shown as mean
with SEM. Dynamic Light Scattering (DLS) assays The size of PrP either alone or in complex with different antibodies was estimated by Dynamic
Light Scattering (DLS) at 25˚C using a “DynaPro—NanoStar” instrument (WYATT) in 10μL
at a concentration of 5μM. The PrP:antibody ratio was 1:1 for monovalent binding (e.g. scFv)
and 2:1 for bivalent binding species (e.g. full IgG). Readings were taken 2, 5, 10, 20 and 30 min-
utes after complex formation. When evaluating addition of a second antibody (e.g. forming a
PrP/scPOM1 complex and then adding scPOM-bi), PrP and the first antibody were pre-mixed
for 5 minutes and then the second antibody was added. Each time point measurement was per-
formed by 10 repetitions of 5 seconds signal integration. A Rayleigh sphere model was used for
size estimation. At least 3 repetitions of the same experiment were performed on different,
freshly prepared samples. Before complex formation, all samples were dialyzed together in
20mM HEPES pH 7.2 150mM NaCl, centrifuged at 21000g and filtered with 0.22μm filters
before measurement. Statistics: all experiments are shown as mean with standard error of the
mean (SEM). PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 SPR binding assays The binding properties of the complexes between scPOM1, scPOM2, either in single chain or
IgG version, and scPOM-bi on different mPrP constructs were analyzed at 25˚C on a ProteOn
XPR-36 instrument (Bio-Rad) using 20mM HEPES pH 7.2 150mM NaCl 3mM EDTA and
0.005% Tween-20 as running buffer. 50nM solutions of PrP constructs were immobilized on
the surface of a GLC sensor chip through standard amine coupling. Serial dilution of antibod-
ies in the nanomolar range were injected at a flow rate of 100 μL/min (contact time 6 minutes);
dissociation was followed for 5 minutes. Analyte responses were corrected for unspecific bind-
ing and buffer responses by subtracting the signal of both a channel were no PrP was immobi-
lized and a channel were no antibody was added. Curve fitting and data analysis were PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 16 / 22 Neuroprotective bispecific anti-prion antibody ratio for monovalent binding (e.g. scFv) and 2:1 for bivalent binding species (e.g. POM-bi) as
for DLS assays. After 10’ of incubation at 25C, 2μL of each complex was added to glass micros-
copy slides (Thermo Fisher Scientific) and covered with coverslip. The same samples were also
subjected to DLS analyses, in parallel. Images were acquired using a Leica TCS SP5 confocal
microscope using sequential acquisition settings to visualize aggregates containing labelled
antibodies. For each mPrP:Ab complex, 4 fields of view of 246 μm x 246 μm were acquired
with a 63X/1.4 NA oil immersion objective. Images were analysed using IMARIS software (Bit-
plane). To estimate particles size surfaces were generated in software based on the fluorescent
signal from Alexa647 dye (segmentation parameters: surface grain size 0.01 μm, intensity
threshold set at 50). Statistics: all particles were shown in dot plot graph as mean with SD. Mann-Whitney test was performed ( p<0.05, p<0.01, p<0.001, p<0.0001). Ethics statement All animal experiments were conducted in strict accordance with the Rules and Regulations
for the Protection of Animal Rights (Tierschutzgesetz and Tierschutzverordnung) of the Swiss
Bundesamt fu¨r Lebensmittelsicherheit und Veterina¨rwesen BLV. Body weights were measured
weekly. All animal protocols and experiments performed were specifically approved for this
study by the responsible institutional animal care committee, namely the Animal Welfare
Committee of the Canton of Zu¨rich (permit numbers Versuchstierhaltung 123, ZH139/16 and
90/2013). All efforts were made to minimize animal discomfort and suffering. Supporting information Supporting information
S1 Text. SPR analysis of scPOM-bi binding to PrP. (DOCX)
S1 Movie. Fully atomistic molecular dynamics simulation of 30 ns of the model of scPOM-
bi in complex with one molecule mPrP. (MPG)
S2 Movie. Fully atomistic molecular dynamics simulation of 30 ns of the model of scPOM-
bi in complex with two molecules mPrP. (MPG)
S1 Fig. Thermal denaturation of scPOM-bi measured by CD spectroscopy, indicating a
melting temperature of 75˚C. (TIF)
S2 Fig. Fluorescent micrographs of all biological replicates. (A) scPOM-bi; (B) POM2 IgG. Scale bar = 500 μm. (TIF)
S3 Fig. Values of association (ka, left) and dissociation constants (kd, right) for scPOM1
(yellow), POM1-IgG (red) and scPOM-bi (blue) at different concentrations of PrP, mea-
sured by SPR. The dilution of PrP on the sensor chip is reported. The dissociation constant,
but not the association, is affected by PrP dilution, indicating that intermolecular avidity
effects are present in POM1 IgG and scPOM-bi. See S1 Text for further details. (TIF)
S4 Fig. Representative confocal microscopy images of PrP:Ab oligomers and aggregates
(scale bar = 10μm). See main text (Fig 4) for quantification and methods for experimental
details. Briefly, complexes between recombinant mPrP and antibodies were formed in vitro Confocal analyses of PrP/Ab Oligomers Antibodies were labelled with Alexa Fluor 647 NHS Ester (Thermo Fisher Scientific) in PBS
carbonate pH 8.3 with a 1:2 Ab:Dye ratio; unbound dyes were removed using Size Exclusion
Chromatography. Complexes between mPrP and Abs were generated at 5μM in 10μL with 1:1 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 17 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 S1 Text. SPR analysis of scPOM-bi binding to PrP.
(DOCX) S1 Text. SPR analysis of scPOM-bi binding to PrP. (DOCX) S1 Movie. Fully atomistic molecular dynamics simulation of 30 ns of the model of scPOM-
bi in complex with one molecule mPrP. (MPG) S1 Movie. Fully atomistic molecular dynamics simulation of 30 ns of the model of scPOM-
bi in complex with one molecule mPrP. (MPG) S2 Movie. Fully atomistic molecular dynamics simulation of 30 ns of the model of scPOM-
bi in complex with two molecules mPrP. (MPG)
S1 Fig. Thermal denaturation of scPOM-bi measured by CD spectroscopy, indicating a
melting temperature of 75˚C. (TIF)
S2 Fig. Fluorescent micrographs of all biological replicates. (A) scPOM-bi; (B) POM2 IgG. Scale bar = 500 μm. (TIF)
S3 Fig. Values of association (ka, left) and dissociation constants (kd, right) for scPOM1
(yellow), POM1-IgG (red) and scPOM-bi (blue) at different concentrations of PrP, mea-
sured by SPR. The dilution of PrP on the sensor chip is reported. The dissociation constant,
but not the association, is affected by PrP dilution, indicating that intermolecular avidity
effects are present in POM1 IgG and scPOM-bi. See S1 Text for further details. (TIF)
S4 Fig. Representative confocal microscopy images of PrP:Ab oligomers and aggregates
(scale bar = 10μm). See main text (Fig 4) for quantification and methods for experimental
details Briefly complexes between recombinant mPrP and antibodies were formed in vitro S2 Movie. Fully atomistic molecular dynamics simulation of 30 ns of the model of scPOM-
bi in complex with two molecules mPrP. (MPG) S1 Fig. Thermal denaturation of scPOM-bi measured by CD spectroscopy, indicating a
melting temperature of 75˚C. (TIF) S2 Fig. Fluorescent micrographs of all biological replicates. (A) scPOM-bi; (B) POM2 IgG. Scale bar = 500 μm. (TIF) S2 Fig. Fluorescent micrographs of all biological replicates. (A) scPOM-bi; (B) POM2 IgG. Scale bar = 500 μm. (TIF) S3 Fig. Values of association (ka, left) and dissociation constants (kd, right) for scPOM1
(yellow), POM1-IgG (red) and scPOM-bi (blue) at different concentrations of PrP, mea-
sured by SPR. The dilution of PrP on the sensor chip is reported. The dissociation constant,
but not the association, is affected by PrP dilution, indicating that intermolecular avidity
effects are present in POM1 IgG and scPOM-bi. See S1 Text for further details. (TIF) S4 Fig. Representative confocal microscopy images of PrP:Ab oligomers and aggregates
(scale bar = 10μm). See main text (Fig 4) for quantification and methods for experimental
details. Acknowledgments We thank Robyn Grace Holden for graphic assistance and Diego Morone for microscope tech-
nical support. Neuroprotective bispecific anti-prion antibody and the material deposited on microscopy slides without centrifugation or other purification
steps. Species of different size are apparent when mPrP is in complex with toxic (POM1) or
non toxic antibodies. (TIF) S5 Fig. Precipitation assays confirmed that the toxic scPOM1:mPrP complex generates soluble
oligomers containing both PrP and antibody (A). No soluble material was present in the com-
plexes between mPrP and scPOM2 (B), scPOM-bi or when scPOM-bi was added after
scPOM1 (A). See main text (Fig 4) for quantification and methods for experimental details. Briefly, after formation of the mPrP:Ab complexes in vitro the samples were centrifuged at
20’000 x g. The amount of mPrP and Ab present in the resulting supernatant was estimated
with PAGE/Western Blot. The quantity of soluble material is reported as percentage of soluble
mPrP or Ab alone, which do not precipitate or form aggregates over the observed time frame. The variability is due to the experimental set up and to the fact that we are analyzing transient,
non-homogeneous species that are likely to change over time. Such variability does not affect
the statistical significance of the measures. S6 Fig. Low concentration PK resistance assay. mPrP:Ab complexes were formed in vitro
and 2μg/mL of Proteinase K were added. The presence of PK resistance species was assessed
by western blot. An increased amount of species resistant to PK was detected in the scPOM1:
mPrP complexes, but only if the flexible tail was present, which correlates to toxicity and pro-
tection assays. See main text (Fig 4) for quantification and statistics. (TIF) S7 Fig. Generation of a stable CAD5 Prnp-/- cell line. (A) Design of sgRNA for CRISPR/Cas9
mediated generation of CAD5 Prnp-/- cells. A PAM in the coding sequence of the signal pep-
tide was chosen. (B) ELISA of 7 candidate CAD5 Prnp-/- clones showed similar PrPC levels
compared to the established Prnp-/- cell line HPL (p>0.05, one-way ANOVA with Dunnett’s
post-hoc test, all clones versus HPL), 5 of which were further assessed by PrPC western blot,
confirming lack of PrPC expression (C). (D) Sanger sequencing of PCR amplified Prnp ORF
showed n = 4 different mutations in #C2 and n = 2 different mutations, labelling according to
(A). The splice acceptor site is unaffected in both of the constructs. (TIF) S1 Text. SPR analysis of scPOM-bi binding to PrP.
(DOCX) Briefly, complexes between recombinant mPrP and antibodies were formed in vitro S4 Fig. Representative confocal microscopy images of PrP:Ab oligomers and aggregates
(scale bar = 10μm). See main text (Fig 4) for quantification and methods for experimental
details. Briefly, complexes between recombinant mPrP and antibodies were formed in vitro PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 18 / 22 References 1. Aguzzi A, Sigurdson C, Heikenwaelder M (2008) Molecular mechanisms of prion pathogenesis. Annu
Rev Pathol 3: 11–40. https://doi.org/10.1146/annurev.pathmechdis.3.121806.154326 PMID:
18233951 2. Aguzzi A, Calella AM (2009) Prions: protein aggregation and infectious diseases. Physiol Rev 89:
1105–1152. https://doi.org/10.1152/physrev.00006.2009 PMID: 19789378 3. Aguzzi A, Lakkaraju AK (2016) Cell Biology of Prions and Prionoids: A Status Report. Trends Cell Biol
26: 40–51. https://doi.org/10.1016/j.tcb.2015.08.007 PMID: 26455408 4. Waddell L, Greig J, Mascarenhas M, Otten A, Corrin T, et al. (2018) Current evidence on the transmissi-
bility of chronic wasting disease prions to humans-A systematic review. Transbound Emerg Dis 65: 37–
49. https://doi.org/10.1111/tbed.12612 PMID: 28139079 5. Dyrbye H, Broholm H, Dziegiel MH, Laursen H (2008) The M129V polymorphism of codon 129 in the
prion gene (PRNP) in the Danish population. Eur J Epidemiol 23: 23–27. https://doi.org/10.1007/
s10654-007-9197-z PMID: 17987393 6. Mok T, Jaunmuktane Z, Joiner S, Campbell T, Morgan C, et al. (2017) Variant Creutzfeldt-Jakob Dis-
ease in a Patient with Heterozygosity at PRNP Codon 129. N Engl J Med 376: 292–294. 7. Aguzzi A, Polymenidou M (2004) Mammalian prion biology: one century of evolving concepts. Cell 116:
313–327. PMID: 14744440 8. Reardon S (2015) Antibody drugs for Alzheimer’s show glimmers of promise. Nature 523: 509–510. https://doi.org/10.1038/nature.2015.18031 PMID: 26223602 9. Sevigny J, Chiao P, Bussiere T, Weinreb PH, Williams L, et al. (2016) The antibody aducanumab
reduces Abeta plaques in Alzheimer’s disease. Nature 537: 50–56. https://doi.org/10.1038/
nature19323 PMID: 27582220 10. Chung E, Ji Y, Sun Y, Kascsak RJ, Kascsak RB, et al. (2010) Anti-PrPC monoclonal antibody infusion
as a novel treatment for cognitive deficits in an Alzheimer’s disease model mouse. BMC Neurosci 11:
130. https://doi.org/10.1186/1471-2202-11-130 PMID: 20946660 11. Sonati T, Reimann RR, Falsig J, Baral PK, O’Connor T, et al. (2013) The toxicity of antiprion antibodies
is mediated by the flexible tail of the prion protein. Nature 501: 102–106. https://doi.org/10.1038/
nature12402 PMID: 23903654 12. Solforosi L, Criado JR, McGavern DB, Wirz S, Sanchez-Alavez M, et al. (2004) Cross-linking cellular
prion protein triggers neuronal apoptosis in vivo. Science 303: 1514–1516. https://doi.org/10.1126/
science.1094273 PMID: 14752167 13. Baral PK, Wieland B, Swayampakula M, Polymenidou M, Rahman MH, et al. (2012) Structural studies
on the folded domain of the human prion protein bound to the Fab fragment of the antibody POM1. Acta
Crystallogr D Biol Crystallogr 68: 1501–1512. https://doi.org/10.1107/S0907444912037328 PMID:
23090399 14. Aguzzi A, Weissmann C (1997) Prion research: the next frontiers. Nature 389: 795–798. Neuroprotective bispecific anti-prion antibody Methodology: Marco Bardelli, Mattia Pedotti, Rocco D’Antuono, Tommaso Virgilio, Santiago
F. Gonza´lez, Luca Varani. Project administration: Adriano Aguzzi, Luca Varani. Writing – original draft: Marco Bardelli, Karl Frontzek, Adriano Aguzzi, Luca Varani. Writing – review & editing: Marco Bardelli, Karl Frontzek, Adriano Aguzzi, Luca Varani. Methodology: Marco Bardelli, Mattia Pedotti, Rocco D’Antuono, Tommaso Virgilio, Santiago
F. Gonza´lez, Luca Varani. Methodology: Marco Bardelli, Mattia Pedotti, Rocco D’Antuono, Tommaso Virgilio, Santiago
F. Gonza´lez, Luca Varani. Project administration: Adriano Aguzzi, Luca Varani. Writing – original draft: Marco Bardelli, Karl Frontzek, Adriano Aguzzi, Luca Varani. Writing – review & editing: Marco Bardelli, Karl Frontzek, Adriano Aguzzi, Luca Varani. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Author Contributions Conceptualization: Adriano Aguzzi, Luca Varani. Data curation: Marco Bardelli, Karl Frontzek, Luca Simonelli, Simone Hornemann, Mattia
Pedotti, Valeria Eckhardt, Adriano Aguzzi, Luca Varani. Data curation: Marco Bardelli, Karl Frontzek, Luca Simonelli, Simone Hornemann, Mattia
Pedotti, Valeria Eckhardt, Adriano Aguzzi, Luca Varani. Formal analysis: Marco Bardelli, Luca Simonelli, Mattia Pedotti, Federica Mazzola, Manfredi
Carta, Luca Varani. Funding acquisition: Adriano Aguzzi, Luca Varani. Funding acquisition: Adriano Aguzzi, Luca Varani. Investigation: Marco Bardelli, Karl Frontzek, Luca Simonelli, Simone Hornemann, Mattia
Pedotti, Valeria Eckhardt, Luca Varani. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 19 / 22 Neuroprotective bispecific anti-prion antibody 18. Falsig J, Julius C, Margalith I, Schwarz P, Heppner FL, et al. (2008) A versatile prion replication assay in
organotypic brain slices. Nat Neurosci 11: 109–117. https://doi.org/10.1038/nn2028 PMID: 18066056 19. Brinkmann U, Kontermann RE (2017) The making of bispecific antibodies. MAbs 9: 182–212. https://
doi.org/10.1080/19420862.2016.1268307 PMID: 28071970 20. Mack M, Riethmuller G, Kufer P (1995) A small bispecific antibody construct expressed as a functional
single-chain molecule with high tumor cell cytotoxicity. Proc Natl Acad Sci U S A 92: 7021–7025. PMID:
7624362 21. Baral PK, Wieland B, Swayampakula M, Polymenidou M, Aguzzi A, et al. (2011) Crystallization and pre-
liminary X-ray diffraction analysis of prion protein bound to the Fab fragment of the POM1 antibody. Acta Crystallogr Sect F Struct Biol Cryst Commun 67: 1211–1213. https://doi.org/10.1107/
S1744309111026273 PMID: 22102029 22. Swayampakula M, Baral PK, Aguzzi A, Kav NN, James MN (2013) The crystal structure of an octapep-
tide repeat of the prion protein in complex with a Fab fragment of the POM2 antibody. Protein Sci 22:
893–903. https://doi.org/10.1002/pro.2270 PMID: 23629842 23. Falsig J, Sonati T, Herrmann US, Saban D, Li B, et al. (2012) Prion pathogenesis is faithfully reproduced
in cerebellar organotypic slice cultures. PLoS Pathog 8: e1002985. https://doi.org/10.1371/journal. ppat.1002985 PMID: 23133383 24. Cleary JP, Walsh DM, Hofmeister JJ, Shankar GM, Kuskowski MA, et al. (2005) Natural oligomers of
the amyloid-beta protein specifically disrupt cognitive function. Nat Neurosci 8: 79–84. https://doi.org/
10.1038/nn1372 PMID: 15608634 25. Shankar GM, Li S, Mehta TH, Garcia-Munoz A, Shepardson NE, et al. (2008) Amyloid-beta protein
dimers isolated directly from Alzheimer’s brains impair synaptic plasticity and memory. Nat Med 14:
837–842. https://doi.org/10.1038/nm1782 PMID: 18568035 26. Benilova I, Karran E, De Strooper B (2012) The toxic Abeta oligomer and Alzheimer’s disease: an
emperor in need of clothes. Nat Neurosci 15: 349–357. https://doi.org/10.1038/nn.3028 PMID:
22286176 27. Ow SY, Dunstan DE (2014) A brief overview of amyloids and Alzheimer’s disease. Protein Sci 23:
1315–1331. https://doi.org/10.1002/pro.2524 PMID: 25042050 28. Sengupta U, Nilson AN, Kayed R (2016) The Role of Amyloid-beta Oligomers in Toxicity, Propagation,
and Immunotherapy. EBioMedicine 6: 42–49. https://doi.org/10.1016/j.ebiom.2016.03.035 PMID:
27211547 29. Silveira JR, Raymond GJ, Hughson AG, Race RE, Sim VL, et al. (2005) The most infectious prion pro-
tein particles. Nature 437: 257–261. https://doi.org/10.1038/nature03989 PMID: 16148934 30. Heppner FL, Musahl C, Arrighi I, Klein MA, Rulicke T, et al. (2001) Prevention of scrapie pathogenesis
by transgenic expression of anti-prion protein antibodies. References https://doi.org/
10.1038/39758 PMID: 9349807 15. Herrmann US, Sonati T, Falsig J, Reimann RR, Dametto P, et al. (2015) Prion infections and anti-PrP
antibodies trigger converging neurotoxic pathways. PLoS Pathog 11: e1004662. https://doi.org/10. 1371/journal.ppat.1004662 PMID: 25710374 16. Goniotaki D, Lakkaraju AKK, Shrivastava AN, Bakirci P, Sorce S, et al. (2017) Inhibition of group-I meta-
botropic glutamate receptors protects against prion toxicity. PLoS Pathog 13: e1006733. https://doi. org/10.1371/journal.ppat.1006733 PMID: 29176838 17. Frontzek K, Pfammatter M, Sorce S, Senatore A, Schwarz P, et al. (2016) Neurotoxic Antibodies
against the Prion Protein Do Not Trigger Prion Replication. PLoS One 11: e0163601. https://doi.org/10. 1371/journal.pone.0163601 PMID: 27684562 20 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Science 294: 178–182. https://doi.org/10. 1126/science.1063093 PMID: 11546838 31. Reimann RR, Sonati T, Hornemann S, Herrmann US, Arand M, et al. (2016) Differential Toxicity of Anti-
bodies to the Prion Protein. PLoS Pathog 12: e1005401. https://doi.org/10.1371/journal.ppat.1005401
PMID: 26821311 32. Polymenidou M, Moos R, Scott M, Sigurdson C, Shi YZ, et al. (2008) The POM monoclonals: a compre-
hensive set of antibodies to non-overlapping prion protein epitopes. PLoS One 3: e3872. https://doi. org/10.1371/journal.pone.0003872 PMID: 19060956 33. Lashuel HA, Overk CR, Oueslati A, Masliah E (2013) The many faces of alpha-synuclein: from structure
and toxicity to therapeutic target. Nat Rev Neurosci 14: 38–48. https://doi.org/10.1038/nrn3406 PMID:
23254192 34. Sakono M, Zako T (2010) Amyloid oligomers: formation and toxicity of Abeta oligomers. FEBS J 277:
1348–1358. https://doi.org/10.1111/j.1742-4658.2010.07568.x PMID: 20148964 35. Waxman EA, Giasson BI (2009) Molecular mechanisms of alpha-synuclein neurodegeneration. Bio-
chim Biophys Acta 1792: 616–624. https://doi.org/10.1016/j.bbadis.2008.09.013 PMID: 18955133 36. Simic G, Babic Leko M, Wray S, Harrington C, Delalle I, et al. (2016) Tau Protein Hyperphosphorylation
and Aggregation in Alzheimer’s Disease and Other Tauopathies, and Possible Neuroprotective Strate-
gies. Biomolecules 6: 6. https://doi.org/10.3390/biom6010006 PMID: 26751493 37. Deleault NR, Walsh DJ, Piro JR, Wang F, Wang X, et al. (2012) Cofactor molecules maintain infectious
conformation and restrict strain properties in purified prions. Proc Natl Acad Sci U S A 109: E1938–
1946. https://doi.org/10.1073/pnas.1206999109 PMID: 22711839 38. Mahal SP, Baker CA, Demczyk CA, Smith EW, Julius C, et al. (2007) Prion strain discrimination in cell
culture: the cell panel assay. Proc Natl Acad Sci U S A 104: 20908–20913. https://doi.org/10.1073/
pnas.0710054104 PMID: 18077360 21 / 22 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1007335
October 1, 2018 Neuroprotective bispecific anti-prion antibody 39. Falsig J, Aguzzi A (2008) The prion organotypic slice culture assay—POSCA. Nat Protoc 3: 555–562. https://doi.org/10.1038/nprot.2008.13 PMID: 18388937 40. Fischer M, Rulicke T, Raeber A, Sailer A, Moser M, et al. (1996) Prion protein (PrP) with amino-proximal
deletions restoring susceptibility of PrP knockout mice to scrapie. EMBO J 15: 1255–1264. PMID:
8635458 41. Falsig J, Julius C, Margalith I, Schwarz P, Heppner F, et al. (2008) A versatile prion replication assay in
organotypic brain slices. Nat Neurosci 11: 109–117. https://doi.org/10.1038/nn2028 PMID: 18066056 42. Qi Y, Wang JK, McMillian M, Chikaraishi DM (1997) Characterization of a CNS cell line, CAD, in which
morphological differentiation is initiated by serum deprivation. J Neurosci 17: 1217–1225. PMID:
9006967 43. Moore RC, Lee IY, Silverman GL, Harrison PM, Strome R, et al. (1999) Ataxia in prion protein (PrP)-
deficient mice is associated with upregulation of the novel PrP-like protein doppel. J Mol Biol 292: 797–
817. https://doi.org/10.1006/jmbi.1999.3108 PMID: 10525406 44. Kuwahara C, Takeuchi AM, Nishimura T, Haraguchi K, Kubosaki A, et al. (1999) Prions prevent neuro-
nal cell-line death. Nature 400: 225–226. https://doi.org/10.1038/22241 PMID: 10421360 45. Engler C, Kandzia R, Marillonnet S (2008) A one pot, one step, precision cloning method with high
throughput capability. PLoS One 3: e3647. https://doi.org/10.1371/journal.pone.0003647 PMID:
18985154 46. Mali P, Yang L, Esvelt KM, Aach J, Guell M, et al. (2013) RNA-guided human genome engineering via
Cas9. Science 339: 823–826. https://doi.org/10.1126/science.1232033 PMID: 23287722 47. Hornemann S, Christen B, von Schroetter C, Perez DR, Wuthrich K (2009) Prion protein library of
recombinant constructs for structural biology. FEBS J 276: 2359–2367. PMID: 19348007 48. Zahn R, von Schroetter C, Wu¨thrich K (1997) Human prion proteins expressed in Escherichia coli and
purified by high-affinity column refolding. FEBS Letters 417: 400–404. PMID: 9409760 22 / 22
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NMDA Receptors in Health and Disease
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Physiology
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Abstract NMDA receptors (NMDARs) are a subtype of ionotropic glutamate receptors
that mediate excitatory neurotransmission and synaptic plasticity in the brain. NMDARs play important roles in various normal brain functions such as learning,
memory, and cognition, but also contribute to the pathogenesis of several develop-
mental, neurological, and psychiatric disorders. Alterations in NMDARs can result
in either hypo- or hyperfunction of NMDARs, which can impair neuronal viability,
synaptic efficacy, and network oscillations. In this review, we summarize the
current knowledge on the involvement of NMDA receptors in Alzheimer’s disease,
autism spectrum disorder, epilepsy, and schizophrenia. We also highlight the
potential therapeutic strategies that target NMDAR modulation and dysfunction in
these disorders. Keywords: NMDA receptors, Alzheimer’s disease, autistic spectrum disorder,
epilepsy, schizophrenia Chapter Yue-Qiao Huang 2. NMDARs in health NMDARs are involved in various processes of the synapse, such as its formation,
modification, learning, memory, and cognitive functions [2]. NMDARs are different
from AMPARs and kainate receptors in that they need both glycine (or D-serine in
the body) and glutamate to be activated. They allow calcium to enter the cell and are
blocked by magnesium when the cell is at rest [2]. NMDARs can detect the timing of
pre-synaptic glutamate release and post-synaptic membrane depolarization, which
makes them unique among the receptors. q
g
p
NMDARs are composed of four subunits, each of which belongs to one of three
families: GluN1, GluN2, and GluN3. GluN1 is the obligatory subunit that forms the
core of the receptor and binds glycine as a co-agonist. GluN2 subunits (A–D) deter-
mine the pharmacological and biophysical properties of the receptor and bind gluta-
mate as the main agonist. GluN3 subunits (A and B) modulate the receptor function
and can also bind glycine. The subunit composition of NMDARs varies depending on
the brain region, cell type, and developmental stage, resulting in a diversity of recep-
tor subtypes and complexes that have distinct roles in synaptic plasticity, learning,
memory, and neurological disorders [2]. y
g
Each subunit of NMDARs has a similar structure that consists of four main
domains: the amino-terminal domain (ATD/NTD), the ligand-binding domain
(LBD), the transmembrane domain (TMD), and the carboxyl-terminal domain
(CTD) [2]. The ATD/NTD is located at the extracellular side of the receptor and is
involved in subunit assembly, allosteric modulation, and receptor trafficking. The
LBD is also extracellular and contains the binding sites for glutamate and glycine,
as well as for various modulators such as zinc, magnesium, polyamines, protons,
and neurosteroids. The TMD spans the membrane four times (TM1, TM2, TM3, and
TM4) and forms the ion channel pore that allows the flux of sodium, potassium,
and calcium ions upon receptor activation. The CTD is intracellular and interacts
with various signaling molecules and scaffolding proteins that regulate the receptor
localization, function, and coupling to downstream pathways. p
g
p
y
Each NMDAR is composed of two GluN1 subunits and two GluN2 or GluN3
subunits, which can be either identical (diheteromers) or different (triheteromers). The subunit composition of NMDARs affects their biophysical and pharmacological
properties, such as their affinity to co-agonists (glycine and glutamate), sensitivity
to modulators (zinc and magnesium), and interaction with other drugs. 1. Introduction Glutamate receptors are a diverse group of proteins that play a crucial role in
the nervous system. They are responsible for mediating the majority of excitatory
neurotransmission in the brain. Glutamate receptors can be broadly classified
into two main types: ionotropic and metabotropic [1, 2]. Ionotropic glutamate
receptors (iGluRs) are ligand-gated ion channels that allow ions to flow across the
cell membrane in response to the binding of glutamate [2]. They can be further
divided into three main subtypes: N-methyl-D-aspartate receptors (NMDARs),
α-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid receptors (AMPARs), and
kainate receptors [2]. Each subtype has distinct properties and roles in synaptic
transmission and plasticity. Metabotropic glutamate receptors (mGluRs), on the
other hand, are G protein-coupled receptors that activate intracellular signaling
pathways in response to glutamate [3]. Both iGluRs and mGluRs are involved in
various physiological processes, such as neuronal development, synaptic plasticity,
learning, and memory [2, 3]. 1 1 Cell Communication and Signaling in Health and Disease 2. NMDARs in health NMDARs
also have different expression patterns and functions in different brain regions and
developmental stages. NMDARs are not static but rather undergo dynamic changes in
their trafficking, organization, diffusion, and surface expression. These processes are
regulated by various factors, such as protein-protein interactions, post-translational
modifications, extracellular matrix components, and synaptic activity [4–7]. y
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The term diheteromer or triheteromer refers to the number of distinct subunits in
an NMDAR, not the total number of subunits, which is always four. The most com-
mon triheteromer in the adult forebrain is GluN1/GluN2A/GluN2B, which constitutes
a major synaptic NMDAR population. Other triheteromers, such as GluN1/GluN2A/
GluN2C, GluN1/GluN2A/GluN2D, and GluN1/GluN2B/GluN2D, have also been
reported to function in specific brain regions. NMDARs that contain GluN3 sub-
units are considered atypical and unconventional. GluN3A can form triheteromers
with GluN1 and GluN2A or GluN2B in neurons, or with GluN1 and GluN2C in
oligodendrocytes. These receptors are thought to play a role in synapse pruning and
destabilization [2, 5]. 2 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 NMDARs are crucial for long-term synaptic plasticity induction at different
synapses and for cognitive functions. Animal models showed that non-competitive
NMDAR antagonists (such as PCP, ketamine, and MK-801) induced cognitive impair-
ment similar to schizophrenia [8]. Likewise, in healthy humans, NMDAR inhibition
caused cognitive and behavioral dysfunction [9]. For instance, ketamine induced both
positive and negative schizophrenia symptoms [10]. Genetically, GluN1 gene global
knock-out caused neonatal death [11], confirming the importance of NMDARs. Specific GluN1 knock-out in the hippocampal CA1 region showed that NMDARs are
essential for memory formation consolidation [12]. GluN1 ablation in the hippocam-
pal CA3 region impaired spatial memory retrieval [13]. Moreover, GluN1 deletion
in parvalbumin-positive interneurons disrupted hippocampal synchrony, spatial
representations, and working memory [14]. Therefore, the evidence supports the
roles of NMDARs in synaptic plasticity and cognition. y
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NMDARs have implications for various neurological and psychiatric disorders,
depending on whether they are overactivated or underactivated by different factors. When NMDARs are overactivated, they can cause excitotoxicity, which is the harm-
ful overstimulation of neurons by glutamate. This can happen in situations such as
stroke, trauma, hypoxia, ischemia, and neurological diseases such as Alzheimer’s
disease (AD), epilepsy, Parkinson’s disease, Huntington’s disease, and amyotrophic
lateral sclerosis (ALS). When NMDARs are underactivated, they can disrupt synaptic
plasticity and cognitive functions, and lead to problems such as memory loss, schizo-
phrenia, and autism. 2. NMDARs in health In the following sections, we explore the roles of NMDARs in
AD, autism spectrum disorder (ASD), epilepsy, and schizophrenia. For other disease
states that are not covered here, readers can refer to some excellent recent review
articles [15–20]. 3.1.1 Introduction AD is a chronic brain disorder that gradually erodes cognitive functions, memory,
and behavior. It is the leading cause of dementia among older people and a major
public health challenge [21]. The exact mechanisms of AD are not fully understood, but several factors
contribute to its onset and progression. These include genetic variations, accumu-
lation of amyloid-beta (Aβ) plaques, formation of tau tangles, inflammation of
brain cells, oxidative damage, impaired blood flow, reduced acetylcholine levels,
and environmental influences [21]. Currently, there is no cure for AD, but some
therapies can help to reduce the symptoms and slow down the cognitive deteriora-
tion. These include drugs that inhibit acetylcholinesterase or block NMDARs,
antioxidants, anti-inflammatory agents, and lifestyle modifications such as diet,
exercise, and cognitive training [21]. g
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antioxidants, anti-inflammatory agents, and lifestyle modifications such as diet,
exercise, and cognitive training [21]. 3.1.3.1 NMDAR trafficking Firstly, Aβ oligomers affect synapses by altering the trafficking and localization
of NMDARs, which are crucial for learning and memory. Aβ oligomers can impact on
both synaptic and extrasynaptic NMDARs, but they preferentially impair NMDARs
containing the GluN2B subunit, which are more vulnerable to excessive calcium
influx and excitotoxicity [26]. Research has demonstrated that Aβ oligomers can
suppress long-term potentiation (LTP) [27–29], enhance the induction of long-term
depression (LTD) [30, 31], and trigger the internalization of AMPA and NMDA
receptors [32–35]. Thus, Aβ1–42 has been found to decrease the surface expression
of GluN2B-containing NMDARs in cortical neurons [34, 36]. Aβ oligomers can also
bind to the EphB2 receptor (Eph receptor B2) and trigger its proteasome-dependent
degradation, leading to reduced surface expression and phosphorylation of GluN2B-
containing NMDARs [37]. This results in reduced calcium influx into active spines,
impaired induction of LTP, enhanced induction of LTD, and increased spine loss. These effects of Aβ oligomers on NMDARs contribute to cognitive impairment and
neurodegeneration in AD. 3.1.3 NMDARs in AD Both Aβ and tau can interact with NMDARs, which are essential for synaptic
plasticity and memory formation. Aβ can interact with both synaptic and extrasynap-
tic NMDARs, but it preferentially impairs the trafficking and localization of NMDARs
containing the GluN2B subunit, which are more- localized at extrasynaptic sites and
vulnerable to excessive calcium influx and excitotoxicity. Aβ also interferes with the
signaling pathways downstream of NMDARs, such as by inhibiting CaMKII activity,
reducing CREB phosphorylation, activating calcineurin and caspase-3, and inducing
tau hyperphosphorylation. These effects impair synaptic plasticity and promote den-
dritic degeneration. Moreover, Aβ can bind to other receptors that modulate NMDAR
function, such as mGluR5, PrPc, and α7 nicotinic receptors, leading to further synap-
tic dysfunction and loss. We will now discuss in more detail how Aβ and tau proteins
can interact with NMDARs, and how NMDARs can interact with Aβ and tau in return. 3.1.2 Amyloid and tau hypotheses Both Aβ and tau proteins are normally present in the brain, but they can undergo
pathological changes that lead to their accumulation and aggregation [21, 22]. 3 3 Cell Communication and Signaling in Health and Disease Aβ is a peptide that is derived from the cleavage of a larger protein called amyloid
precursor protein (APP). Aβ can form insoluble aggregates that deposit as plaques in
the brain. These plaques are believed to impair neuronal function and cause neuro-
degeneration [23]. Tau is a protein that binds to microtubules, which are essential for
intracellular transport and neuronal structure. Tau can become hyperphosphorylated,
meaning that it has too many phosphate groups attached to it. Hyperphosphorylated
tau can detach from microtubules and form intracellular aggregates called neurofi-
brillary tangles. These tangles are believed to disrupt neuronal transport and cause
cell death [24]. Both Aβ and tau have been implicated in the cognitive impairment and memory
loss that are hallmarks of AD. Both Aβ and tau have been shown to interact with
NMDARs, which are essential for synaptic plasticity and memory formation [24, 25]. 3.1.3.3 Tau and NMDARs Tau can interact with NMDARs, influencing their function and vice versa. Pathological tau can lead to synaptic loss and dysfunction, as evidenced by reduced
spine density and impaired LTP in tau P301L transgenic mice rTg4510 [43]. The
mechanisms behind tau synaptotoxicity are still being investigated, but Fyn kinase
is a potential mediator. Fyn kinase, located at postsynaptic densities, can modulate
tau-dependent synaptic and cognitive dysfunction. Tau binds to Fyn and enhances its
interactions and stabilizing effects with NMDARs, which is required for LTP induc-
tion [44]. Deleting tau in mice alters Fyn localization in postsynaptic compartments
and reduces NMDAR-dependent excitatory toxicity in response to Aβ [45]. Inhibiting
Fyn kinase also reduces tau aggregation, suggesting that tau-Fyn interactions can
exacerbate tau pathology in an AD mouse model [46]. Furthermore, tau can bind to
Fyn and induce Fyn phosphorylation in the brain of an AD patient. Phosphorylated
Fyn enhances interactions between NMDAR and the postsynaptic scaffolding
component, PSD95, which can increase excitatory glutamate sensitivity and thereby
exacerbate Aβ excitotoxicity [45]. Finally, Aβ can trigger an influx of calcium through
NMDARs, which then activates GSK3β. This can lead to excessive phosphorylation of
tau protein, causing it to mislocalize to dendrites [47]. 3.1.3.2 NMDAR signaling Besides impairing NMDAR expression and localization, Aβ oligomers may
interfere with the signaling pathways that depend on or converge on NMDARs. 4 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 Aβ oligomers can also form ion-permeable channels in cellular membranes, allowing
calcium influx into neurons and affecting synaptic plasticity [38–40]. Aβ oligomers
can cause overactivation of extrasynaptic NMDARs (eNMDARs), which are located
outside the synaptic cleft and have different subunit composition and function
from synaptic NMDARs (sNMDARs). eNMDAR activation by Aβ oligomers leads to
excessive calcium influx and oxidative stress, which in turn activate various enzymes,
such as calpain, caspase, Cdk5, GSK-3β, Fyn, and CaMKII, that can phosphorylate
tau, cleave dynamin, disrupt cytoskeleton, and cause endocytosis of AMPARs
and NMDARs [41]. These events result in synaptic depression, spine elimination,
mitochondrial dysfunction, and neuronal death. On the other hand, sNMDAR
activation by physiological glutamate stimulation is beneficial for neuronal survival,
synaptic plasticity, and memory formation [42]. Therefore, Aβ oligomers shift the
balance between eNMDARs and sNMDARs toward the former, leading to synaptic
dysfunction in AD. 3.2.1 Introduction ASD is a condition related to brain development that impacts how a person
perceives and socializes with others, causing problems in social interaction and com-
munication. The term “spectrum” in ASD refers to the wide range of symptoms and
severity that can vary from person to person [48]. ASD is believed to be caused by a combination of genetic and environmental
factors that affect synaptic plasticity and connectivity in the brain. Many genes
associated with ASD encode proteins that regulate synaptic plasticity and connectiv-
ity at different levels [48]. Mutations in these genes can disrupt the balance between
synaptic excitation and inhibition, leading to abnormal brain development and func-
tion. Environmental factors, such as prenatal exposure to infections, toxins or stress,
and others can also modulate the effects of genetic mutations on ASD risk [48]. 3.1.4 Clinical implications and summary A better understanding of NMDARs in AD may lead to more effective therapy. NMDAR antagonists are drugs that reduce NMDAR activity and may help to treat AD
symptoms and slow down disease progression. The only drug of this class approved
for AD is memantine, which has a weak and fast binding to NMDARs, allowing it to
prevent excessive stimulation without interfering with normal function. Memantine
can enhance cognition and delay functional decline in patients with moderate to
severe AD, especially when used together with cholinesterase inhibitors, another class
of drugs that increase acetylcholine levels in the brain. However, memantine does not
work for mild AD or for preventing AD onset, and its effects are small and inconsis-
tent among patients. g p
Therefore, more research is needed to develop better and more specific NMDAR
modulators that can target the different types and components of NMDARs, as well
as their interactions with Aβ and other factors related to AD development. Some 5 Cell Communication and Signaling in Health and Disease promising candidates are NR2B-selective antagonists, glycine site modulators, and
allosteric modulators. These drugs may have better outcomes than memantine in
terms of strength, selectivity, safety, and effectiveness. However, more clinical studies
are required to verify their usefulness and optimal dose for AD patients. q
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p
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In summary, NMDARs are involved in various aspects of AD, but their exact role
is still unclear. AD is characterized by the accumulation of amyloid-beta and tau
proteins, which can affect NMDAR activity and lead to neuronal death, synaptic dys-
function, and spine loss. However, the effects of amyloid-beta and tau on NMDARs
are not uniform, as they depend on the oligomeric state and subcellular localization of
these proteins. Further research is required to understand how NMDAR dysfunction
contributes to AD and to identify more effective treatments. 3.2.3 NMDAR gene mutations in ASD Mutations in genes that encode NMDAR subunits have now been firmly linked
to ASD, which directly support the role of NMDARs in ASD. Two of the commonly
mutated NMDAR genes in ASD are GRIN2B and GRIN2A, which encode the GluN2B
and GluN2A subunits respectively. GluN2B and/or GluN2A is essential for the proper
localization and function of NMDARs in the dendrites of cortical neurons. Dendrite
morphology and dynamics are crucial for neuronal connectivity and information
processing in the brain. Mutations in GRIN2B can disrupt the normal development
and maintenance of dendritic arbors, leading to aberrant neuronal circuitry and
impaired synaptic plasticity. Similarly, mutations in GRIN2A can also lead to altered
synaptic signaling and neuronal development [51]. In other words, mutations in both
GRIN2B and GRIN2A can interfere with how neurons grow, connect, and com-
municate with each other. This can lead to a range of neurodevelopmental problems,
including ASD [52]. g
Some mutations cause truncation or loss-of-function of the GluN2B subunit, while
others alter its amino acid sequence or affect its splicing or expression levels. These
mutations can affect the assembly, trafficking, stability, or activity of NMDARs,
resulting in either reduced or enhanced NMDAR signaling. The effects of these muta-
tions on neuronal morphology and function may depend on the timing, location, and
severity of the mutation, as well as on the interactions with other genetic or environ-
mental factors [51, 52]. g
Some mutations cause truncation or loss-of-function of the GluN2B subunit, while
others alter its amino acid sequence or affect its splicing or expression levels. These
mutations can affect the assembly, trafficking, stability, or activity of NMDARs, Some examples of mutations in GRIN2B that have been reported in ASD patients
are: • A single-base substitution (c27172-2A > G) at the canonical 3′ splice site of exon
10 causes a premature stop codon at position 724 of GluN2B (GluN2B 724 t). This mutation does not prevent the formation of functional NMDARs, but rather
reduces their surface expression and calcium currents. It also reduces its traffick-
ing to dendrites and synapses. The mutation also interferes with spine density
and morphology, resulting in fewer and smaller spines [53, 54]. • A de novo missense mutation that causes a premature stop at position 373 of
GluN2B (c.1119G > A p.(Trp373*). 3.2.2 Genetic mutations in ASD Recent advances in genomics have enabled the identification of many mutations
that are associated with ASD [49]. For example, FMR1, MECP2, and ATRX are
single genes that control gene expression and chromatin structure. Other mutations
affect multiple genes that interact in common pathways or networks. For instance,
many genes that encode proteins involved in synaptic function and plasticity, such
as SynGAP, SHANK3, NRXN1, and NLGN3, have been found to be mutated in ASD. These genes modulate the formation and strength of synapses, which are essential
for learning, memory, and behavior. Still, another example is the group of genes
that regulate actin dynamics, such as ACTN4, SWAP-70, and SRGAP3, which have
been shown to alter the morphology and localization of dendritic spines, the sites of
synapses [49]. The role of NMDARs in ASD is supported by multiple lines of evidence. Firstly,
several ASD-associated genes encode proteins that interact with or regulate
NMDARs. Mutations in these genes, such as SYNGAP1, FMR1, SHANK2, and
SHANK3, can affect the expression, trafficking, or function of NMDAR subunits,
leading to altered synaptic strength and plasticity [48]. Secondly, mutations
in other genes like PTEN, MECP2, and NLGN3, which are also associated with
ASD, can alter the signaling pathways downstream of NMDAR activation [48]. These pathways, including mTOR, ERK, and WNT, play crucial roles in neuronal
development and connectivity. Lastly, subtle changes in NMDAR expression, 6 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 trafficking, or function have been observed in animal models of ASD [50]. These
findings collectively suggest that NMDARs are critical for the proper formation
and function of neural circuits, and their dysregulation may contribute to the
cognitive and behavioral impairments observed in ASD. 3.2.4 Anti-NMDAR encephalitis and ASD Anti-NMDAR encephalitis is a rare autoimmune disorder that affects the brain and
causes various neurological and psychiatric symptoms, such as psychosis, hallucina-
tions, personality changes, cognitive impairment, seizures, and movement disorders. It is caused by the production of antibodies that target the NMDARs, which are
involved in glutamate neurotransmission and synaptic plasticity. There’s some initial evidence that suggests a potential connection between anti-
NMDAR encephalitis and ASD [58]. Some instances of anti-NMDAR encephalitis,
especially in children and teenagers, have been reported to show symptoms similar
to ASD or have been mistakenly diagnosed as ASD. Additionally, some research has
found increased levels of anti-NMDAR antibodies or other signs of autoimmunity in
certain individuals with ASD. However, the exact meaning and specificity of these
findings are not yet clear. The cause-and-effect relationship between anti-NMDAR
encephalitis and ASD is still uncertain, and more studies are needed to understand
the mechanisms and implications of this link. GRIN2A variants are also linked to ASD but to a lesser degree than seen with
IN2B variants. These mutations may affect the expression and activity of NMDARs in different
brain regions or cell types, leading to synaptic dysfunction and behavioral abnor-
malities in ASD. Therefore, the NMDAR signaling network could be a central hub to
integrate the functions of the genes that are mutated in ASD, as it modulates various
aspects of neuronal development and plasticity that are relevant to the disorder. However, the relationship between NMDAR dysfunction and ASD is complex and
context-dependent, as different mutations may have different effects on NMDAR
function and expression, depending on the subunit composition, brain region, devel-
opmental stage, and synaptic state. Moreover, NMDAR signaling interacts with other
signaling pathways that are also implicated in ASD, such as mTOR, ERK, GSK3β, and
Wnt [49]. Therefore, more studies are needed to elucidate the molecular mechanisms
of NMDAR mutations in ASD and to explore the potential therapeutic strategies
based on modulating NMDAR function. 3.2.3 NMDAR gene mutations in ASD Rats with this mutation showed reduced
social interaction and preference for social novelty, increased anxiety and
stereotyped behaviors, impaired spatial learning and memory, and enhanced
susceptibility to seizures. The mutation decreased the surface expression of
GluN2B and the amplitude of NMDA receptor currents in the hippocampus, a
brain region important for learning and memory. These findings suggest that the
GluN2B-Trp373 mutation contributes to ASD-associated symptoms by disrupting
the function of NMDA receptors [55, 56]. • A mutation in GluN2B (GluN2B R540H) increases NMDAR surface expression
slightly compared to wild-type GluN2B. However, it does reduce NMDAR cur-
rent density, as well as their sensitivity to glutamate and glycine. The mutation • A mutation in GluN2B (GluN2B R540H) increases NMDAR surface expression
slightly compared to wild-type GluN2B. However, it does reduce NMDAR cur-
rent density, as well as their sensitivity to glutamate and glycine. The mutation 7 Cell Communication and Signaling in Health and Disease impairs LTP and LTD, but only when expressed in neurons that lack endogenous
GluN2A. When GluN2A is present, the mutant subunits co-assemble with
GluN2A and produce normal synaptic plasticity [57]. 3.2.5 Clinical implications While there is broad consensus that autism involves some form of glutamatergic
dysfunction, the specifics of this dysfunction (i.e., whether it involves an excess
or deficiency of glutamate) remain a topic of ongoing research. Evidence suggests
that NMDARs may be underactive in ASD. This evidence stems from three primary
sources: (1) GRIN gene knockout mice: Mice with knockout mutations in GRIN
genes, which encode NMDAR subunits, often display reduced sociability and other
autism-like symptoms, (2) GRIN gene mutations in ASD: Many of the GRIN gene
mutations identified in individuals with ASD appear to result in NMDAR hypofunc-
tion, and (3) Anti-NMDAR encephalitis studies: Investigations into anti-NMDAR
encephalitis, a condition characterized by the presence of antibodies against
NMDARs, have provided additional insights into the role of these receptors in ASD. In 8 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 summary, while it’s clear that glutamatergic neurotransmission is somehow disrupted
in ASD, the exact nature of this disruption is still being explored. Given the observed
underactivity of NMDARs in ASD, one strategy is to enhance NMDAR function using
NMDAR agonists, such as D-cycloserine [59]. summary, while it’s clear that glutamatergic neurotransmission is somehow disrupted
in ASD, the exact nature of this disruption is still being explored. Given the observed
underactivity of NMDARs in ASD, one strategy is to enhance NMDAR function using
NMDAR agonists, such as D-cycloserine [59]. Interestingly, there is evidence pointing toward an excess of glutamate (and a
reduction in GABA) in ASD. Therapies targeting glutamate aim to normalize its neu-
rotransmission. Several potential drugs aim to temper glutamate transmission. One
approach is to inhibit the release of glutamate, as seen with the drug riluzole. Another
strategy is to decrease glutamate signaling through the use of NMDAR antagonists,
such as acamprosate (which also antagonizes mGluR5 and GABAB) and memantine
[60, 61]. While some studies have shown promising results for glutamate therapy in
improving ASD symptoms and cognitive function, more research is needed to estab-
lish its safety and efficacy. This includes determining the optimal dosage, duration of
treatment, and combination of agents. 3.2.6 Summary In summary, NMDARs have been implicated in ASD. Two of the genes that have
been associated with ASDs are GRIN2B and GRIN2A. Mutations in GRIN2B and/or
GRIN2A can result in a defective GluN2 protein that does not form functional recep-
tors resulting in abnormal synaptic connectivity and function in the brain. Another
way that NMDARs could be involved in ASDs is through autoimmunity. Some cases
of anti-NMDAR encephalitis have been reported to be associated with ASDs, suggest-
ing that autoantibodies could impair glutamate neurotransmission and contribute
to ASD pathophysiology. Therapeutic strategies based on a better understanding of
the molecular nature of ASD to target NMDARs are undergoing, but more studies are
required to confirm the efficacy and safety [61]. 3.3.2 NMDAR gene mutations in epilepsy Mutations in NMDAR genes can affect the structure and function of the NMDARs
in various ways, such as altering the binding affinity of glutamate, the channel open-
ing and closing kinetics, the receptor biogenesis and trafficking, and the sensitivity to
modulators and inhibitors. These changes can have different impacts on synaptic and
non-synaptic NMDAR activity, which are important for brain development, plastic-
ity, and cognition. Depending on the location and type of mutation, as well as the
expression pattern and function of the affected subunit, mutations in NMDAR genes
can cause various epilepsy and other neurodevelopmental disorders such as intel-
lectual disability, ASD, and schizophrenia [64]. Indeed, epileptic phenotypes have
been linked to mutations in the genes GRIN1, GRIN2A, GRIN2B, and GRIN2D. These
genes are responsible for the production of the GluN1, GluN2A, GluN2B, and GluN2D
subunits of NMDARs respectively [65]. p
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Mutations in the GRIN1 gene impair the function of the NMDAR, leading to
abnormal neuronal activity and seizures. GRIN1 mutations in patients with epilepsy
include duplication mutation, nonsense mutation, and missense mutations, which
affect different domains of the GluN1 subunit [65]. These mutations may alter the
biophysical properties of the NMDAR, such as channel opening, closing, and desen-
sitization [65]. A novel mutation in GRIN1 (c.1923G > A, p.Met641Ile) was found in
a child with refractory epilepsy and early-onset epileptic encephalopathy. Laboratory
tests show that NMDARs with GluN1-M641I have increased agonist affinity and
decreased Mg2+ sensitivity. NMDARs with GluN1-M641I are more responsive to the
NMDAR channel inhibitors memantine, ketamine, and dextromethorphan than the
normal receptors. The patient’s seizure frequency was significantly reduced by adding
memantine to the anti-seizure therapy [66]. One of the most common NMDAR subunit mutations found in epilepsy is the
p.Arg518His substitution in the GluN2A subunit, which affects the transmembrane
domain of the protein. This mutation was first reported in a patient with Landau-
Kleffner syndrome (LKS), a rare form of epileptic amnesic syndrome (EAS) that
manifests with acquired aphasia and focal epileptic activity [67]. The p.Arg518His
mutation was shown to impair the surface expression and trafficking of GluN2A-
containing NMDARs, resulting in reduced NMDAR-mediated currents and synaptic
plasticity. The mutation also altered the sensitivity of NMDARs to Mg2+ block and
glycine modulation, which may affect the balance between excitation and inhibition in
the brain. 3.3.1 Introduction Epilepsy is one of the most common neurological disorders characterized by
recurrent seizures, which can affect the quality of life and cognitive function of
patients. Epilepsy can be caused by various factors, such as brain injury, genetic muta-
tions, or inflammation, that disrupt the balance between excitatory and inhibitory
neurotransmission in the brain [62]. One of the major excitatory neurotransmitters in
the brain is glutamate, which acts on different types of receptors, including NMDARs. NMDARs play a complex and dynamic role in epilepsy, as they can modulate seizure
initiation, propagation, termination, and epileptogenesis. Depending on the subunit
composition, location, and activation state of NMDARs, they can have pro-convul-
sant or anti-convulsant effects on different types of seizures and epileptic syndromes. Abnormal expression or function of NMDARs can lead to neuronal excitotoxicity,
inflammation, and epileptogenesis. Therefore, NMDARs are regarded as a potential
target for suppressing epileptogenesis and treating epilepsy [63]. In this section, I will
review how NMDARs contribute to the pathophysiology of epilepsy and how target-
ing NMDARs can offer novel therapeutic opportunities for epilepsy treatment. g
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NMDARs are widely distributed in the central nervous system (CNS) and play
critical roles in neuronal excitability in the CNS [4]. Both clinical and preclinical
studies have revealed that the abnormal expression or function of these receptors can 9 Cell Communication and Signaling in Health and Disease underlie the pathophysiology of seizure disorders and epilepsy. For example, genetic
studies have identified mutations in NMDAR subunits, such as GRIN1, GRIN2A,
GRIN2B, and GRIN2D, that can cause various forms of epilepsy, such as developmen-
tal and epileptic encephalopathies (DEEs), rolandic epilepsy, and infantile spasms. These mutations can alter the biophysical properties, trafficking, or interactions of
NMDARs, leading to either gain-of-function or loss-of-function effects [63]. We now
review the molecular mechanisms and clinical implications of NMDAR mutations in
epilepsy. 3.3.2 NMDAR gene mutations in epilepsy The p.Arg518His mutation has been found in several other patients with EAS
disorders, suggesting a common pathogenic mechanism for these syndromes [67]. gg
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Mutations in the GRIN2B gene have also been linked to epilepsy [68]. The
pathophysiological mechanism underlying the variability of clinical phenotypes
in patients with GRIN2B mutations is unclear. A recent study identified a novel
GRIN2B mutation (c.3272A > C, p.K1091T) in a patient with epilepsy and intellectual 10 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 disability [69]. This mutation reduces the interaction of GluN2B with PSD-95, a
scaffolding protein that stabilizes NMDA receptors at the synapse. The mutation
also impairs the surface expression, glutamate sensitivity, and current density of
NMDA receptors in HEK 293 T cells and hippocampal neurons. Moreover, p.K1091T
mutation decreases the dendritic spine density and excitatory synaptic transmission
in hippocampal neurons. These findings suggest that the GRIN2B-K1091T mutation
causes a loss-of-function effect on NMDA receptors, which may contribute to the
patient’s phenotype [69]. p
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Finally, changes in the GRIN2D gene can cause different types of epilepsy. Up
to now, 11 particular GRIN2D variants have been found in patients with devel-
opmental and epileptic encephalopathy (DEE). Out of them, 6 were in the M3
domain (Val667Ile, Leu670Phe, Thr674Lys, Ala675Thr, Ala678Asp, and Met681Ile). Laboratory tests of GRIN2D variants showed that Val667Ile and Leu670Phe variants
greatly enhance agonist affinity and channel opening probability, and extend the
closing time, leading to increased calcium entry that probably affects the clinical
features seen in patients [70–72]. Mutations in the NMDAR gene result in either a gain-of-function (GoF) or
loss-of-function (LoF) protein. GoF mutations in NMDAR can lead to an increase
in excitatory postsynaptic currents (EPSC), which can disrupt the balance between
excitatory and inhibitory discharges in the neuronal network. On the other hand, LoF
mutations are thought to diminish inhibitory postsynaptic currents (IPSC) by either
reducing the release of GABA from the presynaptic membrane of GABAergic neurons
or through a postsynaptic mechanism [64], which can result in epilepsy. However, the
exact mechanism through which GoF or LoF mutations in the NMDAR gene cause
epilepsy is not fully understood. p
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To summarize, mutations in NMDAR subunit-encoding genes can cause various
forms of epilepsy by altering the structure, function, and regulation of NMDARs. 3.3.2 NMDAR gene mutations in epilepsy These
mutations can affect the expression, trafficking, gating, modulation, and signaling of
NMDARs, leading to changes in synaptic transmission, plasticity, and excitotoxicity. The
functional consequences of these mutations depend on the location, type, and severity
of the amino acid substitution, as well as on the genetic background and environmental
factors of the patients. Understanding the molecular mechanisms of these mutations
may help to identify novel therapeutic targets and strategies for epilepsy. al 3.3.3 NMDAR as a therapeutic target in epilepsy NMDAR antagonists and agonists have been investigated for their potential
therapeutic effects on epilepsy, as well as their possible adverse effects. Some NMDAR
antagonists, such as ketamine, memantine, and efavirenz, are FDA-approved drugs
for other indications. However, there is evidence from clinical trials and case reports
that these drugs can also reduce seizure frequency and severity in some patients with
refractory epilepsy or GRIN mutations. Ketamine, a noncompetitive NMDAR antagonist, has been used in several clini-
cal studies and case reports for the treatment of refractory SE (RSE) and super-
refractory SE (SRSE) in adults and children, with variable doses and durations. The
reported efficacy rates range from 32 to 74%, depending on the timing of administra-
tion and the type and duration of SE. However, the evidence on ketamine is still lim-
ited by the retrospective and heterogeneous nature of the data, and more prospective
and randomized trials are needed to establish its optimal dose, timing, and duration
in SE treatment [73]. 11 Cell Communication and Signaling in Health and Disease Memantine, a noncompetitive, open-channel NMDAR antagonist, has been used
as an add-on therapy for a girl with refractory epilepsy due to a de novo GRIN2A
mutation. The patient had a reduction in seizure frequency [74]. In another random-
ized control trail, memantine was effective for nine patients of 27 (33%), compared
to only two patients (7%) in the placebo group (P < 0.02). Therefore, memantine
appears to be a safe and effective treatment for children with developmental epileptic
encephalopathy [75]. p
p
y
Efavirenz is a drug that can increase the level of 24(S)-hydroxycholesterol, a mol-
ecule that can restore the function of NMDARs with GluN2A/Grin2a-V685G muta-
tion. This mutation causes a loss of function of NMDA receptors. Efavirenz treatment
improved the seizure susceptibility, cortical EEG activity, and synaptic currents of
GluN2A/Grin2a-V685G mutant mice. These results suggest that efavirenz may be a
potential therapeutic option for epilepsy caused by NMDA receptor dysfunction [76]. p
p
p
p
p y
y
p
y
In addition, there are other strategies to antagonize NMDARs. These include the
use of drugs such as amantadine, magnesium sulfate, remacemide, and MK-801
in epilepsy [77]. These examples illustrate that some NMDAR blockers can reduce
seizure frequency and severity in some patients or animal models with refractory
epilepsy or GRIN mutations. 3.3.3 NMDAR as a therapeutic target in epilepsy However, the mechanisms of action, efficacy, safety,
and optimal dosing of these drugs for epilepsy are still unclear and need further
investigation [77]. In summary, NMDAR antagonists are promising pharmacological agents that can
modulate NMDAR activity for epilepsy treatment. They can have beneficial effects
on seizure control, neuroprotection, and neuroplasticity in some patients with
refractory epilepsy or GRIN mutations. However, they can also have adverse effects
on cognition, mood, and neurotoxicity in some patients or at high doses. Therefore,
more research is needed to elucidate the mechanisms of action, efficacy, safety, and
optimal dosing of these drugs for epilepsy. Moreover, biomarkers and predictors of
response and adverse effects are needed to guide the personalized use of these drugs
for epilepsy. 3.3.4 NMDAR interaction with other neurotransmitter systems NMDARs interact with GABA, glutamate, and serotonin to modulate or mediate
epileptic phenomena [63, 77]. For example, NMDARs can modulate the function of
GABAergic neurons and interneurons, which affects the balance between excitation
and inhibition. In epilepsy, glutamate levels are elevated, which can lead to overstim-
ulation of NMDARs and cause neuronal hyperexcitability. NMDARs can also interact
with other glutamate receptor subtypes, which can modulate their trafficking, expres-
sion, and function. In addition, serotonin can modulate the release of glutamate or
GABA from presynaptic terminals, which can affect NMDAR activation and synaptic
transmission. In epilepsy, serotonin levels are altered, which may influence NMDAR
function and epileptic activity. In conclusion: NMDARs play a crucial role in epilepsy
by interacting with other neurotransmitter systems. Therefore, understanding these
interactions may provide new insights into the pathophysiology and treatment of
epilepsy. 3.4.1 Introduction Schizophrenia is a severe mental disorder that affects how people think, feel, and
behave. It is characterized by symptoms such as hallucinations, delusions, disor-
ganized speech, and cognitive impairment. Schizophrenia affects about 1% of the
world’s population and has a significant impact on the quality of life and functioning
of the affected individuals and their families [78]. One of the most intriguing aspects of schizophrenia is the involvement of
NMDARs in its pathophysiology. NMDARs have been implicated in schizophrenia by
various lines of evidence, including genetic studies, pharmacological studies, animal
models, and clinical trials. However, the exact role of NMDARs in schizophrenia
remains unclear and controversial. The aim of this section is to review the current state of knowledge on the role of
NMDARs in schizophrenia and critically evaluate the strengths and limitations of dif-
ferent approaches to studying this topic. The section will cover the following aspects:
(1) genetic studies linking NMDARs and schizophrenia; (2) pharmacological studies
examining the effects of drugs that target NMDARs on schizophrenia symptoms;
(3) animal models used to investigate the role of NMDARs in schizophrenia; and (4)
clinical trials testing NMDAR-targeting treatments for schizophrenia. The section
will conclude with a summary of the main points and a reflection on the potential
future directions for research on NMDARs and schizophrenia. 3.3.5 Summary In conclusion, NMDARs play a crucial role in epilepsy by interacting with other
neurotransmitter systems. Evidence from genetic studies, clinical trials, animal 12 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 models, and pharmacological research has shown that these receptors and their
subunits play crucial roles in excitatory neurotransmission, synaptic plasticity, and
the balance between excitation and inhibition in the brain. Mutations in NMDAR
subunits can cause various forms of epilepsy, and modulating NMDAR activity with
antagonists or agonists can reduce seizure frequency and severity in some patients. However, the expression and function of NMDARs can be influenced by many genetic
and environmental factors, and they interact with other neurotransmitter systems in
ways that may modulate or mediate the epileptic phenomena. Future studies could
focus on identifying new NMDAR subunit mutations associated with epilepsy, inves-
tigating the effects of different environmental factors on NMDAR expression and
function, exploring the interactions of NMDARs with other neurotransmitter systems
in more detail, and testing new NMDAR modulators in preclinical models and clinical
trials [63, 77]. models, and pharmacological research has shown that these receptors and their
subunits play crucial roles in excitatory neurotransmission, synaptic plasticity, and
the balance between excitation and inhibition in the brain. Mutations in NMDAR
subunits can cause various forms of epilepsy, and modulating NMDAR activity with
antagonists or agonists can reduce seizure frequency and severity in some patients. However, the expression and function of NMDARs can be influenced by many genetic
and environmental factors, and they interact with other neurotransmitter systems in
ways that may modulate or mediate the epileptic phenomena. Future studies could
focus on identifying new NMDAR subunit mutations associated with epilepsy, inves-
tigating the effects of different environmental factors on NMDAR expression and
function, exploring the interactions of NMDARs with other neurotransmitter systems
in more detail, and testing new NMDAR modulators in preclinical models and clinical
trials [63, 77]. 3.4.2 Genetics studies Genetic studies have provided evidence for the involvement of NMDARs in schizo-
phrenia. Several genes that encode NMDAR subunits or modulate their function have
been associated with schizophrenia risk or altered expression in patients. For example,
GRIN2A, which codes for the GluN2A subunit of the NMDAR, has been firmly linked
to schizophrenia by genome-wide association studies (GWAS) and meta-analyses
[79–81]. To a lesser extent of confidence, schizophrenia has also been linked to gene
mutations in GRIN2B, GRIN2C, GRIN2D, GRIN3A, and GRIN3B [82–84]. Moreover,
these genes show reduced expression in the postmortem brains of schizophrenia
patients, suggesting impaired NMDAR signaling. Other genes that interact with
NMDARs, such as dysbindin, neuregulin, DISC1 (Disrupted-in-Schizophrenia 1), 13 Cell Communication and Signaling in Health and Disease D-Amino acid oxidase, and RGS4, have also been implicated in schizophrenia by
genetic and functional studies. These genes may affect NMDAR trafficking, localiza-
tion, or modulation, thereby influencing synaptic plasticity and information process-
ing [78, 85, 86]. D-Amino acid oxidase, and RGS4, have also been implicated in schizophrenia by
genetic and functional studies. These genes may affect NMDAR trafficking, localiza-
tion, or modulation, thereby influencing synaptic plasticity and information process-
ing [78, 85, 86]. 3.4.3 Pharmacological studies The observation that drugs that block NMDARs, such as ketamine and phency-
clidine (PCP), can induce psychotic symptoms in healthy individuals and exacerbate
them in patients with schizophrenia has led to the NMDAR hypofunction hypothesis
of schizophrenia [87]. These drugs act as noncompetitive antagonists at the PCP
binding site of the NMDAR, preventing the influx of calcium ions and reducing the
synaptic transmission mediated by glutamate. The psychotomimetic effects of these
drugs are dose-dependent and correlate with the degree of NMDAR blockade [88]. The pharmacological studies that support the NMDAR hypofunction hypoth-
esis of schizophrenia have used various approaches, such as measuring the effects
of NMDAR antagonists on cognitive functions, neurophysiological parameters,
neurochemical markers, and brain imaging in healthy volunteers and patients with
schizophrenia [89]. These studies have shown that NMDAR antagonists impair
working memory, attention, executive functions, and sensory gating, as well as alter
the activity of dopaminergic, serotonergic, and cholinergic systems in the brain
[90]. Moreover, these drugs affect the regional cerebral blood flow and glucose
metabolism, especially in the prefrontal cortex and the hippocampus, regions that are
implicated in the pathophysiology of schizophrenia [91]. The pharmacological studies have also examined the effects of agents that
modulate NMDAR function, such as glycine, D-serine, sarcosine, and NMDAR
co-agonists, on the symptoms and cognitive deficits of schizophrenia [92]. These
agents act by enhancing the activity of NMDARs by binding to the glycine site
or by increasing the availability of glycine or D-serine. Some of these agents
have shown beneficial effects on negative symptoms and cognitive functions in
patients with schizophrenia, especially when combined with antipsychotic drugs
[87]. However, the results are not consistent across studies and depend on various
factors, such as the dose, duration, and type of treatment, as well as the patient
population and outcome measures. p p
The pharmacological studies on NMDARs and schizophrenia have provided
valuable insights into the role of glutamatergic neurotransmission in the etiology and
treatment of this disorder. However, they also have some limitations, such as the lack
of specificity of NMDAR antagonists and co-agonists, the complexity of NMDAR
subtypes and interactions with other receptors and channels, and the variability of
individual responses to these drugs [93]. 3.4.4 Animal models Animal models are useful tools to study the role of NMDAR hypofunction in
schizophrenia, as they can mimic some of the behavioral and neurobiological features
of the disorder. There are two main approaches to generate animal models of NMDAR
hypofunction: pharmacological and genetic. y
Pharmacological models involve the administration of NMDAR antagonists, such
as ketamine, phencyclidine (PCP), or dizocilpine (MK-801), to induce transient or
chronic NMDAR blockade in rodents or non-human primates [94]. These drugs can 14 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 produce positive, negative, and cognitive symptoms of schizophrenia in humans, as
well as neurochemical, electrophysiological, and neuroplastic changes in the brain
that resemble those observed in schizophrenia patients. However, pharmacological
models have some limitations, such as the lack of specificity for NMDAR subtypes,
the potential involvement of other receptors or channels, and the variability in dose,
route, and duration of administration. Genetic models involve the manipulation of genes that encode NMDAR subunits
or modulators, such as NR1, NR2A, NR2B, NR3A, D-serine, glycine transporter 1
(GlyT1), or serine racemase [94, 95]. These genes have been implicated in schizophre-
nia by human genetic studies or by their role in regulating NMDAR function. Genetic
models can provide more selective and stable NMDAR hypofunction than pharmaco-
logical models, as well as insights into the developmental and cell-type specific effects
of NMDAR dysfunction. However, genetic models also have some drawbacks, such
as the potential compensatory mechanisms, the pleiotropic effects of gene manipula-
tion, and the difficulty in replicating human genetic variations in animals [94, 95]. Despite these challenges, animal models of NMDAR hypofunction have contributed
to the understanding of the molecular and cellular mechanisms underlying schizo-
phrenia pathophysiology, as well as to the identification of novel therapeutic targets
for this disorder. 3.4.5 Clinical trials Several clinical trials have tested the efficacy and safety of NMDAR-targeting
treatments for schizophrenia, with mixed results. Some of the treatments that have
been investigated include: • Glycine modulatory site agonists: These compounds bind to the glycine site
on the NMDAR and enhance its function. Examples are glycine, d-serine,
d-cycloserine, and sarcosine. These agents have shown some benefits for nega-
tive and cognitive symptoms of schizophrenia, but their effects are modest and
inconsistent [96–98]. • Kynurenine pathway inhibitors: These compounds inhibit the enzymes that
degrade tryptophan into kynurenic acid, a potent NMDAR antagonist. Examples
are laquinimod, roquinimex, and JM6. These agents have shown some neuro-
protective and anti-inflammatory effects in animal models of schizophrenia, but
their clinical efficacy is unclear [99]. • Cystine-glutamate antiporter modulators: These compounds increase the
extracellular levels of cystine, which stimulates the cystine-glutamate antiporter
to release more glutamate into the synaptic cleft. This enhances the activation
of NMDARs and other glutamate receptors. Examples are N-acetylcysteine
(NAC) and l-cysteine. These agents have shown some benefits for negative and
cognitive symptoms of schizophrenia, as well as reducing oxidative stress and
inflammation [100]. • mGluR modulators: These compounds modulate the activity of mGluRs,
which are G-protein coupled receptors that regulate glutamate release and
synaptic plasticity. Examples are mGluR2/3 agonists (e.g., LY2140023),
mGluR2 positive allosteric modulators (PAMs) (e.g., AZD8529), mGluR5 PAMs 15 Cell Communication and Signaling in Health and Disease (e.g., basimglurant), and mGluR4 PAMs (e.g., VU0155041). These agents have
shown some benefits for positive, negative, and cognitive symptoms of schizo-
phrenia, as well as improving neuroplasticity and neurogenesis [3]. (e.g., basimglurant), and mGluR4 PAMs (e.g., VU0155041). These agents have
shown some benefits for positive, negative, and cognitive symptoms of schizo-
phrenia, as well as improving neuroplasticity and neurogenesis [3]. The results of these clinical trials suggest that targeting NMDARs may be a prom-
ising strategy for treating schizophrenia, but more research is needed to identify the
optimal compounds, doses, combinations, and patient populations. In conclusion, the evidence from genetics studies, pharmacological studies, animal
models, and clinical trials suggests that NMDARs play a significant role in schizo-
phrenia. 3.4.5 Clinical trials A comprehensive understanding of the role of NMDARs in schizophrenia
should consider the complexity and diversity of NMDAR function and regulation; the
interactions between NMDARs and other neurotransmitter systems; the developmen-
tal and environmental factors that influence NMDAR function; and the individual
differences among schizophrenia patients in terms of genetics, symptoms, cognition,
and response to treatment. 4. Conclusions The NMDAR, a critical component of the central nervous system, has been the
subject of extensive research due to its pivotal role in neurological function and disease. In health, the NMDAR plays a crucial role in synaptic plasticity, learning, and
memory. It is a key player in the delicate balance of excitation and inhibition that
maintains homeostasis in the brain. However, when this balance is disrupted, the
consequences can be severe. The NMDAR, a critical component of the central nervous system, has been the
subject of extensive research due to its pivotal role in neurological function and disease. In health, the NMDAR plays a crucial role in synaptic plasticity, learning, and
memory. It is a key player in the delicate balance of excitation and inhibition that
maintains homeostasis in the brain. However, when this balance is disrupted, the
consequences can be severe. q
In disease states such as AD, autism, epilepsy, and schizophrenia aberrant NMDAR
function has been implicated. One of the common themes that emerge from the
review of NMDARs in health and disease is the role of genetic mutations in NMDAR
subunits or genes that encode proteins that interact with NMDARs. These mutations
can affect the expression, trafficking, function, or modulation of NMDARs, resulting
in either hypo- or hyperfunction of NMDARs. Depending on the brain region, devel-
opmental stage, and synaptic state, these mutations can have different effects on neu-
ronal excitability, synaptic plasticity, network oscillations, and cognitive functions. These mutations can also interact with environmental factors, such as infections,
toxins, or stress, to modulate the risk and severity of neurological and psychiatric
disorders. Therefore, understanding the molecular mechanisms and clinical implica-
tions of these mutations is crucial for developing novel diagnostic and therapeutic
strategies for these disorders. However, genetic studies only provide a framework to
link the genes and proteins in a network. It requires a concerted effort to understand
the disease mechanisms at multiple levels, from molecular to cellular to network to
behavior. NMDARs are central to this effort, as they are involved in various aspects of
neuronal development and plasticity that are relevant to these disorders. q
In disease states such as AD, autism, epilepsy, and schizophrenia aberrant NMDAR
function has been implicated. 4. Conclusions One of the common themes that emerge from the
review of NMDARs in health and disease is the role of genetic mutations in NMDAR
subunits or genes that encode proteins that interact with NMDARs. These mutations
can affect the expression, trafficking, function, or modulation of NMDARs, resulting
in either hypo- or hyperfunction of NMDARs. Depending on the brain region, devel-
opmental stage, and synaptic state, these mutations can have different effects on neu-
ronal excitability, synaptic plasticity, network oscillations, and cognitive functions. p
p
y
The development of pharmacological agents targeting the NMDAR offers promis-
ing avenues for therapeutic intervention. However, the challenge lies in selectively
modulating NMDAR activity without disrupting its physiological functions. Looking forward, our journey in understanding the NMDAR is far from over. Future research should focus on elucidating the precise mechanisms of NMDAR
regulation and exploring novel therapeutic strategies. The development of drugs
with improved specificity for NMDAR subtypes or co-agonist sites could potentially
minimize side effects and enhance therapeutic efficacy. 16 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 NMDA Receptors in Health and Disease In conclusion, the NMDAR remains a fascinating subject of study with significant
implications for neuroscience and medicine. As we continue to unravel its mysteries,
we move closer to our ultimate goal: improving human health through science. Author details Yue-Qiao Huang
Department of Pharmaceutical Sciences, School of Pharmacy, Philadelphia College of
Osteopathic Medicine Georgia, Suwanee, GA, USA Yue-Qiao Huang
Department of Pharmaceutical Sciences, School of Pharmacy, Philadelphia College of
Osteopathic Medicine Georgia, Suwanee, GA, USA *Address all correspondence to: yueqiaohu@pcom.edu Acknowledgements We wish to acknowledge the financial support from the Philadelphia College of
Osteopathic Medicine Chief Research and Science Officer (CRSO) Fund. an update. Neuropharmacology.
2018;142:41-62 [9] Gunduz-Bruce H. The acute effects
of NMDA antagonism: From the rodent
to the human brain. Brain Research
Reviews. 2009;60(2):279-286 [2] Hansen KB, Wollmuth LP,
Bowie D, Furukawa H, Menniti FS,
Sobolevsky AI, et al. Structure, function,
and pharmacology of glutamate receptor
ion channels. Pharmacological Reviews. 2021;73(4):298-487 [2] Hansen KB, Wollmuth LP,
Bowie D, Furukawa H, Menniti FS,
Sobolevsky AI, et al. Structure, function,
and pharmacology of glutamate receptor
ion channels. Pharmacological Reviews. 2021;73(4):298-487 [2] Hansen KB, Wollmuth LP,
Bowie D, Furukawa H, Menniti FS,
Sobolevsky AI, et al. Structure, function,
and pharmacology of glutamate receptor
ion channels. Pharmacological Reviews. 2021;73(4):298-487 [10] Krystal JH, Perry EB Jr,
Gueorguieva R, Belger A, Madonick SH,
Abi-Dargham A, et al. Comparative and
interactive human psychopharmacologic
effects of ketamine and amphetamine:
Implications for glutamatergic and
dopaminergic model psychoses and
cognitive function. Archives of General
Psychiatry. 2005;62(9):985-994 [3] Dogra S, Conn PJ. Metabotropic
glutamate receptors As emerging
targets for the treatment of
schizophrenia. Molecular Pharmacology. 2022;101(5):275-285 [11] Forrest D, Yuzaki M, Soares HD,
Ng L, Luk DC, Sheng M, et al. Targeted
disruption of NMDA receptor 1
gene abolishes NMDA response and
results in neonatal death. Neuron. 1994;13(2):325-338 [11] Forrest D, Yuzaki M, Soares HD,
Ng L, Luk DC, Sheng M, et al. Targeted
disruption of NMDA receptor 1
gene abolishes NMDA response and
results in neonatal death. Neuron. 1994;13(2):325-338 [4] Paoletti P, Bellone C, Zhou Q. NMDA
receptor subunit diversity: Impact
on receptor properties, synaptic
plasticity and disease. Nature Reviews. Neuroscience. 2013;14(6):383-400 [4] Paoletti P, Bellone C, Zhou Q. NMDA
receptor subunit diversity: Impact
on receptor properties, synaptic
plasticity and disease. Nature Reviews. Neuroscience. 2013;14(6):383-400 [12] Shimizu E, Tang YP, Rampon C,
Tsien JZ. NMDA receptor-dependent
synaptic reinforcement as a crucial
process for memory consolidation. Science. 2000;290(5494):1170-1174 [5] Stroebel D, Casado M, Paoletti P. Triheteromeric NMDA receptors: From
structure to synaptic physiology. Current
Opinion in Physiology. 2018;2:1-12
[6] Nong Y, Huang YQ , Salter MW. NMDA receptors are movin' in. Current Opinion in Neurobiology. 2004;14(3):353-361 [5] Stroebel D, Casado M, Paoletti P. Triheteromeric NMDA receptors: From
structure to synaptic physiology. Current
Opinion in Physiology. 2018;2:1-12 [13] Nakazawa K, Quirk MC,
Chitwood RA, Watanabe M,
Yeckel MF, Sun LD, et al. Requirement
for hippocampal CA3 NMDA receptors
in associative memory recall. Science. 2002;297(5579):211-218 [13] Nakazawa K, Quirk MC,
Chitwood RA, Watanabe M,
Yeckel MF, Sun LD, et al. © 2024 The Author(s). Licensee IntechOpen. This chapter is distributed under the terms of
the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided
the original work is properly cited. 17 Cell Communication and Signaling in Health and Disease References [1] Traynelis SF, Wollmuth LP,
McBain CJ, Menniti FS, Vance KM,
Ogden KK, et al. Glutamate receptor
ion channels: Structure, regulation, and
function. Pharmacological Reviews. 2010;62(3):405-496 [1] Traynelis SF, Wollmuth LP,
McBain CJ, Menniti FS, Vance KM,
Ogden KK, et al. Glutamate receptor
ion channels: Structure, regulation, and
function. Pharmacological Reviews. 2010;62(3):405-496 [1] Traynelis SF, Wollmuth LP,
McBain CJ, Menniti FS, Vance KM,
Ogden KK, et al. Glutamate receptor
ion channels: Structure, regulation, and
function. Pharmacological Reviews. 2010;62(3):405-496 pain relief. Biotechnology and Applied
Biochemistry. 2022;69(1):110-123 pain relief. Biotechnology and Applied
Biochemistry. 2022;69(1):110-123 pain relief. Biotechnology and Applied
Biochemistry. 2022;69(1):110-123
[16] Smith-Dijak AI, Sepers MD,
Raymond LA. Alterations in synaptic
function and plasticity in Huntington
disease. Journal of Neurochemistry. 2019;150(4):346-365 [24] Busche MA, Hyman BT. Synergy between amyloid-beta and
tau in Alzheimer's disease. Nature
Neuroscience. 2020;23(10):1183-1193 [16] Smith-Dijak AI, Sepers MD,
Raymond LA. Alterations in synaptic
function and plasticity in Huntington
disease. Journal of Neurochemistry. 2019;150(4):346-365 [25] Ittner A, Ittner LM. Dendritic
tau in Alzheimer's disease. Neuron. 2018;99(1):13-27 [25] Ittner A, Ittner LM. Dendritic
tau in Alzheimer's disease. Neuron. 2018;99(1):13-27 [17] Shibuya K, Otani R, Suzuki YI,
Kuwabara S, Kiernan MC. Neuronal
hyperexcitability and free radical toxicity
in amyotrophic lateral sclerosis: Established
and future targets. Pharmaceuticals
(Basel). 2022;15(4):433-450 [26] Ronicke R, Mikhaylova M, Ronicke S,
Meinhardt J, Schroder UH, Fandrich M,
et al. Early neuronal dysfunction by
amyloid beta oligomers depends on
activation of NR2B-containing NMDA
receptors. Neurobiology of Aging. 2011;32(12):2219-2228 [18] Rajani V, Sengar AS, Salter MW. Src and Fyn regulation of NMDA
receptors in health and disease. Neuropharmacology. 2021;193:108615 [27] Lambert MP, Barlow AK,
Chromy BA, Edwards C, Freed R,
Liosatos M, et al. Diffusible, nonfibrillar
ligands derived from Abeta1-42
are potent central nervous system
neurotoxins. Proceedings of the National
Academy of Sciences of the United States
of America. 1998;95(11):6448-6453 [19] Mira RG, Cerpa W. Building a
bridge between NMDAR-mediated
excitotoxicity and mitochondrial
dysfunction in chronic and acute
diseases. Cellular and Molecular
Neurobiology. 2021;41(7):1413-1430 [28] Walsh DM, Klyubin I, Fadeeva JV,
Cullen WK, Anwyl R, Wolfe MS, et al. Naturally secreted oligomers of
amyloid beta protein potently inhibit
hippocampal long-term potentiation in
vivo. Nature. 2002;416(6880):535-539 [20] Cenci MA, Skovgard K, Odin P. Non-dopaminergic approaches to the
treatment of motor complications in
Parkinson's disease. Neuropharmacology. 2022;210:109027 [29] Townsend M, Shankar GM, Mehta T,
Walsh DM, Selkoe DJ. Effects of secreted
oligomers of amyloid beta-protein on
hippocampal synaptic plasticity: A
potent role for trimers. The Journal of
Physiology. 2006;572(Pt 2):477-492 [21] Knopman DS, Amieva H,
Petersen RC, Chetelat G, Holtzman DM,
Hyman BT, et al. Alzheimer disease. Nature Reviews Disease Primers. 2021;7(1):33 [22] Karran E, De Strooper B. The
amyloid hypothesis in Alzheimer disease:
New insights from new therapeutics. Nature Reviews. Drug Discovery. 2022;21(4):306-318 [30] Li S, Hong S, Shepardson NE,
Walsh DM, Shankar GM, Selkoe D. Soluble oligomers of amyloid Beta protein
facilitate hippocampal long-term
depression by disrupting neuronal
glutamate uptake. Neuron. an update. Neuropharmacology.
2018;142:41-62 Requirement
for hippocampal CA3 NMDA receptors
in associative memory recall. Science. 2002;297(5579):211-218 [6] Nong Y, Huang YQ , Salter MW. NMDA receptors are movin' in. Current Opinion in Neurobiology. 2004;14(3):353-361 [7] Triller A, Choquet D. Surface
trafficking of receptors between synaptic
and extrasynaptic membranes: And yet
they do move! Trends in Neurosciences. 2005;28(3):133-139 [7] Triller A, Choquet D. Surface
trafficking of receptors between synaptic
and extrasynaptic membranes: And yet
they do move! Trends in Neurosciences. 2005;28(3):133-139 [14] Korotkova T, Fuchs EC,
Ponomarenko A, von Engelhardt J,
Monyer H. NMDA receptor ablation
on parvalbumin-positive interneurons
impairs hippocampal synchrony, spatial
representations, and working memory. Neuron. 2010;68(3):557-569 [14] Korotkova T, Fuchs EC,
Ponomarenko A, von Engelhardt J,
Monyer H. NMDA receptor ablation
on parvalbumin-positive interneurons
impairs hippocampal synchrony, spatial
representations, and working memory. Neuron. 2010;68(3):557-569 [8] Cadinu D, Grayson B, Podda G,
Harte MK, Doostdar N, Neill JC. NMDA
receptor antagonist rodent models
for cognition in schizophrenia and
identification of novel drug treatments, [15] Wang M, Thyagarajan B. Pain
pathways and potential new targets for 18 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 pain relief. Biotechnology and Applied
Biochemistry. 2022;69(1):110-123 2009;62(6):788-801 [23] Hampel H, Hardy J, Blennow K,
Chen C, Perry G, Kim SH, et al. The
amyloid-beta pathway in Alzheimer's
disease. Molecular Psychiatry. 2021;26(10):5481-5503 [31] Shankar GM, Li S, Mehta TH,
Garcia-Munoz A, Shepardson NE, 19 Cell Communication and Signaling in Health and Disease Smith I, et al. Amyloid-beta protein
dimers isolated directly from Alzheimer's
brains impair synaptic plasticity
and memory. Nature Medicine. 2008;14(8):837-842 Smith I, et al. Amyloid-beta protein
dimers isolated directly from Alzheimer's
brains impair synaptic plasticity
and memory. Nature Medicine. 2008;14(8):837-842 [38] Arispe N, Rojas E, Pollard HB. Alzheimer disease amyloid beta protein
forms calcium channels in bilayer
membranes: Blockade by tromethamine
and aluminum. Proceedings of
the National Academy of Sciences
of the United States of America. 1993;90(2):567-571 [32] Almeida CG, Tampellini D,
Takahashi RH, Greengard P,
Lin MT, Snyder EM, et al. Beta-amyloid
accumulation in APP mutant neurons
reduces PSD-95 and GluR1 in
synapses. Neurobiology of Disease. 2005;20(2):187-198 [39] Kagan BL, Azimov R, Azimova R. Amyloid peptide channels. The Journal
of Membrane Biology. 2004;202(1):1-10 [40] Jang H, Arce FT, Ramachandran S,
Capone R, Azimova R, Kagan BL, et al. Truncated beta-amyloid peptide channels
provide an alternative mechanism for
Alzheimer's disease and Down syndrome. Proceedings of the National Academy of
Sciences of the United States of America. 2010;107(14):6538-6543 [33] Hsieh H, Boehm J, Sato C,
Iwatsubo T, Tomita T, Sisodia S, et al. AMPAR removal underlies Abeta-
induced synaptic depression and
dendritic spine loss. Neuron. 2006;52(5):831-843 [33] Hsieh H, Boehm J, Sato C,
Iwatsubo T, Tomita T, Sisodia S, et al. AMPAR removal underlies Abeta-
induced synaptic depression and
dendritic spine loss. Neuron. 2006;52(5):831-843 [33] Hsieh H, Boehm J, Sato C,
Iwatsubo T, Tomita T, Sisodia S, et al. AMPAR removal underlies Abeta-
induced synaptic depression and
dendritic spine loss. Neuron. 2006;52(5):831-843 [34] Snyder EM, Nong Y, Almeida CG,
Paul S, Moran T, Choi EY, et al. Regulation of NMDA receptor trafficking
by amyloid-beta. Nature Neuroscience. 2005;8(8):1051-1058 [34] Snyder EM, Nong Y, Almeida CG,
Paul S, Moran T, Choi EY, et al. Regulation of NMDA receptor trafficking
by amyloid-beta. Nature Neuroscience. 2005;8(8):1051-1058 [41] Tu S, Okamoto S, Lipton SA,
Xu H. Oligomeric Abeta-induced
synaptic dysfunction in Alzheimer's
disease. Molecular Neurodegeneration. 2014;9:48 [35] Lacor PN, Buniel MC, Furlow PW,
Clemente AS, Velasco PT, Wood M, et al. Abeta oligomer-induced aberrations
in synapse composition, shape, and
density provide a molecular basis for
loss of connectivity in Alzheimer's
disease. [36] Yang YJ, Zhao Y, Yu B, Xu GG,
Wang W, Zhan JQ , et al. GluN2B-
containing NMDA receptors contribute
to the beneficial effects of hydrogen
sulfide on cognitive and synaptic
plasticity deficits in APP/PS1 transgenic
mice. Neuroscience. 2016;335:170-183 [37] Cisse M, Halabisky B,
Harris J, Devidze N, Dubal DB, Sun B,
et al. Reversing EphB2 depletion rescues
cognitive functions in Alzheimer model.
Nature. 2011;469(7328):47-52 [37] Cisse M, Halabisky B,
Harris J, Devidze N, Dubal DB, Sun B,
et al. Reversing EphB2 depletion rescues
cognitive functions in Alzheimer model.
Nature. 2011;469(7328):47-52 pain relief. Biotechnology and Applied
Biochemistry. 2022;69(1):110-123 The Journal of Neuroscience. 2007;27(4):796-807 [42] Liu J, Chang L, Song Y, Li H,
Wu Y. The role of NMDA receptors
in Alzheimer's disease. Frontiers in
Neuroscience. 2019;13:43 [43] Santacruz K, Lewis J, Spires T,
Paulson J, Kotilinek L, Ingelsson M, et al. Tau suppression in a neurodegenerative
mouse model improves
memory function. Science. 2005;309(5733):476-481 [36] Yang YJ, Zhao Y, Yu B, Xu GG,
Wang W, Zhan JQ , et al. GluN2B-
containing NMDA receptors contribute
to the beneficial effects of hydrogen
sulfide on cognitive and synaptic
plasticity deficits in APP/PS1 transgenic
mice. Neuroscience. 2016;335:170-183 [44] Barria A, Malinow R. NMDA
receptor subunit composition controls
synaptic plasticity by regulating binding
to CaMKII. Neuron. 2005;48(2):289-301
[45] Ittner LM, Ke YD, Delerue F, Bi M,
Gladbach A, van Eersel J, et al. Dendritic
function of tau mediates amyloid-beta
toxicity in Alzheimer's disease mouse
models. Cell. 2010;142(3):387-397 [44] Barria A, Malinow R. NMDA
receptor subunit composition controls
synaptic plasticity by regulating binding
to CaMKII. Neuron. 2005;48(2):289-301 [37] Cisse M, Halabisky B,
Harris J, Devidze N, Dubal DB, Sun B,
et al. Reversing EphB2 depletion rescues
cognitive functions in Alzheimer model. Nature. 2011;469(7328):47-52 [45] Ittner LM, Ke YD, Delerue F, Bi M,
Gladbach A, van Eersel J, et al. Dendritic
function of tau mediates amyloid-beta
toxicity in Alzheimer's disease mouse
models. Cell. 2010;142(3):387-397 [45] Ittner LM, Ke YD, Delerue F, Bi M,
Gladbach A, van Eersel J, et al. Dendritic
function of tau mediates amyloid-beta
toxicity in Alzheimer's disease mouse
models. Cell. 2010;142(3):387-397 20 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 [46] Kaufman AC, Salazar SV, Haas LT,
Yang J, Kostylev MA, Jeng AT, et al. Fyn inhibition rescues established
memory and synapse loss in
Alzheimer mice. Annals of Neurology. 2015;77(6):953-971 [53] Bahry JA, Fedder-Semmes KN,
Sceniak MP, Sabo SL. An autism-
associated de novo mutation in GluN2B
destabilizes growing dendrites by
promoting retraction and pruning. Frontiers in Cellular Neuroscience. 2021;15:692232 [47] Jin M, Shepardson N, Yang T,
Chen G, Walsh D, Selkoe DJ. Soluble
amyloid beta-protein dimers isolated
from Alzheimer cortex directly
induce tau hyperphosphorylation and
neuritic degeneration. Proceedings
of the National Academy of Sciences
of the United States of America. 2011;108(14):5819-5824 [54] Sceniak MP, Fedder KN, Wang Q ,
Droubi S, Babcock K, Patwardhan S,
et al. An autism-associated mutation
in GluN2B prevents NMDA receptor
trafficking and interferes with dendrite
growth. [52] Sabo SL, Lahr JM, Offer M,
Weekes A, Sceniak MP. GRIN2B-related
neurodevelopmental disorder: Current
understanding of pathophysiological
mechanisms. Frontiers in Synaptic
Neuroscience. 2022;14:1090865 [51] Nisar S, Bhat AA, Masoodi T,
Hashem S, Akhtar S, Ali TA, et al.
Genetics of glutamate and its receptors
in autism spectrum disorder. Molecular
Psychiatry. 2022;27(5):2380-2392 pain relief. Biotechnology and Applied
Biochemistry. 2022;69(1):110-123 Journal of Cell Science. 2019;132(20):jcs232892. DOI: 10.1242/
jcs.232892 [55] Platzer K, Yuan H, Schutz H,
Winschel A, Chen W, Hu C, et al. GRIN2B encephalopathy: Novel findings
on phenotype, variant clustering,
functional consequences and treatment
aspects. Journal of Medical Genetics. 2017;54(7):460-470 [48] Lord C, Brugha TS, Charman T,
Cusack J, Dumas G, Frazier T, et al. Autism spectrum disorder. Nature
Reviews. Disease Primers. 2020;6(1):5 [49] Willsey HR, Willsey AJ,
Wang B, State MW. Genomics,
convergent neuroscience and progress
in understanding autism spectrum
disorder. Nature Reviews. Neuroscience. 2022;23(6):323-341 [56] Wang X, Guo Z, Mei D, Zhang Y,
Zhao S, Hu S, et al. The GluN2B-Trp373
NMDA receptor variant is associated
with autism-, epilepsy-related
phenotypes and reduces NMDA
receptor currents in rats. Neurochemical
Research. 2022;47(6):1588-1597 [50] Purushotham SS, Reddy NMN,
D'Souza MN, Choudhury NR, Ganguly A,
Gopalakrishna N, et al. A perspective
on molecular signalling dysfunction, its
clinical relevance and therapeutics in
autism spectrum disorder. Experimental
Brain Research. 2022;240(10):2525-2567 [57] Elmasri M, Lotti JS, Aziz W,
Steele OG, Karachaliou E, Sakimura K,
et al. Synaptic dysfunction by mutations
in GRIN2B: Influence of Triheteromeric
NMDA receptors on gain-of-function
and loss-of-function mutant
classification. Brain Sciences. 2022;12(6):789 [58] Tzang RF, Chang CH, Chang YC,
Lane HY. Autism associated with anti-
NMDAR encephalitis: Glutamate-
related therapy. Frontiers in Psychiatry. 2019;10:440 [58] Tzang RF, Chang CH, Chang YC,
Lane HY. Autism associated with anti-
NMDAR encephalitis: Glutamate-
related therapy. Frontiers in Psychiatry. 2019;10:440 [52] Sabo SL, Lahr JM, Offer M,
Weekes A, Sceniak MP. GRIN2B-related
neurodevelopmental disorder: Current
understanding of pathophysiological
mechanisms. Frontiers in Synaptic
Neuroscience. 2022;14:1090865 [59] Wink LK, Minshawi NF, Shaffer RC,
Plawecki MH, Posey DJ, Horn PS, et al. 21 Cell Communication and Signaling in Health and Disease d-Cycloserine enhances durability of
social skills training in autism spectrum
disorder. Molecular Autism. 2017;8:2 focal epilepsies and encephalopathies
with speech and language dysfunction. Nature Genetics. 2013;45(9):1061-1066 [60] Elnaiem W, Benmelouka AY,
Elgendy AMN, Abdelgalil MS, Brimo
Alsaman MZ, Mogheeth A, et al. Evaluation of memantine's efficacy and
safety in the treatment of children with
autism spectrum disorder: A systematic
review and meta-analysis. Human
Psychopharmacology. 2022;37(5):e2841 [68] Platzer K, Lemke JR. GRIN2B-
related neurodevelopmental disorder. In: Adam MP, Mirzaa GM, Pagon RA,
Wallace SE, LJH B, Gripp KW, et al.,
editors. GeneReviews((R)). University of
Washington, Seattle (WA); 2023 [69] Wang X, Mei D, Gou L, Zhao S,
Gao C, Guo J, et al. pain relief. Biotechnology and Applied
Biochemistry. 2022;69(1):110-123 Functional evaluation
of a novel GRIN2B missense variant
associated with epilepsy and
intellectual disability. Neuroscience. 2023;526:107-120 [61] Lim S, Lee S. Chemical modulators
for targeting autism Spectrum disorders:
From bench to clinic. Molecules. 2022;27(16):5088 [61] Lim S, Lee S. Chemical modulators
for targeting autism Spectrum disorders:
From bench to clinic. Molecules. 2022;27(16):5088 [61] Lim S, Lee S. Chemical modulators
for targeting autism Spectrum disorders:
From bench to clinic. Molecules. 2022;27(16):5088 [62] Devinsky O, Vezzani A, O'Brien TJ,
Jette N, Scheffer IE, de Curtis M, et al. Epilepsy. Nature Reviews Disease
Primers. 2018;4:18024 [70] Camp CR, Yuan H. GRIN2D/GluN2D
NMDA receptor: Unique features and its
contribution to pediatric developmental
and epileptic encephalopathy. European
Journal of Paediatric Neurology. 2020;24:89-99 [63] Chen S, Xu D, Fan L, Fang Z,
Wang X, Li M. Roles of N-methyl-D-
aspartate receptors (NMDARs) in
epilepsy. Frontiers in Molecular
Neuroscience. 2021;14:797253 [71] Li J, Zhou Y, Su T, Xu S. Perampanel
therapy for intractable GRIN2D-
related developmental and epileptic
encephalopathy: A case report and
literature review. Brain & Development. 2023;45(4):237-243 [64] XiangWei W, Jiang Y, Yuan H. De novo mutations and rare variants
occurring in NMDA receptors. Current
Opinion in Physiology. 2018;2:27-35 [64] XiangWei W, Jiang Y, Yuan H. De novo mutations and rare variants
occurring in NMDA receptors. Current
Opinion in Physiology. 2018;2:27-35 [72] XiangWei W, Kannan V, Xu Y,
Kosobucki GJ, Schulien AJ, Kusumoto H,
et al. Heterogeneous clinical and functional
features of GRIN2D-related developmental
and epileptic encephalopathy. Brain. 2019;142(10):3009-3027 [72] XiangWei W, Kannan V, Xu Y,
Kosobucki GJ, Schulien AJ, Kusumoto H,
et al. Heterogeneous clinical and functional
features of GRIN2D-related developmental
and epileptic encephalopathy. Brain. 2019;142(10):3009-3027 [65] Xu XX, Luo JH. Mutations of
N-methyl-D-aspartate receptor subunits
in epilepsy. Neuroscience Bulletin. 2018;34(3):549-565 [66] Xu Y, Song R, Chen W,
Strong K, Shrey D, Gedela S, et al. Recurrent seizure-related GRIN1 variant:
Molecular mechanism and targeted
therapy. Annals of Clinical Translational
Neurology. 2021;8(7):1480-1494 [66] Xu Y, Song R, Chen W,
Strong K, Shrey D, Gedela S, et al. Recurrent seizure-related GRIN1 variant:
Molecular mechanism and targeted
therapy. Annals of Clinical Translational
Neurology. 2021;8(7):1480-1494
[67] Lesca G, Rudolf G, Bruneau N,
Lozovaya N, Labalme A, Boutry-Kryza N,
et al. GRIN2A mutations in acquired
epileptic aphasia and related childhood [73] Buratti S, Giacheri E,
Palmieri A, Tibaldi J, Brisca G, Riva A,
et al. Ketamine as advanced second-line
treatment in benzodiazepine-refractory
convulsive status epilepticus in children. Epilepsia. [74] Bouhadoun S, Poulin C,
Berrahmoune S, Myers KA. A
retrospective analysis of memantine use in a pediatric neurology clinic. Brain &
Development. 2021;43(10):997-1003 in a pediatric neurology clinic. Brain &
Development. 2021;43(10):997-1003 Rare mutations in N-methyl-D-
aspartate glutamate receptors in autism
spectrum disorders and schizophrenia. Translational Psychiatry. 2011;1(11):e55 Rare mutations in N-methyl-D-
aspartate glutamate receptors in autism
spectrum disorders and schizophrenia. Translational Psychiatry. 2011;1(11):e55 Rare mutations in N-methyl-D-
aspartate glutamate receptors in autism
spectrum disorders and schizophrenia. Translational Psychiatry 2011 1(11) e55 [75] Schiller K, Berrahmoune S, Dassi C,
Corriveau I, Ayash TA, Osterman B,
et al. Randomized placebo-controlled
crossover trial of memantine in children
with epileptic encephalopathy. Brain. 2023;146(3):873-879 [83] Takasaki Y, Koide T, Wang C,
Kimura H, Xing J, Kushima I, et al. Mutation screening of GRIN2B in
schizophrenia and autism spectrum
disorder in a Japanese population. Scientific Reports. 2016;6:33311 [83] Takasaki Y, Koide T, Wang C,
Kimura H, Xing J, Kushima I, et al. Mutation screening of GRIN2B in
schizophrenia and autism spectrum
disorder in a Japanese population. Scientific Reports. 2016;6:33311 [76] Zhao T, Zhong R, Zhang X, Li G,
Zhou C, Fang S, et al. Efavirenz restored
NMDA receptor dysfunction and
inhibited epileptic seizures in GluN2A/
Grin2a mutant mice. Frontiers in
Neuroscience. 2023;17:1086462 [84] Yu Y, Lin Y, Takasaki Y, Wang C,
Kimura H, Xing J, et al. Rare loss of
function mutations in N-methyl-D-
aspartate glutamate receptors and
their contributions to schizophrenia
susceptibility. Translational Psychiatry. 2018;8(1):12 [77] Sivakumar S, Ghasemi M,
Schachter SC. Targeting NMDA receptor
complex in Management of Epilepsy. Pharmaceuticals (Basel). 2022;15(10):1297 [85] Hall J, Bray NJ. Schizophrenia
genomics: Convergence on synaptic
development, adult synaptic plasticity,
or both? Biological Psychiatry. 2022;91(8):709-717 [85] Hall J, Bray NJ. Schizophrenia
genomics: Convergence on synaptic
development, adult synaptic plasticity,
or both? Biological Psychiatry. 2022;91(8):709-717 [78] Kato H, Kimura H, Kushima I,
Takahashi N, Aleksic B, Ozaki N. The
genetic architecture of schizophrenia:
Review of large-scale genetic
studies. Journal of Human Genetics. 2023;68(3):175-182 [78] Kato H, Kimura H, Kushima I,
Takahashi N, Aleksic B, Ozaki N. The
genetic architecture of schizophrenia:
Review of large-scale genetic
studies. Journal of Human Genetics. 2023;68(3):175-182 [86] Legge SE, Santoro ML,
Periyasamy S, Okewole A, Arsalan A,
Kowalec K. Genetic architecture of
schizophrenia: A review of major
advancements. Psychological Medicine. 2021;51(13):2168-2177 [79] Singh T, Poterba T, Curtis D, Akil H,
Al Eissa M, Barchas JD, et al. Rare coding
variants in ten genes confer substantial
risk for schizophrenia. Nature. 2022;604(7906):509-516 [87] Kantrowitz J, Javitt DC. Glutamatergic transmission in
schizophrenia: From basic research to
clinical practice. [81] Harrison PJ, Bannerman DM.
GRIN2A (NR2A): A gene contributing
to glutamatergic involvement in
schizophrenia. Molecular Psychiatry.
2023;28(9):3568-3572 [79] Singh T, Poterba T, Curtis D, Akil H,
Al Eissa M, Barchas JD, et al. Rare coding
variants in ten genes confer substantial
risk for schizophrenia. Nature.
2022;604(7906):509-516 [80] Trubetskoy V, Pardinas AF,
Qi T, Panagiotaropoulou G, Awasthi S,
Bigdeli TB, et al. Mapping genomic
loci implicates genes and synaptic
biology in schizophrenia. Nature.
2022;604(7906):502-508 pain relief. Biotechnology and Applied
Biochemistry. 2022;69(1):110-123 2023;64(4):797-810 [73] Buratti S, Giacheri E,
Palmieri A, Tibaldi J, Brisca G, Riva A,
et al. Ketamine as advanced second-line
treatment in benzodiazepine-refractory
convulsive status epilepticus in children. Epilepsia. 2023;64(4):797-810 [67] Lesca G, Rudolf G, Bruneau N,
Lozovaya N, Labalme A, Boutry-Kryza N,
et al. GRIN2A mutations in acquired
epileptic aphasia and related childhood [74] Bouhadoun S, Poulin C,
Berrahmoune S, Myers KA. A
retrospective analysis of memantine use 22 NMDA Receptors in Health and Disease
DOI: http://dx.doi.org/10.5772/intechopen.114003 [92] Tsai GE, Lin PY. Strategies to
enhance N-methyl-D-aspartate
receptor-mediated neurotransmission
in schizophrenia, a critical review and
meta-analysis. Current Pharmaceutical
Design. 2010;16(5):522-537 [94] Malik JA, Yaseen Z, Thotapalli L,
Ahmed S, Shaikh MF, Anwar S.
Understanding translational research
in schizophrenia: A novel insight into
animal models. Molecular Biology
Reports. 2023;50(4):3767-3785 [93] Moghaddam B, Javitt D. From
revolution to evolution: The glutamate
hypothesis of schizophrenia and
its implication for treatment.
Neuropsychopharmacology.
2012;37(1):4-15 in a pediatric neurology clinic. Brain &
Development. 2021;43(10):997-1003 Current Opinion in
Psychiatry. 2012;25(2):96-102 [80] Trubetskoy V, Pardinas AF,
Qi T, Panagiotaropoulou G, Awasthi S,
Bigdeli TB, et al. Mapping genomic
loci implicates genes and synaptic
biology in schizophrenia. Nature. 2022;604(7906):502-508 [88] Krystal JH, Karper LP,
Seibyl JP, Freeman GK, Delaney R,
Bremner JD, et al. Subanesthetic effects
of the noncompetitive NMDA
antagonist, ketamine, in humans. Psychotomimetic, perceptual, cognitive,
and neuroendocrine responses. Archives of General Psychiatry. 1994;51(3):199-214 [81] Harrison PJ, Bannerman DM. GRIN2A (NR2A): A gene contributing
to glutamatergic involvement in
schizophrenia. Molecular Psychiatry. 2023;28(9):3568-3572 [89] Coyle JT, Ruzicka WB, Balu DT. Fifty
years of research on schizophrenia: The [89] Coyle JT, Ruzicka WB, Balu DT. Fifty
years of research on schizophrenia: The [82] Tarabeux J, Kebir O, Gauthier J,
Hamdan FF, Xiong L, Piton A, et al. 23 Cell Communication and Signaling in Health and Disease ascendance of the glutamatergic synapse. The American Journal of Psychiatry. 2020;177(12):1119-1128 Lichtenstein M. Efficacy of high-dose
glycine in the treatment of enduring
negative symptoms of schizophrenia. Archives of General Psychiatry. 1999;56(1):29-36 [90] Moghaddam B, Adams B, Verma A,
Daly D. Activation of glutamatergic
neurotransmission by ketamine: A
novel step in the pathway from NMDA
receptor blockade to dopaminergic and
cognitive disruptions associated with
the prefrontal cortex. The Journal of
Neuroscience. 1997;17(8):2921-2927 [97] de Bartolomeis A, Vellucci L,
Austin MC, De Simone G, Barone A. Rational and translational implications
of D-amino acids for treatment-resistant
schizophrenia: From neurobiology to the
clinics. Biomolecules. 2022;12(7):909 [97] de Bartolomeis A, Vellucci L,
Austin MC, De Simone G, Barone A. Rational and translational implications
of D-amino acids for treatment-resistant
schizophrenia: From neurobiology to the
clinics. Biomolecules. 2022;12(7):909 [98] Geoffroy C, Paoletti P,
Mony L. Positive allosteric modulation
of NMDA receptors: Mechanisms,
physiological impact and therapeutic
potential. The Journal of Physiology. 2022;600(2):233-259 [91] Holcomb HH, Lahti AC,
Medoff DR, Cullen T, Tamminga CA. Effects of noncompetitive NMDA
receptor blockade on anterior
cingulate cerebral blood flow in
volunteers with schizophrenia. Neuropsychopharmacology. 2005;30(12):2275-2282 [99] Cao B, Chen Y, Ren Z, Pan Z,
McIntyre RS, Wang D. Dysregulation
of kynurenine pathway and potential
dynamic changes of kynurenine in
schizophrenia: A systematic review
and meta-analysis. Neuroscience and
Biobehavioral Reviews. 2021;123:203-214 [100] Hung CC, Lin CH, Lane HY. Cystine/glutamate antiporter in
schizophrenia: From molecular
mechanism to novel biomarker and
treatment. International Journal of
Molecular Sciences. 2021;22(18):9718 [93] Moghaddam B, Javitt D. in a pediatric neurology clinic. Brain &
Development. 2021;43(10):997-1003 From
revolution to evolution: The glutamate
hypothesis of schizophrenia and
its implication for treatment. Neuropsychopharmacology. 2012;37(1):4-15 [94] Malik JA, Yaseen Z, Thotapalli L,
Ahmed S, Shaikh MF, Anwar S. Understanding translational research
in schizophrenia: A novel insight into
animal models. Molecular Biology
Reports. 2023;50(4):3767-3785 [94] Malik JA, Yaseen Z, Thotapalli L,
Ahmed S, Shaikh MF, Anwar S. Understanding translational research
in schizophrenia: A novel insight into
animal models. Molecular Biology
Reports. 2023;50(4):3767-3785 [95] Lee G, Zhou Y. NMDAR
hypofunction animal models of
schizophrenia. Frontiers in Molecular
Neuroscience. 2019;12:185 [95] Lee G, Zhou Y. NMDAR
hypofunction animal models of
schizophrenia. Frontiers in Molecular
Neuroscience. 2019;12:185
[96] Heresco-Levy U, Javitt DC,
Ermilov M, Mordel C, Silipo G, 24
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Variations in the non-coding transcriptome as a driver of inter-strain divergence and physiological adaptation in bacteria
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Scientific reports
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* These authors
contributed equally to
this work. Correspondence and
requests for materials
should be addressed to
W.R.H. (wolfgang.
hess@biologie.uni-
freiburg.de) OPEN SUBJECT AREAS:
GENE EXPRESSION
BACTERIAL TRANSCRIPTION
SMALL RNAS
TRANSCRIPTOMICS Received
7 January 2015
Accepted
5 March 2015
Published
2 April 2015
2 Genetics and Experimental Bioinformatics, Faculty of Biology, University of Freiburg, Scha¨nzlestr. 1, 79104 Freiburg, Germany. In all studied organisms, a substantial portion of the transcriptome consists of non-coding RNAs that
frequently execute regulatory functions. Here, we have compared the primary transcriptomes of the
cyanobacteria Synechocystis sp. PCC 6714 and PCC 6803 under 10 different conditions. These strains share
2854 protein-coding genes and a 16S rRNA identity of 99.4%, indicating their close relatedness. Conserved
major transcriptional start sites (TSSs) give rise to non-coding transcripts within the sigB gene, from the
59UTRs of cmpA and isiA, and 168 loci in antisense orientation. Distinct differences include single
nucleotide polymorphisms rendering promoters inactive in one of the strains, e.g., for cmpR and for the
asRNA PsbA2R. Based on the genome-wide mapped location, regulation and classification of TSSs,
non-coding transcripts were identified as the most dynamic component of the transcriptome. We identified
a class of mRNAs that originate by read-through from an sRNA that accumulates as a discrete and abundant
transcript while also serving as the 59UTR. Such an sRNA/mRNA structure, which we name ‘actuaton’,
represents another way for bacteria to remodel their transcriptional network. Our findings support the
hypothesis that variations in the non-coding transcriptome constitute a major evolutionary element of
inter-strain divergence and capability for physiological adaptation. O
f
1 O
rganismic diversity as well as differences in metabolic, developmental and physiological capabilities
cannot be related to divergent gene content and gene arrangement alone. Instead, differences in the
regulation of gene expression and the composition of the transcriptome have been suggested as critical
factors1. Accordingly, a substantial share of the transcriptome consists of non-coding and antisense RNAs, many
of which have regulatory impact, e.g., in the form of miRNAs2, long non-coding RNAs3 or long natural antisense
transcripts4. It is widely accepted that RNA complexity is at the heart of biological complexity5. For prokaryotic organisms, it has long been thought that regulatory and transcriptomic divergence is less
relevant because genomic differences, higher mutation rates and horizontal gene transfer provide sufficient
means for rapid adaptation to various environments. Moreover, most bacterial genomes are relatively compact
and have a large protein-coding fraction, leaving less room for non-coding transcripts. Results The primary transcriptome of Synechocystis 6714 and its comparison
to the closely related model Synechocystis 6803. There is not a single
genome-wide study of gene expression for Synechocystis 6714 thus far. To enable the double-comparative transcriptomics approach, we used
existing information for strain 680319 and generated a matching dataset
for strain 6714 employing the same growth conditions, library
prefoparation protocols and computational methods. Total RNA was
isolated from cells cultured under multiple growth conditions (darkness,
high light (HL), cold (15uC) and heat stress (42uC), depletion of iron
(-Fe), phosphate (-P), nitrogen (-N) or inorganic carbon (-C), and
exponential and stationary growth phases), analysed according to the
dRNA-seq protocol7 and used to infer transcriptional units (TUs)27. Following the previously introduced terminology19, we termed a
transcriptional unit gTU if it covers one or more annotated genes,
aTU if it is antisense to another TU (overlap $20 nt) and nTU if it
is free-standing. The classification of a TU can be ambiguous as is the
case for excludons28, which cover annotated genes and regions antisense
to another gene or TU. Therefore, we provided all possible notations
when a TU belonged to several categories. Each TU has a corresponding
TSS whose associated read count in the treated library defines the
expression level of that TU. The full list of TUs is presented in Table
S1 and a genome-wide visualisation is presented in Supporting files S1-4. We defined 4,292 TUs in Synechocystis 6714 compared to 4,091
TUs in Synechocystis 680319. Table 1 summarises the numbers in the
different transcript categories for each strain. We found 2,373 (83%)
of the 2,854 protein-coding orthologous genes26 transcribed from a
gTSS in both strains under at least one of the examined conditions,
yielding 2,012 and 1,924 gTUs for Synechocystis 6803 and
Synechocystis 6714, respectively. From these, 850 gTUs (.42%) are To address the extent to which bacterial transcriptome organisa-
tion and composition is conserved and functionally relevant, here we
performed a multi-condition, double-comparative transcriptomic
analysis of two closely related strains of the unicellular cyanobacter-
ium Synechocystis. In Synechocystis 6803, substantial pervasive tran-
scription was reported, with ,64% of all TSSs giving rise to antisense
or sRNAs in a genome that is to 87% protein coding8. Recently, we
elucidated the response of Synechocystis 6803 to specific envir-
onmental conditions and identified more than 4000 transcriptional
units, about half of which represent non-coding RNAs19. OPEN However, the discovery of
large numbers of sRNAs, including asRNAs6–13, and of their versatile roles in regulatory processes, especially
during stress adaptation, have clearly demonstrated the relevance of non-coding RNA in prokaryotes14–16. Genomic comparisons between closely related bacteria have been pivotal in gaining insight into their metabolic
potential, regulatory networks and genome evolution. In contrast, the number of inter-strain or inter-species
transcriptomic comparisons has remained relatively scarce so far. Differential RNA-seq-type transcriptomic
analyses (dRNA-seq7) are especially powerful, as this technique enables the identification of TSSs at a gen-
ome-wide scale at single-nucleotide resolution and can easily identify sRNAs as well as transcripts that originate
within genes in either orientation. Thus, the detailed information on TSSs provided by dRNA-seq gives deep
insight into the transcriptional landscape of an organism. Comparative transcriptomics has proven useful at
inferring the dynamics of transcriptional regulation by analysing regulatory responses to different conditions. Such an analysis compared primary transcriptomes of the human pathogen Helicobacter pylori under the mid-
logarithmic growth phase versus acid stress conditions, mimicking the host environment7. A comparative
analysis of the primary transcriptome of the cyanobacterium Anabaena sp. PCC 7120 revealed more than
10,000 TSSs active during the differentiation of N2-fixing heterocysts, of which .900 TSSs exhibited minimum SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 1 www.nature.com/scientificreports encoded genes, fraction of non-coding DNA and 16S rDNA (99.4%
identity)26. Both strains share 2854 protein-coding genes, leaving
829 unique genes in Synechocystis 6803 and 916 in Synechocystis
6714, and have an average nucleotide identity (ANI) of 86.4% (see
Table 1). Here, we present genome-wide maps of the TSSs active in
Synechocystis 6714 under the same 10 conditions as in the previous
analysis of Synechocystis 680319, and identified 4292 transcriptional
units (TUs). The genome-wide comparison of these transcripts and
the TSS maps in both strains under the different conditions revealed
substantial conservation but also specific differences in the respective
transcriptional organisation. In the transcriptome comparison we
find the presence and expression of non-coding RNAs to constitute
the evolutionarily most flexible component and identified a new gen-
etic element, which we propose calling actuaton. fold changes (FCs) of eight, suggesting a large number of unidentified
regulators of cell differentiation and N2-fixation9. There are very few double-comparative transcriptomic approaches
in which the responses of two different but closely related organisms
to multiple environmental conditions have been studied. OPEN The com-
parison of the primary transcriptomes of pathogenic L. monocyto-
genes and non-pathogenic L. innocua species under mid-log and
stationary growth phases led to the discovery of 33 sRNAs and
53 asRNAs in L. monocytogenes11. Interestingly, some were not
expressed in one of the species, although they were conserved at
the DNA level, which indicates the importance of transcriptomic
analyses and suggests a possible additional layer of divergence11. Comparative analysis of samples from mid-logarithmic growth
stages of three isolates of the human pathogen and one isolate of
the chicken pathogen Campylobacter jejuni revealed conserved as
well as strain-specific TSSs and detected 15 conserved and 24
strain-specific sRNA candidates17. The comparison of transcriptome
profiles of the model cyanobacteria Synechococcus sp. PCC 7942 and
Synechocystis sp. PCC 6803 (from here: Synechocystis 6803) revealed
substantial differences in the transcriptional response to envir-
onmental fluctuations18, which in fact may be linked to the relatively
large taxonomic distance between the two species, indicated by the
10% divergence in their 16S ribosomal RNA sequences. Results Interestingly, the TSS driving
transcription of the anTU antisense to the sigB 59UTR is under
environmental control. In both strains, it is high in the cold and –N
condition but relatively weak during heat stress (Figure 3A). The most
bizarre findings are two iTSSs, one located towards the end of the sigB
reading frame and the other located at the end of the downstream,
tail-to-tail oriented gene. Additionally, these iTSSs appear to be
environmentally regulated, suggesting functional relevance. The very
strong iTSS at the end of the sigB reading frame is regulated different
from the sigB host gene, supporting it further as a separate
transcriptional entity. The transcript originating from this iTSS was
identified in Synechocystis 6803 independently before, characterising it
as a ,100 nt sRNA on the basis of Northern and tiling microarray
analyses34. This observation is consistent with the prediction of a
short sRNA originating from a conserved promoter and finishing
with a pronounced Rho-independent terminator of transcription
(Figure 3B,C). Consequently, it is very interesting to note that not
only the complexity of this arrangement within and around the sigB
gene has been conserved, but also the modes of regulation. In Synechocystis 6714, the longest TU (TU2897, Table S1) encom-
passes 18 genes encoding ribosomal proteins (corresponding to the
enterobacterial S10 and spc operons, except for the rps10 gene). The
longest TU in Synechocystis 6803 (22 genes) contains mainly genes
without an ortholog in 6714 (or in any other cyanobacteria) and has
features of a genomic island19,26. This genomic island exists in both
strains. In both cases the genes encode glycosyltransferases and gly-
coside hydrolases possibly involved in the modification of cell surface
properties. However, these genes are of entirely different phylogen-
etic origin in the two strains. The median 59 UTR length for Synechocystis 6714 is 54 nt, similar
to the 52 nt in Synechocystis 6803 (Supplementary Figure S1), and
the median 39 UTR length is, with 128 nt, also only slightly longer
than the 118 nt found in strain 6803. Our data provide evidence for
48 leaderless mRNAs in Synechocystis 6714. Interestingly, their
expression was distributed over all conditions, and only 6 of them
are conserved in Synechocystis 6803 (Table S3). Leaderless mRNAs
play a role in stress adaptation in E. coli29 and are generally thought to
be restricted to a particular condition, which we did not observe in
our data. Results To address the question of whether orthologous transcripts have
globally similar expression patterns, we performed a combined clus-
tering of all orthologous TUs based on their expression profiles. Interestingly, only about one third of the orthologs were grouped
in the same cluster for a relatively low number of clusters (k-means; k
5 10), and this value decreased with increasing k (Figure S2). This
shows that the majority of the orthologous transcripts differ substan-
tially in their expression pattern. While the expression may differ in
one aspect, regulation as a whole may still be conserved to a large
degree. Thus, in a second approach, we compared the FCs of ortholog
TUs for all pairs of growth conditions. The resulting scatter plot
indicates an overall medium correlation (R2 5 0.70) between the
FCs of the two strains (Figure 1). Remarkable regulatory differences
include the cmpR gTSS, which strongly responds to HL in strain 6714
but is barely active in strain 6803 in this condition (Figure 2). The
cmpR gene encodes a LysR-type transcriptional activator for a part of
the carbon concentrating mechanism30. Its divergent regulation may
affect the expression of its main target, the cmpABCD operon encod-
ing a transporter for bicarbonate uptake (Figure 2A, B), and can be
linked to specific differences in its promoter organisation, in particu-
lar to a single nucleotide exchange in the 210 element (TATAAT R
TGTAAT) that renders it less active in strain 6803 (Figure 2D). Another observation concerns the 59UTR of cmpA that accumulates
as a very abundant separate short transcript in both strains, most
likely caused by premature termination at Rho-independent termi-
nators (Figure 2B, C). g
g
The expression of stress-related genes may be restricted to a single
condition in which a TSS shows maximum activity. We analysed TSS
activity globally and comparatively by dividing the top number of
normalised reads for a gene in one condition by the number of reads
from the condition with the second highest number of reads (UEF,
unique expression factor19). A high UEF (.5.0) indicates strong
induction of the respective TSS under one particular condition. Many of the top-induced TSSs are consistent with the respective
stress conditions, e.g., for the phycobilisome degradation protein
NblA during -N or for the aforementioned transcriptional regulator
CmpR under HL (Table S1). In the previous analysis of Synechocystis
6803, the phosphate and iron stress regulons were studied more
closely. Results We assessed the four
different TU types for their propensity for differential expression
by computing for each TU the maximum FC in every pair of condi-
tions. Figure S3A shows that the majority of TUs of all types differ by
more than 10-fold in expression in at least one pair of conditions. It is
noteworthy that gTUs more frequently show high FCs compared to
aTUs and iTUs. Similarly, gTUs also show a tendency for higher
expression levels (Figure S3B). For each of the 10 tested conditions, the TU associated with the
highest read number, among all TUs that are maximally expressed
under the respective condition, is given in Table S2. In three condi-
tions, the top ranking TU gave rise to an abundant sRNA (Table S2). The sRNA Ncr0700 (TU3047), with 11,257,987 normalised reads, is
the most abundant transcript in strain 6714 and is maximally
expressed in darkness, as is its ortholog in strain 680319. Altogether, in four conditions (-P, darkness, 42uC and -N) we found
orthologous transcripts to be associated with the highest read num-
bers in both strains (Table S2). For two TUs (-C and cold), the
ortholog in Synechocystis 6803 either showed highest read levels
under a different growth condition or was outperformed by another
TU with higher read numbers. For the TUs top ranking in stat. phase
and HL, ortholog TUs in 6803 are simply lacking, while for the
remaining (-Fe and exp. phase), interesting regulatory differences
were detected (see below). Responses to environmental stimuli are largely conserved but also
reveal specific regulatory differences. The sigB (sll0306) gene, encoding
the RNA polymerase s factor SigB, illustrates the complexity and
conservation of transcriptional signals. There are at least four TSSs
associated with this gene (Figure 3). In Synechocystis 6803, sigB is
induced by a short treatment at 42uC31,32 and possesses a central role
in the survival of the cells during short heat stress conditions32,33. Consistent with these facts, we identified a gTSS that is strongly
induced upon heat stress. This gTSS is conserved in Synechocystis
6714 and, similar to strain 6803, shows maximum expression under
heat stress. Furthermore, in both strains, the sigB gTSS is located
antisense to a putative sRNA (TU3431 in 6714), causing a 197 nt
(200 nt in 6803) long overlap within the 59UTR of sigB and
qualifying the sigB mRNA as a gaTU. Results Several of
these non-coding RNAs are important regulators of photosynthetic
gene expression, such as the cis-encoded antisense RNAs (asRNAs)
IsrR, As1_flv4 and PsbA2R20–22 or the trans-encoded sRNA PsrR123. There are several more non-coding RNAs with an expression that is
tightly controlled by environmental conditions19, and therefore are
likely to be of similar importance, but their characterisation is
pending24. Moreover, information about the conservation and
expression of these non-coding RNAs in other strains would be of
high interest, but is largely lacking. We defined 4,292 TUs in Synechocystis 6714 compared to 4,091
TUs in Synechocystis 680319. Table 1 summarises the numbers in the
different transcript categories for each strain. We found 2,373 (83%)
of the 2,854 protein-coding orthologous genes26 transcribed from a
gTSS in both strains under at least one of the examined conditions,
yielding 2,012 and 1,924 gTUs for Synechocystis 6803 and
Synechocystis 6714, respectively. From these, 850 gTUs (.42%) are Synechocystis sp. strain PCC 6714 (from here: Synechocystis 6714)
is closely related to Synechocystis 6803 and its genome has recently
been sequenced25. Their genomes are similar in size, number of Table 1 | Genome statistics and numbers of different types of TUs for Synechocystis 6803 and 6714. gTUs were assumed to be conserved
when the complete TU arrangement including the covered CDSs was conserved. Alignment positions with regard to the encoded amino
acid sequence were used for the determination of conserved aTUs and iTUs. Conserved nTUs were detected via BLASTN and known non-
nTU sRNAs were included
Synechocystis 6803a
Synechocystis 6714
Conservation
Genome [kb]
3957
3739
ANI: 86%; 16S: 99.4%
Plasmids
7
3
-
Protein genes
3683
3770
2854
Non-coding fraction
12.85%
12.47%
-
Transcriptome characteristics
TUs total
4091
4292
1341
gTUs
2012
1924
850
aTUs
3040
3758
168
iTUs
483
424
147 (incl. iTSSs)
iTSSs
766
776
nTUs
367
306
221 (incl. known sRNAs)
aNumbers for Synechocystis 6803 are taken from the literature19. ANI 5 average nucleotide identity. SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 2 www.nature.com/scientificreports www.nature.com/scientificreports perfectly conserved with regard to the covered genes and their
arrangement. Strain-specific gTSSs for genes without any TSS in
the other strain existed for 159 and 202 orthologs in Synechocystis
6803 or 6714, respectively. Differential expression is commonly regarded as evidence of the
functional significance of a gene because it requires the existence of a
regulator and a specific regulatory element. Results See Figure 2 and Table S1 for details about the expression patterns and the annotation of the mentioned
genes; HP, hypothetical protein. Figure 1 | Regulation and conservation. Scatter plot of all pairwise log2 fold changes for the 859 gTUs orthologous between Synechocystis 6803
(x-axis) and 6714 (y-axis). The coordinates of each point resemble the pairwise log2 fold change between a pair of conditions in one strain compared with
the corresponding pair of conditions in the other. Some extreme examples are annotated. For iutA, encoding the TonB-dependent ferric siderophore
receptor the regulation is conserved with maximum expression in -Fe and no expression in any of the other conditions. For gdbH, the maximum
differences in fold changes between Synechocystis 6803 and 6714 appeared for 15uC/42uC, 15uC/stat. phase and 15uC/-C. For cmpR, the maximum
difference in fold changes was detected for -C/HL. See Figure 2 and Table S1 for details about the expression patterns and the annotation of the mentioned
genes; HP, hypothetical protein. whereas the homologous gene in strain 6803, slr1085, is part of a
multicistron not affected by -Fe. phosphate depletion and that the former had just so missed the
threshold in the previous analysis. These two regulatory proteins
are quite different from each other. Their example illustrates how
only by the comparison of the two datasets novel regulatory factors
can be identified. Both proteins are widely distributed throughout the
cyanobacterial phylum but their involvement in the response to
phosphorus depletion was not known so far. In several bacteria, regulatory sRNAs have been characterised that
play an important role in the iron stress response36–38. Indeed, we also
detected the antisense RNA IsrR in Synechocystis 6714 (Figure 4A, B),
which acts as a negative regulator of isiA encoding the iron stress
inducible protein A in Synechocystis 680320. In addition, the comparison
of possible secondary structures shows 4 base transitions that are
consistent with the structural model, suggesting selective force on the
structure of IsrR. Moreover, we identified the sRNA IsaR119 with an
UEF of 130.9 to be the specifically and by far the most strongly
up-regulated nTU under iron depletion (Table S5), supporting its
functional relevance within the iron stress regulon. Similar to the analysis of the phosphate stress regulon, we ranked
the iron stress-specific TUs according to their maximum UEF values
(Table S5). Results The Synechocystis 6803 regulon responding to phosphate
depletion encompassed 8 TUs19, which comprise the genes reported
before35 as well as newly identified ones, e.g., the phosphate-stress-
induced PsiR1 transcript. Our results (Table S4) reveal a high level of
conservation for this regulon, with the exception of PsiR1, which is
missing in Synechocystis 6714 and two TUs that are not affected by
phosphate depletion in strain 6714. Interestingly, we identified with
D082_04580 in addition to D082_05330 a second cAMP-binding
regulator of the CAP family of transcription factors that belongs into
the P-regulon. Upon closer inspection, it turned out that also the two
homologs in strain 6803, Slr0607 and Sll0594, are up-regulated upon SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 3 Figure 1 | Regulation and conservation. Scatter plot of all pairwise log2 fold changes for the 859 gTUs orthologous between Synechocystis 6803
(x-axis) and 6714 (y-axis). The coordinates of each point resemble the pairwise log2 fold change between a pair of conditions in one strain compared with
the corresponding pair of conditions in the other. Some extreme examples are annotated. For iutA, encoding the TonB-dependent ferric siderophore
receptor the regulation is conserved with maximum expression in -Fe and no expression in any of the other conditions. For gdbH, the maximum
differences in fold changes between Synechocystis 6803 and 6714 appeared for 15uC/42uC, 15uC/stat. phase and 15uC/-C. For cmpR, the maximum
difference in fold changes was detected for -C/HL. See Figure 2 and Table S1 for details about the expression patterns and the annotation of the mentioned
genes; HP, hypothetical protein. www.nature.com/scientificreports www.nature.com/scientificrepo Figure 1 | Regulation and conservation. Scatter plot of all pairwise log2 fold changes for the 859 gTUs orthologous between Synechocystis 6803
(x-axis) and 6714 (y-axis). The coordinates of each point resemble the pairwise log2 fold change between a pair of conditions in one strain compared with
the corresponding pair of conditions in the other. Some extreme examples are annotated. For iutA, encoding the TonB-dependent ferric siderophore
receptor the regulation is conserved with maximum expression in -Fe and no expression in any of the other conditions. For gdbH, the maximum
differences in fold changes between Synechocystis 6803 and 6714 appeared for 15uC/42uC, 15uC/stat. phase and 15uC/-C. For cmpR, the maximum
difference in fold changes was detected for -C/HL. Results In Synechocystis 6803 18 TUs belong into the core iron
stress regulon19, compared to 17 TUs in Synechocystis 6714. In both
strains, these TUs include 32 protein-coding genes and one sRNA. The fact that the majority of genes responded in a similar fashion in
both strains, including the well-characterised iron stress marker gene
isiA (Figure 4), suggests a highly conserved iron stress response in the
two strains. Differences include the two genes ssr2333 and slr1392,
which lack a homolog in Synechocystis 6714. These genes encode a
FeoA/FeoB-type ferrous iron transporter that exists in only few cya-
nobacteria. On the other hand, there are two additional genes in
Synechocystis 6714 that belong into the core iron stress regulon. These are D082_02330, without known function, and D082_21730
encoding a GT1_wbuB_like protein closely related to the GT1 family
of glycosyltransferases that is a monocistron in strain 6714 (TU959), Diversity and conservation within the non-coding transcriptome. The number of orthologous genes that are associated with at least one
antisense transcript (aTU) in both organisms is 995. However, the
corresponding TSS was conserved for 168 aTUs only (Table S6). Many of them likely play an important regulatory role, because
they are conserved in terms of sequence, position and sometimes
even regulation. Indeed, we detected the antisense RNA IsrR in
Synechocystis 6714 in this class (Figure 4). Other examples of
conserved asRNAs were found for the ABC transporter subunit SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 4 www.nature.com/scientificreports www.nature.com/scientificreports re 2 | Differences in the expression of CmpR, a LysR family transcription factor involved in the control of carbon uptake and concentr
scriptional organization in the intergenic region between cmpA and cmpR. The color-coded graphs represent the accumulation of prim
in the dRNA-seq analysis for the ten compared conditions. From the TSS identification and secondary read coverage (grey), transcripti
, red) were inferred. Protein-coding genes are displayed in blue. A gTSS upstream of cmpR in strain 6714, but below the detection limit in st
dicated by an arrow. Positions of 32P-labelled probes for Northern verification in panel (B) are marked by asterisked bars. The dashed line
holds for the required minimum sequence coverage. (B) Northern verification for cmpA that shows accumulation of a distinct, small trans
9UTR. The signal for the 5S rRNA was used as a loading control. Results (C) Potential RNA terminator hairpins upstream of cmpA between 23
5 first nucleotide of the cmpA start codon). (D) The cmpA/cmpR intergenic region harbouring the promoters for both genes. The und
ence was used for the RNA structure prediction in panel (C). The red box indicates putative cmpR binding sites consistent with the conse
N
TAA described for Synechococcus sp PCC 794230 The entire region is almost identical in both strains except a small number of s Figure 2 | Differences in the expression of CmpR, a LysR family transcription factor involved in the control of carbon uptake and concentration. (A)
Transcriptional organization in the intergenic region between cmpA and cmpR. The color-coded graphs represent the accumulation of primary
reads in the dRNA-seq analysis for the ten compared conditions. From the TSS identification and secondary read coverage (grey), transcriptional units
(TUs, red) were inferred. Protein-coding genes are displayed in blue. A gTSS upstream of cmpR in strain 6714, but below the detection limit in strain 6803,
is indicated by an arrow. Positions of 32P-labelled probes for Northern verification in panel (B) are marked by asterisked bars. The dashed lines mark the
thresholds for the required minimum sequence coverage. (B) Northern verification for cmpA that shows accumulation of a distinct, small transcript from
the 59UTR. The signal for the 5S rRNA was used as a loading control. (C) Potential RNA terminator hairpins upstream of cmpA between 239 to 2114
(11 5 first nucleotide of the cmpA start codon). (D) The cmpA/cmpR intergenic region harbouring the promoters for both genes. The underlined
sequence was used for the RNA structure prediction in panel (C). The red box indicates putative cmpR binding sites consistent with the consensus motif
TTA-N7/8-TAA described for Synechococcus sp. PCC 794230. The entire region is almost identical in both strains, except a small number of single
nucleotide exchanges, one of which is in the 210 element (boxed 1 green letters) and probably linked to the observed weaker cmpR promoter activity in
Synechocystis 6803. Figure 2 | Differences in the expression of CmpR, a LysR family transcription factor involved in the control of carbon uptake and concentration. (A)
Transcriptional organization in the intergenic region between cmpA and cmpR. The color-coded graphs represent the accumulation of primary
reads in the dRNA-seq analysis for the ten compared conditions. From the TSS identification and secondary read coverage (grey), transcriptional units
(TUs, red) were inferred. Results (A) The sigB gene and loci near to it illustrate the complexity and conservation of TSS arrangements. In
accordance with previous findings, the sigB gene in Synechocystis 6803 is induced by a short treatment at 42uC31,32. This regulation is also found in strain
6714. In both strains, the sigB TSS is located antisense to a putative sRNA, qualifying the sigB mRNA as a gaTU. In addition there are two iTSS, one located
within the sigB gaTU towards the end of the sigB reading frame and the other one located at the end of the downstream, tail-to-tail oriented genes slr0320/
D082_29700, which encode an Fe-S oxidoreductase. Also these iTSSs appear to be environmentally regulated, suggesting functional relevance. For
annotation details see Figure 2A. (B) Details for the location of the rear iTSS in sigB. (C) The consensus structure of the transcript originating at the sigB
iTSS supports its classification as an sRNA based on length, lack of a reading frame and high support from the program RNAz58 with an SVM RNA class
probability of 0.99. genes sll0484/D082_06780 or the ccmK genes (sll1028/D082_28020). The latter encode the carbon dioxide-concentrating mechanism
protein K homolog 2. Therefore, the maximum expression of these
ccmK-aTUs under N-depletion points to a possible silencing
function when nitrogen is limited (Supporting File S1). Thus, a single mutation led to the activation of this antisense pro-
moter in strain 6803, or alternatively, disrupted it in strain 6714. Our
verification experiments show that in addition to the known co-
induction of psbA2 and psbA2R in Synechocystis 6803, the asRNA
is expressed more highly under conditions that lead to oxidative
stress (Figure 5B), possibly extending the known functional role of
psbA2R22. Thus, a single mutation led to the activation of this antisense pro-
moter in strain 6803, or alternatively, disrupted it in strain 6714. Our
verification experiments show that in addition to the known co-
induction of psbA2 and psbA2R in Synechocystis 6803, the asRNA
is expressed more highly under conditions that lead to oxidative
stress (Figure 5B), possibly extending the known functional role of
psbA2R22. In contrast, we found in Synechocystis 6714 no evidence for the
conservation of asRNAs to the psbA genes, which sustain high levels
of expression of psbA2 and psbA3 in Synechocystis 680322. Results Protein-coding genes are displayed in blue. A gTSS upstream of cmpR in strain 6714, but below the detection limit in strain 6803,
is indicated by an arrow. Positions of 32P-labelled probes for Northern verification in panel (B) are marked by asterisked bars. The dashed lines mark the
thresholds for the required minimum sequence coverage. (B) Northern verification for cmpA that shows accumulation of a distinct, small transcript from
the 59UTR. The signal for the 5S rRNA was used as a loading control. (C) Potential RNA terminator hairpins upstream of cmpA between 239 to 2114
(11 5 first nucleotide of the cmpA start codon). (D) The cmpA/cmpR intergenic region harbouring the promoters for both genes. The underlined
sequence was used for the RNA structure prediction in panel (C). The red box indicates putative cmpR binding sites consistent with the consensus motif
TTA-N7/8-TAA described for Synechococcus sp. PCC 794230. The entire region is almost identical in both strains, except a small number of single
nucleotide exchanges, one of which is in the 210 element (boxed 1 green letters) and probably linked to the observed weaker cmpR promoter activity in
Synechocystis 6803. SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 5 www.nature.com/scientificreports Figure 3 | Conserved complex TSS arrangements. (A) The sigB gene and loci near to it illustrate the complexity and conservation of TSS arrangements. In
ccordance with previous findings, the sigB gene in Synechocystis 6803 is induced by a short treatment at 42uC31,32. This regulation is also found in strain
714. In both strains, the sigB TSS is located antisense to a putative sRNA, qualifying the sigB mRNA as a gaTU. In addition there are two iTSS, one located
within the sigB gaTU towards the end of the sigB reading frame and the other one located at the end of the downstream, tail-to-tail oriented genes slr0320/
D082_29700, which encode an Fe-S oxidoreductase. Also these iTSSs appear to be environmentally regulated, suggesting functional relevance. For
nnotation details see Figure 2A. (B) Details for the location of the rear iTSS in sigB. (C) The consensus structure of the transcript originating at the sigB
TSS supports its classification as an sRNA based on length, lack of a reading frame and high support from the program RNAz58 with an SVM RNA class
robability of 0.99. Figure 3 | Conserved complex TSS arrangements. Results Despite the
very high (97%) nucleotide sequence conservation between the psbA
genes of both strains, corresponding asRNAs were not detectable in
Synechocystis 6714 (Figure 5A, B). On a closer inspection, two nuc-
leotide polymorphisms were identified, from which a G-to-A trans-
ition within the 210 element of the TSS of the asRNA PsbA2R is a
likely gain-of-function mutation in Synechocystis 6803 (Figure 5C). Trans-encoded sRNAs are by far the most promising class of non-
protein regulators. Therefore, we checked conservation and regu-
lation of these transcripts revealing 69 intergenic transcripts
(nTUs) that are conserved and predicted as nTU in both strains. Additionally, 48 nTUs from Synechocystis 6714 and 91 nTUs from
Synechocystis 6803 were conserved but classified differently in the
other strain (Table S7). Furthermore, in both strains, 12 known SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 6 6 www.nature.com/scientificreports | Two conserved sRNAs in the iron stress-response of Synechocystis. (A) Transcriptional organization and expression of the isiA locus in
ystis 6803 and 6714. For annotation details see Figure 2. In both strains, isiA is highly inducible in the -Fe condition (brown graph), while the
rR is inversely regulated, suggesting a conserved function. (B) Verification experiment for the presence of IsrR and for the iron stress-dependent
tion of the isiA mRNA and a separate sRNA from its 59UTR. The 5S rRNA was used as a loading control. (C) Consensus structure of the IsrR
s predicted by RNAz58. Figure 4 | Two conserved sRNAs in the iron stress-response of Synechocystis. (A) Transcriptional organization and expression of the isiA locus in
Synechocystis 6803 and 6714. For annotation details see Figure 2. In both strains, isiA is highly inducible in the -Fe condition (brown graph), while the
asRNA IsrR is inversely regulated, suggesting a conserved function. (B) Verification experiment for the presence of IsrR and for the iron stress-dependent
upregulation of the isiA mRNA and a separate sRNA from its 59UTR. The 5S rRNA was used as a loading control. (C) Consensus structure of the IsrR
homologs predicted by RNAz58. The same type of analysis revealed conservation of 147 iTSSs in
141 out of 360 iTSS-containing ortholog pairs (Table S8). Some of
these conserved iTSSs appear very strong and are in genes of known
relevance. Results The mRNAs of the very closely related genes psbA2 and 3 are positively regulated by light in both strains, whereas the asRNAs PsbA2R
and PsbA3R22 originating from a TSS 19 nt upstream of the start codon (TU12 and TU1885) are specific for Synechocystis 6803. (B) The absence of
PsbA2R in Synechocystis 6714 was verified by Northern blots. The 5S rRNA was used as a loading control (the psbA2 membrane is shown). (C) Alignment
of the promoter sequences for PsbA2R and PsbA3R with the corresponding regions in Synechocystis 6714 indicate only two mismatches between the two
strains. Of these, a single transition TATAAT R TATGAT within the 210 element (boxed) is likely involved in the activation/deactivation of the aTSS. For orientation, the psbA start codon on the reverse strand is shown in bold, and the direction of translation is indicated by the arrow bar. Figure 5 | Example for a functional asRNA that is not conserved. (A) Transcriptional organization and expression of the psbA2 locus in Synechocystis
6803 and 6714. The mRNAs of the very closely related genes psbA2 and 3 are positively regulated by light in both strains, whereas the asRNAs PsbA2R
and PsbA3R22 originating from a TSS 19 nt upstream of the start codon (TU12 and TU1885) are specific for Synechocystis 6803. (B) The absence of
PsbA2R in Synechocystis 6714 was verified by Northern blots. The 5S rRNA was used as a loading control (the psbA2 membrane is shown). (C) Alignment
of the promoter sequences for PsbA2R and PsbA3R with the corresponding regions in Synechocystis 6714 indicate only two mismatches between the two
strains. Of these, a single transition TATAAT R TATGAT within the 210 element (boxed) is likely involved in the activation/deactivation of the aTSS. For orientation, the psbA start codon on the reverse strand is shown in bold, and the direction of translation is indicated by the arrow bar. (slr1212/uirS or pixA) and two response regulator genes (slr1213/
uirR or nixB and the PatA-type regulator slr1214/lsiR or nixC), which
encode a UV-A-activated signaling system that is required for nega-
tive phototaxis in Synechocystis 680341,42, is, except csiR1, fully syn-
tenic between the two strains (Figure 6A). As we show here, the
previously reported expression and accumulation of CsiR1 in
Synechocystis 680319 results from integration of a sequence down-
stream of an otherwise conserved promoter element (Figure 6B). Results Among them are the iTUs originating within the sigB gene
(Figure 3), in the gene rre39 (slr1588/D082_10840, regulatory com-
ponent of sensory transduction system Ssp2/Rre39), and in the ntcA
gene, which encodes the major regulator of nitrogen metabolism. sRNAs were part of gTUs or aTUs, e.g., caused by a downstream
located and co-transcribed gene lacking a gTSS. When these known
sRNAs are included, the number of conserved sRNAs and sRNA
candidates increases to 221. We found both, the sequences (87.8%
average identity) as well as the expression of many of these sRNAs
conserved, pointing to their potential functional relevance. This is
illustrated by the above mentioned sRNAs IsaR1 and Ncr0700, which
are maximally expressed during iron depletion or in the dark, as well
as PsrR1 (Photosynthesis regulatory RNA 1), which is up-regulated
under high-light treatment or CO2 depletion19,34 and controls the
expression of several genes encoding photosynthetic proteins23,
and by the sRNA NsiR4, which is strongly induced upon nitrogen
depletion (Table S1 and Figure S4). sRNAs were part of gTUs or aTUs, e.g., caused by a downstream
located and co-transcribed gene lacking a gTSS. When these known
sRNAs are included, the number of conserved sRNAs and sRNA
candidates increases to 221. We found both, the sequences (87.8%
average identity) as well as the expression of many of these sRNAs
conserved, pointing to their potential functional relevance. This is
illustrated by the above mentioned sRNAs IsaR1 and Ncr0700, which
are maximally expressed during iron depletion or in the dark, as well
as PsrR1 (Photosynthesis regulatory RNA 1), which is up-regulated
under high-light treatment or CO2 depletion19,34 and controls the
expression of several genes encoding photosynthetic proteins23,
and by the sRNA NsiR4, which is strongly induced upon nitrogen
depletion (Table S1 and Figure S4). Actuatons: sRNA cassettes driving gene expression. We noticed
that some known sRNAs were classified as gTUs because a
downstream located gene in sense orientation lacks a specific gTSS
and is apparently co-transcribed with the sRNA due to incomplete
termination of transcription (Table 2). An example of this SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 7 www.nature.com/scientificreports Figure 5 | Example for a functional asRNA that is not conserved. (A) Transcriptional organization and expression of the psbA2 locus in Synechocystis
6803 and 6714. Results Such an sRNA/mRNA structure, which we named
‘actuaton’, constitutes a means of remodeling the transcriptional
network. This concept is strongly supported by TSS/sRNA cassettes
that are fused to different genes or are specific for one of the inves-
tigated strains and hence provide a different expression pattern. Examples include the Ncr0700 sRNA that originates from a free-
standing TU in Synechocystis 6714, whereas it became part of a
chimeric TU in strain 6803 due to rearrangement by transposition. Results In
Synechocystis 6714, the intergenic region between uiR and lsiR mea-
sures only 205 bp, while it spans 535 bp in Synechocystis 6803. Although the sequence was integrated downstream of the -10 ele-
ment, it has a clear influence on the general expression level, which is
lower in strain 6714. Moreover, whereas the expression of that TSS
seems rather constitutive under these tested conditions in strain
6803, it appears very low or even absent in darkness and in stationary
phase cells of strain 6714 (Figure 6A, Supporting File S1). arrangement is constituted by the sRNAs Yfr2b and Yfr2c. These
belong to an sRNA family of unknown function that is widely
distributed among cyanobacteria, the genes of which occur in
different genetic arrangements and in copy numbers from one to
nine39. There are three members of the Yfr2 family in Synechocystis
6803, which accumulate as sRNAs of 80, 65 and 70 nt40. All three are
conserved in strain 6714 and present in the same genomic context,
with yfr2a as a free-standing gene, and yfr2b/c linked to the respective
orthologous protein-coding genes in the two strains (Table 2). g
p
g g
We noticed at least 10 cases in which very abundant sRNAs
became part of such a chimeric precursor transcript and therefore
give rise to the respective mRNAs, which otherwise have no distinct
TSS (Table 2). Such an sRNA/mRNA structure, which we named
‘actuaton’, constitutes a means of remodeling the transcriptional
network. This concept is strongly supported by TSS/sRNA cassettes
that are fused to different genes or are specific for one of the inves-
tigated strains and hence provide a different expression pattern. Examples include the Ncr0700 sRNA that originates from a free-
standing TU in Synechocystis 6714, whereas it became part of a
chimeric TU in strain 6803 due to rearrangement by transposition. Evolutionary events such as gain or loss of an sRNA within or close
to a promoter may directly affect other genes. The sRNA CsiR119
illustrates this effect (Figure 6). CsiR1 originates from the uirS-lsiR
region in Synechocystis 6803 but is not present in strain 6714. However, the uirS-lsiR region encompassing a cyanobacteriochrome We noticed at least 10 cases in which very abundant sRNAs
became part of such a chimeric precursor transcript and therefore
give rise to the respective mRNAs, which otherwise have no distinct
TSS (Table 2). SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 Discussion TU3300
SyR5
TU1772
D082_15700
Georg et al., 200934
O-antigen polymerase and TPR domain; conserved arrangement
TU3575
Yfr2c
TU341
D082_02910
Voß et al., 200940
protease of the Abi (CAAX) family; conserved arrangement
TU2628-2629
SyR9
TU610–611
D082_05310
Kla¨hn et al., 201445
aldehyde deformylating oxygenase; conserved arrangement in the two strains
TU2885
Yfr2b
TU2652
D082_23050
Voß et al., 200940
glutamine amidotransferase; conserved arrangement
TU643
Ncr0280
NA
NA
Kopf et al., 201419
integrin subunit alpha; Ncr0280 and Slr1028 unconserved in
Synechocystis 6803
TU905
CsiR1
TU19
D082_00130
Kopf et al., 201419
two-component response regulator LsiR or NixC; flanking genes
are conserved but not csiR1
TU3599
Ncr1680
TU1242
D082_10970
Kopf et al., 201419
probable transport protein; conserved arrangement
TU1715
Ncr0700
TU3047
none
Kopf et al., 201419,
this paper, Figure S4
transposase in Synechocystis 6803, free-standing gene in 6714;
sequence of Ncr0700 is 91% identical in a 195 nt long overlap
TU87
Ncr0020
TU2357
D082_20640
Kopf et al., 201419
ribonuclease E; conserved arrangement
TU3332
Ncr1575
TU1031
D082_08870
Kopf et al., 201419,
this paper, Figure 2B
cmpA; conserved arrangement
TU2592
Ncr1265
TU5109
NA
Kopf et al., 201419
lipid A disaccharide synthase LpxB; Ncr1265 exists in 11 copies in strain 6803,
representing a likely RNA-OUT transcript from an ISY523-type transposase gene. It is a free standing TU on plasmid pSYLA in
Synechocystis 6714. TU1556
-
TU228
D082_02000
Kopf et al., 201419,
Du¨hring et al., 200620;
this paper, Figure 4
isiA 59UTR
sll0815
sll0737
sll1477
sll0208
slr0199
slr1028
slr1214
slr0753
ssr2227
slr1129
slr0040
slr0015
sll0247 y
From the conserved protein-coding genes between Synechocystis
6803 and 6714, we found 83% to be expressed in both, but for only
45%, the transcriptional organisation was also conserved. In line with
previous findings from Listeria11 and enterobacteria43, 53% of sRNAs
and sRNA candidates, but only 12% of the iTSSs and 4% of the aTSSs
were conserved between the two Synechocystis strains. The lower
degree of conservation of asRNAs raises the question of whether
they result from pervasive transcription, the functional relevance
of which is the scope of a lively debate43,44. Lack of conservation is
often seen as evidence for a lack of function, used e.g., for bacterial
antisense transcripts in a comparison between two different enter-
obacteria43. If this argument is turned around, our identification of
168 highly conserved cis-asRNAs with regard to sequence, position
and regulation, likely identified important regulatory players. Indeed, one of them is the functionally well-characterised asRNA
IsrR20. Discussion However, in addition to IsrR there are three more asRNAs with
known regulatory function in Synechocystis 6803, As1_flv421,
PsbA2R and PsbA3R22, none of which were found in Synechocystis
6714. For As2_flv4, the respective operon is simply lacking26. However, psbA genes are present in both strains and here we iden-
tified two base mutations, one of which is within the 210 element as
the likely molecular basis for the presence or absence of PsbA2R and
PsbA3R asRNAs (Figure 5B, C). Hence, a single point mutation
leading to the loss or gain of a functionally relevant asRNA may
provide a small but significant physiological advantage that becomes
rapidly fixed during only a few generations, as was experimentally
demonstrated for the psbA2/PsbA2R sense-antisense pair in
Synechocystis 680322. This is even more interesting, as PsbA2R is
present only in substoichiometric amounts, is co-regulated with its
sense gene and has a very short half life22. The number of asRNAs
with a characterised function is still very small compared to the total
number of such transcripts. Nevertheless, the existing data indicate
that it might be too simple to infer non-functionality of bacterial
asRNAs from the lack of conservation. Our data suggest that the majority of these TUs are subject to
regulation because they show largely different expression levels
under the conditions tested. These differences should mainly reflect
changes in promoter activity and be less strongly affected by tran-
script stability or the presence of stable degradation products, as we
focused here on primary transcripts. This finding is consistent with
an
earlier
report
in
which,
based
on
microarray
datasets,
Synechocystis 6803 cultures exposed to only three different condi-
tions (high light, CO2 depletion, or darkness) were interrogated with
respect to the percentage of transcripts with significant regulation,
which was 46.4% for putative trans-acting sRNAs, similar as for
mRNAs (43%)8. An exciting feature of the transcriptomic adaption identified here
are the genetic elements that we named actuatons. A hallmark of
these elements is that they are followed by a protein-coding gene in
sense direction that lacks its own gTSS. Nevertheless, the dominating
RNA species is an sRNA that accumulates as an abundant and dis-
crete transcript and therefore constitutes a clearly separate entity. Therefore, an actuaton gives rise to an sRNA and at the same time
constitutes part of the 59 region of a gene. Discussion With ten different conditions analysed in two closely related cyano-
bacteria, this work presents a complex comparative study of micro-
bial primary transcriptomes at single-nucleotide resolution. We
consider the selected conditions to include some of the most relevant
environmental factors for a photosynthetic organism. In particular,
high light, darkness, the bioavailable iron and the supply of inorganic
carbon are important determinants for the performance of oxygenic Evolutionary events such as gain or loss of an sRNA within or close
to a promoter may directly affect other genes. The sRNA CsiR119
illustrates this effect (Figure 6). CsiR1 originates from the uirS-lsiR
region in Synechocystis 6803 but is not present in strain 6714. However, the uirS-lsiR region encompassing a cyanobacteriochrome SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 8 www.nature.com/scientificreports photosynthesis and the photosynthetic electron chain. The other
chosen conditions, cold and heat stress, the depletion of phosphate
or nitrogen and the effects of differential growth phases are also
highly relevant but represent factors of general relevance. For these
reasons, our data are useful to understand the lifestyle of these pho-
tosynthetic microbes and their behaviour in nature. Table 2 | Actuatons detected in Synechocystis 6803 and 6714
6803 TU
ncRNA
6803 first
gene
6714 TU
6714 first
gene
Accumulation of
sRNA part shown in
Annotation and comments
TU1737
Ncl0820
NA
NA
Kopf et al., 201419
hypothetical protein; only flanking genes Sll0814 and
Sll0816 but not Ncl0820 and Sll0815 are conserved. Discussion We found evidence for at
least ten such events and show that insertion of an actuaton modifies
the expression of the downstream gene. Striking examples include
the CsiR1 element (Figure 6), the Yfr2b and Yfr2c sRNA genes,
which belong to an sRNA family that is widely distributed among
cyanobacteria39, and the sRNA SyR9 forming a variable part of the 9 Figure 6 | Actuatons in bacterial gene expression. The uirS-lsiR region encompassing a cyanobacteriochrome (slr1212/uirS or pixA) and two respo
regulator genes (slr1213/uirR or nixB and the PatA-type regulator slr1214/lsiR or nixC) encodes a UV-A-activated signaling system41,42. This genom
region is very similar in both strains with the exception of a proximal TSS upstream of D082_00130 and a more distally located TSS upstream of i
ortholog slr1214. The latter gives rise to the sRNA CsiR1, from which read-through occurs into slr1214. (B) Sequence alignment of the intergenic reg
between slr1213/D082_00120 and slr1214/D082_00130. Figure 6 | Actuatons in bacterial gene expression. The uirS-lsiR region encompassing a cyanobacteriochrome (slr1212/uirS or pixA) and two response
regulator genes (slr1213/uirR or nixB and the PatA-type regulator slr1214/lsiR or nixC) encodes a UV-A-activated signaling system41,42. This genomic
region is very similar in both strains with the exception of a proximal TSS upstream of D082_00130 and a more distally located TSS upstream of its
ortholog slr1214. The latter gives rise to the sRNA CsiR1, from which read-through occurs into slr1214. (B) Sequence alignment of the intergenic region
between slr1213/D082_00120 and slr1214/D082_00130. Figure 6 | Actuatons in bacterial gene expression. The uirS-lsiR region encompassing a cyanobacteriochrome (slr1212/uirS or pixA) and two response
regulator genes (slr1213/uirR or nixB and the PatA-type regulator slr1214/lsiR or nixC) encodes a UV-A-activated signaling system41,42. This genomic
region is very similar in both strains with the exception of a proximal TSS upstream of D082_00130 and a more distally located TSS upstream of its
ortholog slr1214. The latter gives rise to the sRNA CsiR1, from which read-through occurs into slr1214. (B) Sequence alignment of the intergenic region
between slr1213/D082_00120 and slr1214/D082_00130. mRNA encoding aldehyde deformylating oxygenase45, the key
enzyme for cyanobacterial alkane biosynthesis. Even the long 59
UTRs of TUs encompassing otherwise well-characterised genes, such
as those encoding RNase E and RNase HII (Table 2), the CmpABCD
bicarbonate transporter (Figure 2B) or IsiA (Figure 4B), belong to
this class. Methods
Bi l
i
l Biological material and growth conditions. Synechocystis 6714 was purchased from
the Pasteur Culture Collection (PCC) in Paris, France. Liquid cultures were grown at
30uC in BG11 medium52 under continuous white light illumination of 50–80 mmol
quanta m22s21 and a continuous stream of air to the desired growth phase (OD750 5
0.6–0.8). For the transcriptome analyses, cultures were initially grown under standard
conditions and then transferred to ten different conditions: (1) cold stress, 15uC for
30 min; (2) heat stress, 42uC for 30 min; (3) Ci depletion, 150 mL of culture was
washed 3 times with 100 mL of carbon-free BG11 and cultured for additional 20 h;
(4) dark, no light for 12 h; (5) Fe21 limitation, addition of iron-specific chelator
desferrioxamine B (DFB) and cultivation for additional 24 h; (6) high light, 470 mmol
q s21 m22 for 30 min; (7) N depletion, 150 mL of culture was washed 3 times with
100 mL of nitrogen-free BG11 and cultured for additional 12 h; (8) P depletion,
cultures were washed 3 times with P-free BG11 and further grown for 12 h; (9)
stationary phase, cells were grown until an OD750 of 4.1 was reached; (10) exponential
phase, cells were harvested at an OD750 of 0.6. Northern Blot analysis. Selected transcripts were verified by Northern hybridization
using single-stranded radioactively labelled RNA probes. These probes were
generated by in vitro transcription as described57, using templates amplified by PCR
and oligonucleotides listed in Table S10. For the analysis, 3 mg of total RNA was
separated on 1.5% agarose gels, transferred to Hybond-N nylon membranes by
capillary blotting and cross-linked by UV-illumination. The membranes were
hybridized with the labelled RNA probes as described57. The signals were visualized
using a Personal Molecular Imager FX system with Quantity One software (Bio-Rad). 1. King, M. C. & Wilson, A. C. Evolution at two levels in humans and chimpanzees. Science 188, 107–116 (1975). 2. Bartel, D. P. MicroRNAs: target recognition and regulatory functions. Cell 136,
215–233 (2009). 3. Nagano, T. & Fraser, P. No-Nonsense Functions for Long Noncoding RNAs. Cell
145, 178–181 (2011). RNA extraction, cDNA synthesis and sequencing. Synechocystis 6714 cultures were
harvested by rapid filtration (Pall Supor 800 Filter, 0.8 mm), the filter immediately
immersed in 1 ml of PGTX solution53 and frozen in liquid nitrogen. Total RNA was
extracted and analysed by gel electrophoresis and Northern blotting as described54. Discussion The latter mechanism
was suggested to act as a posttranscriptional mechanism to adjust
mRNA levels in a genome-wide fashion48. Thus, the transcription of
non-coding RNA in bacteria is pervasive6–13, but not meaningless,
because there are many examples that demonstrate that non-coding
RNA in bacteria fulfils specific regulatory functions targeting indi-
vidual genes15,16, or serves more global functions48. These facts
resemble findings for the composition of the eukaryotic transcriptome
and the prevalence and functionality of non-coding transcripts49,50. In
eukaryotes, comparative analyses suggested the evolution of the non-
coding share of the transcriptome at a more rapid pace than the
protein-coding fraction and there are spectacular examples on how
this has impacted organismic complexity, cellular differentiation and
the capability for physiological adaptation51. Read mapping, data normalization and differential expression analysis. A total of
216,592,987 reads were obtained for Synechocystis 6714 from the ten different
conditions and the untreated library. The data were deposited in the NCBI Short Read
Archive under accession SRP032230. A total of 204,428,620 reads (29,555,678 non-
ribosomal reads) were mapped to the genome with segemehl55 using the default
parameters. Details about the mapping statistics of the individual libraries are
provided in Table S10. The data were normalized in two steps. First, the treated
libraries were scaled to library sizes of 100 million reads, and positions with $500
read starts and with a ratio .0.5 between read starts and coverage were defined as true
primary positions. Second, library-specific correction factors based on the fraction of
counts at true primary positions were applied. The counts for the untreated library
were scaled to counts per 100 million. The fold change (FC) was computed as the ratio
of the normalised reads. The FC between the condition with maximum number of
reads and the condition with the second highest number of reads is defined as the
unique expression factor (UEF)19. For statistical support of UEF values, a pairwise
analysis of TSS raw counts from all combinations of conditions was performed with
Analysis of Sequence Counts (ASC)56. A UEF was considered significant if jFCj $ 2
and p(jFCj $ 2) $ 0.95. Prediction of transcriptional units. Transcriptional units were detected by
RNAseg27 as described19. Discussion The change in expression of the mRNA part of an actuaton
may result only from the sRNA promoter replacing the original one. In more complex scenarios, it may also result from events causing
differential termination, for instance from the attenuation of tran-
scription, as can happen with some riboswitches. Actuatons may also
be predecessors or derivatives of riboswitches in which the sRNA function is modified to serve as the metabolite-sensing entity regu-
lating the expression of the protein-coding part. One particular case
of an actuaton is represented by ncr1265 (Table 2). This ncRNA
exists in 11 copies in strain 6803, whereas there is only a single
free-standing TU of this type in Synechocystis 6714, on plasmid
pSYLA. Ncr1265 originates in all cases from an ISY523-type trans-
posase gene on the reverse strand close to the start codon, covering it
and the ribosome binding site as an asRNA. With these features,
Ncr1265 appears as a silencing RNA for the transposase, analogous
to the RNA-OUT transcripts in enteric bacteria46. In the arrange-
ment with lpxB in strain 6803, the original promoter was disrupted SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 10 www.nature.com/scientificreports by the insertion of the transposase-ncr1265 cassette and there is no
other TSS associated with lpxB, hence the mRNA is generated by
read-through from ncr1265. resulting cDNA samples were double-stranded with a length of ,150–700 bp. The
cDNA was purified using the Agencourt AMPure XP kit (Beckman Coulter
Genomics). For the untreated library, we pooled total RNA from samples
representing all 10 growth conditions, depleted rRNA using the MICROBExpress kit
(Ambion), fragmented the RNA and performed a treatment with T4 polynucleotide
kinase. Otherwise, the libraries were processed as described for the treated libraries,
except for the TEX treatment. g
These findings are in line with the increasing understanding that
functional RNA elements possessa certain plasticity14. Other examples
include riboswitches in L. monocytogenes, that also act as trans-acting
sRNAs with a regulatory function47 or those that control the 59UTR of
one gene by transcriptional termination in one condition as well as
terminating the upstream gene in another condition12. In addition to
regulation, non-coding RNAs in bacteria fulfill more global functions. A process, discovered in Staphylococcus aureus, and possibly evolutio-
narily conserved in Gram-positive bacteria uses pervasive antisense
transcriptiontoprocess sensetranscripts for upto75% ofall annotated
genes by creating double-stranded substrates13. Discussion We termed a transcriptional unit gTU when one or more
annotated genes were covered, aTU when it was antisense to annotated genes or TUs
(overlap $20 nt), iTU when the TU was located within an annotated gene and nTU
when it was freestanding. In ambiguous cases we provided all possible classifications. Thus, a TU starting at an iTSS, covering an annotated gene and extending into an
antisense region was termed gaiTU. Based on the double-comparative analysis of the primary tran-
scriptomes of two closely related cyanobacteria, we demonstrated
not only commonalities but also large and distinct differences in their
repertoires of non-coding RNAs and in the regulation of gene
expression among them. Several of these differences are of known
functional relevance. We conclude that rapid fluctuations in the
composition of the non-coding share of the bacterial transcriptome
play an underestimated role in bacterial evolution and that pervasive
transcription serves specific purposes rather than constituting an
accidental activity. Leaderless transcript detection. gTSSs that were mapped to start codons, either the A
of AUG or the preceding 10 nucleotides, were subjected to a closer inspection. When
N-terminally shorter homologs were found in other bacteria, the transcripts were re-
classified as non-leaderless and the corresponding gene models corrected and
submitted to Genbank (CP007542.1 - CP007545.1). Ortholog TSS prediction. Orthologs of protein-coding genes in Synechocystis 6803
were defined previously26. Evolutionarily conserved gTSSs needed to be present in
both orthologs. For aTSSs and iTSSs, we required the locations within the orthologous
genes to differ by at most 10 nt. For nTSSs, we could not make use of prior ortholog
information, thus, we used BLASTN with an e-value cut-off of 1e-5 and query
coverage of at least 50% to infer evolutionary conservation. Methods
Bi l
i
l For each condition, total RNA from two independent cultures was pooled. For
sequence analysis, cDNA libraries were constructed (vertis Biotechnologie AG,
Germany) and sequenced on an Illumina HiSeq 2000 machine as previously
described9. The dRNA-seq protocol7 distinguishes treated and untreated libraries. In
both cases, total RNA was fragmented with ultrasound (four pulses of 30 s at 4uC). For the treated libraries, RNA with a 59 monophosphate was degraded using
TerminatorTM 59 phosphate-dependent exonuclease (TEX, Epicentre). The
remaining RNA (mainly primary transcripts with 59-PPP) was poly(A)-tailed using
poly(A) polymerase. Then, 59-PPP RNA was dephosphorylated using tobacco acid
pyrophosphatase (TAP) and ligated to an RNA linker with reverse complementarity
to the linker-specific primer Lsp1 (Table S9). First-strand cDNA synthesis was
initiated using M-MLV reverse transcriptase and oligo(dT)-adapter primer OdT1
containing a library-specific barcode sequence (Table S9). The cDNA fragments were
amplified by 11–12 PCR cycles using linker-specific primer Lsp1 (Table S9). The 4. Magistri, M., Faghihi, M. A., St Laurent III, G. & Wahlestedt, C. Regulation of
chromatin structure by long noncoding RNAs: focus on natural antisense
transcripts. Trends Genet. 28, 389–396 (2012). 5. Licatalosi, D. D. & Darnell, R. B. RNA processing and its regulation: global insights
into biological networks. Nat. Rev. Genet. 11, 75–87 (2010). 6. Ja¨ger, D. et al. Deep sequencing analysis of the Methanosarcina mazei Go¨1
transcriptome in response to nitrogen availability. Proc. Natl. Acad. Sci. 106,
21878–21882 (2009). 7. Sharma, C. M. et al. The primary transcriptome of the major human pathogen
Helicobacter pylori. Nature 464, 250–255 (2010). 8. Mitschke, J. et al. An experimentally anchored map of transcriptional start sites in
the model cyanobacterium Synechocystis sp. PCC6803. Proc. Natl. Acad. Sci. 108,
2124–2129 (2011). 9. Mitschke, J., Vioque, A., Haas, F., Hess, W. R. & Muro-Pastor, A. M. Dynamics of
transcriptional start site selection during nitrogen stress-induced cell
differentiation in Anabaena sp. PCC7120. Proc. Natl. Acad. Sci. 108, 20130–20135
(2011). SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 11 www.nature.com/scientificreports www.nature.com/scientificreports 40. Voß, B., Georg, J., Schon, V., Ude, S. & Hess, W. Biocomputational prediction of
non-coding RNAs in model cyanobacteria. BMC Genomics 10, 123 (2009). 10. Wurtzel, O. et al. A single-base resolution map of an archaeal transcriptome. Genome Res. 20, 133–141 (2010). 11. Wurtzel, O. et al. Comparative transcriptomics of pathogenic and non-pathogenic
Listeria species. Mol. Syst. Biol. 8, 583 (2012). 41. Song, J.-Y. et al. Methods
Bi l
i
l Near-UV cyanobacteriochrome signaling system elicits negative
phototaxis in the cyanobacterium Synechocystis sp. PCC 6803. Proc. Natl. Acad. Sci. 108, 10780–10785 (2011). p
y
12. Toledo-Arana, A. et al. The Listeria transcriptional landscape from saprophytism
to virulence. Nature 459, 950–956 (2009). 42. Narikawa, R. et al. Novel photosensory two-component system (PixA-NixB-
NixC) involved in the regulation of positive and negative phototaxis of
cyanobacterium Synechocystis sp. PCC 6803. Plant Cell Physiol. 52, 2214–2224
(2011). 13. Lasa, I. et al. Genome-wide antisense transcription drives 13. Lasa, I. et al. Genome-wide antisense transcription drives mRNA processing in
bacteria. Proc. Natl. Acad. Sci. 108, 20172–20177 (2011). p
bacteria. Proc. Natl. Acad. Sci. 108, 20172–20177 (2011). 14. Sorek, R. & Cossart, P. Prokaryotic transcriptomics: a new view on regulation,
physiology and pathogenicity. Nat. Rev. Genet. 11, 9–16 (2010). y
physiology and pathogenicity. Nat. Rev. Genet. 11, 9–16 (2010) 43. Raghavan, R., Sloan, D. B. & Ochman, H. Antisense Transcription Is Pervasive but
Rarely Conserved in Enteric Bacteria. mBio 3, e00156–12 (2012). 15. Georg, J. & Hess, W. R. cis-Antisense RNA, Another Level of Gene Regulation in
Bacteria. Microbiol. Mol. Biol. Rev. 75, 286–300 (2011). 44. Wade, J. T. & Grainger, D. C. Pervasive transcription: illuminating the dark matter
of bacterial transcriptomes. Nat. Rev. Microbiol. 12, 647–653 (2014). 16. Bobrovskyy, M. & Vanderpool, C. K. Regulation of Bacterial Metabolism by Small
RNAs Using Diverse Mechanisms. Annu. Rev. Genet. 47, 209–232 (2013). 45. Kla¨hn, S. et al. Alkane Biosynthesis Genes in Cyanobacteria and Their
Transcriptional Organization. Front. Bioeng. Biotechnol. 2, (2014). 17. Dugar, G. et al. High-Resolution Transcriptome Maps Reveal Strain-Specific
Regulatory Features of Multiple Campylobacter jejuni Isolates. PLoS Genet. 9,
e1003495 (2013). 46. Ross, J. A., Wardle, S. J. & Haniford, D. B. Tn10/IS10 transposition is
downregulated at the level of transposase expression by the RNA-binding protein
Hfq. Mol. Microbiol. 78, 607–621 (2010). 18. Billis, K., Billini, M., Tripp, H. J., Kyrpides, N. C. & Mavromatis, K. Comparative
Transcriptomics between Synechococcus PCC 7942 and Synechocystis PCC 6803
Provide Insights into Mechanisms of Stress Acclimation. PLoS ONE 9, e109738
(2014). q
47. Loh, E. et al. A trans-Acting Riboswitch Controls Expression of the Virulence
Regulator PrfA in Listeria monocytogenes. Cell 139, 770–779 (2009). 48. Lasa, I., Toledo-Arana, A. & Gingeras, T. R. An effort to make sense of antisense
transcription in bacteria. RNA Biol. 9, 1039–1044 (2012). 19. Kopf, M. et al. Acknowledgments
h
k
d b
h This work was supported by the Federal Ministry of Education and Research grant no. 0316165 ‘‘RNASYS’’ to W.R.H. (
)
31. Imamura, S. et al. Purification, Characterization, and Gene Expression of All
Sigma Factors of RNA Polymerase in a Cyanobacterium. J. Mol. Biol. 325,
857–872 (2003). Methods
Bi l
i
l Empirical bayes analysis of sequencing-based transcr
profiling without replicates. BMC Bioinformatics 11, 564 (2010). 27. Bischler, T., Kopf, M. & Voß, B. Transcript mapping based on dRNA-seq data. BMC Bioinformatics 15, 122 (2014). 57. Steglich, C. et al. The Challenge of Regulation in a Minimal Photoautotroph: Non-
Coding RNAs in Prochlorococcus. PLoS Genet 4, e1000173 (2008). 28. Sesto, N., Wurtzel, O., Archambaud, C., Sorek, R. & Cossart, P. The excludon: a
new concept in bacterial antisense RNA-mediated gene regulation. Nat. Rev. Microbiol. 11, 75–82 (2013). 58. Gruber, A. R., Findeiß, S., Washietl, S., Hofacker, I. L. & Stadler, P. F. RNAz 2.0:
improved noncoding RNA detection. Pac. Symp. Biocomput. 69–79 (2010). DOI:10.1142/9789814295291_0009. 29. Vesper, O. et al. Selective translation of leaderless mRNAs by specialized
ribosomes generated by MazF in Escherichia coli. Cell 147, 147–157 (2011). 30. Takahashi, Y., Yamaguchi, O. & Omata, T. Roles of CmpR, a LysR family
transcriptional regulator, in acclimation of the cyanobacterium Synechococcus sp. strain PCC 7942 to low-CO2 and high-light conditions. Mol. Microbiol. 52,
837–845 (2004). Author contributions 32. Tuominen, I., Tyystja¨rvi, E. & Tyystja¨rvi, T. Expression of Primary Sigma Factor
(PSF) and PSF-Like Sigma Factors in the Cyanobacterium Synechocystis sp. Strain
PCC 6803. J. Bacteriol. 185, 1116–1119 (2003). W.R.H. and B.V. designed and coordinated the study. I.S. and S.K. cultivated Synechocystis
and isolated total RNA. S.K. performed all verification experiments. M.K., S.K., B.V. and
W.R.H. analysed the data. M.K. and S.K. prepared the figures. All authors drafted and
reviewed the manuscript. W.R.H. and B.V. designed and coordinated the study. I.S. and S.K. cultivated Synechocystis
and isolated total RNA. S.K. performed all verification experiments. M.K., S.K., B.V. and
W.R.H. analysed the data. M.K. and S.K. prepared the figures. All authors drafted and
reviewed the manuscript. 33. Singh, A. K., Summerfield, T. C., Li, H. & Sherman, L. A. The heat shock response
in the cyanobacterium Synechocystis sp. Strain PCC 6803 and regulation of gene
expression by HrcA and SigB. Arch. Microbiol. 186, 273–286 (2006). Methods
Bi l
i
l Comparative Analysis of the Primary Transcriptome of
Synechocystis sp. PCC 6803. DNA Res. 21, 527–539 (2014). 49. Liu, G., Mattick, J. S. & Taft, R. J. A meta-analysis of the genomic and
transcriptomic composition of complex life. Cell Cycle 12, 2061–2072 (2013). 20. Du¨hring, U., Axmann, I. M., Hess, W. R. & Wilde, A. An internal antisense RNA
regulates expression of the photosynthesis gene isiA. Proc. Natl. Acad. Sci. 103,
7054–7058 (2006). 50. Mercer, T. R. & Mattick, J. S. Structure and function of long noncoding RNAs in
epigenetic regulation. Nat. Struct. Mol. Biol. 20, 300–307 (2013). 21. Eisenhut, M. et al. The Antisense RNA As1_flv4 in the Cyanobacterium
Synechocystis sp. PCC 6803 Prevents Premature Expression of the flv4-2 Operon
upon Shift in Inorganic Carbon Supply. J. Biol. Chem. 287, 33153–33162 (2012). p g
g
51. Somel, M. et al. MicroRNA-Driven Developmental Remodeling in the Brain
Distinguishes Humans from Other Primates. PLoS Biol 9, e1001214 (2011). k
ll
b
d 52. Rippka, R., Deruelles, J., Waterbury, J. B., Herdman, M. & Stanier, R. Y. Generic
assignments, strain histories and properties of pure cultures of cyanobacteria. Microbiology 111, 1–61 (1979). 22. Sakurai, I. et al. Positive Regulation of psbA Gene Expression by cis-Encoded
Antisense RNAs in Synechocystis sp. PCC 6803. Plant Physiol. 160, 1000–1010
(2012). 53. Pinto, F., Thapper, A., Sontheim, W. & Lindblad, P. Analysis of current and
alternative phenol based RNA extraction methodologies for cyanobacteria. BMC
Mol. Biol. 10, 79 (2009). 23. Georg, J. et al. The Small Regulatory RNA SyR1/PsrR1 Controls Photosynthetic
Functions in Cyanobacteria. Plant Cell Online 26, 3661–3679 (2014). y
24. Hess, W. R., Berghoff, B. A., Steglich, C., Wilde, A. & Klug, G. Riboregulators and
the role of Hfq in photosynthetic prokaryotes. RNA Biol. 11, 413–426 (2014). 54. Hein, S., Scholz, I., Voß, B. & Hess, W. R. Adaptation and modification of three
CRISPR loci in two closely related cyanobacteria. RNA Biol. 10, 852–864 (2013). 25. Kopf, M. et al. Finished Genome Sequence of the Unicellular Cyanobacterium
Synechocystis sp. Strain PCC 6714. Genome Announc. 2, e00757–14 (2014). 55. Hoffmann, S. et al. Fast Mapping of Short Sequences with Mismatches, Insertions
and Deletions Using Index Structures. PLoS Comput Biol 5, e1000502 (2009). y
y
p
(
)
26. Kopf, M. et al. Comparative Genome Analysis of the Closely Related Synechocystis
Strains PCC 6714 and PCC 6803. DNA Res. 21, 255–266 (2014). 56. Wu, Z. et al. Additional information 34. Georg, J. et al. Evidence for a major role of antisense RNAs in cyanobacterial gene
regulation. Mol Syst Biol 5, 305 (2009). Supplementary information accompanies this paper at http://www.nature.com/
scientificreports 35. Suzuki, S., Ferjani, A., Suzuki, I. & Murata, N. The SphS-SphR Two Component
System Is the Exclusive Sensor for the Induction of Gene Expression in Response
to Phosphate Limitation in Synechocystis. J. Biol. Chem. 279, 13234–13240 (2004). 35. Suzuki, S., Ferjani, A., Suzuki, I. & Murata, N. The SphS-SphR Two Component
System Is the Exclusive Sensor for the Induction of Gene Expression in Response
to Phosphate Limitation in Synechocystis. J. Biol. Chem. 279, 13234–13240 (2004). 36. Masse´, E. & Gottesman, S. A small RNA regulates the expression of genes involved
in iron metabolism in Escherichia coli. Proc. Natl. Acad. Sci. 99, 4620–4625 (2002). Competing financial interests: The authors declare no competing financial interests. How to cite this article: Kopf, M., Kla¨hn, S., Scholz, I., Hess, W.R. & Voß, B. Variations in
the non-coding transcriptome as a driver of inter-strain divergence and physiological
adaptation in bacteria. Sci. Rep. 5, 9560; DOI:10.1038/srep09560 (2015). How to cite this article: Kopf, M., Kla¨hn, S., Scholz, I., Hess, W.R. & Voß, B. Variations in
the non-coding transcriptome as a driver of inter-strain divergence and physiological
adaptation in bacteria. Sci. Rep. 5, 9560; DOI:10.1038/srep09560 (2015). p
y
y
36. Masse´, E. & Gottesman, S. A small RNA regulates the expression of genes involved
in iron metabolism in Escherichia coli. Proc. Natl. Acad. Sci. 99, 4620–4625 (2002). 37. Metruccio, M. M. E. et al. The Hfq-Dependent Small Noncoding RNA NrrF
Directly Mediates Fur-Dependent Positive Regulation of Succinate
Dehydrogenase in Neisseria meningitidis. J. Bacteriol. 191, 1330–1342 (2009). This work is licensed under a Creative Commons Attribution 4.0 International
License. The images or other third party material in this article are included in the
article’s Creative Commons license, unless indicated otherwise in the credit line; if
the material is not included under the Creative Commons license, users will need
to obtain permissionfrom the licenseholderin order toreproduce the material. To
view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International
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article’s Creative Commons license, unless indicated otherwise in the credit line; if
the material is not included under the Creative Commons license, users will need
to obtain permissionfrom the licenseholderin order toreproduce the material. To
view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ ydrogenase in Neisseria meningitidis. J. Bacteriol. 191, 1330–1342 y
g
g
38. Wilderman, P. J. et al. Identification of tandem duplicate regulatory small RNAs in
Pseudomonas aeruginosa involved in iron homeostasis. Proc. Natl. Acad. Sci. 101,
9792–9797 (2004). 39. Gierga, G., Voß, B. & Hess, W. R. The Yfr2 ncRNA family, a group of abundant
RNA molecules widely conserved in cyanobacteria. RNA Biol. 6, 222–227 (2009). SCIENTIFIC REPORTS | 5 : 9560 | DOI: 10.1038/srep09560 12
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SPEAR: Systematic ProtEin AnnotatoR
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Published by: Oxford University Press Published by: Oxford University Press URL:
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http://nrl.northumbria.ac.uk/id/eprint/49276/ Northumbria University has developed Northumbria Research Link (NRL) to enable users
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published version of the research, please visit the publisher’s website (a subscription
may be required.) Northumbria Research Link Citation: Crown, Matthew, Teruel, Natalia, Najmanovich, Rafael and Bashton, Matthew
(2022) SPEAR: Systematic ProtEin AnnotatoR. Bioinformatics, 38 (15). pp. 3827-3829. ISSN 1367-4803 2.2 Variant detection SPEAR aligns consensus input files to SARS-CoV-2 reference gen-
ome NC_045512.2 using MUSCLE (Edgar, 2004). Single nucleotide
polymorphisms (SNPs) are obtained from the alignment. SPEAR
detects indels and multi-nucleotide polymorphisms (MNPs) in the
alignment and combines linked events (e.g. SNP followed by dele-
tion) into a single VCF row for accurate amino acid (AA) conse-
quence description. To this end, we present Systematic ProtEin AnnotatoR (SPEAR),
a tool to flag potential VoCs, highlighting samples that show poten-
tially elevated immune escape and enhanced infectivity at point of
sequencing. SPEAR is a lightweight functional genomic surveillance
discovery tool, that utilizes information from protein structure, deep
mutational scanning (DMS) and computational molecular biophys-
ics to provide comprehensive full protein product annotation for
SARS-CoV-2. *To whom correspondence should be addressed.
Associate Editor: Can Alkan Associate Editor: Can Alkan Received on February 23, 2022; revised on May 23, 2022; editorial decision on June 6, 2022; accepted on June 9, 2022 2.1 Input 2.1 Input
SPEAR is written in Python (version 3.10) and utilizes Snakemake
(Mo¨lder et al., 2021) for workflow management and parallel job
execution. SPEAR is flexible, allowing for single and multi-sample
input in the form of either: consensus FASTA sequence, FASTA mul-
tiple sequence alignment (MSA) or VCF file(s). Abstract Summary: We present Systematic ProtEin AnnotatoR (SPEAR), a lightweight and rapid SARS-CoV-2 variant annota-
tion and scoring tool, for identifying mutations contributing to potential immune escape and transmissibility (ACE2
binding) at point of sequencing. SPEAR can be used in the field to evaluate genomic surveillance results in real time
and features a powerful interactive data visualization report. Availability and implementation: SPEAR and documentation are freely available on GitHub: https://github.com/m-
crown/SPEAR and are implemented in Python and installable via Conda environment. Supplementary information: Supplementary data are available at Bioinformatics online. Bioinformatics, 2022, 1–3
https://doi.org/10.1093/bioinformatics/btac391
Advance Access Publication Date: 13 June 2022
Applications Note Bioinformatics, 2022, 1–3
https://doi.org/10.1093/bioinformatics/btac391
Advance Access Publication Date: 13 June 2022
Applications Note Genome analysis y
y
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unre-
stricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. Matthew Crown
1, Nata´lia Teruel 2, Rafael Najmanovich
2 and
Matthew Bashton
1,* 1Hub for Biotechnology in the Built Environment, Department of Applied Sciences, Faculty of Health and Life Sciences, Northumbria
University, Newcastle upon Tyne NE1 8ST, UK and 2Department of Pharmacology and Physiology, Universite´ de Montre´al, Montreal,
QC H3T 1J4, Canada *To whom correspondence should be addressed. Associate Editor: Can Alkan 1 Introduction The SARS-CoV-2 virus caused a global pandemic with >5.8 mil-
lion deaths and more than 412 million infections worldwide at
time of writing. During this period there have been several variants
of concern (VoCs), with enhanced transmissibility and/or immune
escape (Chen et al., 2021; Davis et al., 2021; Elliott et al., 2021;
Graham et al., 2021; Kraemer et al., 2021; O’Toole et al., 2021;
Twohig et al., 2022; Wang et al., 2021). Currently, these VoCs are
defined by health authorities, World Health Organization and/or
by lineages, such as PANGO Lineages (Rambaut et al., 2020) or
Nextstrain (Hadfield et al., 2018). These designations are reactive,
based on a set of novel mutations must be observed as a distinct
clade before being first assigned a lineage, and only then can it be
labelled as such in sequencing output and the spread of the variant
tracked. There is a clear and pressing need to be able to identify
evolutionary ingress of potentially problematic variants as they
emerge directly from the sequencing data. Especially as we now
approach the endemic stage of the pandemic where transmission
levels are high, and surveillance and mitigations may no longer be
in place. SPEAR integrates existing tools with its own internal annotation
and QC processes, to ensure that annotation is informative, particu-
larly when dealing with low-quality sequences. A more detailed
overview of the implementation is available in Supplementary Data
S1 and Figure S1. 2.5 Summary output poor sequence quality and may bias downstream score estimates. SNPs can also be optionally filtered to remove commonly problem-
atic positions. SPEAR will provide a per run score summary which sums immune
escape and ACE2 interaction scores for each sample. This is the sum
of scores for all variants within the sample. A terminal output table
of these scores is produced using the Rich python package. SPEAR also provides a Spike protein dropout detection system
with user configurable parameters to flag gaps in Spike coverage
(>150 bp) due to amplicon dropout, as well as flagging high levels
of global N content (>25%), and Ns in the Spike receptor binding
domain (RBD) (>12 nt). Dropout detection is critical as missing
mutations in Spike cannot be scored and need to be drawn to the
user’s attention. SPEAR produces a HTML report with interactive heatmaps of
scores for all samples and metrics as well as sortable tables of muta-
tions and associated scores, built using Plotly and Bootstrap. This re-
port is distributed with all dependencies required for offline
viewing. Per sample ORF plots can also be viewed that enable the
mutations to be shown against the protein product they reside in
along with associated scores. Supplementary Data S3 contain ex-
ample HTML reports and ORF plots for the Alpha, Delta,
Omicron, BA.1, BA.1.1 and BA.2 lineages. S: p. G142_Y145delinsD to G142D, V143del, Y144del, Y145del SPEAR utilizes the AA and gene annotations from SnpEff for its
downstream functional and structural annotations. The full SnpEff
annotation is retained in the final VCF file produced for each sam-
ple. SPEAR examines the AA variants in the Spike and evaluates
these to show potential increases in immune escape relative to that
of the original ‘wild-type’ for the different Barns classes (Barnes
et al., 2020) of antibody binding epitopes using DMS data (Dong
et al., 2021; Greaney et al., 2021a, b; Starr et al., 2021a, b, c;
Tortorici et al., 2021). ACE2 binding is assessed using DMS scores
available for the Spike RBD (Starr et al., 2020) which show the like-
ly impact of each mutation, and Vibrational Difference Scores
(VDS) (Teruel et al., 2021) which shows the propensity for the open
conformational state (that correlates with infectivity). Scoring oper-
ates over the RBD (AA: 331–531) for all scores except VDS, which
covers a larger region of Spike (AA: 14–913). Descriptions of the
scoring system can be found in Supplementary Data S1. 2.3 Quality control Compared to Alpha and Delta, Omicron and it’s sublineages BA.1, BA.1.1 and
BA.2 have significantly higher mutational load in Spike RBD contributing to modified ACE2 binding and immune escape scores. The mutation driving increased class 2 escape
in BA.1.1 (S: R346K) can be seen to be unique to this lineage. BA.2 can also be seen to be missing S: G446S mutation, leading to an observed reduced class 2 (and class 3) mAb
escape score compared to BA.1/BA.1.1. (c) Heatmap of class 3 mAb escape. S: R346K stands out as being unique to BA.1.1 and drives an increase in escape in this lineage. (d) Heatmap of class 4 mAb escape. The mutation S: R408S drives an increase in class 4 mAb escape in BA.2 2.4 Spear annotation SnpEff (Cingolani et al., 2012) is leveraged to annotate basic vari-
ant consequences. Compound HGVS.p format variants are then
expanded by SPEAR to individual AA variants, e.g.: 2.3 Quality control SPEAR integrates several quality control (QC) checks for input sam-
ples. All consensus and alignment inputs are checked for unknown
base (N) content in the genome (default 50%), which is a sign of V
C The Author(s) 2022. Published by Oxford University Press. V
C The Author(s) 2022. Published by Oxford University Press. 1
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unre-
stricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. ( )
y
y
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unre-
stricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licens
stricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. M.Crown et al. 2 2 Fig. 1. Scoring comparison of mutations in lineages of current and past global interest, taken from the SPEAR summary report. (a) Summary score table baselined to compare
against BA.1. (b) Heatmap of residue mutation scores for class 2 mAb escape in each lineage. Compared to Alpha and Delta, Omicron and it’s sublineages BA.1, BA.1.1 and
BA.2 have significantly higher mutational load in Spike RBD contributing to modified ACE2 binding and immune escape scores. The mutation driving increased class 2 escape
in BA.1.1 (S: R346K) can be seen to be unique to this lineage. BA.2 can also be seen to be missing S: G446S mutation, leading to an observed reduced class 2 (and class 3) mAb
escape score compared to BA.1/BA.1.1. (c) Heatmap of class 3 mAb escape. S: R346K stands out as being unique to BA.1.1 and drives an increase in escape in this lineage. (d) Heatmap of class 4 mAb escape. The mutation S: R408S drives an increase in class 4 mAb escape in BA.2 Downloaded from https://academic.oup.com/bioinformatics/advance-article/doi/10.10 Fig. 1. Scoring comparison of mutations in lineages of current and past global interest, taken from the SPEAR summary report. (a) Summary score table baselined to compare
against BA.1. (b) Heatmap of residue mutation scores for class 2 mAb escape in each lineage. 2.6 Baseline comparison
d
b
d
h SPEAR is distributed with a set of baseline scores for lineages and
VoCs which can be selected to compare samples against. The default
is to compare to BA.1 (Alpha, Delta, Omicron, BA.1, BA.1.1 and
BA.2 can also be selected) or a user provided baseline can be used. Where scores exceed the baseline, these are highlighted in both the
HTML and terminal sample summary tables. This enables samples
scoring higher for any one metric than the current predominant lin-
eage to be highlighted. S: p. G142_Y145delinsD to G142D, V143del, Y144del, Y145del 3 Application SPEAR can be used to identify new sets of mutations within samples
of interest from genomic surveillance. The example report baselined
to Delta (Supplementary Data S3) highlights this for historical and
current lineages/VoCs. Both the heatmaps and scores summary table
show that Omicron and its BA sublineages score higher for immune
escape than both Alpha and Delta, immediately drawing attention
to the emergence of new threats in a surveillance setting (Fig. 1a). Using a report baselined to BA.1 (predominant at time of writing in
UK) (Supplementary Data S3), it is apparent that BA.1.1 (a recently
designated sublineage) has increased immune escape specifically for
epitope classes 2 and 3 (Fig. 1b and c), driven by S: R346K. BA.2 (a
Variant Under Investigation) shows increased escape in classes 1
(driven by S: D405N) and 4 (driven by S: R408S, Fig. 1d), but
reduced escape in classes 2 and 3 owing to the lack of S: G446S
(Fig. 1b and c). SPEAR also annotates all structural, non-structural and acces-
sory proteins for which structural information is present, including
protein–protein interaction interfaces (such as replicase complex
subunits and oligomerization), ligand binding and active sites resi-
dues as well as domain boundaries, using a manually curated set of
annotations derived from protein structures. Example per sample
output for BA.1 is found in Supplementary Data S2. SPEAR also annotates all structural, non-structural and acces-
sory proteins for which structural information is present, including
protein–protein interaction interfaces (such as replicase complex
subunits and oligomerization), ligand binding and active sites resi-
dues as well as domain boundaries, using a manually curated set of
annotations derived from protein structures. Example per sample
output for BA.1 is found in Supplementary Data S2. SPEAR: Systematic ProtEin AnnotatoR 3 Funding Kraemer,M.U.G. et
al. (2021)
Spatiotemporal
invasion
dynamics
of
SARS-CoV-2 lineage B.1.1.7 emergence. Science, 373, 889–895. This work was supported by COG-UK; the Research England’s Expanding
Excellence in England (E3) Fund to M.B. and M.C.; and the UK Health
Security Agency to M.B. R.J.N. is a member of the Re´seau Que´be´cois de
Recherche sur les Me´dicaments (RQRM) and the Quebec Network for
Research on Protein Function, Engineering and Applications (PROTEO). Mo¨lder,F. et al. (2021) Sustainable data analysis with snakemake. F1000Res.,
10, 33. ´ O’Toole,A´ . et al. (2021) Tracking the international spread of SARS-CoV-2 lin-
eages B.1.1.7 and B.1.351/501Y-V2. Wellcome Open Res., 6, 121. g
p
Rambaut,A. et al. (2020) A dynamic nomenclature proposal for SARS-CoV-2 p
Rambaut,A. et al. (2020) A dynamic nomenclature proposal for SARS-CoV-2
lineages to assist genomic epidemiology. Nat. Microbiol., 5, 1403–1407. Conflict of Interest: none declared. Rambaut,A. et al. (2020) A dynamic nomenclature proposal for SARS CoV 2
lineages to assist genomic epidemiology. Nat. Microbiol., 5, 1403–1407. Starr,T.N. et al. (2020) Deep mutational scanning of SARS-CoV-2 receptor
binding domain reveals constraints on folding and ACE2 binding. Cell, 182,
1295–1310.e20. 4 Conclusion Graham,M.S. et al. (2021) Changes in symptomatology, reinfection, and
transmissibility associated with the SARS-CoV-2 variant B.1.1.7: an eco-
logical study. Lancet Pub. Heal., 6, e335–e345. SPEAR provides rapid assessment of mutations in SARS-CoV-2
samples and can be run without reliance on external web servers. Together with its lightweight implementation, this allows for de-
ployment both in the field and in pathogen surveillance labs
worldwide. Greaney,A.J. et al. (2021a) Comprehensive mapping of mutations in the
SARS-CoV-2 receptor-binding domain that affect recognition by polyclonal human plasma antibodies. Cell Host Microbe, 29, 463–476.e6. p
,
,
Greaney,A.J. et al. (2021b) Mapping mutations to the SARS-CoV-2 RBD that
bi di
b diff
l
f
ib di
N
C
12 4196 Greaney,A.J. et al. (2021b) Mapping mutations to the SARS-CoV-2 RBD that
escape binding by different classes of antibodies. Nat. Commun., 12, 4196. Greaney,A.J. et al. (2021b) Mapping mutations to the SARS-CoV- Hadfield,J. et al. (2018) Nextstrain: real-time tracking of pathogen evolution. Bioinformatics, 34, 4121–4123. Downloaded from https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btac391/6607585 by guest on 27 June 2022 Conflict of Interest: none declared. References Starr,T.N. et al. (2021a) Complete map of SARS-CoV-2 RBD mutations that
escape the monoclonal antibody LY-CoV555 and its cocktail with
LY-CoV016. Cell Rep. Med., 2, 100255. Barnes,C.O. et al. (2020) SARS-CoV-2 neutralizing antibody structures in-
form therapeutic strategies. Nature, 588, 682–687. Chen,R.E. et al. (2021) Resistance of SARS-CoV-2 variants to neutralization
b
l
l
d
d
d
l
l
l
b d
d Chen,R.E. et al. (2021) Resistance of SARS-CoV-2 variants to neutralization
by monoclonal and serum-derived polyclonal antibodies. Nat. Med., 27,
717–726. Starr,T.N. et al. (2021b) Prospective mapping of viral mutations that escape
antibodies used to treat COVID-19. Science, 371, 850–854. Starr,T.N. et al. (2021c) SARS-CoV-2 RBD antibodies that maximize breadth
and resistance to escape. Nature, 597, 97–102. Cingolani,P. et al. (2012) A program for annotating and predicting the effects
of single nucleotide polymorphisms, SnpEff: SNPs in the genome of
Drosophila melanogaster strain w1118; iso-2; iso-3. Fly (Austin), 6, 80–92. Teruel,N. et al. (2021) Modelling conformational state dynamics and its role
on infection for SARS-CoV-2 spike protein variants. PLoS Comput. Biol.,
17, e1009286. Davis,C. et al. (2021) Reduced neutralisation of the Delta (B.1.617.2) SARS-CoV-2
variant of concern following vaccination. PLoS Pathog., 17, e1010022. Tortorici,M.A. et al. (2021) Broad sarbecovirus neutralization by a human
monoclonal antibody. Nature, 597, 103–108. Dong,J. et al. (2021) Genetic and structural basis for SARS-CoV-2 variant neu-
tralization by a two-antibody cocktail. Nat. Microbiol., 6, 1233–1244. Twohig,K.A. et al. (2022) Hospital admission and emergency care attendance
risk for SARS-CoV-2 Delta (B.1.617.2) compared with alpha (B.1.1.7) var-
iants of concern: a cohort study. Lancet Infect. Dis., 22, 35–42. Edgar,R.C. (2004) MUSCLE: a multiple sequence alignment method with
reduced time and space complexity. BMC Bioinformatics, 5, 113. iants of concern: a cohort study. Lancet Infect. Dis., 22, 35–42 Elliott,P. et al. (2021) Exponential growth, high prevalence of SARS-CoV-2,
and vaccine effectiveness associated with the Delta variant. Science, 374,
eabl9551. Wang,P. et al. (2021) Antibody resistance of SARS-CoV-2 variants B.1.351
and B.1.1.7. Nature, 593, 130–135.
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THE DIGITAL ATELIER: HOW SUBTRACTIVE TECHNOLOGIES CREATE NEW FORMS
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CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner THE DIGITAL ATELIER: HOW SUBTRACTIVE
TECHNOLOGIES CREATE NEW FORMS Professor Jeremy Gardiner
Senior Research Fellow,
Department of History of Art and Screen Media,
Birkbeck, University of London, 43, Gordon Square,
Bloomsbury, London WC1H OPD UK
mail@jeremygardiner.co.uk
www.technocultures.org Professor Jeremy Gardiner
Senior Research Fellow,
Department of History of Art and Screen Media,
Birkbeck, University of London, 43, Gordon Square,
Bloomsbury, London WC1H OPD UK
mail@jeremygardiner.co.uk
www.technocultures.org Professor Jeremy Gardiner
Senior Research Fellow,
Department of History of Art and Screen Media,
Birkbeck, University of London, 43, Gordon Square, The Digital Atelier: For 50 years artists have been utilising the convergence and
combination of different technologies to produce visually and intellectually challenging
artworks. These artists create compelling artefacts that engage the pragmatics of
technology and the free invention of art and bring them to a successful synthesis. A close
examination of work from the past and present reveals how advanced digital design
methods and subtractive fabrication processes have been used to make physical things
from virtual data. INTRODUCTION The idea of a Digital Atelier comes from the French term for studio. Since the 1960s
[1] the conceptual path of a small group of painters, printmakers and sculptors was
considerably altered and redefined by the use of the computer. These artists began
forging new forms utilising digital design systems and fabrication processes and have
produced work that uses both subtractive and additive technologies. Their research
encompasses the scientific exploration of materials, the development and use of new
technologies, the cross-fertilisation of old and new technologies and the creation of new
forms. TECHNIQUES AND TECHNOLOGIES The term solid freeform fabrication is applied to a range of techniques for
manufacturing solid 3D objects directly from Computer Aided Design (CAD) data. To
make sense of the many techniques and technologies used today we can divide them
into either subtractive or additive processes. Subtractive fabrication is the term given to any fabrication process where material is
taken away or reduced from a solid in order to reveal a new shape. This subtraction can
take place using any combination of tooling techniques such as drills, lathes, and
grinders, and more recently lasers and high-pressure water jets. With additive
fabrication, the machine reads data from a CAD drawing and lays down successive
layers of liquid or powder and in this way builds up the model from a series of cross
sections. This paper will focus on artists using subtractive technologies. A second paper
examining additive technologies will be delivered as part of Digital Continuities: From
the History of Digital Art to Contemporary Transmedial Practices at the Association of
Art Historians conference from 15th – 17th April 2010 at the University of Glasgow. 137 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner The following examples echo the forms of the past whilst utilising the latest
technologies. Using the concept of ‘Ideas before their time – Connecting the past and
present in Computer Art’ I am going to take a look at the work of two pioneering artists
working with subtractive technologies: Robert Mallary and Richard Hamilton and how
they have influenced the work of two specific contemporary artists; Bengtsson and
Delvoye in the case of Mallary, and Grossman and Shafiei in the case of Hamilton. MALLARY, BENGTSSON AND DELVOYE Bengtsson and Delvoye laser cut a variety of sheet materials from plywood to corten
steel to create their volumetric sculptural artworks. In 1968 the artist Robert Mallary
began to experiment with computer sculpture, he manufactured Quad II and Quad III. To create these sculptures he developed his ideas on sequential contour projection and
used them in the creation of sculptural computer forms [2]. The computer program he
developed with his colleagues was called TRAN2, described in the following extract: “TRAN2 is a computer graphics program with twenty sub-routines to generate
sculpture. The program presupposes a means of compiling form description data for use
by the computer. This is done by breaking down the solid into a regular series of
parallel cross sections, or contour “slices,” which are then graphed and digitized as X, Y
and Z coordinates and transferred to punch cards. A sequence of mathematical
transformation procedures is brought to bear on the contour sections whereby the
computer, in effect, models and reshapes the contour sections into an original sculpture. The computer plotter reproduces a series of perspective views of the generated form
together with a complete set of the transformed contour sections. These are used as
patterns to complete the sculpture in some appropriate material.” Mallary considered the computer as an intelligence and information amplification
device which could be linked synergistically with the unique, creative capacities of the
human mind for creative activity, surpassing either human or machine capabilities
functioning independently. 138 138 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner Figure 1. Quad II. 1968. Material: Plywood. Robert Mallary Figure 1. Quad II. 1968. Material: Plywood. Robert Mallary The information for the contour slices in Fig. 2 was transferred to computer punch cards
as described before. The plotter produced a series of perspective views which Mallary
called ‘Computer transformation templates’. These 2D slices were used as patterns for
cutting the final sculpture from laminated wood veneer. Figure 2. Computer transformation templates. 1968. Robert Mallary. Figure 2. Computer transformation templates. 1968. Robert Mallary. Mallary began using rapid prototyping for his sculptures in the 1960s and since that
time increasing numbers of visual artists have used rapid prototyping, as prices of
hardware and software have dropped and performance, user interface and output
technology have improved dramatically. The following contemporary artists employ lasers to cut the component parts of their
work using paper, wood steel and plastics. A laser is an amplifier of light, focusing it
into an intense beam that can burn, melt and evaporate the material it encounters and
because the cutting tool is a beam of light it can move very quickly and makes cuts as
fine as the focus of the beam. Mathius Bengtsson uses materials that are both natural and manufactured, each material
seems to be carefully chosen to highlight the sinuous quality of the final design. ‘The
Slice chair was constructed with the same adeptness an architect would employ to
create a topological map of the landscape, evoking the illusion of a piece of furniture
cut away from a cliff face and scaled to human proportions.’ Bradley Quinn, in
Scandinavian Style [3]. First drawn by hand and later modelled in clay, the Slice chair
combines organic shapes with cutting-edge technology. Slice is constructed as an
assemblage of horizontal cross-sections that stack together into a uniquely lateral 139 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner profile. Laser-cut to a thickness of only 3mm, each individual layer resembles a two-
dimensional abstraction more than it does a hi-tech element. Although the process was
inspired by rapid prototyping methods, Bengtsson worked with more traditional
materials. His starting point was to create a new form by using clay, which he then
sliced in horizontal layers and manipulated digitally. The result was a surprising shape
that blurred the distinctions between armrests, backrest, legs and frame. Figure 3. Slice Chair. Material: Plywood. 1999. Mathius Bengtsson Figure 3. Slice Chair. Material: Plywood. 1999. Figure 1. Quad II. 1968. Material: Plywood. Robert Mallary Mathius Bengtsson ‘It has such a strong aerodynamic feel that it could be an aircraft or a Formula One
racing car.’ Corinne Julius, in the Evening Standard ‘It has such a strong aerodynamic feel that it could be an aircraft or a Formula One
racing car.’ Corinne Julius, in the Evening Standard Conceived as a single, sweeping curve, the ‘Slice chaise longe’ comprises a contouring
backrest that arcs forward to support the legs and feet. Crafted in ninety nine individual
layers, regular spaces between each allows the eye to travel far beyond the chaise’s
structure. As with the aluminium Slice chair, Bengtsson used transparency as a device
to deconstruct the conventional parts of a chaise longe. Bengtsson's technique makes
every aspect of the chaise visible in a single glance, and breaks down the density of its
complex surface area. The ‘Slice chaise longe’ echoes the form of Mallary’s ‘Quad I’
and ‘Quad II’ but in the horizontal plane. 140 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner Figure 4. Slice Chaise. Material: Acrylic. 2000. Mathius Bengtsson Figure 4. Slice Chaise. Material: Acrylic. 2000. Mathius Bengtsson Wim Delvoye takes laser-cutting in steel to a new scale with his highly detailed
sculptures in ornate patterns referencing the industrial revolution and gothic and
Victorian architecture. 141 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner Figure 5. Wim Delvoye. Peggy Guggenheim Museum 2009. Figure 5. Wim Delvoye. Peggy Guggenheim Museum 2009. Wim Delvoye’s artistic practice draws on the notion of the attraction of binary
opposites: the past and the present, the triumph of ornamentation over functionality [4]. The Peggy Guggenheim collection presented Wim Delvoye’s latest creation, 'Torre': a
corten steel tower, with ogival windows, tracery and turrets in the international gothic
style, on the terrace of palazzo Venier dei Leoni, overlooking the grand canal in Venice
in 2009. Wim Delvoye’s artistic practice draws on the notion of the attraction of binary
opposites: the past and the present, the triumph of ornamentation over functionality [4]. The Peggy Guggenheim collection presented Wim Delvoye’s latest creation, 'Torre': a
corten steel tower, with ogival windows, tracery and turrets in the international gothic
style, on the terrace of palazzo Venier dei Leoni, overlooking the grand canal in Venice
in 2009. 142 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner _____________________________________________________________________
Figure 6. Torre. Corten steel. 2009. Wim Delvoye. Peggy Guggenheim Museum. Figure 6. Torre. Corten steel. 2009. Wim Delvoye. Peggy Guggenheim Museum. “I tried to integrate the tower with the building, but the architecture of the building is
Neo-Classical. My project is another style completely. The way I designed it is also
very unorthodox—from the top down rather than from the base to the peak. ‘It has such a strong aerodynamic feel that it could be an aircraft or a Formula One
racing car.’ Corinne Julius, in the Evening Standard I want every detail to be perfect. My design team has incorporated the Gothic style and
Gothic Revival into the tower. These are architects who have worked with me for years
and totally understand what I want. I’ve constructed other towers, but they were mere
exercises in relation to this one. Last year I exhibited a couple of 6-meter-tall [20-foot]
maquettes in Moscow and Basel, but the tower for the Peggy Guggenheim Collection is
a scale model for a tower that I hope someday to build. It’s one-to-four, a quarter of the
size, which is still huge. I’ve designed towers 80 meters [262 feet] high. One is 325 meters [1,066 feet] high to
match the Eiffel Tower. They remain maquettes, but with the Venice tower I’m very 143 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner motivated to push the design into reality because I’m satisfied with what we’ve done. It
starts where Gothic stopped. We somehow ate it all, we assimilated it, and now we’ve
done a Gothic style that has never been done. It’s like we’ve continued a long tradition,
but we are not just copying other people—we’re inventing. The tower is Cor-Ten steel, which is laser-cut, folded and welded. It’s layered and very
sculptural. The surface will be rusted, but we’ll varnish it to keep it from bleeding into
the stone of the historical building. By making it in this steel we can do things that the
Gothic builders couldn’t do. Some of those things are more beautiful in steel than in
stone. The designs are computer-generated. Since 2000 I’ve created 3-D images so I can see
how my works might look in real life. We have several different programs and we play
with their limitations. I’m always reminding my staff about the great cathedrals of
Strasbourg, Cologne, Canterbury and Paris, which weren’t built with computers,
cameras and helicopters”. Wim Delvoye HAMILTON, GROSSMAN AND SHAFIEI Richard Hamilton’s interest in technology began with his reading Giedion's
'Mechanization takes Command'. The impact of technology was also the theme of
Hamilton's exhibition 'Man, Machine and Motion', at the Hatton Gallery of Newcastle
University and the ICA in 1955. From 1951 to 1963 Hamilton made perspective drawings leading to the 1964 print,’Five
Tyres Abandoned’ In an issue of a magazine called Technique et Architecture published
around 1951, there was an illustration of five tyres in a row. On the centre of each tread
was an oval panel labelling it with a date – 1902, 1905 and so on to 1950. “In 1963, I began to make a perspective drawing of the subject. I proposed to make a
print; an embossed relief, printed blind, so that the effect would be of the varied treads
of the five tyres pressing up from the back of the paper – but in perspective. After
working for a good many weeks it became clear that to continue in the rigorously
accurate manner that alone made the task worthwhile would require such an abundance
of time that I would have to consider whether the result could possibly merit such
devotion. It was then I regretfully decided not to complete the drawing, and ‘Five tyres
abandoned’ became the title of the 1964 print.” Richard Hamilton. The project had been revived in 1970 when an American art dealer, Carl Solway,
publisher of EYE Editions, offered to find a US computer programmer interested in
plotting the perspective drawing with a computer. Sherill F. Martin, manager of
computer animation at Kaye Instruments, organised the computer formulation of the
perspective drawing using a general FORTRAN programme called CAPER (Computer
Aided Perspective). “The uses to which the computer has been put by artists most often develop out of
properties peculiar to that device which enable it to use a set of instructions to effect
transformations of a given image, or develop sequences of kinetic patterns. There is a
tendency to ask it to perform what it most likes doing, or at least what it does most
fluently, so we have to come to recognise a computer graphics style. HAMILTON, GROSSMAN AND SHAFIEI [5] The use of a 144 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner computer to make a conventional perspective projection puts no claim on its capabilities
as an image creator – that is to say, the stylish qualities are not prompted by the tool. This kind of problem might have been posed by anyone since Piero della Francesca and
its solution can be precisely forseen. What the computer provides is an inhuman speed
which makes possible the formulation of a complex perspective image in its purest
terms.” Richard Hamilton Figure 7. Five Tyres. 1972. Printed by Frank Kicherer, Stuttgart. The relief cast was
made by Hartmut Freilinghaus of Hamburg. Richard Hamilton. V&A print room ‘3D
for Print’ symposium March 2009. Figure 7. Five Tyres. 1972. Printed by Frank Kicherer, Stuttgart. The relief cast was
made by Hartmut Freilinghaus of Hamburg. Richard Hamilton. V&A print room ‘3D
for Print’ symposium March 2009. “Major computer programmes usually have wider applications than that of giving an
answer to the specific problem in hand. CAPER (computer aided perspective), itself an
extension of CALD (computer aided line drawing), by S E Anderson of Syracuse
University, May 1967, is a general programme, written in FORTRAN. This offers the
essential notions as to how instructions to the plotter may be stated, together with card –
coded commands which provide the potential for the generation of any line- drawing. Sherill Martin received the data and proceeded to inform CAPER so that it would tell a
plotter how to draw the required perspective. A series of encoded messages was then
converted into a deck of punched cards. An IBM 36075 computer read the deck and
generated signals on a magnetic tape to control the movements of a pen on a drafting
machine. In this case a Calcomp 763 was used, which co-ordinates rotary movements
of the paper with lateral movements of the pen along the axis of the cylinder to produce
any figure. 145 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner At this stage the original idea of producing an embossed print on paper was modified to
a proposal to cast the relief to the treads integrally with a sheet of cold-curing rubber. HAMILTON, GROSSMAN AND SHAFIEI I
filled in the linear drawing by hand with the intention of etching a metal plate to serve
as a mould. Etching proved unsatisfactory, so the mould was mechanically engraved in
a brass plate. Machine cutting permitted a variation of relief. To take advantage of this,
a further drawing designated depth of cut in tenths of a millimetre. The ‘print’ is ‘cast’
by spreading on the plate a silicone elastomer (manufactured as a flexible mould
material), then reinforcing with a non-woven Terylene cotton fabric”. Richard
Hamilton. Today Grossman, a sculptor and Shafiei, an architect use CAD in different ways to
realise their three dimensional hybrid forms. The sculptor Bathsheba Grossman uses a
laser to cut her CAD drawings into crystal. The points created by a focused laser beam
are tiny (.1mm) fractures. The conical beam, with a focal length of about 3", shines into
the glass without damaging it except at the focal point. At that one point, concentrated
energy heats the glass to the cracking point, causing a microfracture. To draw more points, the laser is pulsed on and off. To make the beam move between
points, it is reflected from a mirror that is repositioned between pulses. The mirror is
moved by computer-controlled motors, so many points can be drawn with great speed
and accuracy. A typical design might use several hundred thousand points, half a
million is not unusual in a large block, each placed with .001" accuracy. Figure 8. Insulin. Material: jLaser cut crystal block. 2007. Bathsheba Grossman. The images are produced with different types of laser, and the results vary. Grossman
uses a high-frequency laser, which draws points that are barely visible to the naked eye Figure 8. Insulin. Material: jLaser cut crystal block. 2007. Bathsheba Grossman. The images are produced with different types of laser, and the results vary. Grossman
uses a high-frequency laser, which draws points that are barely visible to the naked eye 146 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner using a Nd:YAG laser, named after its active medium: a yttrium-aluminum-garnet
crystal doped with neodymium. The glass itself must be clear optical crystal, since any ripples or bubbles would block
or blur the laser. HAMILTON, GROSSMAN AND SHAFIEI The process requires drawing in layers, moving from the rear to the
front of the glass, so that previous points do not block the laser from drawing new ones. The glass surface must be flat, or refraction will blur and redirect the beam; that is why
it is difficult to work with spheres or other curved shapes. Refraction is also an issue in
viewing curved glass: in a 60mm sphere only the central 20mm can be used, because
optical magnification makes that area seem to fill the whole sphere. If anything is
drawn closer to the surface than that, it will look very distorted. The architect Sara Shafiei in her project ‘Anamorphic Tectonics Theatre for Magicians’
plays with the art of illusion, bending laser-cut card. The project is based on a site in
the National Botanical Gardens in Rome, and proposes a dispersed magical illusion,
with its central spectacle being a theatre for magicians. The building sits at the peak of
the site overlooking the gardens. The use of text and cone anamorphosis along with
other perspectival illusions, aid in the creation of a landscape of the imagination, which
surround the theatre. The project attempts to portray how the foundations of magic and
illusion can become an inherent part of an architectural design. Figure 9. Anamorphic Tectonics: Theatre for Magicians. Laser cut paper, longitudinal
section. 2007. Sara Shafiei. Figure 9. Anamorphic Tectonics: Theatre for Magicians. Laser cut paper, longitudin
section. 2007. Sara Shafiei. Sara Shafiei explains: “Anamorphosis is a distorted projection or representation of an
image on a plane or curved surface, which, when viewed from the correct vantage point,
or as reflected space from a curved mirror or through a polyhedron, appears regular and
in proportion. This technique takes the form of signs within my architectural proposal. It 147 CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner CAT 2010 London Conference ~ 3rd February
Jeremy Gardiner is used in order to allow the visitor to engage with the landscape and architecture and
navigate their way through the site. The use of this technique will also allow the visitor
to experience a slow progression of a landscape of illusions, from the onset of entering
the site.” THE FUTURE In 1985 Lisa Phillips, Associate Curator at the Whitney Museum in New York, made
the following statement: “So many artists are exploring the computer that it cannot be
ignored”. But it wasn’t until 2001, sixteen years later, that the Whitney Museum
acknowledged this aesthetic by organising a major exhibition of Computer Art entitled
‘Bitstreams’. Eight years on in 2009 the exhibitions ‘Decode’ and ‘Digital Pioneers’
were mounted at the V&A museum in London. During the next decade digital craftsmanship will develop and new forms will emerge
as solid freeform fabrication becomes more accessible and affordable and artists and
designers investigate the many techniques that are available using subtractive and
additive processes. This includes developmental research that explores new Rapid
Prototyping techniques and processes, e.g. 3D scanning, CNC routing (3 and 5 axis),
SLS (Selective Laser Sintering in Nylon), 3D printing and all the new and modified
materials that are being developed. The problems confronting these artists and designers will be the same that faced
Mallary and Hamilton in the 1960s. How to consider specific items of technology in
terms of what they can do and determine whether or not they are useful and whether or
not they allow scope for an idea to be developed or communicated. Another challenge
will be whether they can make the technology perform in a certain way even if this
contravenes the intentions of its inventors. References [1] BROWN, P and LAMBERT, N and MASON, C and GERE, C (eds.), White Heat
and Cold Logic: Early British Computer Art: MIT Press, 2008. [2] REICHARDT, J. The computer in art. Studio Vista, 1971. [3] QUINN, B. Scandanavian style. Conran Octopus. 2003. [4] LASTER, P. Wim Delvoye: Towering ambition. Art in America. 2009. [5] HAMILTON, R. Collected words. Thames and Hudson. 1982. [6] GLYNN, R and SHAFIEI, S Digital Architecture, Hinterlands, 2009. [1] BROWN, P and LAMBERT, N and MASON, C and GERE, C (eds.), White Heat
and Cold Logic: Early British Computer Art: MIT Press, 2008. [1] BROWN, P and LAMBERT, N and MASON, C and GERE, C (eds.), White Heat
and Cold Logic: Early British Computer Art: MIT Press, 2008. [2] REICHARDT, J. The computer in art. Studio Vista, 1971. [3] QUINN, B. Scandanavian style. Conran Octopus. 2003. [4] LASTER, P. Wim Delvoye: Towering ambition. Art in America. 2009. 148
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Underutilisation of routinely collected data in the HIV programme in Zambia: a review of quantitatively analysed peer-reviewed articles
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REVIEW Open Access * Correspondence: munthalitendai@gmail.com
1School of Public Health, University of Zambia, Lusaka, Zambia
2Ministry of Health, Lusaka, Zambia
Full list of author information is available at the end of the article Underutilisation of routinely collected data
in the HIV programme in Zambia: a review
of quantitatively analysed peer-reviewed
articles Tendai Munthali1,2*
, Patrick Musonda1, Paul Mee5, Sehlulekile Gumede1,3, Ab Schaap3,4, Alwyn Mwinga4,
Caroline Phiri2, Nathan Kapata2, Charles Michelo1 and Jim Todd3 © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Munthali et al. Health Research Policy and Systems (2017) 15:51
DOI 10.1186/s12961-017-0221-9 Munthali et al. Health Research Policy and Systems (2017) 15:51
DOI 10.1186/s12961-017-0221-9 Open Access Abstract Background: The extent to which routinely collected HIV data from Zambia has been used in peer-reviewed
published articles remains unexplored. This paper is an analysis of peer-reviewed articles that utilised routinely
collected HIV data from Zambia within six programme areas from 2004 to 2014. Methods: Articles on HIV, published in English, listed in the Directory of open access journals, African Journals Online,
Google scholar, and PubMed were reviewed. Only articles from peer-reviewed journals, that utilised routinely collected
data and included quantitative data analysis methods were included. Multi-country studies involving Zambia and
another country, where the specific results for Zambia were not reported, as well as clinical trials and intervention
studies that did not take place under routine care conditions were excluded, although community trials which referred
patients to the routine clinics were included. Independent extraction was conducted using a predesigned data
collection form. Pooled analysis was not possible due to diversity in topics reviewed. Results: A total of 69 articles were extracted for review. Of these, 7 were excluded. From the 62 articles reviewed, 39
focused on HIV treatment and retention in care, 15 addressed prevention of mother-to-child transmission, 4 assessed
social behavioural change, and 4 reported on voluntary counselling and testing. In our search, no articles were found
on condom programming or voluntary male medical circumcision. The most common outcome measures reported
were CD4+ count, clinical failure or mortality. The population analysed was children in 13 articles, women in 16 articles,
and both adult men and women in 33 articles. Conclusion: During the 10 year period of review, only 62 articles were published analysing routinely collected HIV data
in Zambia. Serious consideration needs to be made to maximise the utility of routinely collected data, and to benefit
from the funds and efforts to collect these data. This could be achieved with government support of operational
research and publication of findings based on routinely collected Zambian HIV data. Keywords: Routinely collected data, HIV, Zambia © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. Background This creates a need
to monitor the HIV epidemic by focusing on indicators
of effective prevention and on the quality of the HIV ser-
vices in Zambia [8]. Six key service areas are prioritised
in the country for prevention and treatment of HIV. These are (1) voluntary medical male circumcision
(VMMC); (2) condom programming; (3) behavioural
change; (4) HIV testing and counselling (HTC); (5)
prevention of mother-to-child transmission (PMTCT);
and (6) treatment and retention in care [7]. At national
level, these programmes are monitored using routinely
collected data and periodic country representative surveys. Routinely collected data can also be used to under-
stand the effectiveness of services and to improve
decision-making in the healthcare system. The benefits
in using routinely collected data include wider coverage
of recorded items from across the whole country and
the longitudinal nature of the data allowing estimation
of trends and changes in the use of services [9]. The use
of these data in this way is cost effective, as it is already
collected and readily available for analysis. Therefore, re-
search can be conducted in a timely and cost-efficient
manner [10]. It can be the basis of sampling for clinical
trials,
cohort
studies
and
case-control
studies,
as
matched case-control analyses can be performed repeat-
edly over long time periods [11]. Routinely collected data
are usually clinic based, but results from analysis of such
data can be generalisable to the whole population if the
services are widely used and serve all sections of society
[10]. One of the main data collection systems for the
routine collection of data from the HIV programme is
SmartCare, which is one of the largest electronic patient
monitoring systems (PMS) in Africa and is used in South
Africa and Ethiopia [12]. In Zambia, the SmartCare
database is used as a PMS for HIV services, and the data
are used to monitor and plan improvements in the
country’s HIV programme. SmartCare has been used as
a pilot since 2004, and was officially rolled out in 2006
[13], with 528 clinics using SmartCare in 2012, and Sub-Saharan Africa is home to approximately 71% of
the people living with HIV [3]. Zambia is a high HIV
burden country within sub-Saharan Africa, having a na-
tional HIV prevalence of 11.6% and almost 980,000
people living with HIV in 2016 [4–6]. Background implemented in more than 700 clinics that provide anti-
retroviral therapy services by 2013 [14, 15]. SmartCare
data, in facilities where it is available, is used to provide
aggregate reports for DHIS2, and other health manage-
ment information systems at the district level. In some
health facilities, the SmartCare data can inform the drug
ordering and the laboratory information systems, but
this is not possible in most health facilities in Zambia. Worldwide, many countries routinely collect data on
HIV care and services, which is then used to provide
national and international indicators about the HIV
epidemic. These indicators provide information and
insight to aid policymakers and planners when mak-
ing important decisions about HIV services, to re-
quest for further research, and in advocacy for new
initiatives and funding [1, 2]. Research has revealed that countries like Zambia, with
one of the highest HIV/AIDS prevalence rates in Africa,
are not the largest contributors to research on HIV/
AIDS. This was evident in a review of three journals fo-
cusing on HIV/AIDS [16], which showed that the United
States of America and Western Europe accounted for
85% of all published articles between 1986 and 2003. In
sub-Saharan Africa, 50% of all publications on Africa
indexed in PubMed between 1981 and 2009 were from
South Africa, Uganda and Kenya. Zambia was ranked
seventh, with 922 publications within that period, trans-
lating to approximately 32 publications per year [17]. This paper is a review of published studies using rou-
tinely collected HIV data from Zambia from 2004 to
2015, within the six areas of focus (VMMC, condom
programming, behavioural change, HTC, PMTCT, and
treatment and retention in care). We sought to examine
the extent to which routinely collected HIV data has
been analysed quantitatively for publication and identify
gaps that exist across the six prioritised areas. It is hoped
that findings from this review will potentially inform
guidelines and strategies as well as stimulate policy
dialogue in the use of routinely collected data. g [
]
Sub-Saharan Africa is home to approximately 71% of
the people living with HIV [3]. Zambia is a high HIV
burden country within sub-Saharan Africa, having a na-
tional HIV prevalence of 11.6% and almost 980,000
people living with HIV in 2016 [4–6]. The HIV epidemic
in Zambia is generalised and is mainly attributed to un-
protected heterosexual activity [7]. Abstract The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Page 2 of 10 Page 2 of 10 Munthali et al. Health Research Policy and Systems (2017) 15:51 Background The HIV epidemic
in Zambia is generalised and is mainly attributed to un-
protected heterosexual activity [7]. This creates a need
to monitor the HIV epidemic by focusing on indicators
of effective prevention and on the quality of the HIV ser-
vices in Zambia [8]. Six key service areas are prioritised
in the country for prevention and treatment of HIV. These are (1) voluntary medical male circumcision
(VMMC); (2) condom programming; (3) behavioural
change; (4) HIV testing and counselling (HTC); (5)
prevention of mother-to-child transmission (PMTCT);
and (6) treatment and retention in care [7]. At national
level, these programmes are monitored using routinely
collected data and periodic country representative surveys. p
y
p
y
Routinely collected data can also be used to under-
stand the effectiveness of services and to improve
decision-making in the healthcare system. The benefits
in using routinely collected data include wider coverage
of recorded items from across the whole country and
the longitudinal nature of the data allowing estimation
of trends and changes in the use of services [9]. The use
of these data in this way is cost effective, as it is already
collected and readily available for analysis. Therefore, re-
search can be conducted in a timely and cost-efficient
manner [10]. It can be the basis of sampling for clinical
trials,
cohort
studies
and
case-control
studies,
as
matched case-control analyses can be performed repeat-
edly over long time periods [11]. Routinely collected data
are usually clinic based, but results from analysis of such
data can be generalisable to the whole population if the
services are widely used and serve all sections of society
[10]. One of the main data collection systems for the
routine collection of data from the HIV programme is
SmartCare, which is one of the largest electronic patient
monitoring systems (PMS) in Africa and is used in South
Africa and Ethiopia [12]. In Zambia, the SmartCare
database is used as a PMS for HIV services, and the data
are used to monitor and plan improvements in the
country’s HIV programme. SmartCare has been used as
a pilot since 2004, and was officially rolled out in 2006
[13], with 528 clinics using SmartCare in 2012, and Literature search strategy gy
We
conducted
a
literature
review
of
studies
that
reported results from routinely collected HIV data in
Zambia. We utilised a detailed search protocol and
standard systematic review procedures (Additional file 1)
for papers which utilised routinely collected HIV data
from
primary
to
tertiary
healthcare
settings,
using
SmartCare or other electronic or paper-based PMS data
in Zambia. We included studies published between 2004
(when SmartCare started) and November 2015. The
search was conducted between July and November 2015. We selected only original articles from peer-reviewed
journals on HIV studies conducted in Zambia utilising
routinely collected data and quantitative methods of data
analysis. All reported studies relevant to our search topic
were reviewed, regardless of sample size. Articles were
excluded if they were not written in English or where
the specific results for Zambia were not reported from
regional or multi-country studies. Clinical trials and
intervention studies that did not take place under
routine care conditions were also excluded, although Munthali et al. Health Research Policy and Systems (2017) 15:51 Page 3 of 10 Page 3 of 10 community trials that referred patients to the routine
clinics were included. of which seven were found to be multi-country studies
that did not use routinely collected data, and the remaining
62 were considered for categorisation. The articles were
then classified into the six HIV service areas. We searched the PubMed, Google Scholar, Directory
of Open Access Journals, and African Journals Online
databases for articles on HIV in Zambia that utilised
routinely collected data (Table 1). We used a combin-
ation of search words that included “HIV”, “SmartCare”
and “routinely collected data”, among others (Table 1). One of the authors (TM) searched for articles and ex-
tracted the data from included studies, while another au-
thor (SG) reviewed the extracted data for discrepancies. All discrepancies were discussed and resolved. A stand-
ard data extraction form was used to review and extract
data such as sample size, study design, number of study
sites, dates of data collection, year of publication and
main outcomes. Overall, 15 articles addressed PMTCT, four focussed
on HTC, four covered social and behavioural change
(Table 2), and 39 covered treatment and retention in
care. Our search did not reveal any articles that used
routinely collected HIV data in Zambia reporting out-
comes in the areas of condom programming or VMMC
utilising quantitative methods. Literature search strategy The majority of the papers were mostly large samples,
with thousands of subjects, covering many different
health facilities. The articles on HIV treatment and
retention in care covered topics such as enrolment and
retention into antiretroviral therapy, effectiveness of
different drug regimens, coinfections with laboratory
confirmed pathogens, comorbidities using clinical signs
and symptoms, and food supplementation (Table 3). The
15 PMTCT articles found addressed elimination of
paediatric HIV infections, transmission of HIV to the
babies, and improvement of survival in infected mothers
and their exposed children. Data analysis
h
l
d The selected papers could only be categorised by the six
programme areas as the range of topics covered pre-
vented aggregated statistical analysis of findings. All eli-
gible articles were further grouped by the populations
used in the papers, namely adult (males and females
above 15 years of age), women and children (under the
age of 15 years) to assess how effectively the priority
areas cover the different age categories. The eligible arti-
cles were also analysed based on institutions that collab-
orated to publish the articles. p
We found four articles on HTC covering couple coun-
selling and provider-initiated testing and counselling. Ar-
ticles on social and behaviour change looked at creating
demand for adherence, prevention interventions, im-
proved biomarkers and treatment uptake. Treatment
and care had the largest number of articles with 39 arti-
cles covering the topic (Table 3). Of the 62 articles, 33
full length papers utilised adult only routinely collected
data and addressed retention in care, access to HIV
treatment, mortality and clinical outcomes. A total of 16
full-length articles used data from only women, covering
contraception, PMTCT and antenatal HIV prevalence
rates. The articles using data on women only were pub-
lished between 2010 and 2011, and had sample sizes
ranging from 1435 to 138,884. There were 13 peer-
reviewed articles that addressed paediatric HIV care and
treatment. These were published between 2007 and
2013, with sample sizes ranging from 1120 to 4975. Our
search did not reveal any articles utilising routinely col-
lected HIV data specifically on adolescents aged 10–24
years old. Results A total of 1846 titles were reviewed and 1048 were
excluded because they were not published in journals (n
= 482), were published before 2004 (n = 335), or the
topics were not relevant (n = 231). A total of 791 ab-
stracts were then reviewed. Of these, some were ex-
cluded because they were clinical trials (n = 39),
qualitative studies (n = 110), or did not use routinely
collected data (n = 470), or were multi-country studies
that did not include specific data on Zambia (n = 103)
(Fig. 1). From these, 69 full length articles were selected, Table 1 Search strategy
Database
Search terms
Google Scholar (July 3, 2015)
HIV + SmartCare +
Zambia HIV + routine + data HIV/AIDS
+ “routinely collected data” + Zambia
Condom + HIV + Zambia
PubMed (July 15, 2015)
HIV/AIDS + “routinely collected data”
+ Zambia + routine data
Condom + HIV
African Journals Online
(November 6, 2015)
HIV + routine + data + Zambia +
condom + "routinely collected data" +
SmartCare
Directory of Open Access
Journals (November 11, 2015)
HIV + Zambia + condom + "routinely
collected data" + SmartCare The 62 papers analysed were published in collabor-
ation with partner institutions (Fig. 2). The Centre for
Infectious Disease Research in Zambia and the Univer-
sity of Alabama had the highest contribution, with col-
laboration on 42 and 29 papers, respectively. The staff
from national and district levels of the Ministry of
Health participated in 40 of the published articles,
while the lower collaboration was from institutions
based in the United Kingdom, with collaboration on Munthali et al. Health Research Policy and Systems (2017) 15:51 Page 4 of 10 Fig. 1 Flow diagram of review of routinely collected HIV data in Zambia Fig. 1 Flow diagram of review of routinely collected HIV data in Zambia only 8 articles, four from LSHTM and four from
other universities. This study was a collection of articles covering a di-
verse range of topics, which meant that no meta-analysis
of the studies was possible. One of the goals of this
paper was to highlight the range and diversity of the
topics available for analysis using routinely collected
data, and to explore the gaps in the published literature
so far. The main topics were grouped into treatment and
retention in care, PMTCT, HTC, condom programming
and VMMC. Results Our search on VMMC and condom
programming revealed no quantitatively analysed papers
and few qualitatively analysed papers. Discussion The review of published articles showed that consider-
able strides are being made in utilisation of routinely
collected HIV data in Zambia. A total of 62 articles were
found and considered in this review. Treatment and
retention in care and PMTCT had the highest contribu-
tion, with counselling and social and behavioural change
having four articles each. However, we could not find
published papers that utilised quantitative data analysis
methods in our search on VMMC and condom pro-
gramming despite the importance of these programmes
and the inclusion of data from these programmes in
SmartCare. The broad focus of the literature search on
HIV in Zambia should have identified many papers on
condom programming or VMMC, but the only papers
found were qualitative studies on these topics. It was
also observable during the search process that quantita-
tively analysed studies on HIV in adolescents in the
country were limited and information for this age group
has to be extracted from paediatric and adult studies. We did not include a large number of qualitatively
analysed, clinical trial and survey-based articles, which
have made important contributions to policy change in
HIV care and treatment in Zambia. Further, risk of bias
in individual study papers selected was not prioritised
during the selection process since the rationale of the re-
view was to assess the extent of utilisation of routinely
collected
data
in
the
country. Only
peer-reviewed
articles where included because the assumption was that
the peer-review process implies some form of quality
control for biases in selected papers. In addition, only
one of the authors reviewed the titles and abstracts, Munthali et al. Health Research Policy and Systems (2017) 15:51 Page 5 of 10 Table 2 Studies utilising routinely collected data in HIV testing and counselling, prevention of mother-to-child transmission (PMTCT)
and social behavioural change programmes in Zambia Table 2 Studies utilising routinely collected data in HIV testing and counselling, prevention of mother to child transmission (PMTCT)
and social behavioural change programmes in Zambia
First author, year of publication Data collection period Sample size Sampled population
Outcomes assessed
HIV testing and counselling
Topp et al. [31]
2008–2011
2239
Adults only
CD4 count, haemoglobin level, BMI, education level,
partner’s HIV status
Topp et al. [32]
2008–2010
44,420
Adults only
HIV testing, enrolment into care
Czaicki et al. [33]
2011–2012
10,806
Adult couples
Cohabitation length, prior HIV testing, current
antiretroviral use
Kankasa et al. Discussion [34]
2006–2007
15,670
Children
HIV testing, testing coverage, HIV counselling,
PMTCT
Killam et al. [35]
2007–2008
13,917
Women initiating ART
Women eligible for ART, women initiating ART
Stringer et al. [36]
2001
17,263
Women only
Women tested, mothers and babies receiving NVP
Stringer et al. [37]
2003
8787
Mother baby pairs
Gravidity, offered testing, tested, infant given NVP
Chibwesha et al. [38]
2007–2010
1813
Mother baby pairs
CD4 count, date of highly active ART initiation, infant
HIV status
Liu et al. [39]
2007– 2009
13,888
Women initiating ART
CD4 count, haemoglobin level, syphilis, tuberculosis,
HIV status
Chintu et al. [40]
2004–2006
6740
Women on ART
Mortality, NVP exposure, CD4 count, haemoglobin
level
Mandala et al. [41]
2007–2008
14,815
Women on ART
CD4 count, initiated on ART
Torpey et al. [20]
2005–2008
9723
Women on ART
HIV testing, enrolled to care, received ART
Chibwesha et al. [42]
2009–2010
18,407
Women initiating ART
CD4 count, haemoglobin level, use of contraceptives
Stringer et al. [43]
2002–2006
243,302
Women and baby pairs HIV status, number testing positive, attended
antenatal care
Mulindwa [44]
Not stated
146
Women initiating ART
NVP toxicity, hepatic toxicity, WHO grading of toxicity
Ngoma et al. [45]
2008–2009
279
Women only
HIV-free at 12 months, mortality rates, HIV
transmission
Torpey et al. [46]
2007–2010
28,320
Children only
HIV testing, type of PMTCT regimen
Torpey et al. [47]
2007–2009
8237
Children
HIV testing, type of PMTCT regimen
Albrecht et al. [48]
2001–2003
760
Women only
PMTCT drug adherence, partner disclosure
Social and behavioural change
Kankasa et al. [34]
2004–2007
27,115
Adults on ART
Adherence, mortality, loss to follow-up, CD4 count
Goldman et al. [49]
2006–2007
913
Adults on ART
Adherence, viral load
Carlucci et al. [50]
2006
542
Adults on ART
Drug adherence
Birbeck et al. [51]
2005–2006
255
Adults on ART
Drug adherence
ART antiretroviral therapy, BMI body mass index, NVP nevirapine First author, year of publication Data collection period Sample size Sampled population
Outcomes assessed information from the districts rarely used for decision-
making at district levels. The reasons for these low
numbers could be the limited data analysis skills, un-
availability of data analysis software, disapproval or lack
of support from supervisors, and lack of time and op-
portunity [9–11, 18–20]. Discussion It could be further argued that
the limited use of routinely collected data was due to
lack of knowledge on the benefits of analyzing such
data at facility and district levels and poor data man-
agement, which could be alleviated by deliberate policy
from government to support existing staff capacity
building, operational research and publication of find-
ings [18, 21]. which could be a source of bias. However, as far as we
are aware, this is the first study to provide such a
baseline of studies for future referral. The total number of published articles found in our
literature search on the six HIV programmatic areas
using routinely collected data meeting our criteria was
quite low (an average of six articles per year) consider-
ing that these have been published in the past 10 years. This finding is lower than the 32 articles per year re-
ported by Uthman [17], but in line with findings by the
Ministry of Health [18], where the use and analysis of
routinely collected data were found to be inadequate in
Zambia, with analysed data displayed in graphs and Munthali et al. Health Research Policy and Systems (2017) 15:51 Page 6 of 10 Table 3 Studies utilising routinely collected data on HIV treatment and retention in care in Zambia
First author
Data collection period Sample size Sampled population
Outcomes assessed
Cantrell et al. [52]
2004–2005
636
Adults on ART
Adherence to medication, CD4, weight gain
Koethe et al. [53]
2004–2008
27,915
Adults initiating ART
Weight gain, death, treatment failure, BMI
Tirivayi et al. [54]
2009
291
Adults on ART
Adherence to medication, CD4, BMI
Koethe et al. [55]
2004–2009
56,612
Adults on ART
CD4, mortality, BMI
Stringer et al. [56]
2004–2007
14,736
Adults on ART
Single dose substitution, CD4 count, haemoglobin
level, BMI, mortality
Chi et al. [57]
2007–2010
18,866
Adults initiating ART
CD4, clinical disease staging, BMI, serum creatinine
adherence, mortality
Chi et al. [58]
2007–2009
10,485
Adults on ART
Drug substitution, mortality, loss to follow-up,
withdrawal and death
Chi et al. [59]
2004–2008
24,366
Adults on ART
CD4 counts, age clinical staging, haemoglobin,
tuberculosis co-infection, adherence
Chi et al. [60]
2007
33,704
Adults on ART
Cut-off points defining loss to follow-up, sensitivity,
specificity, misclassification rate
Giganti et al. [61]
2004–2010
40,410
Adults on ART
Haemoglobin level, CD4, ART regimen
Vinikoor et al. Discussion This is in line with global trends in HIV
prevention strategies where treatment and retention in
care have been identified as the most effective HIV
prevention tool among the biomedical prevention tools
analysed to date [22, 23]; more research is encouraged in
these areas. However, considering the period under
review, the number of studies found on retention and
care were rather low. Similar trends of low levels of pub-
lication in this area have been attributed to long follow-
up periods required to monitor retention in care as well
as to inconsistent information systems that make it difficult
to track patients that seek care from multiple facilities [24]. from paediatric and adult studies. Similar findings have
been reported in studies conducted in southern Africa in
2009 [26] and 2010 [27], where few data were reported
on perinatally infected adolescents with most of the
available data on adherence and outcomes emerging
from the developed world. It is further argued that data
for adolescents in southern Africa are disaggregated into
0–14, 15–19 and 15–24 year age groups, which makes it
difficult to ascertain adolescent-specific data since, in
most cases, the data includes very young children or
adults [28]. The search on condom programming revealed mostly
intervention studies in settings where prospective users
could access them. Reasons for this could be the mode
of distribution, which is restricted to public health facil-
ities and to private health facilities only on request [29]. Similarly, Kane et al. [30] argued that use of aggregate
data on condom sales does not provide information on
utilisation of condoms after they are obtained, resulting
in the need for in-depth analysis on factors associated
with condom use. The same could be concluded on use-
fulness of aggregate condom distribution data. Moreover,
condom distribution data are difficult to document in
routinely collected data and thus there is heavy reliance There was also a limited number of studies that looked
at children born with HIV infection identified in our
search. This is in line with findings from a systematic re-
view of care and retention in HIV-infected children in
low- and middle-income countries, where limited data
were also found in Asia, Eastern Europe and Latin
America [25], attributed to emphasis on studies on adult
data. Discussion Health Research Policy and Systems (2017) 15:51 Page 7 of 10 Table 3 Studies utilising routinely collected data on HIV treatment and retention in care in Zambia (Continued)
Van Dijk et al. [85]
2007–2008
192
Children on ART
Years of receiving ART, distance from clinic,
CD4 percentage, weight-for-age Z score
Sinkala et al. [86]
2005–2006
5609
Adults only
Colonoscopy, laparoscopy, culture results
Sheyo [87]
2009–2010
452
Adults and children
HIV status, burn history, burn outcome and
management
Brugha et al. [88]
2004–2007
39
Health facilities
VCT, ART, PMTCT, childhood immunisation service
and coverage trends
Kancheya et al. [89]
2003–2006
203
Adults
HIV status, VCT
Kaile et al. [90]
2004
18
Adults on ART
Blood pressure serum potassium, creatinine and
sodium, Karnofsky score, WHO staging
ART antiretroviral therapy, BMI body mass index, PMTCT prevention of mother-to-child transmission, VCT voluntary counselling and testing ble 3 Studies utilising routinely collected data on HIV treatment and retention in care in Zambia (Continued) Treatment and retention in care had the largest num-
ber of studies. This is in line with global trends in HIV
prevention strategies where treatment and retention in
care have been identified as the most effective HIV
prevention tool among the biomedical prevention tools
analysed to date [22, 23]; more research is encouraged in
these areas. However, considering the period under
review, the number of studies found on retention and
care were rather low. Similar trends of low levels of pub-
lication in this area have been attributed to long follow-
up periods required to monitor retention in care as well
as to inconsistent information systems that make it difficult
to track patients that seek care from multiple facilities [24]. There was also a limited number of studies that looked
at children born with HIV infection identified in our
search. This is in line with findings from a systematic re-
view of care and retention in HIV-infected children in
low- and middle-income countries, where limited data
were also found in Asia, Eastern Europe and Latin
America [25], attributed to emphasis on studies on adult
data. It was also apparent that no quantitative peer-
reviewed studies on treatment and retention among ado-
lescents already in HIV care in Zambia were found in
our search. Data on this age group has to be extracted Treatment and retention in care had the largest num-
ber of studies. Discussion [62]
2015
20,308
Adults on ART
HBsAg, CD4, BMI, WHO staging
Mulenga et al. [63]
2004–2007
25,779
Adults on ART
Mortality, creatinine clearance
Stringer et al. [64]
2004–2005
21,755
Adults initiating ART
Clinical staging, CD4, mortality, BMI, haemoglobin
level, adherence
Seu et al. [65]
2009–2012
68
Adults failing treatment
CD4 count, adherence, HIV drug resistance
mutations
Krebs et al. [66]
2005
1343
Adults lost to follow-up
CD4 count, BMI, mortality, home visit categories
(traced, untraceable, died)
Vinikoor et al. [67]
2004–2010
53,015
Adults missing pharmacy
refills
CD4 count, clinical staging, pharmacy refills,
adherence, ART regimen
Vinikoor et al. [68]
2004–2011
92,130
Adults on ART
Adherence, CD4 count, mortality, long-term follow-
up
Harris et al. [69]
2005–2007
20,153
Tuberculosis/HIV co-infected
adults
Enrolment on ART, CD4 count, WHO staging
Mweemba et al. [70]
2011–2013
91,130
Adults initiating ART
Hepatitis B co-infection, WHO staging, CD4 count
Deo et al. [71]
2007
13
Laboratories
CD4 count, haemoglobin, liver function test
Chi et al. [72]
2004–2006
6740
Women exposed to
nevirapine
WHO stage, CD4 cell count, status, BMI
Bolton-Moore et al. [73]
2004–2007
4975
Children on ART
CD4 percentage, weight-for-age Z scores, clinical
staging, haemoglobin level, mortality
Mubiana‐Mbewe et al. [74] 2004–2006
1705
Children enrolled into care
CD4 percentage, clinical staging, haemoglobin level
Scott et al. [75]
2006–2011
1334
Children on ART
CD4 percentage, fixed and variable unit costs
Kiage et al. [76]
2009–2011
822
Mother-infant pairs
WHO staging, CD4/CD8 percentage, HIV, haemoglobin
panel, maternal-CD4 count
Sutcliffe et al. [77]
2004–2008
1278
Children on ART
Enrolment in ART, loss to follow-up, mortality, clinical
staging, CD4 percentage
Iyer et al. [78]
2006–2011
1102
Children initiating ART
Age, CD4 percentage, ART initiation, full blood count,
blood chemistry
Sutcliffe et al. [79]
2004–2008
863
Children on ART
Mortality, CD4, HIV, haemoglobin level
Sutcliffe [80]
2000–2002
492
Children on ART
CD4 count, haemoglobin level, mortality
Van Dijk et al. [81]
2007–2012
77
Children on ART
Weight-for-age Z scores, CD4 percentage
Van Dijk et al. [82]
2007–2010
198
Children on ART
Treatment outcomes, viral load, CD4 percentage,
retention in care, mortality
Sutcliffe et al. [83]
2007–2009
193
Children initiating ART
Weight-for-age and height-for-age Z scores
Nkamba [84]
Not stated
59
Children on ART
T cell subsets CD4 and CD8 memory Table 3 Studies utilising routinely collected data on HIV treatment and retention in care in Zambia
First author
Data collection period Sample size Sampled population
Outcomes assessed Munthali et al. Discussion It was also apparent that no quantitative peer-
reviewed studies on treatment and retention among ado-
lescents already in HIV care in Zambia were found in
our search. Data on this age group has to be extracted Fig. 2 Graph showing number of articles published by each collaborating institution Munthali et al. Health Research Policy and Systems (2017) 15:51 Page 8 of 10 Page 8 of 10 on survey data [7]. There is an urgent need to under-
stand the demographics of condom distribution in the
country. Similar trends were revealed in the VMMC
programme, which also yielded low numbers of peer-
reviewed articles that utilised routinely collected quantitative
data, despite the country not meeting its circumcision
targets [7]. Ethics approval and consent to participate
Not applicable. Ethics approval and consent to participate
Not applicable. Ethics approval and consent to participate
Not applicable. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Funding
h This writing or this paper was supported by the Sustainable Evaluation
through Analysis of Routinely Collected HIV data (SEARCH) project Zambia. 13. Ministry of Health. National Health Report, Directorate of Public Health and
Research. Lusaka: MoH; 2012. 14. Ministry of Health. List of Health Facilities in Zambia, Preliminary Report. Lusaka: MoH; 2013. Abbreviations HTC: HIV testing and counselling; PMS: patient monitoring system;
PMTCT: prevention of mother to child transmission; VMMC: voluntary male
circumcision 10. Grzeskowiak LE, Gilbert AL, Morrison JL. Methodological challenges in using
routinely collected health data to investigate long-term effects of
medication use during pregnancy. Ther Adv Drug Saf. 2013;4(1):27–37. 11. Bain MR, Chalmers JW, Brewster DH. Routinely collected data in national and
regional databases-an under-used resource. J Public Health. 1997;19(4):413–8. 10. Grzeskowiak LE, Gilbert AL, Morrison JL. Methodological challenges in using
routinely collected health data to investigate long-term effects of
medication use during pregnancy. Ther Adv Drug Saf. 2013;4(1):27–37. 10. Grzeskowiak LE, Gilbert AL, Morrison JL. Methodological challenges in using
routinely collected health data to investigate long-term effects of
medication use during pregnancy. Ther Adv Drug Saf. 2013;4(1):27–37. 11. Bain MR, Chalmers JW, Brewster DH. Routinely collected data in national and
regional databases-an under-used resource. J Public Health. 1997;19(4):413–8. 11. Bain MR, Chalmers JW, Brewster DH. Routinely collected data in national and
regional databases-an under-used resource. J Public Health. 1997;19(4):413–8. Availability of data and materials The dataset supporting the conclusions of this article is included with the
article and its additional files. 15. PEPFAR. Zambia Operational Plan Report FY 2013. Washington, DC: PEPFAR;
2013. https://www.pepfar.gov/documents/organization/222188.pd . Accessed July 2015. Authors’ contributions 16. Uusküla A, Toompere KLK, et al. HIV research productivity and structural
factors associated with HIV research output in European Union countries: a
bibliometric analysis. BMJ Open. 2015;5(2):e006591. TM and PM participated in the conception of the study. SGM reviewed the
analysed articles. CM, PM, JT, NK and CP reviewed all the drafts for
intellectual content, participated in the interpretation of the findings. The
whole team participated in the critical review and editing of all the
manuscript drafts for scientific merit and depth. All authors read and
approved the final manuscript. 17. Uthman OA. Pattern and determinants of HIV research productivity in sub-
Saharan Africa: bibliometric analysis of 1981 to 2009 PubMed papers. BMC
Infect Dis. 2010;10:47. 18. Ministry of Health. Assessment of the Health Information System in Zambia. Lusaka: Ministry of Health, Department of Planning and Development,
Monitoring and Evaluation Unit; 2007. References 1. World Health Organization. Consolidated Strategic Information Guidelines
for HIV in the Health Sector. Geneva: WHO; 2015. 1. World Health Organization. Consolidated Strategic Information Guidelines
for HIV in the Health Sector. Geneva: WHO; 2015. 2. World Health Organization. National AIDS Programmes: A Guide to
Indicators for Monitoring and Evaluating National Antiretroviral
Programmes. Geneva: WHO; 2005. Programmes. Geneva: WHO; 2005. 3. UNAIDS. The Gap Report. Geneva: UNAIDS; 2014. 4. National HIVAIDS Council Zambia; Zambia Country Report: Monitoring the
Declaration of Commitment on HIV and AIDS and the Universal Access, The
United Nations General Assembly Special Session on HIV and AIDS. Lusaka:
Republic of Zambia; 2014. To improve the use of routinely collected data for use in
publications the government could deliberately put in
place policies to prioritise training of civil servants work-
ing in various programmes in operational research and
consequently fund publishing of findings. These published
articles would aid in international resource mobilisation
for most programmes in the country as programme level
data can be easily accessed in peer-reviewed articles. 5. UNAIDS. Global Report: UNAIDS Report on the Global AIDS Epidemic 2013. Geneva: UNAIDS; 2013. 6. Ministry of Health. Zambia Population-Based HIV Impact Assessment
(ZAMPHIA) 2015–2016, Summary Sheet: Preliminary Findings. Lusaka:
Ministry of Health; 2016. 7. Ministry of Health. National AIDS Strategic Framework 2014-2016: A Nation
Free from the Threat of HIV and AIDS. Lusaka: Ministry of Health; 2014. 7. Ministry of Health. National AIDS Strategic Framework 2014-2016: A Nation
Free from the Threat of HIV and AIDS. Lusaka: Ministry of Health; 2014. 8. Central Statistical Office, Ministry of Health, and ICF International. Zambia
Demographic and Health Survey 2013–14. Rockville: CSO, MoH, and ICF Int; 2014. 8. Central Statistical Office, Ministry of Health, and ICF International. Zambia
Demographic and Health Survey 2013–14. Rockville: CSO, MoH, and ICF Int; 2014. 9. Deeny SR, Steventon A. Making sense of the shadows: priorities for creating
a learning healthcare system based on routinely collected data. BMJ Qual
Saf. 2015;24(8):505–15. 9. Deeny SR, Steventon A. Making sense of the shadows: priorities for creating
a learning healthcare system based on routinely collected data. BMJ Qual
Saf. 2015;24(8):505–15. Author details
1 1School of Public Health, University of Zambia, Lusaka, Zambia. 2Ministry of
Health, Lusaka, Zambia. 3Department of Population Health, London School of
Hygiene and Tropical Medicine, London, United Kingdom. 4Zambia AIDS
Related Tuberculosis (ZAMBART) Project, Lusaka, Zambia. 5MeSH Consortium,
Department of Social Economic and Health Research, Faculty of Public
Health and Policy, London School of Hygiene and Tropical Medicine,
London, United Kingdom. Conclusion There are positive advances being made in the HIV
programme in the use of routinely collected data in
Zambia. This progress must be nurtured and enhanced
if Zambia is to reach elimination stages in HIV control. However, more efforts must be put into research and
publishing results in critical areas, such as paediatric and
adolescent care, VMMC and condom distribution, in
order to build the skills and knowledge-base to deliver
HIV services. Research on adolescent and childhood
HIV morbidity and mortality outcomes as well as social
behavioural change needs is important because HIV-
infected adolescents and children are the key population
in reducing HIV spread in their generation. Received: 9 June 2016 Accepted: 30 May 2017 Received: 9 June 2016 Accepted: 30 May 2017 Acknowledgements We acknowledge the SEARCH Project team in London for the additional
training in HIV data analysis and support while in London. 12. Tassie J-M, Malateste K, Pujades-Rodríguez M, Poulet E, Bennett D, Harries A,
Mahy M, Schechter M, Souteyrand Y, Dabis F. Evaluation of three sampling
methods to monitor outcomes of antiretroviral treatment programmes in
low-and middle-income countries. PLoS One. 2010;5(11):e13899. 14.
Ministry of Health. List of Health Facilities in Zambia, Preliminary Report.
Lusaka: MoH; 2013. Competing interests Results from an analysis of an
urban cohort of HIV-positive patients in Lusaka, Zambia. J Int AIDS Soc. 2012;15(2):17352. 50. Carlucci JG, Kamanga A, Sheneberger R, Shepherd BE, Jenkins CA, Spurrier J,
Vermund SH. Predictors of adherence to antiretroviral therapy in rural
Zambia. J Acquir Immune Defic Syndr. 2008;47(5):615–22. 32. Topp SM, Chipukuma JM, Chiko MM, Wamulume CS, Bolton-Moore C, Reid
SE. Opt-out provider-initiated HIV testing and counselling in primary care
outpatient clinics in Zambia. Bull World Health Organ. 2011;89(5):328–35. 51. Birbeck GL, Chomba E, Kvalsund M, Bradbury R, Mang’ombe C, Malama K,
Kaile T, Byers PA, RAAZ Study Team, Organek N. Antiretroviral adherence in
rural Zambia: the first year of treatment availability. Am J Trop Med Hyg. 2009;80(4):669–74. 33. Czaicki NL, Davitte J, Siangonya B, Kastner R, Ahmed N, Khu NH, Kuo WH,
Abdallah J, Wall KM, Tichacek A, et al. Predictors of first follow-up HIV
testing for couples’ voluntary HIV counseling and testing in Ndola, Zambia. J Acquir Immune Defic Syndr. 2014;66(1):e1–7. 52. Cantrell RA, Sinkala M, Megazinni K, Lawson-Marriott S, Washington S, Chi
BH, Tambatamba-Chapula B, Levy J, Stringer EM, Mulenga L, et al. A pilot
study of food supplementation to improve adherence to antiretroviral
therapy among food insecure adults in Lusaka, Zambia. J Acquir Immune
Defic Syndr. 2008;49(2):190–5. doi:10.1097/QAI. 1090b1013e31818455d31818452. 34. Kankasa C, Carter RJ, Briggs N, Bulterys M, Chama E, Cooper ER, Costa C,
Spielman E, Katepa-Bwalya M, M'soka T, et al. Routine offering of HIV testing
to hospitalized pediatric patients at university teaching hospital, Lusaka,
Zambia: acceptability and feasibility. JAIDS J Acquir Immune Defic Syndr. 2009;51(2):202–8. 53. Koethe JR, Lukusa A, Giganti MJ, Chi BH, Nyirenda CK, Limbada MI, Banda Y,
Stringer JS. Association between weight gain and clinical outcomes among
malnourished adults initiating antiretroviral therapy in Lusaka, Zambia. J
Acquir Immune Defic Syndr. 2010;53(4):507. 35. Killam WP, Tambatamba BC, Chintu N, Rouse D, Stringer E, Bweupe M, Yu Y,
Stringer JS. Antiretroviral therapy in antenatal care to increase treatment
initiation in HIV-infected pregnant women: a stepped-wedge evaluation. AIDS. 2010;24(1):85–91. 54. Tirivayi N, Koethe JR, Groot W. Clinic-based food assistance is associated
with increased medication adherence among HIV-infected adults on long-
term antiretroviral therapy in Zambia. J AIDS Clin Res. 2012;3(7):171. 36. Stringer EM, Sinkala M, Stringer JS, Mzyece E, Makuka I, Goldenberg RL,
Kwape P, Chilufya M, Vermund SH. Competing interests Systematic review of retention of pediatric patients on HIV
treatment in low and middle-income countries 2008–2013. AIDS. 2015;29(4):493–502. 45. Ngoma MS, Misir A, Mutale W, Rampakakis E, Sampalis JS, Elong A, Chisele
S, Mwale A, Mwansa JK, Mumba S, et al. Efficacy of WHO recommendation
for continued breastfeeding and maternal cART for prevention of perinatal
and postnatal HIV transmission in Zambia. J Int AIDS Soc. 2015;18(1):19352. 26. Nachega JB, Hislop M, Nguyen H, Dowdy DW, Chaisson RE, Regensberg L,
Cotton M, Maartens G. Antiretroviral therapy adherence, virologic and
immunologic outcomes in adolescents compared with adults in Southern
Africa. J Acquir Immune Defic Syndr. 2009;51(1):65–71. 46. Torpey K, Mandala J, Kasonde P, Bryan-Mofya G, Bweupe M, Mukundu J,
Zimba C, Mwale C, Lumano H, Welsh M. Analysis of HIV early infant
diagnosis data to estimate rates of perinatal HIV transmission in Zambia. PLoS One. 2012;7(8):e42859. 27. Gray GE. Adolescent HIV? Cause for concern in Southern Africa. PLoS Med. 2010;7(2):e1000227. 47. Torpey K, Kasonde P, Kabaso M, Weaver MA, Bryan G, Mukonka V, Bweupe
M, Zimba C, Mwale F, Colebunders R. Reducing pediatric HIV infection:
estimating mother-to-child transmission rates in a program setting in
Zambia. J Acquir Immune Defic Syndr. 2010;54(4):415–22. 28. Hervish A, Clifton D. Status Report: Adolescents and Young People in Sub-
Saharan Africa. Opportunities and Challenges. 2012. www.prb.org/pdf12/
status-report-youth-subsaharan-Africa.pdf. Accessed July 2015. 29. Sandøy IF, Zyaambo C, Michelo C, Fylkesnes K. Targeting condom
distribution at high risk places increases condom utilization-evidence from
an intervention study in Livingstone, Zambia. BMC Public Health. 2012;12:10. 48. Albrecht S, Semrau K, Kasonde P, Sinkala M, Kankasa C, Vwalika C,
Aldrovandi GM, Thea DM, Kuhn L. Predictors of nonadherence to single-
dose nevirapine therapy for the prevention of mother-to-child HIV
transmission. J Acquir Immune Defic Syndr. 2006;41(1):114–8. 30. Kane R, Wellings K, Free C, Goodrich J. Uses of routine data sets in the
evaluation of health promotion interventions: opportunities and limitations. Health Educ. 2000;100(1):33–41. 49. Goldman JD, Cantrell RA, Mulenga LB, Tambatamba BC, Ried SE, Levy JW,
Limbada M, Taylor A, Saag MS, Vermund SH, et al. Simple adherence
assessments to predict virologic failure among HIV-infected adults with
discordant immunologic and clinical responses to antiretroviral therapy. AIDS Res Hum Retroviruses. 2008;24(8):1031–5. 31. Topp SM, Li MS, Chipukuma JM, Chiko MM, Matongo E, Bolton-Moore C,
Reid SE. Does provider-initiated counselling and testing (PITC) strengthen
early diagnosis and treatment initiation? Competing interests g
The authors declare that they have no competing interests. The authors declare that they have no competing interests. 19. Zachariah R, Ford N, Maher D, Bissell K, Van den Bergh R, van den Boogaard
W, Reid T, Castro KG, Draguez B, von Schreeb J. Is operational research
delivering the goods? The journey to success in low-income countries. Lancet Infect Dis. 2012;12(5):415–21. 19. Zachariah R, Ford N, Maher D, Bissell K, Van den Bergh R, van den Boogaard
W, Reid T, Castro KG, Draguez B, von Schreeb J. Is operational research
delivering the goods? The journey to success in low-income countries. Lancet Infect Dis. 2012;12(5):415–21. Consent for publication
Not applicable. Consent for publication
Not applicable. Page 9 of 10 Page 9 of 10 Munthali et al. Health Research Policy and Systems (2017) 15:51 Page 9 of 10 20. Torpey K, Kabaso M, Kasonde P, Dirks R, Bweupe M, Thompson C, Mukadi Y. Increasing the uptake of prevention of mother-to-child transmission of HIV
services in a resource-limited setting. BMC Health Serv Res. 2010;10:29. 41. Mandala J, Torpey K, Kasonde P, Kabaso M, Dirks R, Suzuki C, Thompson C,
Sangiwa G, Mukadi YD. Prevention of mother-to-child transmission of HIV in
Zambia: implementing efficacious ARV regimens in primary health centers. BMC Public Health. 2009;9:314. 21. Jorm L. Routinely collected data as a strategic resource for research: priorities
for methods and workforce. Public Health Res Pract. 2015;25(4):e2541540. 42. Chibwesha CJ, Li MS, Matoba CK, Mbewe RK, Chi BH, Stringer JS, Stringer
EM. Modern contraceptive and dual method use among HIV-infected
women in Lusaka, Zambia. Infect Dis Obstet Gynecol. 2011;2011:261453. 22. UNAIDS. 90-90-90: An Ambitious Treatment Target to Help End the AIDS
Epidemic. Geneva: UNAIDS; 2014. 23. World Health Organization. Treat all people living with HIV, offer
antiretrovials as additional prevention choice for people at “substantial risk”. 2015. http://www.who.int/mediacentre/news/releases/2015/hiv-treat-all-
recommendation/en/. Accessed Oct 2015. 43. Stringer EM, Chintu NT, Levy JW, Sinkala M, Chi BH, Muyanga J, Bulterys M,
Bweupe M, Megazzini K, Stringer JS. Declining HIV prevalence among
young pregnant women in Lusaka, Zambia. Bull World Health Organ. 2008;
86(9):697–702. 44. Mulindwa JM. A study of nevirapine toxicity in HIV infected pregnant
women at the University Teaching Hospital in Lusaka, Zambia. Med J
Zambia. 2012;39(1):11–5. 24. Rosen S, Fox MP. Retention in HIV care between testing and treatment in
sub-Saharan Africa: a systematic review. PLoS Med. 2011;8(7):e1001056. 25. Fox MP, Rosen S. Competing interests Rapid scale-up of antiretroviral therapy at primary care
sites in Zambia: feasibility and early outcomes. JAMA. 2006;296(7):782–93. 83. Sutcliffe C, van Dijk J, Munsanje B, Hamangaba F, Sinywimaanzi P, Thuma P,
Moss W. Weight and height z-scores improve after initiating ART among HIV-
infected children in rural Zambia: a cohort study. BMC Infect Dis. 2011;11:54. 65. Seu L, Mulenga LB, Siwingwa M, Sikazwe I, Lambwe N, Guffey MB, Chi BH. Characterization of HIV drug resistance mutations among patients failing
first-line antiretroviral therapy from a tertiary referral center in Lusaka,
Zambia. J Med Virol. 2015;87(7):1149–57. 84. Nkamba KR-LHC, Moss W, Siziya S. Antimycobacterial immune responses in
HIV-infected children starting antiretroviral therapy in Lusaka, Zambia. Med J
Zambia. 2010;37(4):216–22. 66. Krebs DW, Chi BH, Mulenga Y, Morris M, Cantrell RA, Mulenga L, Levy J,
Sinkala M, Stringer JS. Community-based follow-up for late patients enrolled
in a district-wide programme for antiretroviral therapy in Lusaka, Zambia. AIDS Care. 2008;20(3):311–7. 85. van Dijk JH, Sutcliffe CG, Munsanje B, Hamangaba F, Thuma PE, Moss WJ. Barriers to the care of HIV-infected children in rural Zambia: a cross-
sectional analysis. BMC Infect Dis. 2009;9:169. 86. Sinkala E, Gray S, Zulu I, Mudenda V, Zimba L, Vermund SH, Drobniewski F,
Kelly P. Clinical and ultrasonographic features of abdominal tuberculosis in
HIV positive adults in Zambia. BMC Infect Dis. 2009;9:44. 67. Vinikoor MJ, Schuttner L, Moyo C, Li M, Musonda P, Hachaambwa LM,
Stringer JS, Chi BH. Short communication: late refills during the first year of
antiretroviral therapy predict mortality and program failure among HIV-
infected adults in urban Zambia. AIDS Res Hum Retroviruses. 2014;30(1):74–7. 87. Sheyo M. Clinical outcome of burns in HIV positive patients in Lusaka,
Zambia. Med J Zambia. 2012;39(4):1–6. 88. Brugha R, Simbaya J, Walsh A, Dicker P, Ndubani P. How HIV/AIDS scale-up
has impacted on non- HIV priority services in Zambia. BMC Public Health. 2010;10:540. 68. Vinikoor MJ, Joseph J, Mwale J, Marx MA, Goma FM, Mulenga LB, Stringer
JS, Eron JJ, Chi BH. Age at antiretroviral therapy initiation predicts immune
recovery, death, and loss to follow-up among HIV-infected adults in urban
Zambia. AIDS Res Hum Retroviruses. 2014;30(10):949–55. 89. Kancheya NG, Jordan AK, Zulu IS, Chanda D, Vermund SH. Improved HIV testing
coverage after scale-up of antiretroviral therapy programs in urban Zambia:
evidence from serial hospital surveillance. Med J Zambia. 2010;37(2):71–7. 69. Competing interests Prevention of mother-to-child
transmission of HIV in Africa: successes and challenges in scaling-up a
nevirapine-based program in Lusaka, Zambia. AIDS. 2003;17(9):1377. 55. Koethe JR, Limbada MI, Giganti MJ, Nyirenda CK, Mulenga L, Wester CW, Chi
BH, Stringer JS. Early immunologic response and subsequent survival
among malnourished adults receiving antiretroviral therapy in Urban
Zambia. AIDS. 2010;24(13):2117. 37. Stringer JS, Sinkala M, Maclean CC, Levy J, Kankasa C, DeGroot A, Stringer
EM, Acosta EP, Goldenberg RL, Vermund SH. Effectiveness of a city-wide
program to prevent mother-to-child HIV transmission in Lusaka, Zambia. AIDS. 2005;19(12):1309. 56. Stringer JS, Mwango AJ, Giganti MJ, Mulenga L, Levy JW, Stringer EM,
Mulenga P, Saag MS, Musonda P, Williams FB. Effectiveness of generic and
proprietary first-line anti-retroviral regimens in a primary health care setting
in Lusaka, Zambia: a cohort study. Int J Epidemiol. 2012;41(2):448–59. 38. Chibwesha CJ, Giganti MJ, Putta N, Chintu N, Mulindwa J, Dorton BJ, Chi BH,
Stringer JS, Stringer EM. Optimal time on HAART for prevention of mother-
to-child transmission of HIV. J Acquir Immune Defic Syndr. 2011;58(2):224. 57. Chi BH, Mwango A, Giganti MJ, Sikazwe I, Moyo C, Schuttner L, Mulenga LB,
Bolton-Moore C, Chintu NT, Sheneberger R. Comparative outcomes of
tenofovir-and zidovudine-based antiretroviral therapy regimens in Lusaka,
Zambia. J Acquir Immune Defic Syndr. 2011;58(5):475. 39. Liu KC, Mulindwa J, Giganti MJ, Putta NB, Chintu N, Chi BH, Stringer JS,
Stringer EM. Predictors of CD4 eligibility for antiretroviral therapy initiation
among HIV-infected pregnant women in Lusaka, Zambia. J Acquir Immune
Defic Syndr. 2011;57(5):e101. 58. Chi BH, Mwango A, Giganti M, Mulenga LB, Tambatamba-Chapula B, Reid
SE, Bolton-Moore C, Chintu N, Mulenga PL, Stringer EM. Early clinical and
programmatic outcomes with tenofovir-based antiretroviral therapy in
Zambia. J Acquir Immune Defic Syndr. 2010;54(1):63. 40. Chintu N, Giganti MJ, Putta NB, Sinkala M, Sadoki E, Stringer EM, Stringer JS,
Chi BH. Peripartum nevirapine exposure and subsequent clinical outcomes
among HIV‐infected women receiving antiretroviral therapy for at least 12
months. Trop Med Int Health. 2010;15(7):842–7. Page 10 of 10 Page 10 of 10 Munthali et al. Health Research Policy and Systems (2017) 15:51 59. Chi BH, Giganti M, Mulenga PL, Limbada M, Reid SE, Mutale W, Stringer JS. CD4+
response and subsequent risk of death among patients on antiretroviral therapy
in Lusaka, Zambia. J Acquir Immune Defic Syndr. 2009;52(1):125. 77. Sutcliffe CG, Bolton-Moore C, van Dijk JH, Cotham M, Tambatamba B, Moss
WJ. Competing interests Secular trends in pediatric antiretroviral treatment programs in rural and
urban Zambia: a retrospective cohort study. BMC Pediatr. 2010;10:54. 78. Iyer HS, Scott CA, Lembela Bwalya D, Meyer-Rath G, Moyo C, Bolton Moore
C, Larson BA, Rosen S. Resource utilization and costs of care prior to ART
initiation for pediatric patients in Zambia. AIDS Res Treat. 2014;2014:235483. 60. Chi BH, Cantrell RA, Mwango A, Westfall AO, Mutale W, Limbada M,
Mulenga LB, Vermund SH, Stringer JS. An empirical approach to defining
loss to follow-up among patients enrolled in antiretroviral treatment
programs. Am J Epidemiol. 2010;171(8):924–31. 79. Sutcliffe CG, van Dijk JH, Bolton-Moore C, Cotham M, Tambatamba B, Moss
WJ. Differences in presentation, treatment initiation, and response among
children infected with human immunodeficiency virus in urban and rural
Zambia. Pediatr Infect Dis J. 2010;29(9):849–54. 61. Giganti MJ, Limbada M, Mwango A, Moyo C, Mulenga LB, Guffey MB,
Mulenga PL, Bolton-Moore C, Stringer JS, Chi BH. Six-month hemoglobin
concentration and its association with subsequent mortality among adults
on antiretroviral therapy in Lusaka, Zambia. J Acquir Immune Defic Syndr. 2012;61(1):120. 80. Sutcliffe CG, Scott S, Mugala N, Ndhlovu Z, Monze M, Quinn TC, Cousens S,
Griffin DE, Moss WJ. Survival from 9 months of age among HIV-infected and
uninfected Zambian children prior to the availability of antiretroviral
therapy. Clin Infect Dis. 2008;47(6):837–44. 62. Vinikoor MJ, Sinkala E, Mweemba A, Zanolini A, Mulenga L, Sikazwe I, Fried
MW, Eron JJ, Wandeler G, Chi BH. Elevated AST‐to‐platelet ratio index is
associated with increased all‐cause mortality among HIV‐infected adults in
Zambia. Liver Int. 2015;35(7):1886–92. therapy. Clin Infect Dis. 2008;47(6):837–44. 81. van Dijk JH, Moss WJ, Hamangaba F, Munsanje B, Sutcliffe CG. Scaling-up
access to antiretroviral therapy for children: a cohort study evaluating care
and treatment at mobile and hospital-affiliated HIV clinics in rural Zambia. PLoS One. 2014;9(8):e104884. 63. Mulenga LB, Kruse G, Lakhi S, Cantrell RA, Reid SE, Zulu I, Stringer EM,
Krishnasami Z, Mwinga A, Saag MS. Baseline renal insufficiency and risk of
death among HIV-infected adults on antiretroviral therapy in Lusaka,
Zambia. AIDS. 2008;22(14):1821. 82. van Dijk JH, Sutcliffe CG, Munsanje B, Sinywimaanzi P, Hamangaba F, Thuma
PE, Moss WJ. HIV-infected children in rural Zambia achieve good
immunologic and virologic outcomes two years after initiating antiretroviral
therapy. PLoS One. 2011;6(4):e19006. 64. Stringer JS, Zulu I, Levy J, Stringer EM, Mwango A, Chi BH, Mtonga V, Reid S,
Cantrell RA, Bulterys M. Competing interests Harris J, Hatwiinda S, Randels K, Chi B, Kancheya N, Jham M, Samungole K,
Tambatamba B, Cantrell R, Levy J. Early lessons from the integration of
tuberculosis and HIV services in primary care centers in Lusaka, Zambia. Int J
Tuberc Lung Dis. 2008;12(7):773–9. 90. Kaile T, Zulu I, Lumayi R, Ashman N, Kelly P. Inappropriately low aldosterone
concentrations in adults with AIDS-related diarrhoea in Zambia: a study of
response to fluid challenge. BMC Res Notes. 2008;1:10. 70. Mweemba A, Zanolini A, Mulenga L, Emge D, Chi BH, Wandeler G, Vinikoor
MJ. Chronic hepatitis B virus coinfection is associated with renal impairment
among Zambian HIV-infected adults. Clin Infect Dis. 2014;59(12):1757–60. 71. Deo S, Topp SM, Westfall AO, Chiko MM, Wamulume CS, Morris M, Reid S. Impact of organizational factors on adherence to laboratory testing protocols
in adult HIV care in Lusaka, Zambia. BMC Health Serv Res. 2012;12:106. 72. Chi BH, Sinkala M, Stringer EM, Cantrell RA, Mtonga V, Bulterys M, Zulu I,
Kankasa C, Wilfert C, Weidle PJ. Early clinical and immune response to
NNRTI-based antiretroviral therapy among women with prior exposure to
single-dose nevirapine. AIDS. 2007;21(8):957. 73. Bolton-Moore C, Mubiana-Mbewe M, Cantrell RA, Chintu N, Stringer EM, Chi
BH, Sinkala M, Kankasa C, Wilson CM, Wilfert CM. Clinical outcomes and CD4
cell response in children receiving antiretroviral therapy at primary health
care facilities in Zambia. JAMA. 2007;298(16):1888–99. Submit your next manuscript to BioMed Central
and we will help you at every step: 74. Mubiana‐Mbewe M, Bolton‐Moore C, Banda Y, Chintu N, Nalubamba‐Phiri
M, Giganti M, Guffey MB, Sambo P, Stringer EM, Stringer JS. Causes of
morbidity among HIV‐infected children on antiretroviral therapy in primary
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and we will help you at every step: • We accept pre-submission inquiries 75. Scott CA, Iyer H, Bwalya DL, McCoy K, Meyer-Rath G, Moyo C, Bolton-Moore
C, Larson B, Rosen S. Retention in care and outpatient costs for children
receiving antiretroviral therapy in Zambia: a retrospective cohort analysis. PLoS One. 2013;8(6):e67910. 76. 90.
Kaile T, Zulu I, Lumayi R, Ashman N, Kelly P. Inappropriately low aldosterone
concentrations in adults with AIDS-related diarrhoea in Zambia: a study of
response to fluid challenge. BMC Res Notes. 2008;1:10. Competing interests Kiage JN, Heimburger DC, Nyirenda CK, Wellons MF, Bagchi S, Chi BH,
Koethe JR, Arnett DK, Kabagambe EK. Cardiometabolic risk factors among
HIV patients on antiretroviral therapy. Lipids Health Dis. 2013;12:50.
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Recent Results of the CMS Experiment
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Recent Results from The CMS Experiment
Tommaso Dorigo for the CMS Collaboration Tommaso Dorigo for the CMS Collaboration The Compact Muon Solenoid Experiment
Mailing address: CMS CERN, CH-1211 GENEVA 23, Switzerland
Conference Report 04 October 2012 (v2, 15 October 2012) 04 October 2012 (v2, 15 October 2012) 04 October 2012 (v2, 15 October 2012) CMS CR -2012/253 CMS CR -2012/253 CMS CR -2012/253 Available on CMS information server Presented at ICFP2012: First International Conference on New Frontiers in Physics a e-mail: dorigo@pd.infn.it Tommaso Dorigo1,a for the CMS Collaboration INFN - Sezione di Padova Abstract. The CMS experiment obtained a large number of groundbreaking results
from the analysis of 7- and 8-TeV proton-proton collisions produced so far by the Large
Hadron Collider at CERN. In this brief summary only a sample of those results will be
discussed. A new particle with mass mH = 125.3 ± 0.4(stat.) ± 0.5(syst.) GeV and char-
acteristics compatible with those expected for a standard model Higgs boson has been
observed in its decays to photon pairs, WW pairs, and ZZ pairs. Searches for the rare de-
cays Bd →µµ and Bs →µµ have allowed to set limits on the branching fractions which
are close to standard model predictions, strongly constraining new physics models. The
top quark has been studied with great detail, obtaining among other results the world’s
best measurement of its mass as mt = 173.49 ± 0.43(stat. + JES ) ± 0.98(syst.) GeV. New
physics models have been strongly constrained with the available data. Abstract The CMS experiment obtained a large number of groundbreaking results from the analysis of 7- and
8-TeV proton-proton collisions produced so far by the Large Hadron Collider at CERN. In this brief
summary only a sample of those results will be discussed. A new particle with mass mH = 125.3 ±
0.4(stat.) ± 0.5(syst.) GeV and characteristics compatible with those expected for a standard model
Higgs boson has been observed in its decays to photon pairs, WW pairs, and ZZ pairs. Searches for
the rare decays Bd →µµ and Bs →µµ have allowed to set limits on the branching fractions which
are close to standard model predictions, strongly constraining new physics models. The top quark has
been studied with great detail, obtaining among other results the world’s best measurement of its mass
at mt = 173.49 ± 0.43(stat. + JES) ± 0.98(syst.) GeV. New physics models have been strongly
constrained with the available data. Presented at ICFP2012: First International Conference on New Frontiers in Physics Recent Results of the CMS Experiment Tommaso Dorigo1,a for the CMS Collaboration
INFN - Sezione di Padova 2 The CMS Detector CMS –an acronym for Compact Muon Solenoid– is a multi-purpose magnetic detector designed to
study proton-proton collisions delivered by the CERN Large Hadron Collider. The detector is located
in a underground cavern at a depth of 100m at the site of Cessy, near the border of France and Switzer-
land. Particles emitted in hard collisions at the center of CMS cross in succession a silicon tracker,
electromagnetic and hadron calorimeters, a solenoid magnet, and muon drift chambers embedded in
the solenoid iron return yoke. A drawing of the CMS detector is shown in Fig. 1. Fig. 1. An exploded view of the CMS detector, showing the outer muon chambers (white) embedded in iron (red). Internally can be seen the calorimeter system (ECAL, in green, and HCAL, in orange). The tracker is located in
the core of the central barrel. Fig. 1. An exploded view of the CMS detector, showing the outer muon chambers (white) embedded in iron (red). Internally can be seen the calorimeter system (ECAL, in green, and HCAL, in orange). The tracker is located in
the core of the central barrel. 1 Introduction The observation of a particle with characteristics closely matching those predicted for a standard model
Higgs boson, announced jointly by the ATLAS and CMS experiments on July 4th this year, constitutes
a turning point for the experiments at the CERN Large Hadron Collider (LHC). The main purpose of
building the LHC and its giant detectors was indeed that of discovering the Higgs boson and under-
standing the origin of electroweak symmetry breaking: we have completed a very important step in
that direction, but we are certainly only at the beginning of a long journey. Even assuming that the new
125 GeV resonance is indeed the standard model Higgs boson many questions remain unanswered; in
the process of answering those questions we might however discover that the new-found particle is a
Supersymmetric Higgs boson, or an even more exotic object. In other words, the study of the proper-
ties of the new 125 GeV particle constitutes a whole new chapter at the frontier of particle physics,
one which will take the next decade to write. In parallel with the new particle discovery, the CMS experiment has kept expanding our knowledge
of frontier particle physics with several new precise measurements of electroweak physics observables,
and with the search of new particles and phenomena predicted by physics models extending the stan-
dard model. In the present document we can only supply a couple of examples of the wide-range
searches and measurements that are being produced from the analysis of 7- and 8-TeV proton-proton
collision data. Section 2 describes briefly the experimental environment. Our summary of the recent CMS results
starts in Sec. 3, where we highlight the precise new measurements of top quark mass and the search
for rare B meson decays. In Sec. 4 we briefly review the current measurements of Higgs boson mass,
cross section, and properties. We briefly mention searches for new physics in Sec. 5. We offer some
conclusions in Sec. 6. EPJ Web of Conferences 2.1 Overview of the CMS Detector The momenta of charged particles emitted in the collisions at the center of the CMS detector are
measured using a 13-layer silicon pixel and strip tracker; 66 million silicon pixels of dimensions
100x150 µm are arranged in three barrel layers, and are surrounded by 9.6 million 180 µm-wide silicon
strips arranged in additional concentric barrels in the central region and disks in the endcap region. In
order to allow a precise measurement of charged particle momenta, the silicon tracker is immersed in
the 3.8 T axial field produced by a superconducting solenoid. The tracker covers the pseudorapidity
range |η| < 2.5, where pseudorapidity is defined as η = −ln tan θ/2 and θ is the polar angle of the
trajectory of a particle with respect to the direction of the counter-clockwise proton beam. j
y
p
p
p
Surrounding the tracker are an electromagnetic calorimeter (ECAL) composed of lead tungstate
crystals, and a brass-scintillator hadron calorimeter (HCAL). These detectors are used to measure
the energy of incident particles from the produced electromagnetic and hadronic cascades; they con-
sist of a barrel assembly covering the central region, plus two endcaps covering the solid angle for
particles emitted at lower angle with respect to the beams direction. The ECAL and HCAL extend
to a pseudorapidity range of |η| < 3.0; at still smaller angles particles emitted in the collision en-
counter a steel/quartz-fiber Cherenkov forward detector (HF) which extends the calorimetric coverage
to |η| < 5.0. The outermost component of the CMS detector is the muon system, consisting of four layers of
gas detectors placed within the steel return yoke. The CMS muon system performs a high-purity iden-
tification of muon candidates and a stand-alone measurement of their momentum, and in combination International Conference on Frontier Physics 2012 with the inner tracker information provides a high-resolution determination of muon kinematics. M
detail on the CMS detector is provided elsewhere [1]. p
[ ]
CMS collects data with a two-level trigger system. Level 1 is a hardware trigger based on custom-
made electronic processors that receive as input a coarse readout of the calorimeters and muon detec-
tors and perform a preliminary selection of the most interesting events for data analysis, with an output
rate of about 100 kHz. 3 Precision Measurements of Electroweak Observables At centre-of-mass energies of proton-proton collisions of 7 TeV and above, the LHC can be aptly
described as a top quark factory. As an example, of the order of 800 thousand top quark pairs have
been produced in the core of CMS in the 2011 run. Even larger is of course the number of produced
W and Z bosons (respectively 500 millions and 150 millions). Electroweak interactions parameters
can be determined with unprecedented accuracy by the analysis of CMS data, challenging theoretical
predictions. In what follows we summarize only a few of the many new measurements produced by
CMS with vector bosons and top quarks. 2.2 The LHC in 2011 and 2012 The 2011 proton-proton run of the LHC started on March 14th and terminated on October 30th. Proton-
proton collisions were produced at the centre-of-mass energy of 7 TeV. In the course of seven months
of data taking CMS acquired a total of 5.3 inverse femtobarns of integrated luminosity; 5.0 of these
were collected with all the CMS subdetectors fully operational. During the 2011 run the instantaneous luminosity reached up to 3.5 × 1033cm−2s−1. At a bunch
crossing rate of 50 ns, the average number of pp interactions per bunch crossing was approximately 10. In such conditions, the rare hard collision which produces the physics objects (electrons, muons, taus,
photons, energetic jets, missing transverse energy) recognized by the trigger system and fulfilling the
criteria for data acquisition is usually accompanied by several additional pp interactions overlapping
with it in the same bunch crossing. These additional collisions, which are typically of low energy but
may still produce significant contributions to global event characteristics such as total visible energy or
charged particle multiplicity, are denoted as pile-up events. The analysis of the hard collision properly
includes the effect of pile-up, which is also modeled in all the necessary Monte Carlo (MC) simulated
samples. p
In 2012 the Large Hadron Collider has been operating at the increased energy of 4 TeV per beam,
for a centre-of-mass energy of 8 TeV. The run started on April 4th, and at the time of writing (late
September) over 15 fb−1 of proton-proton collisions have been delivered to the CMS experiment. The LHC in 2012 has been running at higher instantaneous luminosities than in 2011. The peak
instantaneous luminosity usually peaks at 7.5 × 1033cm−2s−1. This produces a higher pileup than in
2011; CMS has responded to the resulting reconstruction challenge with more sophisticated algorithms
and calibration procedures, which have allowed to maintain the same physics output despite the harsher
experimental conditions. The results discussed in the following sections are based on data collected in
2011 and until June 2012, for a total of up to 10 fb−1. 2.1 Overview of the CMS Detector Level 2, also called ”High-Level Trigger” (HLT), uses fine-grained information
from all sub-detectors in the regions of interest identified by Level 1 to produce a final decision, se-
lecting events at a rate of about 300 Hz by means of speed-optimized software algorithms running on
commercial computers. EPJ Web of Conferences as well as the production rate of WW, WZ, and ZZ pairs [6–9]. In all these measurements, W boson
candidates have been selected by searching for their decay to eνe and µνµ final states, and Z bosons by
searching for their ee and µµ final states. In the case of ZZ production the second boson has also been
identified in its decay to τ-lepton pairs. as well as the production rate of WW, WZ, and ZZ pairs [6–9]. In all these measurements, W boson
candidates have been selected by searching for their decay to eνe and µνµ final states, and Z bosons by
searching for their ee and µµ final states. In the case of ZZ production the second boson has also been
identified in its decay to τ-lepton pairs. Fig. 2. The total production cross section of final states including W and Z bosons, in picobarns (red markers)
are compared to theoretical predictions (blue lines). For single boson production are also reported the cross
sections of processes including at least one to at least four hadronic jets with transverse energy ET > 30 GeV and
pseudorapidity |η| < 2.4. Fig. 2. The total production cross section of final states including W and Z bosons, in picobarns (red markers)
are compared to theoretical predictions (blue lines). For single boson production are also reported the cross
sections of processes including at least one to at least four hadronic jets with transverse energy ET > 30 GeV and
pseudorapidity |η| < 2.4. The general picture that can be drawn is one of excellent agreement with theoretical calcula-
tions, which are available at next-to-leading order (NLO) [10–12] and next-to-next-to-leading order
(NNLO) [13–17] in perturbative QCD. Figure 2 provides a nice summary of the CMS measurements
of these processes. 3.1 Vector Boson Production Cross Sections The production cross section of W and Z bosons at a centre-of-mass energy of 7 and 8 TeV has been
studied both inclusively [2,3] and as a function of the number of hadronic jets accompanying the
bosons [4]. Additional measurements have determined the cross section of Wγ and Zγ production [5], 3.3 Search for Bd →µµ and Bs →µµ decays In an era when heavy flavor physics was to be dominated by B factories -machines providing electron-
positron collisions at the Y(4S) centre-of-mass energy- experiments studying heavy flavor properties
in hadronic collisions have gone far beyond being complementary to the dedicated electron-positron
experiments. In particular, the CDF experiment could match and in some cases surpass the precision
of several BaBar and Belle results in the latter’s own field of excellence, mostly thanks to its ca-
pability of triggering on the impact parameter of tracks, thus selecting large samples of hadronic B
and D meson decays. The triggering on track impact parameter, however, is not currently possible in
CMS and ATLAS, mainly because of two otherwise strong points in the design of these experiments:
the one-order-of-magnitude higher bunch-crossing rate of the LHC, together with the two-orders-of-
magnitude larger number of readout channels of the silicon trackers of new generation of which the
LHC experiments are endowed. The huge cross section of processes yielding bottom quarks in the final state of 7-TeV proton-
proton collisions again comes to the rescue. CMS can collect semileptonic B-hadron decays of medium
to large transverse momentum thanks to inclusive electron and muon triggers, as well as exploit the
significant branching ratio of B-hadron decays to J/ψ and ψ(2S ) mesons by triggering on the resulting
pairs of low transverse momentum muons. Indeed, a simple graph showing the invariant mass of muon
pairs collected by muon triggers speaks volumes about the heavy flavor potential of the experiment
(see Fig. 3). In the light of the above discussion, it is maybe not surprising that CMS has placed competitive
limits on the rate of rare B →µµ decays, nor that many other world-class results are being produced in
this area of research. In the following we only make a brief mention of the search for the rare decays of
neutral Bd and Bs mesons to muon pairs, which has been a hot topic in the last few years. These decays
are heavily suppressed in the standard model due to the absence of flavor-changing neutral-current
diagrams at tree level. International Conference on Frontier Physics 2012 The top quark mass remains a parameter of great interest even after the precise measurements produced
by the Tevatron experiments. The most recent CMS result [24], which employs the full statistics of the
2011 run, is the most precise top quark mass determination in the world at the time of writing. The
analysis uses top pair decays in the “lepton plus jets” topology, which arises when one of the two W
bosons emitted in the t¯t →W+bW−¯b reaction decays via W →lν, while the other W boson creates
a pair of quarks. By selecting events from lepton-triggered data which contain a clean and isolated
electron or muon candidate of pT > 30 GeV and four or more hadronic jets of ET > 30 GeV, two of
them with identified secondary vertices from b-quark decay, a sample of 17,985 candidates is isolated. A kinematic fit using the world average value of the W boson mass as a constraint is used to determine
an estimate of the top quark mass for each possible combination of jet assignments to the final state
partons. The estimated masses of all combinations in 5174 events passing a selection based on the
probability of the best fit are finally used in a global likelihood which combines information on the top
quark mass and the jet energy scale factor, the latter obtained by comparing the pre-constraint mass of
the jet pair assigned to the W decay with the world average W mass. The top quark mass is measured to be mt = 173.49 ± 0.43 ± 0.98 GeV, where the first uncertainty
quoted is the combination of statistical with jet-energy-scale-related systematic uncertainty, and the
second is the quadrature sum of all other systematic uncertainties. 3.2 Top Quark Mass and Cross Section Measurements The large samples of top quark events produced in the 2011 run of the LHC have allowed the CMS
experiment to measure with great accuracy the top pair production cross section in 7- and 8-TeV
proton-proton collision using several different final states. The most precise CMS determinations come
from the analysis of the clean dilepton final state of top pair decay [19,20]. These have reached an
equal or smaller total uncertainty than existing theoretical estimates at NLO [21] and NNLO [22,23]:
with data corresponding to 2.3 inverse femtobarns the 7-TeV production cross section is measured at
σ7 TeV
t¯t
= 162 ± 2 ± 5 ± 4pb, and with data corresponding to 2.4 inverse femtobarns of 2012 integrated
luminosity the 8-TeV cross section is measured at σ8 TeV
t¯t
= 227 ± 3 ± 11 ± 10pb. In both cases the first
two quoted uncertainties are statistical and systematic, while the latter comes from the uncertainty in
the total integrated luminosity. International Conference on Frontier Physics 2012 3.3 Search for Bd →µµ and Bs →µµ decays Two additional factors further reduce their rate: the ratio m2/m2
B between the
squared masses of muons and B mesons implied by the helicity configuration of zero-total-momentum
energetic fermion-antifermion final states, and the ratio f 2
B/m2
B (where fB is the B decay constant)
due to the inner annihilation of quarks in the decaying meson. The smallness of the total predicted
branching fractions, B(Bs →µµ) = (3.2±0.2)10−9 and B(Bd →µµ) = (1.0±0.1)10−10 [25], constitute
an opportunity to search for indirect evidence of new physics, which could intervene in the form of
the exchange of new virtual particles, with significant increases in the rate of these decays for specific
values of the new physics parameters. The search method is a counting experiment of events in the signal region of the dimuon mass
distribution for both B species. Because of the dependence of mass resolution and background levels EPJ Web of Conferences Fig. 3. Invariant mass distribution of pairs of muon candidates of opposite sign collected by muon triggers in 1.1
inverse femtobarns of 7-TeV proton-proton collision in 2011. One immediately recognizes the signals due to muon
pair decays of the φ, the ω, the J/ψ and the ψ(2S ), as well as the three lowest bottomonium states and the Z boson
peak. Fig. 3. Invariant mass distribution of pairs of muon candidates of opposite sign collected by muon triggers in 1.1
inverse femtobarns of 7-TeV proton-proton collision in 2011. One immediately recognizes the signals due to muon
pair decays of the φ, the ω, the J/ψ and the ψ(2S ), as well as the three lowest bottomonium states and the Z boson
peak. on the pseudorapidity of detected muons, two separate samples are analyzed independently and then
combined: “barrel” candidates have both muons with |η| < 1.4, and “endcap” candidates include
all remaining events. MC simulations are used to estimate backgrounds from other B decays, while
combinatorial backgrounds are evaluated from the data in suitable mass sidebands. A normalization
sample of B+ →J/ψK+ decays, with the subsequent J/ψ →µµ decay, is collected by a similar
trigger to the one used for the rare decay search, and is used to remove the uncertainties of B hadron
production cross section and integrated luminosity of the data sample. Muon candidates are selected using a variety of criteria, including the quality of their track fits. 4.1 Production and Decay The standard model Higgs boson has a non-zero coupling to all massive particles, and can therefore
be produced by several different mechanisms in proton-proton collisions. The reactions studied so
far at the LHC include gluon-fusion diagrams, where a Higgs boson is emitted most frequently by a
virtual top-quark loop; vector-boson-fusion processes, where the Higgs is produced together with two
characteristic high-rapidity hadronic jets resulting from the emission of two virtual W or Z bosons off
the initial state quarks; and Higgs-strahlung diagrams where the particle is radiated by a highly-off-
shell W or Z boson. At a mass of mH = 125 GeV, the Higgs boson exhibits also a very rich decay phenomenology. The decays to weak boson pairs (H →WW∗, H →ZZ∗) are possible when one of the two final-state
objects is off-mass-shell, but their branching ratios are comparatively small, allowing other processes
to contribute significantly. The LHC experiments therefore search for five different decay modes of the
Higgs boson: the two mentioned above as well as decays to b-quark pairs, τ-lepton pairs, and photon
pairs. The latter, although quite rare (with a predicted branching fraction of 2.3 × 10−3), was in fact
crucial for the first observation of the Higgs boson. Other still rarer decay modes (e.g. H →Zγ) will
also become accessible to investigation and measurement in the future. 4 Higgs Boson Physics On July 4th, 2012 the ATLAS and CMS collaborations released preliminary results of their Higgs
boson searches. Both experiments claimed the observation of a new particle decaying into photon
pairs or Z boson pairs, with a mass of approximately mH = 125 GeV; and both excluded basically
all the remaining part of the searched mass spectrum from the LEP II lower limit of 114.4 GeV up
to 600 GeV. The observed rates of decays of the new particle into the searched final states, as well as
the production mechanisms inferred by the event topology, are in agreement with expectations for a
standard model Higgs boson [28–33]. After a short review of the predicted phenomenology of Higgs
production and decay, we summarize below the status of the CMS measurements of Higgs boson mass,
cross section, and properties. We refer the reader to the bibliography for preliminary papers describing
the recent status of individual searches [34–41]. 3.3 Search for Bd →µµ and Bs →µµ decays Muon pairs with invariant mass in the 4.9 < Mµµ < 5.9 GeV range are then preselected, and candidates
in the signal regions (5.2 < Mµµ < 5.3 GeV for the Bd and 5.3 < Mµµ < 5.45 GeV for the Bs) are
blinded to avoid potential bias in the selection procedure. A random-grid search of 1.6 million possible
selection strategies is performed on a set of variables capable of discriminating the rare B decay signals
from backgrounds, optimizing the sensitivity to the expected upper limit; among the used variables are
the χ2 of the fit of muon trajectories to a common vertex, the transverse momentum of the higher-pT
and the lower-pT muon, the B candidate transverse momentum, the isolation of the muons from other
tracks in the event, the number of nearby tracks, and the smallest impact parameter of these tracks with
respect to the common vertex of the muon pair. In the “barrel” sample two candidates are found for each B meson species, while in the “endcap”
four Bs candidates and zero Bd candidates are observed. Upper limits on the branching ratios are
determined at 95% C.L. using the CLs criterion [26,27]: for the Bs meson the limit is B(Bs →µµ) <
7.7 × 10−9, and for the Bd meson the limit is B(Bd →µµ) < 1.8 × 10−9. These limits can be used to
constrain several proposed extensions of the standard model. International Conference on Frontier Physics 2012 4.2 Determinations of Higgs boson cross section, mass, and coupling strengths CMS has recently published [42] results of searches for the Higgs boson which employ the full 2011
statistics of proton-proton collisions and all data collected until June 2012. The following experimen-
tally significant production modes of Higgs particles have been exploited: gluon-gluon fusion, vector-
boson fusion, and Higgs-strahlung offvector bosons. Five decay modes have been considered: photon
pairs [34], Z boson pairs [35,36], W boson pairs [37,38], bottom quark pairs [39,40], and τ-lepton
pairs [41]. The results of these searches are combined by CMS by taking into account all statistical and sys-
tematic uncertainties and their correlations [43,44]. The combination is performed by constructing a
global likelihood function, with each systematic source assigned to a nuisance parameter; each of these
has a corresponding probability density function. Most of the systematic uncertainties are constrained
by subsidiary measurements. The left panel in Fig. 4 shows the local p-value of observed excesses in the data, as a function of
mH. For mH = 125 GeV an excess corresponding to a 5σ significance is observed, using the γγ and
ZZ final states. The different analyses provide rate measurements of Higgs decays in the various considered final
states. The individual measurements are shown in the right panel of Fig. 4, where the cross section
is measured in units of the standard model expectation. The combined measurement of CMS is µ =
0.87 ± 0.23, in agremeent with the prediction. g
From the analysis of the diphoton and four-lepton final states, which are the ones with the largest
signal-to-noise ratio and the best mass resolution, the Higgs mass has been measured to be mH = EPJ Web of Conferences Fig. 4. Left: Local p-value of the background-only hypothesis as a function of mH. Different search channels are
indicated by different colored curves; the p-value predicted in the presence of a real Higgs boson is indicated
with a dashed curve. Right: Measured Higgs production cross sections for the studied decay modes, in units of
the standard model prediction (a mass mH = 125.5 GeV is assumed). The shaded band shows the fitted average
of experimental measurements. Fig. 4. Left: Local p-value of the background-only hypothesis as a function of mH. Different search channels are
indicated by different colored curves; the p-value predicted in the presence of a real Higgs boson is indicated
with a dashed curve. 5.1 Searches for Supersymmetry Signatures Among all hypothesized extensions of the standard model, Supersymmetry (SUSY) is one of the most
studied alternatives. The symmetry between standard model fermions and bosons with supersymmetric
counterparts of bosonic and fermionic nature automatically cancels the large quantum contributions to
the Higgs boson mass due to virtual loops of standard model particles [45–48], solving the naturalness
puzzle in a very elegant way; the added bonus is a unification-ready merging of coupling constants
below the Planck scale. Supersymmetric particle searches have been carried out in the past thirty years
without success, pushing the allowed mass of the hypothetical SUSY particles to higher and higher
values. Despite those early results, the much larger centre-of-mass energy of the LHC led many to
trust that SUSY particles would suddenly pop up soon after the start of data taking, with unmistakable
and striking signatures. But Nature has chosen otherwise. The CMS experiment has searched the 2011 data for supersymmetric particle signatures in a num-
ber of final states and with a variety of advanced methods [49–65]. Here, for the sake of brevity, only a
summary of those searches is provided. In general, SUSY particles can be copiously produced in LHC
proton-proton collisions in the form of pairs of squarks or gluinos, which carry color quantum num-
bers and are thus subject to strong interactions. Depending on the mass spectrum of SUSY particles,
the decay of squarks and gluinos may give rise to several lighter supersymmetric states in succession,
with a typical “cascade” signature and characteristic kinematic features. At the end of the decay chain,
a quite general signature of R-parity-conserving SUSY theories is the production of neutral weakly-
interacting particles called neutralinos, which are the lightest in the supersymmetric spectrum and are
thus stable. Their escape from the detector with large transverse momentum can be flagged by the same
experimental observable used to detect neutrinos, i.e. a large energy imbalance in the plane transverse
to the beams. Experimental searches often require large values of missing transverse energy, in some
cases along with hadronic jets, in others accompanied with charged leptons or more complex final
states. Figure 7 summarizes the status of CMS searches for SUSY particles in 2011 datasets correspond-
ing to up to 5 inverse femtobarns of integrated luminosity. Upper limits in production cross sections
are turned into exclusion regions in the plane described by the universal scalar and gaugino masses. International Conference on Frontier Physics 2012 Fig. 6. Left: 1-sigma contours of mass and cross section measurements in the three bosonic final states, and
their combination (black curve). Right: Fit results for the bosonic and fermionic coupling strength modifiers. The
light-coloured marker at (1,1) indicates the standard model value. Fig. 6. Left: 1-sigma contours of mass and cross section measurements in the three bosonic final states, and
their combination (black curve). Right: Fit results for the bosonic and fermionic coupling strength modifiers. The
light-coloured marker at (1,1) indicates the standard model value. 4.2 Determinations of Higgs boson cross section, mass, and coupling strengths Right: Measured Higgs production cross sections for the studied decay modes, in units of
the standard model prediction (a mass mH = 125.5 GeV is assumed). The shaded band shows the fitted average
of experimental measurements. Fig. 5. Left: Reconstructed mass of photon pairs in 10.4f b−1 of 2011+2012 data. Entries in the histogram in the
main panel are weighted by signal-to-noise ratio. Right: Reconstructed mass of Z pairs. The tall peak on the left
is due to Z →llγ →llll events; the inset on the upper right shows the result of a tighter selection based on a
kinematic multivariate discriminant. Fig. 5. Left: Reconstructed mass of photon pairs in 10.4f b−1 of 2011+2012 data. Entries in the histogram in the
main panel are weighted by signal-to-noise ratio. Right: Reconstructed mass of Z pairs. The tall peak on the left
is due to Z →llγ →llll events; the inset on the upper right shows the result of a tighter selection based on a
kinematic multivariate discriminant. 125.3±0.4±0.5 GeV, where the first uncertainty is statistical and the second one is systematic. Figure 5
shows the signals in the reconstructed invariant mass distribution of diphoton and ZZ candidates. The
left panel of Fig. 6 shows the individual measurements in the mass-cross section plane, and their
combination. 125.3±0.4±0.5 GeV, where the first uncertainty is statistical and the second one is systematic. Figure 5
shows the signals in the reconstructed invariant mass distribution of diphoton and ZZ candidates. The
left panel of Fig. 6 shows the individual measurements in the mass-cross section plane, and their
combination. Finally, the observed signals can be used to fit for coupling strength modifiers, to allow for different
coupling of the Higgs boson to fermions and bosons from the predictions of the standard model. The
result is shown in the right panel of Fig. 6. Although the larger-than-expected rate of decays to photon
pairs could be suggestive of anomalous couplings, the CMS measurement supports the standard model
interpretation. International Conference on Frontier Physics 2012 International Conference on Frontier Physics 2012 5.1 Searches for Supersymmetry Signatures The most sensitive searches are the one for jets and missing energy and the ”razor” analysis, which
exploits the kinematic configurations of the jets in the reconstructed reference frame of super-particle
decay. Those searches are expected to produce much tighter limits on superparticle masses when per- EPJ Web of Conferences Fig. 7. Summary of results of SUSY searches by CMS using 2011 data, here shown for a representative choice
of SUSY parameters (see legend in the upper right corner). Grey curves show iso-contours in the value of squark
and gluino masses. Fig. 7. Summary of results of SUSY searches by CMS using 2011 data, here shown for a representative choice
of SUSY parameters (see legend in the upper right corner). Grey curves show iso-contours in the value of squark
and gluino masses. formed on the data from the full 2012 run, because of the larger statistics as well as the significant
increase of the production cross section for very massive objects. 5.2 Other Exotica Searches A number of exotic extensions of the standard model have been tested by CMS; in no case a departure
from standard model predictions has been observed. For lack of space here we may only refer the
interested reader to the public pages of the CMS experiment [66] for a comprehensive list of all results
of exotica searches. 7 Acknowledgements We wish to congratulate our colleagues in the CERN accelerator departments for the excellent per-
formance of the LHC machine. We thank the technical and administrative staffat CERN and other
CMS institutes, and acknowledge support from: FMSR (Austria); FNRS and FWO (Belgium); Cap,
CAPES, FAPERJ, and FAPESP (Brazil); MES (Bulgaria); CERN; CAS, Most, and NSFC (China);
COLCIENCIAS (Colombia); MSES (Croatia); RPF (Cyprus); More, SF0690030s09 and ERDF (Es-
tonia); Academy of Finland, MEC, and HIP (Finland); CEA and CNRS/IN2P3 (France); BMBF,
DFG, and HGF (Germany); GSRT (Greece); OTKA and NKTH (Hungary); DAE and DST (India);
IPM (Iran); SFI (Ireland); INFN (Italy); NRF and WCU (Korea); LAS (Lithuania); CINVESTAV,
CONACYT, SEP, and UASLPFAI (Mexico); MSI (New Zealand); PAEC (Pakistan); MSHE and NSC
(Poland); FCT (Portugal); JINR (Armenia, Belarus, Georgia, Ukraine, Uzbekistan); MON, Rosa tom,
RAS and RFBR (Russia); MSTD (Serbia); MICINN and CPAN (Spain); Swiss Funding Agencies
(Switzerland); NSC (Taipei); TUBITAK and TAEK (Turkey); STFC (United Kingdom); DOE and
NSF (USA). References 1. CMS Collaboration, The CMS experiment at the CERN LHC, JINST 3 (2008) S08004. 2. CMS Collaboration, Measurements of the Inclusive W and Z Production Cross Sections in pp
Collisions at √s = 7 TeV with the CMS experiment, J. High Energy Phys. 10 (2011) 132,
arXiv:1107.4789. 3. CMS Collaboration, Inclusive W/Z cross section at 8 TeV, CMS-PAS-SMP-12-011. 4. CMS Collaboration, Jet Production Rates in Association with W and Z Bosons in pp Collisions at
√s = 7 TeV, J. High Energy Phys. 01 (2012) 010, arXiv:1110.3226. 5. CMS Collaboration, Measurement of Wγ and Zγ production in pp collisions at √s = 7 TeV, Phys. Lett. B 701 (2011) 535-555, arXiv:1105.2758. 6. CMS Collaboration, Measurement of WW production and search for the Higgs boson in pp colli-
sions at √s = 7 TeV, Phys. Lett. B 699 (2011) 25, arXiv:102.5429. CMS Collaboration, Measurement of the WW, WZ and ZZ cross sections at CMS, CMS-PAS-
EWK-11-010. 8. CMS Collaboration, Measurement of WW production rate, CMS-PAS-SMP-12-005, CMS-PAS-
SMP-12-013. 9. CMS Collaboration, Measurement of ZZ production cross section in ZZ to 2l 2l’ decay channel in
pp collisions at √s = 8 TeV, CMS-PAS-SMP-12-014. 10. J. Kubar-Andre and F. E. Paige, Gluon corrections to the Drell-Yan model, Phys. Rev. D19 (1979)
221. 11. G. Altarelli, R. Ellis, and G. Martinelli, Large Perturbative Corrections to the Drell-Yan Process
in QCD, Nucl. Phys. B 157 (1979) 461. 12. J. Kubar et al., QCD corrections to the Drell-Yan mechanism and the pion structure function,
Nucl. Phys. B 175 (1980) 251. 13. P. Rijken and W. van Neerven, Order α2
s contributions to the Drell-Yan cross-section at fixed target
energies, Phys. Rev. D 51 (1995) 44. 2 4. R. Hamberg, W. van Neerven, and T. Matsuura, A complete calculation of the order α2
s correction
to the Drell-Yan K-factor, Nucl. Phys. B 359 (1991) 343. Erratum-ibid. B 644 (2002) 403. 2 15. W. van Neerven and and E. Zijlstra, The O(α2
s) corrected Drell-Yan K-factor in the DIS and MS
scheme, Nucl. Phys. B 382 (1992) 11. Erratum-ibid. B 680 (2004) 513. y
16. R. Harlander and W. Kilgore, Next-to-next-to-leading order Higgs production at hadron colliders,
Phys. Rev. Lett. 88 (2002) 201801. 17. C. Anastasiou et al., High precision QCD at hadron colliders: Electroweak gauge boson rapidity
distributions at next-to-next-to leading order, Phys. Rev. D 69 (2004) 094008. 18. 6 Conclusions The CMS experiment has exploited the proton-proton collision data collected so far by the 2011 and
2012 runs of the Large Hadron Collider to produce a large number of groundbreaking results in pre-
cision measurements of standard model observables and searches for new physics. Among the most
exciting of these results is certainly the observation of a new particle in the search for the Higgs bo-
son [42]; the particle has a cross section compatible with that expected from a standard model Higgs,
decays that imply its bosonic nature, and a mass of Mh = 125.3 ± 0.4(stat.) ± 0.5(syst.) GeV; it is ex-
pected that the full 2012 dataset will allow more definite conclusions on the nature of this new boson. Another striking conclusion one can draw from the set of produced results is that natural low-scale
Supersymmetry is getting close to be excluded across the board of the wide SUSY parameter space;
similarly, other exotics new physics models are nowhere to be seen in TeV-scale collisions. International Conference on Frontier Physics 2012 EPJ Web of Conferences 13 (1964) 585-587. 32. P. Higgs, Spontaneous symmetry breakdown without massless bosons, Phys. Rev. 145 (1966)
1156-1163. 33. T. Kibble, Symmetry breaking in non-Abelian gauge theories, Phys. Rev. 155 (1967) 1554-1561. 34 CMS C ll b
i
E id
f
d
i
i
h
i
h
h f
h 33. T. Kibble, Symmetry breaking in non-Abelian gauge theories, Phys. Rev. 155 (1967) 1554-1561. 34. CMS Collaboration, Evidence for a new state decaying into two photons in the search for the
standard model Higgs boson in pp collisions, CMS-PAS-HIG-12-015, 2012. y
y
g
g
g
y
(
)
4. CMS Collaboration, Evidence for a new state decaying into two photons in the search for the
standard model Higgs boson in pp collisions, CMS-PAS-HIG-12-015, 2012. gg
pp
35. CMS Collaboration, Evidence for a new state in the search for the standard model Higgs boson in
the H to ZZ to 4 leptons channel in pp collisions at √s=7 and 8 TeV, CMS-PAS-HIG-12-016, 2012. 36. CMS Collaboration, Higgs to ZZ to 2l 2ν, CMS-PAS-HIG-12-023, 2012. 35. CMS Collaboration, Evidence for a new state in the search for the standard model Higgs boso
the H to ZZ to 4 leptons channel in pp collisions at √s=7 and 8 TeV, CMS-PAS-HIG-12-016, 20
36 C
S C ll b
i
i
2l 2
C
S
S
G 12 023 2012 the H to ZZ to 4 leptons channel in pp collisions at √s 7 and 8 TeV, CMS PAS HIG 12 016, 2012. 36. CMS Collaboration, Higgs to ZZ to 2l 2ν, CMS-PAS-HIG-12-023, 2012. 36. CMS Collaboration, Higgs to ZZ to 2l 2ν, CMS-PAS-HIG-12-023, 2012 37. CMS Collaboration, Search for the standard model Higgs boson decaying to W pair in the fully
leptonic final state in pp collisions at √s=8 TeV, CMS-PAS-HIG-12-017, 2012. 8. CMS Collaboration, Search for the Standard Model Higgs boson in the H to WW to lνjj decay
channel, CMS-PAS-HIG-12-021, 2012. 9. CMS Collaboration, Search for the standard model Higgs boson produced in association with W
or Z bosons, and decaying to bottom quarks for ICHEP 2012, CMS-PAS-HIG-12-019, 2012. ,
y g
q
,
,
40. CMS Collaboration, Search for Higgs boson production in association with top quark pairs in pp
collisions, CMS-PAS-HIG-12-025, 2012. 41. CMS Collaboration, Search for a standard model Higgs boson decaying to tau pairs in pp colli-
sions, CMS-PAS-HIG-12-018, 2012. 2. References CMS Collaboration, Measurement of the single-top-quark t-channel cross section in pp collisions
at √s = 7 TeV, arXiv:1209.4533. EPJ Web of Conferences 9. CMS Collaboration, Measurement of the t¯t production cross section in the dilepton channel in pp
collisions at √s = 7 TeV, arXiv:1208.2671. √
,
20. CMS Collaboration, Top pair cross section in dileptons, CMS-PAS-TOP-12-007. 20. CMS Collaboration, Top pair cross section in dileptons, CMS-PAS-TOP-12-007. 21. M. Campbell and R.K. Ellis, “MCFM for the Tevatron and the LHC”, Nucl. Phys. Proc. Suppl. 205-206 (2010) 10, arXiv:1007.3492. 22. M. Aliev et al., HATHOR: HAdronic Top and Heavy quarks crOss section calculatoR, Comput. Phys. Commun. 182 (2011) 1034. 3. N. Kidonakis, Next-to-next-to-leading soft-gluon corrections for the top quark cross section and
transverse momentum distribution, Phys. Rev. D 82 (2010) 114030. 24. CMS Collaboration, Measurement of the top-quark mass in t¯t events with lepton+jets final states
in pp collisions at √s = 7 TeV, arXiv:1209.2319. pp
√
25. A. J. Buras, Minimal flavour violation and beyond: Towards a flavour code for short distance
dynamics, Acta Phys. Polon. B 41 (2010) 2487, arXiv:1012.1447. y
y
(
)
26. A.L. Read, Presentation of search results: the CLs technique, J. Phys. G: Nucl. Part. Phys. 28,
2693 (2002) 27. T. Junk, Confidence level computation for combining searches with small statistics, Nucl. Instrum. Meth. A434 (1999) 435-443, arXiv:hep-ex/9902006. 28. F. Englert and R. Brout, Broken symmetry and the mass of gauge vector mesons, Phys. Rev. Lett. 13 (1964) 321-323. 9. P. Higgs, Broken symmetries, massless particles and gauge fields, Phys. Lett. 12 (1964)132-133. 0 P Hi
B
k
i
d h
f
b
Ph
R
L
13 (1964) 508 509 29. P. Higgs, Broken symmetries, massless particles and gauge fields, Phys. Lett. 12 (1964)132-133. 30. P. Higgs, Broken symmetries and the masses of gauge bosons, Phys. Rev. Lett. 13 (1964) 508-509. 31. G. Guralnik, C. Hagen, and T. Kibble, Global conservation laws and massless particles, Phys. Rev. Lett. 13 (1964) 585-587. P. Higgs, Broken symmetries, massless particles and gauge fields, Phys. Lett. 12 (1964)132-133. P. Higgs, Broken symmetries and the masses of gauge bosons, Phys. Rev. Lett. 13 (1964) 508-509. 29. P. Higgs, Broken symmetries, massless particles and gauge fields, Phys. Lett. 12 (1964)132 1
30. P. Higgs, Broken symmetries and the masses of gauge bosons, Phys. Rev. Lett. 13 (1964) 508-5 30. P. Higgs, Broken symmetries and the masses of gauge bosons, Phys. Rev. Lett. 13 (1964) 508-509. 1. G. Guralnik, C. Hagen, and T. Kibble, Global conservation laws and massless particles, Phys. Rev
Lett. 7. H. E. Haber and G. L. Kane, The Search for Supersymmetry: Probing Physics Beyond the Stan-
dard Model, Phys. Reports 117 (1987) 75. EPJ Web of Conferences CMS Collaboration, Observation of a new boson at a mass of 125 GeV with the CMS experiment
at the LHC, Phys. Lett. B716 (2012) 30-61. 43. CMS Collaboration, Combined results of searches for the standard model Higgs boson in pp
collisions at √s = 7 TeV, Phys. Lett. B 710 (2012) 26-48. √
y
44. ATLAS Collaboration, CMS Collaboration, and LHC Higgs Combination Group, Procedure for
the LHC Higgs boson search combination in summer 2011, ATL-PHYS-PUB-2011-818, CMS
NOTE-2011/005. 45. J.Wess and B. Zumino, Supergauge transformations in four dimensions, Nucl. Phys. B70 (1974)
39. 6. H. P. Nilles, Supersymmetry, Supergravity and Particle Physics, Phys. Reports 110 (1984) 1. 47. H. E. Haber and G. L. Kane, The Search for Supersymmetry: Probing Physics Beyond the Stan-
dard Model, Phys. Reports 117 (1987) 75. International Conference on Frontier Physics 2012 48. R. Barbieri, S. Ferrara, and C. A. Savoy, Gauge Models with Spontaneously Broken Local Sup
symmetry, Phys. Lett. B 119 (1982) 343. y
y
y
49. CMS Collaboration, Search for electroweak production of charginos and neutralinos using l
tonic final states in pp collisions at √s = 7 TeV, CMS-SUS-12-006. 50. CMS Collaboration, Search for supersymmetry in hadronic final states using MT2 in pp collisions
at √s = 7 TeV, CMS-SUS-12-002, arXiv:1207.1798. 51. CMS Collaboration, Search for new physics in the multijet and missing transverse momentum
final state in proton-proton collisions at √s = 7 TeV, CMS-SUS-12-011, arXiv:1207.1898. 52. CMS Collaboration, Search for new physics with same-sgn isolated dilepton events with jets and
missing transverse energy, Phys. Rev. Lett. 109 (2012) 071803, arXiv:1205.6615. 53. CMS Collaboration, Search for new physics in events with same-sign dileptons and b-tagged jets
in pp collisions at √s = 7 TeV, JHEP 08 (2012) 110, arXiv:1205.3933. pp
√
54. CMS Collaboration, Search for anomalous production of multilepton events in pp collisions at
√s = 7 TeV, JHEP 06 (2012) 169, arXiv:1204.5341. √
(
)
55. CMS Collaboration, Search for physics beyond the standard model in events with a Z boson,
jets, and missing transverse energy in pp collisions at √s = 7 TeV, Phys. Lett. B716 (2012) 260,
arXiv:1204.3774. 56. CMS Collaboration, Search for Supersymmetry at the LHC in Events with Jets and Missing Trans-
verse Energy, Phys. Rev. Lett. 107 (2011) 221804. 57. CMS Collaboration, Search for Supersymmetry in Events with Photons and Missing Energy,
CMS-PAS-SUS-12-001. 8. CMS Collaboration, Search for new physics in events with same-sign dileptons, b-tagged jets and
missing energy, CMS-PAS-SUS-11-020. 59. CMS Collaboration , Search for supersymmetry in events with opposite-sign dileptons and miss-
ing energy using Artifical Neural Networks, CMS-PAS-SUS-11-018. g
gy
g
60. CMS Collaboration, Search for supersymmetry with the razor variables at CMS, CMS-PAS-SUS-
12-005. 61. CMS Collaboration, Search for supersymmetry in all-hadronic events with tau leptons, CMS-
PAS-SUS-11-007. 62. CMS Collaboration, Search for new physics in events with b-quark jets and missing transverse
energy in proton-proton collisions at 7 TeV, CMS-PAS-SUS-11-006. 63. CMS Collaboration, Search for supersymmetry in all-hadronic events with αT, CMS-PAS-SUS-
11-003. 4. CMS Collaboration, Search for new physics with same-sign isolated dilepton events with jets and
missing energy, CMS-PAS-SUS-11-010. g
gy
65. CMS Collaboration, Multileptonic SUSY searches, CMS-PAS-SUS-11-013. 66. https://twiki.cern.ch/twiki/bin/view/CMSPublic/PhysicsResultsEXO.
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https://www.banglajol.info/index.php/AAJFSS/article/download/55760/39080
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English
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Evaluation of pathogenicity of motile Aeromonas species in air-breathing catfish Magur (Clarias batrachus)
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Asian-Australasian journal of food safety and security
| 2,017
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cc-by
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Asian Australas. J. Food Saf. Secur. 2017, 1 (1), 45-50 Asian Australas. J. Food Saf. Secur. 2017, 1 (1), 45-50 Asian-Australasian Journal of
Food Safety and Security
ISSN 2523-1073 (Print) 2523-2983 (Online)
www.ebupress.com/journal/aajfss Received: 07 November 2017/Accepted: 20 November 2017/ Published: 21 November 2017 Received: 07 November 2017/Accepted: 20 November 2017/ Published: 21 November 2017 Abstract: The present study was carried out to evaluate the comparative capability of producing infections and
causing mortality of the experimental Magur (Clarias batrachus) with motile Aeromonas species. A total of 200
apparently healthy C. batrachus were acclimatized to the laboratory conditions for experimental study. Nine
different groups (each group consisting of 20 fish) of healthy C. batrachus was injected with nine motile
Aeromonas isolates (A. hydrophila-3, A. sobria-3 and A. caviae-3). Experimental C. batrachus were infected
with motile A. hydrophila, A. sobria and A. caviae to groups 1-3, 4-6 and 7-9, respectively while group 10 was
injected with sterile physiological saline (0.85% NaCl) and served as the control. The selected motile bacterial
species via intramuscularly were injected at the rate of 4.5 × 105 cfu/fish for pathogenicity study on C. batrachus
and monitored up to two weeks. The highest clinical infections were noticed 90% in group-3 whereas only 35%
in group-8 within the experimental period. After two weeks of the experiment, the cumulative mortality rate
was also found highest (60%) in group-3 but lowest (15%) in group-9 while no infection or mortality showed in
group-10 (control group). The development of infection and mortality to the injected C. batrachus was
associated more severely by Aeromonas hydrophila than A. sobria and A. caviae used in this study. However,
the isolates motile Aeromonas species could serve as the primary cause of skin lesions as well as mortality in
cultured C. batrachus. Keywords: motile Aeromonas species; Magur (Clarias batrachus); pathogenicity; artificial infected Md. Shirajum Monir1*, Nazneen Bagum1, S. M. Lutful Kabir2, Shuvho Chakra Borty2 and Mohammad Ashaf-
Ud-Doulah3 Md. Shirajum Monir1*, Nazneen Bagum1, S. M. Lutful Kabir2, Shuvho Chakra Borty2 and Mohammad Ashaf-
Ud-Doulah3 1Bangladesh Fisheries Research Institute, Freshwater Station, Mymensingh-2201, Bangladesh
2Department of Microbiology and Hygiene, Bangladesh Agricultural University, Mymensingh-2202,
Bangladesh 3Bangladesh Fisheries Research Institute, Head Quarter, Mymensingh-2201, Bangladesh *Corresponding author: Md. Shirajum Monir, Senior Scientific Officer, Bangladesh Fisheries Research
Institute, Freshwater Station, Mymensingh-2201, Bangladesh. Phone: +0880 1721624623; E-mail:
monir_bau22@yahoo.com *Corresponding author: Md. Shirajum Monir, Senior Scientific Officer, Bangladesh Fisheries Research
Institute, Freshwater Station, Mymensingh-2201, Bangladesh. Phone: +0880 1721624623; E-mail:
monir_bau22@yahoo.com Asian Australas. J. Food Saf. Secur. 2017, 1 (1) Asian Australas. J. Food Saf. Secur. 2017, 1 (1) 46 Catfish like Shing (H. fossilis), Magur (Clarias batrachus) and Pangasius (Pangasianodon hypophthalmus) are
teleosts having entire body surfaces, fins and barbells those covered with skin composed with non-keratinized
stratified squamous epithelial cells (Zhao et al., 2008; Esteban, 2012; Monir et al. 2016). Actually fish skin
plays an important role with the environment to maintain homeostatic conditions including protection from
external environment and antimicrobial activity (Bordas, 1996; Esteban, 2012). It provides the first attachment
site for a wide range of microorganisms in aquatic environment (Bordas, 1996; Esteban, 2012). As a result, the
attachment of microorganisms in skin frequently cause lesions and rupture which make possible for the
pathogens to invade and multiply into the body. Thus, skin lesions and rupture causes harmful effect on normal
growth and reproduction of the fishes as well as mass mortality (Monir et al., 2015). Intensification of aquaculture has increased the various disease outbreaks in different cultured fish in the past
few decades. The motile Aeromonad species by far the most common among the bacterial diseases of
freshwater fish that has been associated with diffrent species of the Aeromonas such as A. hydrophila, A. caviae,
A. veronii, A. schuberti, A. salmonicida and A. sobria etc. However, A. hydrophila were documented as
causative agents for large scale mortality in fish (Wahli et al., 2005). Additionally, the pathogenesis of fish
diseases or disease outbreak can be medium to high in fishes (Yardimci and Aydin, 2011; Kumar et al., 2016)
but all types of disease results in economic losses. The acute form of the disease may result in fatal sepsis
without any symptoms (Yardimci and Aydin, 2011) while chronic infections may show the symptoms like
hemorrhagic septicaemia with ulceration, inflammation, and dermal lesions (Cipriano et al., 2001). Despite the
knowledge of severity and symptoms of the Aeromonad septicaemia in other species, factors such as host-
pathogen interaction, temperature requirement of the bacteria, course of pathogenesis, and immunity to
pathogenesis may vary for fish species (Wu et al., 2007). So far a very few experimental works were conducted
on bacterial diseases especially on pathogenicity of Aeromonas species in Magur (C. batrachus). Therefore, the
present study was carried out to evaluate the comparative pathogenicity of motile Aeromonas hydrophila, A. sobria and A. caviae in air-breathing catfish Magur (C. batrachus) of Bangladesh. Catfish like Shing (H. . Bacterial culture and preparation of suspension p
p
p
The collected stocks of A. hydrophila, A. sobria and A. caviae were grown on Typtic Soya Agar (TSA) at 30 °C
for 24 hours and identity confirmed using different biochemical characteristics prior to the experiment. The
bacterial suspensions were prepared with 0.85% NaCl (physiological saline) that resulted in a concentration of
4.5 to 5.6 x 105 cfu/ml. Asian Australas. J. Food Saf. Secur. 2017, 1 (1) fossilis), Magur (Clarias batrachus) and Pangasius (Pangasianodon hypophthalmus) are
teleosts having entire body surfaces, fins and barbells those covered with skin composed with non-keratinized
stratified squamous epithelial cells (Zhao et al., 2008; Esteban, 2012; Monir et al. 2016). Actually fish skin
plays an important role with the environment to maintain homeostatic conditions including protection from
external environment and antimicrobial activity (Bordas, 1996; Esteban, 2012). It provides the first attachment
site for a wide range of microorganisms in aquatic environment (Bordas, 1996; Esteban, 2012). As a result, the
attachment of microorganisms in skin frequently cause lesions and rupture which make possible for the
pathogens to invade and multiply into the body. Thus, skin lesions and rupture causes harmful effect on normal
growth and reproduction of the fishes as well as mass mortality (Monir et al., 2015). g
p
y (
,
)
Intensification of aquaculture has increased the various disease outbreaks in different cultured fish in the past
few decades. The motile Aeromonad species by far the most common among the bacterial diseases of
freshwater fish that has been associated with diffrent species of the Aeromonas such as A. hydrophila, A. caviae,
A. veronii, A. schuberti, A. salmonicida and A. sobria etc. However, A. hydrophila were documented as
causative agents for large scale mortality in fish (Wahli et al., 2005). Additionally, the pathogenesis of fish
diseases or disease outbreak can be medium to high in fishes (Yardimci and Aydin, 2011; Kumar et al., 2016)
but all types of disease results in economic losses. The acute form of the disease may result in fatal sepsis
without any symptoms (Yardimci and Aydin, 2011) while chronic infections may show the symptoms like
hemorrhagic septicaemia with ulceration, inflammation, and dermal lesions (Cipriano et al., 2001). Despite the
knowledge of severity and symptoms of the Aeromonad septicaemia in other species, factors such as host-
pathogen interaction, temperature requirement of the bacteria, course of pathogenesis, and immunity to
pathogenesis may vary for fish species (Wu et al., 2007). So far a very few experimental works were conducted
on bacterial diseases especially on pathogenicity of Aeromonas species in Magur (C. batrachus). Therefore, the
present study was carried out to evaluate the comparative pathogenicity of motile Aeromonas hydrophila, A. sobria and A. caviae in air-breathing catfish Magur (C. batrachus) of Bangladesh. 2.1. Experimental fish and set up 2.1. Experimental fish and set up 2.1. Experimental fish and set up p
p
A total of 200 healthy Magur (C. batrachus) weighting 80-90 g were collected from local commercial fish farms
of Mymensingh district located in 24o383N 90o164E of Bangladesh during this experiment. Prior to the
artificial infection by selected motile Aeromonas spp., the collected fish were kept in aquariums to acclimatize
in laboratory conditions from 28 to 30°C for at least 7 days providing adequate feed and better aeration by
circulating water. The pathogenicity test was conducted at the Fish Disease and Health Management Laboratory
of Bangladesh Fisheries Research Institute, Mymensingh. 2.2. Collection of motile Aeromonas species 2.2. Collection of motile Aeromonas species
Motile Aeromonas hydrophila, A. sobria and A. caviae were isolated from infected Shing (Heteropneustes
fossilis) showing severe disease symptom of erosions at the bases of fins and tail, hemorrhages and skin lesions
on body surface (Monir et al., 2015; Monir et al., 2016). 1. Introduction 1. Introduction
Among the different air-breathing catfishes, Magur (Clarias batrachus) is very popular and highly valuable fish
species in Bangladesh. It is not only recognized for its delicious taste and market value but it is also considered
as a medicinal fish and traditionally remained a strike among the pregnant & lactating mothers, the elderly and
children. It is prescribed prophylactically to the anemic & malnourished individuals as well as for the
convalescent of the patients due to the nutritional superiority (Debnath, 2011). It is a very hardy fish that can
survive for quite a few hours outside the water due to presence of accessory respiratory organs. C. batrachus
was abundantly available in open water of Bangladesh but presently, it is threatened due to over exploitation and
various ecological changes in its natural habitat. Although, the appropriate breeding, nursing and rearing
technology of fry and fingerlings of C. batrachus had been developed by Bangladesh Fisheries Research
Institute (BFRI) in few years ago but various diseases of this fish causes huge economic losses because of their
high mortality under farming conditions. Asian Australas. J. Food Saf. Secur. 2017, 1 (1) 2.4. Experimental infection For the purpose of this study, intramuscular injection method was used for the experimental infection to know
the efficacy of the selected motile Aeromonas spp. in initiating the infection as well as observe mortality. After
acclimatization for 7 days, 80-90 g, apparently healthy Magur (C. batrachus) were randomly assigned to 10
groups as 20 fish per group. For the intramuscular (IM) injection, one ml insulin syringes (sterile and
disposable) were used to inject intramuscularly with 0.1 ml of pre-selected (Ahmed, 2009) bacterial dose (4.5 ×
105 cfu/fish) as follows: groups 1 to 3 - A. hydrophila, groups 4 to 6 - A. sobria, while groups 7 to 9 were
infected with A. caviae. A negative control group-10 of 20 fish were injected with sterile physiological saline as
above Monir et al., 2015). Prior to the experiment, one day before, feeding was stopped. During experiment fish
were fed with commercial feed once in a day. Water was exchanged thrice in a week and residual feed was
removed every two days by siphoning. The temperature, pH and dissolved oxygen, ammonia concentration of Asian Australas. J. Food Saf. Secur. 2017, 1 (1) 47 the water was kept at acceptable limit during the experiment (Sofiq et al., 2013). The injected fishes were then
observed clinical signs, symptoms and mortalities daily up to 14 days. the water was kept at acceptable limit during the experiment (Sofiq et al., 2013). The injected fishes were then
observed clinical signs, symptoms and mortalities daily up to 14 days. 2.5. Re-isolation of challenged pathogens g
p
g
Re-isolation of inoculated bacteria were carried out by collecting samples from skin lesions, kidney, liver of
moribund and freshly dead or sacrificed experimental infected Magur (C. batrachus) fish and grown on TSA
plates to check the presence and absence of bacterium. Positive bacterial culture was confirmed by the
morphological and biochemical characteristics of the re-isolated bacteria were identical with those of the
isolates used in the experimental infection. 2.6. Statistical analysis The data collected for rates of developing infection and mortality were subjected to descriptive statistics and
expressed in percentages. 3.1. Clinical and gross pathology of experimental Magur (C. batrachus) However, the highest average infection was found 82% among
the groups-1, 2 and 3 where Aeromonas hydrophila was used but the lowest average infection was noticed 42%
in group-7, 8 and 9 during the experimental period where Aeromonas caviae was used (Table 1). Table 1. Cumulative progression of infection in experimental Magur (C. batarchus) infected with
Aeromonas species. ulative progression of infection in experimental Magur (C. batarchus) infected with Table 1. Cumulative progression of infection in experimental Magur (C. batarchus) infected with
Aeromonas species. Group
Infected
bacteria
Number of
healthy Magur
used per group
Development of infections at days after injection
Percentage
1
2
3
4 5
6
7
8
9
10 11 12
13 14
1
A. hydrophila
20
0
0
3
7 9
13 15
16 16
16 16 16
16 16
80
2
20
0
0
3
8 10 14 14
15 15
15 15 15
15 15
75
3
20
0
0
4
9 12 15 16
18 18
18 18 18
18 18
90
Average
0
0
3
8 10 14 15
16 16
16 16 16
16 16
82
4
A. sobria
20
0
0
2
5 7
9
12
14 14
14 14 14
14 14
70
5
20
0
0
1
3 5
8
10
11 11
11 11 11
11 11
55
6
20
0
0
1
3 3
6
8
12 12
12 12 12
12 12
60
Average
0
0
1
4 5
7
10
12 12
12 12 12
12 12
62
7
A. caviae
20
0
0
0
2 3
5
6
9
10
10 10 10
10 10
50
8
20
0
0
0
0 2
4
5
7
7
7
7
7
7
7
35
9
20
0
0
0
1 3
4
4
6
8
8
8
8
8
8
40
Average
0
0
0
1 2
4
5
7
8
8
8
8
8
8
42
10
Control
20
0
0
0
0 0
0
0
0
0
0
0
0
0
0
0
Table 2. Cumulative progression of mortality rate in experimental Magur (C. batrachus) infected with Aeromonas
species. Group
Infected
bacteria
Number of
healthy Magur
used per group
Mortality rate at days after injection
Percentage
1
2
3
4
5
6
7
8
9
10 11 12 13 14
1
A. 3.1. Clinical and gross pathology of experimental Magur (C. batrachus) g
p
gy
p
g
(
)
It was observed that after one day post-infection of intramuscularly injected all Magur (C. batrachus) groups
expressed abnormal movement, loss of balance and constant rubbing of body with the aquaria glass except
control groups. By day 4 post-infection, most of the fishes were noticed to develop hemorrhages at the base and
tips of the fins. The liver, spleen and kidney of the infected freshly dead fish were observed to be hemorrhage,
enlarged, unsmooth, and turned slide blackish. After day 6 post-infection, severally diffused hemorrhage was
observed on fin bases, edge of head and body surface in groups 1, 2, 3 (Figure 1). In some fishes, hyperaemic
patches of the fins were also observed in these groups. The hemorrhagic ulcerative lesions, body, fins and tail
erosions were noticed in groups 4, 5, 6, 7, 8, 9 (Figure 2) after day 6 post-infection. But corrosion of the barbells
and severe hemorrhagic ulcerative lesions on the caudal area were also observed in most of the fishes especially
in groups 7, 8, 9 (Figure 3). However, bacteria showed clinical signs in natural infection were found to be more
or less similar in the injected experimental fish. But, no clinical signs and mortality were observed in the control
group 10. Figure 1. Hemorrhages in fins bases, edge of head and skin lesions in Magur (C. batrachus)
experimentally-infected with Aeromonas species. Figure 1. Hemorrhages in fins bases, edge of head and skin lesions in Magur (C. batrachus)
experimentally-infected with Aeromonas species. Figure 2. Hemorrhagic ulcerative lesions on body in Magur (C. batrachus) experimentally-infected with
Aeromonas species. Figure 2. Hemorrhagic ulcerative lesions on body in Magur (C. batrachus) experimentally-infected with
Aeromonas species. Asian Australas. J. Food Saf. Secur. 2017, 1 (1) 48 Figure 3. Corrosion skin lesions on caudal region in Magur (C. batrachus) experimentally-infected with
Aeromonas species. Figure 3. Corrosion skin lesions on caudal region in Magur (C. batrachus) experimentally-infected with
Aeromonas species. 3.2. Effect of the selected Aeromonas species to develop infections in experimental Magur (C. batrachus)
After 14 days of the experiment, the highest clinical infection in the challenged fishes showed up to 90% in
groups-3 but lowest 35% in group-8. Additionally, seventy percent of the challenged fish in group-4 had
developed infection and only 40% in groups-9. 3.1. Clinical and gross pathology of experimental Magur (C. batrachus) hydrophila
20
0
0
0
2
4
6
7
8
9
9
9
9
9
9
45
2
20
0
0
0
1
3
5
6
7
7
7
7
7
7
7
35
3
20
0
0
2
3
4
7
8
10 12 12 12 12 12 12
60
Average
0
0
1
2
3
4
6
7
8
9
9
9
9
9
47
4
A. sobria
20
0
0
0
1
3
5
6
7
7
7
7
7
7
7
35
5
20
0
0
0
1
2
4
4
5
6
6
6
6
6
6
30
6
20
0
0
0
0
2
3
3
4
4
4
4
4
4
4
20
Average
0
0
0
1
2
4
4
5
5
5
5
5
5
5
28
7
A. caviae
20
0
0
0
0
1
2
2
3
3
4
4
4
4
4
20
8
20
0
0
0
0
1
2
2
2
4
4
4
4
4
4
20
9
20
0
0
0
0
0
1
1
2
2
3
3
3
3
3
15
Average
0
0
0
0
1
2
2
2
3
3
3
3
3
3
18
10
Control
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0 Table 1. Cumulative progression of infection in experimental Magur (C. batarchus) infected with
Aeromonas species. Group
Infected
bacteria
Number of
healthy Magur
used per group
Development of infections at days after injection
Percentage
1
2
3
4 5
6
7
8
9
10 11 12
13 14
1
A. hydrophila
20
0
0
3
7 9
13 15
16 16
16 16 16
16 16
80
2
20
0
0
3
8 10 14 14
15 15
15 15 15
15 15
75
3
20
0
0
4
9 12 15 16
18 18
18 18 18
18 18
90
Average
0
0
3
8 10 14 15
16 16
16 16 16
16 16
82
4
A. 3.1. Clinical and gross pathology of experimental Magur (C. batrachus) sobria
20
0
0
2
5 7
9
12
14 14
14 14 14
14 14
70
5
20
0
0
1
3 5
8
10
11 11
11 11 11
11 11
55
6
20
0
0
1
3 3
6
8
12 12
12 12 12
12 12
60
Average
0
0
1
4 5
7
10
12 12
12 12 12
12 12
62
7
A. caviae
20
0
0
0
2 3
5
6
9
10
10 10 10
10 10
50
8
20
0
0
0
0 2
4
5
7
7
7
7
7
7
7
35
9
20
0
0
0
1 3
4
4
6
8
8
8
8
8
8
40
Average
0
0
0
1 2
4
5
7
8
8
8
8
8
8
42
10
Control
20
0
0
0
0 0
0
0
0
0
0
0
0
0
0
0
Table 2. Cumulative progression of mortality rate in experimental Magur (C. batrachus) infected with Aeromonas
species. Group
Infected
Number of
Mortality rate at days after injection Table 2. Cumulative progression of mortality rate in experimental Magur (C. batrachus) infected with Aeromonas
species. Group
Infected
bacteria
Number of
healthy Magur
used per group
Mortality rate at days after injection
Percentage
1
2
3
4
5
6
7
8
9
10 11 12 13 14
1
A. hydrophila
20
0
0
0
2
4
6
7
8
9
9
9
9
9
9
45
2
20
0
0
0
1
3
5
6
7
7
7
7
7
7
7
35
3
20
0
0
2
3
4
7
8
10 12 12 12 12 12 12
60
Average
0
0
1
2
3
4
6
7
8
9
9
9
9
9
47
4
A. sobria
20
0
0
0
1
3
5
6
7
7
7
7
7
7
7
35
5
20
0
0
0
1
2
4
4
5
6
6
6
6
6
6
30
6
20
0
0
0
0
2
3
3
4
4
4
4
4
4
4
20
Average
0
0
0
1
2
4
4
5
5
5
5
5
5
5
28
7
A. 4. Discussion In the present study, intramuscular injected all Magur (C. batrachus) groups expressed abnormal movement,
loss of balance and constant rubbing of body with the aquaria glass and develop hemorrhages at the base and
tips of the fins. The internal organs such as liver, spleen and kidney of the infected freshly dead fish were
observed to be hemorrhage, enlarged, unsmooth, and turned slide blackish. The intramuscular inoculation of
motile Aeromonas spp. produced similar signs and symptoms, reported during the disease progression in other
fish species (Rashid et al., 2008; Kumar et al., 2016). Khalil and Mansour (1997) reported that clinical signs
including weakness, slower movement, swimming closer to the surface, fin hemorrhages and red patches at the
gut region were observed in the challenge fish with Aeromonas spp. Yarmidici and Aydin (2011) noticed body
rubbing against tank walls in Nile tilapia infected with A. hydrophila isolate after 8 hours of infection. However,
similar observations were also documented by Borty et al. (2016); Monir et al. (2015). y
y
(
)
(
)
The average highest percentage (82%) of infection in challenge fish were found among the groups-1, 2 and 3
indicates that A. hydrophila species used to infect the groups might be more pathogenic than the other used
Aeromonas species in this experiment. Paniagua (1990), Janda (2010); Daood (2012) were observed that A. hydrophila is more pathogenic and the most frequently isolated species from naturally-infected fish than other
Aeromonas species. The average percentage of infection in A sobria groups (28%) was higher than the A. caviae
groups (15%) that suggests A sobria was more pathogenic compared to A. caviae in this experiment. However,
these findings are in agreement with those reported by Daood (2012) and Monir et al. (2015). g
g
p
y
Pathogenicity of A. hydrophila to Magur (C. batrachus) by intramuscular injection was ranged from 35-60%
mortality among the groups-1, 2 and 3. This mortality rate was higher than that recorded in the groups of A. sobria-injected (20-35%) and A. salmonicida-injected (15-20%) groups. This result indicates that the A. hydrophila strains used in this experiment were more pathogenic than the other Aeromonas species. Kumer et
al. (2016) reported that the LD50 value of 1.74 × 105 cfu per 100 g of body weight was standardized for A. hydrophila in Golden Mahseer. Sarkar and Rashid (2002) noticed that 100% and 60-80% mortality in Shing (H. fossilis) and Magur (C. 5. Conclusions Motile Aeromonas species used in this study those were capable to develop infections as well as cause mortality
in challenge Magur (C. batrachus). In the experiment, challenge through motile Aeromonas species will serve
as a baseline data for further studies on Magur (C. batrachus). Also, the knowledge of various symptoms during
pathogenesis help to understand the course of pathogenesis and overall immune response of fishes which can be
very beneficial to control and prevent the disease outbreaks in farmed fishes. Further researches are necessary to
prepare antibody against these bacteria strains to prepare vaccines and to try vaccination in susceptible to save
catfishes against these pathogenic bacteria. 4. Discussion batrachus), Carps and Thai koi (Anabas testudineus) injected with 6.7x107 and 6.7x106
cfu/ml of A. hydrophila, successively. Mostafa et al. (2008) carried out an experimental infection of Shing (H. fossilis) with A. hydrophila by two different methods viz. intraperitoneal and intramuscular injection at a dose of
9.6 × 107 cfu/fish that caused in 100% mortality of the tested fish within 1-9 days. Additionally, Monir et al. (2015) found 100% mortality by 14 days of injection when Shing (H. fossilis) was challenged with 6.7 x 105
cfu/fish of A. hydrophila isolate, successively. However, the infection and mortality rates were found variation
in this study than other studies might be due to different species of fish used in experiment, immunity of the
fish, various strains of Aeromonas species, environmental factors, used different doses of the infective
pathogens, route of administration as well as experimental duration. 3.1. Clinical and gross pathology of experimental Magur (C. batrachus) caviae
20
0
0
0
0
1
2
2
3
3
4
4
4
4
4
20
8
20
0
0
0
0
1
2
2
2
4
4
4
4
4
4
20
9
20
0
0
0
0
0
1
1
2
2
3
3
3
3
3
15
Average
0
0
0
0
1
2
2
2
3
3
3
3
3
3
18
10
Control
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0 Table 2. Cumulative progression of mortality rate in experimental Magur (C. batrachus) infec
species. Asian Australas. J. Food Saf. Secur. 2017, 1 (1) 49 3.3. Effect of the selected Aeromonas species on mortality of experimental Magur (C. batrachus) 3.3. Effect of the selected Aeromonas species on mortality of experimental Magur (C. batrachus)
At the end of the experiment (after 14 days), a total of 2 severely infected fish were died in group-3 after 3 days
of post infection whereas no fish was died in other groups. The cumulative mortality rate was recorded highest
(60%) in group-3 but the lowest (15%) in group-9. However, the highest average mortality rate was found 47%
among the groups-1, 2 and 3 where Aeromonas hydrophila was used but the lowest average mortality rate was
noticed 18% in group-7, 8 and 9 during the experimental period where Aeromonas caviae was used (Table 2). Conflict of interest Conflict of interest
None to declare. Acknowledgements The authors would like to cordial thanks and extend gratitude to all the staffs of the Fish Diseases and Fish
Health Manamgemt Labortory, Bangladesh Fisheries Research Institute, Mymensingh, Bangladesh and the
Department of Microbiology and Hygiene, Bangladesh Agricultural University to fulfill the experimental work
successfully and also for providing continuous support and sincere cooperation. Asian Australas. J. Food Saf. Secur. 2017, 1 (1) 50 References Bordas MA, MC Balebona, I Zorrilla, JJ Borrego and MA Morinio, 1996. Kinetics of adhesion of selected fish-
pathogenic Vibrio strains to skin mucus of gilt-head sea bream (Sparus aurata L.). Appl. Environ. Microbiol., 62: 3650-3654. Borty SC, F Rahman, AKM Ali Reza, S Khatun, ML Kabir, MH Rahman and MS Monir, 2016. Isolation,
molecular identification and antibiotic susceptibility profile of Aeromonas hydrophila from cultured
indigenous Koi (Anabus testudineus) of Bangladesh. Asian J. Med. Biol. Res., 2: 332-340. g
g
Cipriano RC, GL Bullock and SW Pyle, 2001. Aeromonas hydrophila and Motile Aeromonad Septicemias of
Fish. Fish Disease Leaflet 68, US Department of the Interior Fish & Wildlife Service, Washington. Daood N, 2012. Isolation and antibiotic susceptibility of Aeromonas species from freshwater fish farm and
farmed carp (Dam of 16 Tishreen, Lattakia). Damascus University Journal of Basic Science, 28: 27-39. Debnath S, 2011. Clarias batrachus, the medicinal fish: An excellent c&idate for aquaculture & employment
generation. International Conference on Asia Agriculture and Animal IPCBEE vol.13 IACSIT Press,
Singapoore P 32-37. Esteban MA, 2012. An overview of the immunological defenses in fish skin. International Scholarly Research
Network. 1-29. Hossain MF, MM Rashid and MA Sayed, 2011. Experimental infection of indigenous climbing perch Anabas
testudineus with Aeromonas hydrophila bacteria. Progressive Agriculture, 22: 105-114. Janda JM and SL Abbott, 2010. The genus Aeromonas: taxonomy, pathogenicity and infection. Clin. Microbiol. Rev., 23:35-73. Khalil AH and EH Mansour, 1997. Toxicity of crude extracellular products of Aeromonas hydrophila in tilapia,
Tilapia nilotica. Lett. Appl. Microbiol., 25: 269-272. Kumar R, V Pande, L Singh, L Sharma, N Saxena, D Thakuria, AK Singh and PK Sahoo, 2016. Pathological
Findings of Experimental Aeromonas hydrophila Infection in Golden Mahseer (Tor putitora). Fish Aquac, 7:
1-6. Monir MS, Ahammed T, S Chakra Borty, N Bagum, MA Islam and Y Mahmud, 2015. Pathogenesis of
Aeromonas species in stinging catfish Shing (Heteropneustes fossilis) of Bangladesh. International Journal of
Trends in Fisheries Research, 4: 7-13. Monir MS, S Chakra Borty, N Bagum, MK Rahman, MA Islam and Y Mahmud, 2016. Identification of
pathogenic bacteria isolated from diseased stinging catfish, Shing (Heteropneustes fossilis) cultured in
greater Mymensingh, Bangladesh. Asian-Australasian J. Biosci. Biotechnol., 1: 116-124. Mostafa K, MT Islam and MM Rashid, 2008. Experimental pathogenesis of Aeromonas hydrophila bacteria in
stinging catfish Heteropneustes fossilis. Bangladesh J. Fish. Res., 12: 27-33. Paniagua C, O Rivero, J Anguita and G Naharro, 1990. References Pathogenicity factors and virulence fo
(Salmo gairdneri) of motile Aeromonas species isolated from a river. J. Clin. Microbiol., 28: Rahman S and MS Monir, 2013. Effect of stocking density on survival, growth and production of Thai Anabas
testudineus (bloch) fingerlings under nursery ponds management in northern regions of Bangladesh. Journal
of Experimental Biology and Agricultural Sciences, 1: 465-472. p
gy
g
Rashid MM, MA Hasan K Mostafa and MA Islam, 2008. Isolation of Aeromonas hydrophila from EUS affected
Shing (Heteropneustes fossilis) from a fish farm of Mymensingh. Progress. Agric., 19: 117-124. Sarkar MJA and MM Rashid, 2002. Pathogenicity of the bacterial isolate Aeromonas hydrophila to catfishes,
carps and perch. Journal of Bangladesh Agricultural University, 10: 57-161. Wahli T, SE Burr, D Pugovkin, O Mueller and J Frey, 2005. Aeromonas sobria, a causative ag
farmed perch, Perca fluviatilis. L. J. Fish Dis., 28: 141–150. p
f
Wu CJ, JJ Wu, JJ Yan, HC Lee and NY Lee, 2007. Clinical significance and distribution of putative virulence
markers of 116 consecutive clinical Aeromonas isolates in southern Taiwan. J. Infect., 54: 151-158. Yardimic B and Y Aydin, 2011. Pathological findings of experimental Aeromonas hydrophila infection in Nile
tilapia (Oreochromis niloticus). Ankara Universitesi Veteriner Fakultesi Dergisi., 58: 47-54. Zhao X, RC Findly and HW Dickerson, 2008. Cutaneous antibodysecreting cells and B cells in a teleost fish. Dev. Comp. Immunol., 32: 500-508.
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English
| null |
The benign c.344G > A: p.(Arg115His) variant in the LDLR gene interpreted from a pedigree-based genetic analysis of familial hypercholesterolemia
|
Lipids in health and disease
| 2,020
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cc-by
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SHORT REPORT Open Access Hori et al. Lipids in Health and Disease (2020) 19:62
https://doi.org/10.1186/s12944-020-01252-4 Hori et al. Lipids in Health and Disease (2020) 19:62
https://doi.org/10.1186/s12944-020-01252-4 The benign c.344G > A: p.(Arg115His)
variant in the LDLR gene interpreted from a
pedigree-based genetic analysis of familial
hypercholesterolemia Mika Hori1*, Atsushi Takahashi2, Cheol Son3, Masatsune Ogura1 and Mariko Harada-Shiba1* Abstract Background: We previously identified the c.344G > A: p.(Arg115His) variant in the low-density lipoprotein receptor
(LDLR) gene, which was interpreted as “conflicting interpretations of pathogenicity” in ClinVar, based on a genetic
analysis of patients with familial hypercholesterolemia (FH). However, whether this variant affects the
pathophysiology of FH remains unclear. Therefore, our aim was to annotate the c.344G > A: p.(Arg115His) variant in
the LDLR gene in FH. We present 2 families harboring the c.344G > A: p.(Arg115His) variant in the LDLR gene. Methods: Genetic analyses were performed for the coding regions and the exon-intron boundary sequence of the
LDLR and proprotein convertase subtilisin/kexin type 9 (PCSK9) genes in 2 FH families. Next, the family without
pathogenic variants in the LDLR and PCSK9 genes was screened by whole-exome sequencing. Detailed clinical and
biochemical data were gathered from family members. Results: In one family, the index case had biallelic c.1567G > A: p.(Val523Met) and c.344G > A: p.(Arg115His) variants
in the LDLR gene, while the sibling had only the c.1567G > A: p.(Val523Met) variant in the LDLR gene. There was no
difference in the FH phenotype between the siblings. In another family, the index case and the sibling had no
pathogenic variants in the LDLR, PCSK9, and apolipoprotein B (APOB) genes, but the sibling’s wife with nonFH had
the c.344G > A: p.(Arg115His) variant in the LDLR gene. The sibling and his wife had 4 children, including an
unaffected child and an affected child who had the c.344G > A: p.(Arg115His) variant in the LDLR gene. In addition,
the allele frequency of the c.344G > A: p.(Arg115His) variant (0.0023–0.0043) in Japanese and East Asian populations
is relatively high compared with that of the other LDLR pathogenic variants (0.0001–0.0008). Conclusions: The c.344G > A: p.(Arg115His) variant in the LDLR gene is interpreted as benign in individuals with FH. Keywords: LDL receptor Familial hypercholesterolemia Variant Benign Annotation Conclusions: The c.344G > A: p.(Arg115His) variant in the LDLR gene is interpreted as benign in individuals with FH. K
d
LDL
t
F
ili l h
h l
t
l
i
V i
t B
i
A
t ti rds: LDL receptor, Familial hypercholesterolemia, Variant, Benign, Annotation * Correspondence: mihori@ncvc.go.jp; mshiba@ncvc.go.jp
1Department of Molecular Innovation in Lipidology, National Cerebral and
Cardiovascular Center Research Institute, 6-1 Kishibe-Shimmachi, Suita, Osaka
564-8565, Japan
Full list of author information is available at the end of the article © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. * Correspondence: mihori@ncvc.go.jp; mshiba@ncvc.go.jp
1Department of Molecular Innovation in Lipidology, National Cerebral and
Cardiovascular Center Research Institute, 6-1 Kishibe-Shimmachi, Suita, Osaka
564-8565, Japan
Full list of author information is available at the end of the article DNA analysis Genomic DNA was extracted from whole blood from
the sibling of Family 1 and the index case of Family 2
using an automated DNA extraction machine (QIA-
symphony; QIAGEN, Valencia, CA) and from the other
members of Family 2 using the Genome Extraction Kit
(GENOMIX; Biologica, Nagoya, JAPAN) by SRL Inc. (Tokyo, JAPAN). The coding regions and exon-intron
boundary sequences of the LDLR and PCSK9 genes were
examined by Sanger sequencing as described previously
[4]. For the index case of Family 2, multiplex ligation-
dependent probe amplification (MLPA) was performed
to detect large rearrangements of the LDLR gene using
the P062B LDLR MLPA Kit (MRC Holland, Amsterdam,
the Netherlands). Next, whole-exome sequencing was
performed for Family 2. Exome libraries were prepared
using the SureSelect Human All Exon V7 Kit (Agilent
Technologies, Santa Clara, CA). Sequencing was per-
formed by NovaSeq 6000 (Illumina, San Diego, CA) with
150 bp paired-end reads at RIKEN GENESIS CO., LTD. Clinical and laboratory data Serum total cholesterol (TC), triglycerides (TG), and
high-density lipoprotein-cholesterol (HDL-C) levels were
measured using enzymatic methods. LDL-C levels were
calculated by the Friedewald formula or were measured
using enzymatic methods. Achilles tendon thickness
(ATT) was measured by X-ray. CAD was evaluated by
the presence of myocardial infarction, angina pectoris,
or coronary arteries with ≥75% stenosis by coronary
angiography or electrocardiogram. In our FH cohort, patients were found to harbor the
c.344G > A: p.(Arg115His) variant in the LDLR gene,
which was interpreted as “conflicting interpretations of
pathogenicity” in ClinVar. However, whether this variant
affects the pathophysiology of FH remains to be eluci-
dated. Herein, we present 2 families harboring the
c.344G > A: p.(Arg115His) variant in the LDLR gene, in-
cluding an index case with biallelic LDLR variants that
comprised the c.344G > A: p.(Arg115His) and a patho-
genic variant (Family 1) and nonFH patients with the
c.344G > A: p.(Arg115His) variant (Family 2). © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
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data made available in this article, unless otherwise stated in a credit line to the data. Hori et al. Lipids in Health and Disease (2020) 19:62 Page 2 of 5 Page 2 of 5 Hori et al. Lipids in Health and Disease (2020) 19:62 Methods The protocol of this study was approved by the Ethics Re-
view Committee of the National Cerebral and Cardiovas-
cular Center (M17–56 or M24–80). Each patient provided
written informed consent to participate in the study. Case presentation
Family 1 y
The index case was a 19-year-old woman who had bial-
lelic LDLR c.1567G > A: p.(Val523Met) and c.344G > A:
p.(Arg115His) variants (Fig. 1, Table 1). She was referred
to our lipid clinic with her brother at the age of 19 years
for dyslipidemia, and her untreated LDL-C level was
208 mg/dL. She did not have ATT. Her medications in-
cluded 2.5 mg of rosuvastatin, and her LDL-C level was
100 mg/dL on this medication regimen. Her sibling (II-
1) was a 21-year-old male who had the LDLR c.1567G >
A: p.(Val523Met) variant. His untreated LDL-C level was
204 mg/dL at 21 years old. His ATT values were 6.7 and
9.1 mm. His medication included 2.5 mg of rosuvastatin,
and his LDL-C level was 99 mg/dL under this medica-
tion regimen. Their father was diagnosed with FH, but
his lipid profile was unknown. Background Sequence reads were aligned to the human reference
genome (hg19) using BWA-MEM. Single nucleotide var-
iants and small indels were called with HaplotypeCaller
of the Genome Analysis Tool Kit. The presence/absence
of the c.344G > A:p.(Arg115His) variant in the LDLR
gene was confirmed by Sanger sequencing. g
Familial hypercholesterolemia (FH) is a disease that
leads to a high risk of coronary artery disease (CAD) be-
cause FH patients are exposed to high serum LDL-
cholesterol (LDL-C) levels from birth. The prevalence of
FH is 1 per 200–500 individuals in the general popula-
tion [1]. FH is caused by mutations in the low-density
lipoprotein receptor (LDLR) and in the related genes
apolipoprotein B (APOB) and proprotein convertase sub-
tilisin/kexin type 9 (PCSK9). More than 4970 variants in
the LDLR gene, 580 variants in the APOB gene, and 350
variants in the PCSK9 gene are shown in ClinVar [2]. In
Japan, pathogenic variants in the APOB gene have not
been reported [3]. Whether some variants of the LDLR
and PCSK9 genes affect the pathophysiology of FH re-
mains unclear. Family 2 The index case was a 52-year-old man who had no patho-
genic variants in the LDLR and PCSK9 genes (Fig. 1). He
was referred to the lipid clinic at the age of 52 years for
dyslipidemia (II-1). His untreated LDL-C level was 237
mg/dL, and his ATT values were 7.1 mm and 9.2 mm. He
was diagnosed with hypertension at the age of 45 years. His medication regimen included 5 mg of rosuvastatin
and 10 mg of ezetimibe, and his LDL-C level was 111 mg/
dL under this regimen. The lipid profiles of his parents
were unknown. His father died of liver cancer at 65 years
old, and his mother died at 64 years old due to unknown
causes. The sibling (II-2) of the index case was a 49-year-
old man who was diagnosed with FH. His medication regi-
men included 2 mg of rosuvastatin, 10 mg of ezetimibe,
and 2 g of omega-3 fatty acid ethyl, and his LDL-C level
was 106 mg/dL under this regimen. The index case and Hori et al. Lipids in Health and Disease (2020) 19:62
Page 3 of 5 Hori et al. Lipids in Health and Disease (2020) 19:62 (2020) 19:62 Hori et al. Lipids in Health and Disease Page 3 of 5 Fig. 1 Two family pedigrees with the c.344G > A: p.(Arg115His) variant in the LDLR gene. Arrows show the index cases Fig. 1 Two family pedigrees with the c.344G > A: p.(Arg115His) variant in the LDLR gene. Family 2 The sibling and the wife had 4 children, of whom 3 sib-
lings (III-1, III-2, and III-3) were diagnosed with nonFH
and 1 sibling (III-4) was diagnosed with FH. The eldest
daughter (III-1) and the youngest son (III-4) were hetero-
zygous for the c.344G > A: p.(Arg115His) variant in the
LDLR gene. The presence/absence of the c.344G > A:
p.(Arg115His) variant in the LDLR gene was confirmed by
Sanger sequencing. g
p
g
The c.344G > A: p.(Arg115His) variant in the LDLR
gene has been reported in several individuals of Asian eth-
nicity [3, 8]. The allele frequency of the c.344G > A:
p.(Arg115His) (0.029/0.0043) variant in the LDLR gene
among the Japanese population was similar to that ex-
pected based on the prevalence of heterozygous FH
among the Japanese population (0.002–0.005). The allele
frequency of the c.344G > A: p.(Arg115His) variant in the
LDLR gene is relatively high compared with that of other
LDLR pathogenic variants (0.0001–0.0008) in Japanese da-
tabases. The LDLR gene is located on chromosome
19p13.1–13.3 and contains 18 exons, encoding a mature
protein of 839 amino acids with a 21 amino acid signal
peptide. The c.344G > A: p.(Arg115His) variant is located
in the cysteine-rich, 40 amino acid repeat region of the
binding domain of the LDLR, but the 115th Arg is not
conserved among this region [9]. In addition, the Arg (pI =
10.76) to His (pI = 7.59) substitution does not change the
positive charge of this sequence. For the c.344G > A:
p.(Arg115His) variant, only one study exists; functional
assay results revealed that receptor activities were 64% of
normal in COS7 cells transfected with LDLR cDNA con-
taining the c.344G > A: p.(Arg115His) variant [10]. How-
ever, the genotype-phenotype correlation of the c.344G >
A:p.(Arg115His) in the LDLR gene in pedigrees has not
been demonstrated. Thus, based on 2 pedigree-based gen-
etic analyses, the c.344G > A: p.(Arg115His) variant in the
LDLR gene was classified as benign according to the
guidelines issued by the American College of Medical
Genetics and Genomics and the Association for Molecular
Pathology. Thus, examining the genotype-phenotype cor-
relation in a pedigree is important for providing a genetic
diagnosis with high accuracy. Allele frequency of the c.344G > A: p.(Arg115His) vari-
ant in the LDLR gene in Japanese and East Asian
populations. Family 2 Arrows show the index cases Table 1 Clinical and genetic characteristcs of the family with the c.344G > A: p.(Arg115His) variant in the LDLR gene
Family
1
2
Case
II-1
II-2
II-1
II-2
II-3
III-1
III-2
III-3
III-4
Clinical diagnosis
FH
FH
FH
FH
nonFH
nonFH
nonFH nonFH FH
Age (y)
22
19
52
49
48
21
19
16
9
Sex
M
F
M
M
F
F
F
M
M
TC (mg/dL)
280
286
350
–
198
167
181
157
214
TG (mg/dL)
42
58
239
137
262
77
53
71
153
HDL-C (mg/dL)
68
66
–
49
45
70
58
68
44
LDL-C (mg/dL)
204
208
237
236
101
82
112
75
139
Achilless tendon
thickness
Yes
No
Yes
Yes
No
No
No
No
No
Xanthoma
No
No
No
No
No
No
No
No
No
Corneal Acrus
No
No
Yes
Yes
No
No
No
No
No
CAD
No
No
No
No
No
No
No
No
No
LDLR pathogenic
variant
c.1567G > A:
p.(Val523Met)
c.1567G > A:
p.(Val523Met)
None None None
None
None
None
None
LDLR variant
None
c.344G > A:
p.(Arg115His)
None None c.344G > A:
p.(Arg115His)
c.344G > A:
p.(Arg115His)
None
None
c.344G > A:
p.(Arg115His)
PCSK9 pathogenic
variants
None
None
None None None
None
None
None
None
CAD coronary artery disease
Untreated serum lipid levels are shown linical and genetic characteristcs of the family with the c.344G > A: p.(Arg115His) variant in the LDLR gene
1
2 Page 4 of 5 Page 4 of 5 Hori et al. Lipids in Health and Disease (2020) 19:62 Hori et al. Lipids in Health and Disease c.344G > A: p.(Arg115His) variant in the LDLR gene was
detected in 1 unaffected sibling and 1 affected sibling. The
FH phenotype of the youngest son is suggested to be derived
from his father harboring unknown pathogenic variants. the sibling’s family were screened by whole-exome se-
quencing. We examined the coding regions and exon-
intron boundary sequences in the LDLR, PCSK9, and
APOB genes. The index case and the sibling had no patho-
genic variants in the LDLR, PCSK9, and APOB genes, but
the wife of the sibling (II-3) with nonFH had the c.344G >
A: p.(Arg115His) variant in the LDLR gene. They had no
loss-of-function mutations in the PCSK9 and APOB genes. Discussion We
present
2
families
harboring
the
c.344G > A:
p.(Arg115His) variant in the LDLR gene. In the first fam-
ily (Family 1), we identified an index case of biallelic
LDLR variants that included c.1567G > A: p.(Val523Met)
and c.344G > A: p.(Arg115His), and in the second family
(Family 2), we identified that the wife of the index case’s
sibling with FH, who was normolipidemic, had the LDLR
c.344G > A: p.(Arg115His) variant. In Family 1, the index
case had biallelic LDLR variants that included c.1567G >
A: p.(Val523Met) and c.344G > A: p.(Arg115His), while
the sibling had only the heterozygous c.1567G > A:
p.(Val523Met) variant in the LDLR gene. The c.1567G >
A: p.(Val523Met) variant is defined as pathogenic/likely
pathogenic in ClinVar. FH patients harboring biallelic
LDLR pathogenic variants generally show a much more
severe phenotype than those harboring heterozygous
LDLR pathogenic variants. However, the phenotype of
the index case in Family 1 was identical to that of het-
erozygous FH. In Family 2, the index case’s sibling with
FH had 4 children, namely, 1 affected and 3 unaffected
siblings. His wife with nonFH had the c.344G > A:
p.(Arg115His) variant in the LDLR gene. A heterozygous In our cohort, we showed that unrelated patients har-
boring no pathogenic variants in the LDLR and PCSK9
genes comprised approximately 40% of FH patients [4]. FH may be partly explained by the accumulation of com-
mon SNPs [11]. A number of factors, including somatic
genetic changes, environmental factors, and other genetic
factors, might contribute to the pathogenesis and pheno-
typic variations observed in FH. We are currently search-
ing for new candidate FH genes that may be responsible
for FH in Family 2. Finally, in vitro functional analyses are
needed to quantify the actual effect of the c.344G > A:
p.(Arg115His) variant in the LDLR gene. Family 2 The allele frequency of the c.344G > A: p.(Arg115His)
variant in the LDLR gene in Japanese and East Asian pop-
ulations was 0.0029, 0.0043, and 0.0023 according to the
Japanese Human Genetic Variation Database (n = 1201;
HGVD:
http://www.genome.med.kyoto-u.ac.jp/SnpDB)
[5], the Tohoku Medical Megabank Organization database
(n = 3381; tommo_3.5KJPN) [6], and ExAC (n = 66,000,
[7]), respectively. The allele frequency of the c.344G > A:
p.(Arg115His) variant in the LDLR gene was relatively
high compared with that of the other LDLR pathogenic
variants (0.0001–0.0008) detected in these databases. Funding 11. Talmud PJ, Shah S, Whittall R, Futema M, Howard P, Cooper JA, et al. Use of
low-density lipoprotein cholesterol gene score to distinguish patients with
polygenic and monogenic familial hypercholesterolaemia: a case-control
study. Lancet. 2013;381:1293–301. This work was partly supported by grants from the Ministry of Health, Labor
and Welfare of Japan for Clinical Research on Intractable Diseases (H26-nanji-
ippan-056, H30-nanji-ippan-003), JSPS KAKENHI Grant Number JP17K08681,
the Japan Agency for Medical Research and Development
(16ek0210075h0001), the Intramural Research Fund (28–2-2; 29–6-11) for Car-
diovascular Diseases of the National Cerebral and Cardiovascular Center, the
Japan Heart Foundation & Astellas Grant for Research on Atherosclerosis Up-
date, the Takeda Science Foundation, the Kanae Foundation for the Promo-
tion of Medical Science, Novartis Research Grants, and The Japanese
Circulation Society. This work was partly supported by grants from the Ministry of Health, Labor
and Welfare of Japan for Clinical Research on Intractable Diseases (H26-nanji-
ippan-056, H30-nanji-ippan-003), JSPS KAKENHI Grant Number JP17K08681,
the Japan Agency for Medical Research and Development (16ek0210075h0001), the Intramural Research Fund (28–2-2; 29–6-11) for Car-
diovascular Diseases of the National Cerebral and Cardiovascular Center, the
Japan Heart Foundation & Astellas Grant for Research on Atherosclerosis Up-
date, the Takeda Science Foundation, the Kanae Foundation for the Promo-
tion of Medical Science, Novartis Research Grants, and The Japanese
Circulation Society. Ethics approval and consent to participate The protocol of this study was approved by the Ethics Review Committee of
the National Cerebral and Cardiovascular Center (M17–56 or M24–80). Each
patient provided written informed consent to participate in the study. Acknowledgments 6. Nagasaki M, Yasuda J, Katsuoka F, Nariai N, Kojima K, Kawai Y, et al. Rare
variant discovery by deep whole-genome sequencing of 1,070 Japanese
individuals. Nat Commun. 2015;6:8018. We thank Dr. Yoshihiro Miyamoto, Mr. Suguru Yamamoto, Mr. Naotaka Ohta,
Mr. Hiroaki Masuda, and Ms. Rieko Isoda for DNA analysis and Ms. Rie Oishi
for clerical support. We thank Dr. Yoshihiro Miyamoto, Mr. Suguru Yamamoto, Mr. Naotaka Ohta,
Mr. Hiroaki Masuda, and Ms. Rieko Isoda for DNA analysis and Ms. Rie Oishi
for clerical support. 7. Lek M, Karczewski KJ, Minikel EV, Samocha KE, Banks E, Fennell T, et al. Analysis of protein-coding genetic variation in 60,706 humans. Nature. 2016;
536:285–91. Abbreviations
APOB A
li Abbreviations
APOB: Apolipoprotein B; ATT: Achilles tendon thickness; CAD: Coronary artery
disease; FH: Familial hypercholesterolemia; HDL: High-density lipoprotein;
HDL-C: HDL-cholesterol; LDL: Low-density lipoprotein; LDL-C: LDL-cholesterol;
LDLR: LDL receptor; MLPA: Multiplex ligation-dependent probe amplification;
PCSK9: Proprotein convertase subtilisin/kexin type 9; TC: Total cholesterol;
TG: Triglycerides 4. Hori M, Ohta N, Takahashi A, Masuda H, Isoda R, Yamamoto S, et al. Impact
of LDLR and PCSK9 pathogenic variants in Japanese heterozygous familial
hypercholesterolemia patients. Atherosclerosis. 2019;289:101–8. 5. Higasa K, Miyake N, Yoshimura J, Okamura K, Niihori T, Saitsu H, et al. Human genetic variation database, a reference database of genetic
variations in the Japanese population. J Hum Genet. 2016;61:547–53. 6. Nagasaki M, Yasuda J, Katsuoka F, Nariai N, Kojima K, Kawai Y, et al. Rare
variant discovery by deep whole-genome sequencing of 1,070 Japanese
individuals. Nat Commun. 2015;6:8018. Author details
1 1Department of Molecular Innovation in Lipidology, National Cerebral and
Cardiovascular Center Research Institute, 6-1 Kishibe-Shimmachi, Suita, Osaka
564-8565, Japan. 2Department of Genomic Medicine, National Cerebral and
Cardiovascular Center Research Institute, 6-1 Kishibe-Shimmachi, Suita, Osaka
564-8565, Japan. 3Laboratory of Clinical Genetics, National Cerebral and
Cardiovascular Center, 6-1 Kishibe-Shimmachi, Suita, Osaka 564-8565, Japan. Received: 18 November 2019 Accepted: 31 March 2020 Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Authors’ contributions 8. Kim JH, Choi HK, Lee H, Park HY, Kim JH, Kim JW, et al. Novel and recurrent
mutations of the LDL receptor gene in Korean patients with familial
hypercholesterolemia. Mol Cells. 2004;18:63–70. M.H. collected the clinical data, and M.H., M.O. and M.H-S. contributed to the
interpretation of the data. A.T. performed bioinformatic analysis in whole-
exome sequencing. M.H. and C. S performed the genetic analysis by Sanger se-
quencing. M.H. drafted the manuscript and contributed to the conception and
design of the study. M.H-S. contributed to the study’s supervision. All authors
gave final approval of the submitted version. 9. Sudhof TC, Goldstein JL, Brown MS, Russell DW. The LDL receptor gene: a
mosaic of exons shared with different proteins. Science. 1985;228:815–22. 10. Chang JH, Pan JP, Tai DY, Huang AC, Li PH, Ho HL, et al. Identification and
characterization of LDL receptor gene mutations in hyperlipidemic Chinese. J Lipid Res. 2003;44:1850–8. Conclusions The c.344G > A: p.(Arg115His) variant in the LDLR gene
was not shared by the sibling with FH in Family 1, and
patients with nonFH also had the variant in Family 2. In Page 5 of 5 Page 5 of 5 Page 5 of 5 Hori et al. Lipids in Health and Disease (2020) 19:62 Hori et al. Lipids in Health and Disease conclusion, the c.344G > A: p.(Arg115His) variant in the
LDLR gene is interpreted as benign based on pedigree-
based genetic analysis. 2. Iacocca MA, Chora JR, Carrie A, Freiberger T, Leigh SE, Defesche JC, et al. ClinVar database of global familial hypercholesterolemia-associated DNA
variants. Hum Mutat. 2018;39:1631–40. 3. Yu W, Nohara A, Higashikata T, Lu H, Inazu A, Mabuchi H. Molecular genetic
analysis of familial hypercholesterolemia: spectrum and regional difference
of LDL receptor gene mutations in Japanese population. Atherosclerosis. 2002;165:335–42. Availability of data and materials The data are not available because some data are being used by another
study. Consent for publication All the participants provided written informed consent for the publication of
the results of this study. Competing interests Competing interests
The authors declare that they have no competing interests. 1.
Mabuchi H, Nohara A, Noguchi T, Kobayashi J, Kawashiri MA, Tada H, et al.
Molecular genetic epidemiology of homozygous familial
hypercholesterolemia in the Hokuriku district of Japan. Atherosclerosis. 2011;
214:404–7. References 1. Mabuchi H, Nohara A, Noguchi T, Kobayashi J, Kawashiri MA, Tada H, et al. Molecular genetic epidemiology of homozygous familial
hypercholesterolemia in the Hokuriku district of Japan. Atherosclerosis. 2011;
214:404–7.
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Research on Modeling of Vocal State Duration Based on Spectrogram Analysis
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E3S web of conferences
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cc-by
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Research on Modeling of Vocal State Duration Based on
Spectrogram Analysis Xiaoyan Zhang1
1School of Preschool and Elementary Education of CWNU
CWNU (China West Normal University), Nanchong, Sichuan, China Xiaoyan Zhang1 1School of Preschool and Elementary Education of CWNU
CWNU (China West Normal University), Nanchong, Sichuan, China Abstract-In the early stage of vocal music education, students generally do not understand the structure of
the human body, and have doubts about how to pronounce their voices scientifically. However, with the
continuous development of computers, computer technology has become more and more developed, and
computer processing speed has been greatly increased, which provides favorable conditions for the
development of the application of vocal spectrum analysis technology in vocal music teaching. In this paper,
we first study the GMM-SVM and DBN, and combine them to extract the deep Gaussian super vector DGS,
and further construct the feature DGCS on the basis of DGS; then we study the convolutional neural
network (CNN), which has achieved great success in the image recognition task in recent years, and design
a CNN model to extract the deep fusion features of vocal music. The experimental simulations show that the
CNN fusion-based speaker recognition system achieves very good results in terms of recognition rate. initiative in learning. The use of advanced spectral
analysis technology, the usual abstract concepts of sound
into computer graphics, so that students can be more vivid
and concrete understanding of their own voice, breaking
through the traditional "one-to-one" teaching mode, to
achieve the "mouth - ear - nose! " a hybrid teaching model
[6]. Sound visualization focuses on the use of graphics to
plot the different frequencies and amplitudes of collected
sounds,
representing
the
interaction
between
the
frequency component and the overall sound. The use of
advanced computer technology allows the use of text,
video, images, and sound to add a variety of fun and
excitement to the classroom [7]. As a result, advanced
computerized spectral analysis techniques are widely used
in vocal music classrooms, and they have achieved a very
good result. © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
(http://creativecommons.org/licenses/by/4.0/). https://doi.org/10.1051/e3sconf/202123604043 https://doi.org/10.1051/e3sconf/202123604043 E3S Web of Conferences 236, 04043 (2021)
ICERSD 2020 * Corresponding author: 275809262@qq.com © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
(http://creativecommons org/licenses/by/4 0/) y EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
icenses/by/4.0/). 2.1 Associative Hyper-Vector-based Speaker
Recognition System 1
1
( , )
I
J
i
i
j
j
i
j
E v h
a v
b h
(2) (2) The traditional GMM-SVM speaker recognition system is
shown in Figure 1. In the training phase, the feature
parameters are extracted from the training speech material
after the preemphasis and endpoint detection processes. Then, the feature parameters are input into the GMM to
extract the super vector, and the super vector is used to
train the classifier SVM; for the test phase, the test feature
parameters are extracted after the same pre-processing
process, and then they are used to extract the super vector. Finally, the test super-vector is used for pattern
recognition with the trained SVM to obtain the result. where ω denotes the weight matrix, 𝑎 and b denote the
thresholds for the visible and hidden layer units,
respectively, and I and J are the number of visible and
hidden layer neural units, respectively. From E(v) in the
above equation, a joint probability distribution can be
obtained. ( , )
E v h
e
q
Z
(3) (3) where h is the normalization factor, which represents the
sum of the energy values between the hidden layer and
the visible layer cells. Further an independent distribution
of ν can be obtained, which can also be called a likelihood
function. In this chapter, MFCC is selected as the input
eigenparameter of GMM because it better fits the auditory
characteristics of human ear. The Gaussian mixture model
is estimated by parameter λ (mixture weight, mean vector,
and covariance), and then the appropriate M is chosen to
characterize the phonetic personality. The vector m can be
expressed by the following formula. Then the hypervector
m can be expressed by: ( , )
( , )
,
( )
E v h
E v h
v h
e
q v
e
(4) (4) 1
2
. . i
m
m
m
m
(1) The units in the same visible or hidden layer of the
RBM are not connected to each other, so that the units in
the hidden layer are independent of each other given the
parameter ν for the visible layer. Given random h, one can
obtain the probability of ν. 2.2 In-depth e-learning recognition system. It is shown that the number of layers
in the CNN network has an important impact on the
system performance. In order to make better use of the
features between different layers, the CNN features in two
different layers with better recognition rate are fused in
this paper. The experimental simulation shows that the
CNN fusion-based speaker recognition system achieves a
good recognition rate. RBMs are energy-based and can learn an unknown
distribution of data. Each RBM is a Markov random field
with a two-layer structure, i.e., a visible layer and a
hidden layer. While the traditional Boltzmann machine
layers are fully connected to each other, the RBMs have
no connections between the visible layer and the nodes in
the visible layer and between the hidden layer and the
nodes in the hidden layer; only the hidden layer is
connected to the nodes in the visible layer, and this
connection is bidirectional. Given the statistics of the
visible layer, then the RBM energy function for the
hidden and visible unit states can be expressed by the
following equation. 1 INTRODUCTION Through the use of
computers in the classroom, the organic unification of
science and technology with school education can be fully
reflected, which can effectively mobilize students' E3S Web of Conferences 236, 04043 (2021)
ICERSD 2020 https://doi.org/10.1051/e3sconf/202123604043 1 INTRODUCTION The development of integrated technology has driven the
development of semiconductor chips, each chip is able to
store tens of thousands of transistors, allowing calculators
and controllers to be concentrated on a single chip, which
led to the emergence of the microprocessor, combined
with large-scale, very large-scale integrated circuits to
form the microcomputer, which is now a notebook and
desktop computer [1]. In general, PPT is used in vocal
music teaching, which not only ensures the quality of the
classroom, but also enhances the entertainment of the
classroom and achieves a good teaching effect [2]. In
vocal music teaching, spectral analysis technology is
widely used in vocal music teaching through computers
[3]. g
This paper provides a comprehensive introduction to
the basics of speaker recognition, including the basic
principles of speaker recognition, the feature extraction
process, and the main recognition models. First, the
extraction process of the speech feature parameters
MFCC and LPCC is outlined in this paper. Then, the
classical speaker recognition models, such as GMM,
GMM-UBM general background model, support vector
machine SVM, and deep neural network, are introduced
in detail. According to the previous studies, these models
have good performance in speaker recognition systems,
and this thesis is also based on these models. Based on the
superior performance of the fusion feature, this paper
constructs a CNN fusion feature using a convolutional
neural network. In this paper, the speech material is first
converted into a speech map, and then the speech map is
used as the input of the CNN to construct a speaker [ ]
The rapid conversion of analog signals to digital
signals using computers is a way for students to visualize
their voices on a computer screen. The computer displays
the time, frequency, and intensity of sound occurring from
the computer screen primarily through three-dimensional
images; the y-axis represents the frequency spectrum, and
the darker the grayscale, the stronger the intensity, and the
lighter the grayscale, the weaker the intensity [4]. The
spectrum is a two-dimensional image, usually with curves
and data to represent the frequency and intensity of the
sound. The use of computer technology in the vocal music
teaching process has significantly improved the teaching
quality of vocal music education [5]. 2.1 Associative Hyper-Vector-based Speaker
Recognition System (1) p
y
( , )
( , )
,
( / )
E v h
E v h
v h
e
q v h
e
(5) (5) In a GMM-SVM-based speaker recognition system,
the super vector can be seen as a refinement of the input
feature parameters, which can not only effectively erase
the text information but also highlight the speaker's
identity and personality characteristics; the super vector is
also a process of data downscaling, thus reducing the
complexity of SVM processing to some extent. Because of the lack of connectivity between units in
the same layer of the RBM, the probability of activation is
also conditionally independent in two cases. 1
(
1/ )
(
)
J
i
j
q vi
h
a
hw
(6)
1
(
1/ )
(
)
J
i
j
q hi
v
b
vw
(7) (6) Figure 1. Vocal recognition based on traditional CMM-SVM. Figure 1. Vocal recognition based on traditional CMM-SVM. (7) where σ(𝑥) = 11 + e-𝑥 is the sigmoid activation function. Combining the two equations above, that is, given v, first
the hidden layer state p can be calculated by v=1/h, and
then by v can be computed for the visual layer state
reconstructions. The error between the visual layer units
and the reconstructed visual layer units is minimized by Figure 1. Vocal recognition based on traditional CMM-SVM. 2 2 E3S Web of Conferences 236, 04043 (2021)
ICERSD 2020 https://doi.org/10.1051/e3sconf/202123604043 Figure 3 Experimental simulation results based on correlation
super vector. 0
100
200
0.0
0.2
0.4
0.6
Rate (%)
Correlation super vector this quasi-side, and the hidden layer can be seen as an
alternative representation of the visual layer. To conclude,
the hidden layer units are the result of feature extraction
from the visible layer input units, and thus the structure of
the RBM can achieve the goal of feature extraction, as
shown in Figure 2. Figure 2. The relationship between hidden and visible layers. Emission frequency
Voice mapping
MD=(λ1+ λ2 + λ3 )/3
RD=(λ2+ λ3 )/2
λ1+ λ2 + λ3
V
λ2+ λ3
Note: λ1>> λ2 >> λ3
Signal sensor
Detector
Mapping Figure 2. The relationship between hidden and visible layers. Figure 2. The relationship between hidden and visible layers. Figure 3 Experimental simulation results based on correlation
super vector. 2.1 Associative Hyper-Vector-based Speaker
Recognition System As with M, the Gaussian correlation number q takes
the power of 2. It can be seen that the radial basis kernel
function performs best under the four kernel function
conditions and the polynomial kernel function performs
worst. Based on the line graph of the radial basis kernel
function, it can be seen that the lowest recognition rate is
obtained when q=1, i.e., the original hypervector is the
worst case. M is inversely related to p. As q increases, the
number of samples in the mean vector decreases, but the
number of dimensions per sample increases significantly. The increase in the number of dimensions leads to
redundancy and introduces noise interference, so that q is
too large and the recognition rate decreases. It can be
concluded from the line graph that the recognition rate of
systems with i > 1 is higher than i = 1, i.e., the
performance of the associated super-vector is better than
the original super-vector for any Gaussian number of
correlations. 3 EXPERIMENTAL SIMULATION This thesis uses speech material recorded by the team
under anechoic chamber conditions with 210 speakers,
where the number of statements per speaker is 180 and
the average duration of each statement is 3 seconds. In
addition, the signal is sampled at 16k Hz and quantized at
16bit, and the frame length N is set to 256 before
extracting the parameters. To analyze the results of the
comparative experiments, 10 speakers are selected in all
experiments and 80 statements are randomly selected
from each speaker's speech material. 60 statements are
used for training and 20 statements are used for testing. In
this thesis, the initial input features of the speaker
recognition system are all MFCCs, and it is shown that
the original MFCC contains only static information about
the speech, but in order to make the features more
dynamic, the first order reciprocal of the MFCC can be
obtained and spliced with the original MFCC. 3.1 Experimental Simulation of Associated
Supervectors We can use the spectral software on the
computer to display the sound graphically, as shown in
Figure 5. (9) Next, standardize using the following formula. Next, standardize using the following formula. m
m
o
o
(10) (10) Figure 5. Sound picturization changes For DBN models, increasing the number of hidden
layers can reduce the network error, but the training time
of the network increases and is accompanied by a
tendency to overfit. So in order to find the most
appropriate number of hidden layers, fix the number of
nodes for all hidden layers (including bottlenecks) and
change the number of hidden layers. In the case of two
hidden layers, the first hidden layer is set as the bottleneck
layer; in the case of 3, 4, and 5 hidden layers, the second
layer is set as the bottleneck layer. The experimental
results are shown in Figure 4. Figure 4. Number of nodes in the bottleneck layer. 0
20
40
60
80
100
3rd algorithm
Signal amplitude (a.u.)
Pixel value
Face tracking
Body tracking
bottleneck laye
2nd
1st 0
20
40
60
80
100
3rd algorithm
Signal amplitude (a.u.)
Pixel value
Face tracking
Body tracking
bottleneck laye
2nd
1st Figure 5. Sound picturization changes The use of computerized noise acoustics detection
systems is the main embodiment of the use of sound
spectral analysis technology in computers. The system is
able to identify the spectral differences between artistic
and non-artistic vocalizations, where the bandwidth of the
artistic vocalization increases with the increase of the
resonant peak energy and vice versa, and can effectively
identify the differences between professional and amateur
vocalists using resonant vocalizations. The detection
system analyzed the vowel signals of 100 professional
vocalists and analyzed the spectral characteristics of the
spectra, which were mainly influenced by harmonics,
resonance peaks, and noise components. Figure 4. Number of nodes in the bottleneck layer. 3.1 Experimental Simulation of Associated
Supervectors In a deep learning model, if the problem to be solved is
uncorrelated with the variation of the sample mean, the
mean of the features should be zeroed to reduce the effect
of the features on the DBN network model and reduce the
correlation. In speech processing, the use of inverted
spectral mean normalization can reduce the undesirable
effects of channel distortion by subtracting the mean of
the MFCC parameters from the statement. Global feature
normalization scales the feature data in each dimension so
that the feature vectors lie within a similar dynamic range. In speakers, global transformations are typically used to
normalize the feature parameters to zero mean and unit
variance. Given a training data set, one can compute the
mean and standard for each dimensional feature i of it. In order to verify the validity of the correlation concept
proposed in this chapter, an experimental simulation of a
GMM-SVM system based on the correlation super vector
is performed. The Gaussian mixed number M is a power
of 2 (1, 2, 4, 8, 16,...). The choice of M has a great impact
on the performance of the GMM. If M is too small, the
GMM fits the training data poorly and the recognition rate
is unsatisfactory; if M is too large, the model is difficult to
converge and the parameter errors are large. The type of
kernel function greatly affects the performance of the
SVM classifier, however, there is no specific theory
guiding which kernel function should be chosen in which
case. Therefore, the experiments in this section simulate
all four basic types of kernel functions. The effect of the
Gaussian correlation number on the speaker recognition
rate is shown in Figure 3. 1
M
i
m
O
M
(8) 1
M
i
m
O
M
(8) 1
M
i
m
O
M
(8) M M 3 3 https://doi.org/10.1051/e3sconf/202123604043 E3S Web of Conferences 236, 04043 (2021)
ICERSD 2020 E3S Web of Conferences 236, 04043 (2021) 2
1
(
)
M
i
m
o
M
(9) remains multiplicative with the fundamental tone. The
frequency of the second harmonic is twice the frequency
of a harmonic, and the third harmonic is three times the
frequency of a harmonic, and the frequency of the
harmonic maintains a multiple relationship with the
fundamental tone. 4 CONCLUSION By configuring the computer with a corresponding sound
frequency
analysis
software,
it
is
possible
to
systematically evaluate and test the singer's voice through
this software. By analyzing each frequency component
and intensity, the sound frequency analysis software
shows the singer in the form of an image of the sound
spectrum. In a two-dimensional image of a sound
spectrum, the x-axis represents the frequency and the y-
axis represents the amplitude, and the spectral lines vary
in length in the graph. The longer the line length, the
greater the amplitude of the corresponding frequency, and
the shorter the line length, the smaller the amplitude of the
corresponding
frequency. The
frequency
of
the
fundamental tone is called the fundamental frequency
represented by the first spectral line, also called the first
harmonic, and so on after the first harmonic is called the
second harmonic, the third harmonic... The frequency of
the second harmonic is twice the frequency of the first
harmonic, the third harmonic is three times the frequency
of the first harmonic, and the frequency of the harmonic This paper provides a comprehensive introduction to the
basics of speaker recognition, including the basic
principles of speaker recognition, the feature extraction
process, and the main recognition models. First, the
extraction process of the speech feature parameters
MFCC and LPCC is outlined in this paper. Then, the
classical speaker recognition models, such as GMM,
GMM-UBM general background model, support vector
machine SVM, and deep neural network, are introduced
in detail. According to the previous studies, these models
have good performance in speaker recognition systems,
and this thesis is also based on these models. Based on the
superior performance of the fusion feature, this paper
constructs a CNN fusion feature using a convolutional
neural network. In this paper, the speaker speech material
is converted into a speech spectrogram, and then the
spectrogram is used as the input of CNN to construct a
speaker recognition system. 4 https://doi.org/10.1051/e3sconf/202123604043 E3S Web of Conferences 236, 04043 (2021)
ICERSD 2020 REFERENCES 1. Alzamendi, Gabriel A., and Gastón Schlotthauer. "Modeling and Joint Estimation of Glottal Source
and Vocal Tract Filter by State-Space Methods."
Biomedical Signal Processing and Control, vol. 37,
April 2017, pp. 5-15. 2. Galindo, G. E., Peterson, S. D., Erath, B. D., Castro,
C., Hillman, R. E., & Zañartu, M. "Modeling the
Pathophysiology
of
Phonotraumatic
Vocal
Hyperfunction with a Triangular Glottal Model of
the Vocal Folds." Journal of Speech Language and
Hearing Research, vol. 60, no. 9, March 2017, pp. 2452-2471. 3. Yoshinaga, T., Hirtum, A. V., & Wada, S. "Multimodal Modeling and Validation of Simplified
Vocal Tract Acoustics for Sibilant /S/." Journal of
Sound and Vibration, vol. 411, June 2017, pp. 247-
259. 4. Gamba, M., Favaro, L., Araldi, A., Matteucci, V.,
Giacoma, C., & Friard, O. "Modeling Individual
Vocal Differences in Group-Living Lemurs Using
Vocal Tract Morphology." Current Zoology, vol. 63,
no. 4, July 2017, pp. 467-475. 5. Zhang, J., Honda, K., & Wei, J. "Tooth Visualization
in Vowel Production MR Images for Three-
Dimensional
Vocal
Tract
Modeling."
Speech
Communication, vol. 96, July 2018, pp. 37-48. 6. Speed, M., Murphy, D., & Howard, D. "Modeling
the Vocal Tract Transfer Function Using a 3D
Digital Waveguide Mesh." IEEE Transactions on
Audio, Speech, and Language Processing, vol. 22,
no. 2, March 2014, pp. 453-464. 7. Nasir, Baucom, B., Bryan, C., Narayanan, S., &
Georgiou, P. "Modeling Vocal Entrainment in
Conversational Speech Using Deep Unsupervised
Learning."
IEEE
Transactions
on
Affective
Computing, no. 1, May 2020, pp. 11-21. 5
|
https://openalex.org/W2726205870
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https://jle.hse.ru/article/download/6815/7437
|
English
| null |
Assessment and Evaluation Techniques
|
Journal of language and education
| 2,017
|
cc-by
| 6,390
|
Valentina Shaforostova Correspondence concerning this article should be addressed to Valentina Shaforostova, National Research
University Higher School of Economics, Malaya Pionerskaya, 12, Moscow, Russian Federation, 115054. E-mail: shafo@hse.ru Assessment and evaluation have always been important; they are linked to language teaching
methodology, program outcomes, language teacher competencies, language standards and
second language acquisition training. They can serve many different policies and can come
in different forms. Assessment and evaluation have always been seen as the responsibility of
the specialists, but they have rarely been included as a component in English language teacher
(ELT) training. However, the ELT field has been experiencing a major shift in assessment and
evaluation with effects on teachers, and learners around the world. It has also been influenced
by a major questioning of traditional forms of testing and the underlying psychometric
principles of measurement in ELT. Recent studies reveal that the reconceptualization of English
language assessment and evaluation provides systematic information about student learning
in relation to their performance and contributes to better understanding of their strengths and
weaknesses. In many ways ELT has lagged behind the rest of education in the exploration of new
theories and assessment and evaluation tools, including self-assessment. This research gap was
generated partly because of the lack of integration with mainstream educational theory and
practice in many areas of ELT, and partly because of powerful positions of traditional English
language tests. The attempt to bridge this gap has lead to the research carried out. The aim of
this article is to elaborate different assessment techniques that may better address student
learning needs, improve student learning and engage students in self-assessment, including
the sequence of steps that could lead to self-assessment. The study shows that the techniques
implemented to develop self-assessment enable students to perform well. Keywords: evaluation, assessment, important, English language This article examines the importance of assessment
and evaluation A major concern of English language
teaching has been assessing and evaluating students’
progress during the course of study as well as their
achievements at the end of it. The methodology of
this paper is a qualitative approach using classroom
activities and library sources as well as other related
research in an attempt to improve students’ knowledge
and learning. Assessment and evaluation also give teachers useful information on how to improve their
teaching methods. Assessment and evaluation are very important
parts of the constructive alignment process. Baranovskaya, T., & Shaforostova, V. (2017). Assessment and Evaluation
Techniques. Journal of Language and Education, 3(2), 30-38. doi:10.17323/2411-
7390-2017-3-2-30-38 Baranovskaya, T., & Shaforostova, V. (2017). Assessment and Evaluation
Techniques. Journal of Language and Education, 3(2), 30-38. doi:10.17323/2411-
7390-2017-3-2-30-38 National Research University Higher School of Economics
Journal of Language & Education Volume 3, Issue 2, 2017 Correspondence concerning this article should be addressed to Tatiana Baranovskaya, National Research
University Higher School of Economics, Malaya Pionerskaya, 12, Moscow, Russian Federation, 115054.
E-mail: tbaranovskaya@hse.ru Correspondence concerning this article should be addressed to Tatiana Baranovskaya, National Research
University Higher School of Economics, Malaya Pionerskaya, 12, Moscow, Russian Federation, 115054. E-mail: tbaranovskaya@hse.ru Keywords: evaluation, assessment, important, English language This article is published under the Creative
Commons Attribution 4.0 International License. Tatiana Baranovskaya
Higher School of Economics Research University Tatiana Baranovskaya
Higher School of Economics Research University making. can give the lecturer a clearer sense of how the task is
assessing mastery and what aspects are being assessed. Evaluation of the course or module, by students and
lecturers should feed back into the whole process of
curriculum alignment, as well as reflect critically and
constructively on the outcomes, the teaching and
learning activities, the assessment and the experience
of the course or module. Reflexivity, continuous
learning and development are key aims of successful
evaluation. In classroom assessment, since teachers themselves
develop, administer and analyse the questions, they
are more likely to apply the results of the assessment
to their own teaching. Therefore, it provides feedback
on the effectiveness of instruction and gives students
a measure of their progress. As Biggs (1999) maintains,
two major functions can be pointed out for classroom
assessment: one is to show whether or not learning
has been successful, and the other one is to clarify the
expectations teachers have of the students (Dunn et
al., 2004). Through the use of appropriate classroom
assessment strategies and techniques, teachers can
increase their students’ motivation and show them
how well they have learned the language. Evaluation
goes beyond learners’ achievements and language
assessment to consider all aspects of teaching and
learning. Although the terms ‘assessment’ and
‘evaluation’ are often used interchangeably, they
can be considered two parts of the same process. Assessment is the process of gathering evidence of
what the child can do. Evaluation is the process that
follows this collection of data, including analysis and
reflection, as well as decisions based on the data. Assessment plays a number of roles in the life of
a student, some of which they may be more aware
of than others. It is widely accepted that students’
learning patterns, educational focus, and allocation of
time will be directly influenced by assessment. It does
more than allocate a grade or degree classification
to students – assessment plays an important role in
focusing their attention and, as Sainsbury & Walker
(2007) observe, actually drives their learning. Gibbs
(2003) states that assessment has 6 main functions: 1. Capturing student time and attention; 2. Generating
appropriate
student
learning
activity; This paper will present some useful assessment
and evaluation techniques that can assist language
teachers to create a dynamic classroom situation
for evaluation. Materials and Methods He states that, with the exception of the last two
points, these functions should occur as frequently as
possible to support effective learning. making. It will show that the quality of the
assessment and evaluation in the educational process
has a profound link to students’ performance and
can engage them in self-assessment which is most
important in English language teaching. 3. Providing timely feedback which students pay
attention to; 4. Helping students to internalise the discipline’s
standards and notions of equality; 5. Generating marks or grades which distinguish
among students or enable pass/fail decisions to
be made; 6. Providing evidence enables them to judge the
appropriateness of course standards. Valentina Shaforostova Well-
designed assessments can allow students to use the
knowledge and skills they have learnt and indicate
their level of mastery. The feedback on the assessment
will also provide students with clear information on
the criteria they need to succeed at assigned tasks, 30 TATIANA BARANOVSKAYA, VALENTINA SHAFOROSTOVA It, therefore, gives
lecturers valuable insights into how they teach and
how effectively instruction has been taken up by the
students. Assessment is perhaps one of the most important
elements of curriculum design and alignment,
because this is where it is possible to see if students
can demonstrate mastery in terms of the knowledge
and skills they need to have learnt. Assessment, in a
constructively aligned curriculum, must speak to the
outcomes listed for the course. It must draw in both
the knowledge and the practical and intellectual skills
and competencies that students have been taught
and that they have practiced in lectures and tutorials. Assessment activities must test what has been learnt
and taught, and should not be constructed so as to be
ambiguous or inexplicit. One of the most important issues in evaluation is
timing. Teachers can use quick exercises to check in
with students during the course, at the end of a topic
or after an assignment has been completed. Longer and
more detailed evaluation for the end of a course can
also be created. Students who did the course last year
can be asked to complete a retrospective evaluation. The important thing to consider when thinking about
the timing is the purpose of the evaluation (what do
students need to know and why), and what teachers
plan to do with the information students give them. Assessment tasks can be formative and summative. The former give students opportunities to make errors
and get constructive, guiding feedback used to develop
competency and understanding in further assessments
and teaching and learning. Formative quizzes, essays
that can be drafted and revised, and short written or
verbal tasks that receive detailed feedback are examples
of formative assessments. They are opportunities for
the students to demonstrate mastery or competence
in a particular area or across several areas that have
been studied. The feedback is usually less detailed and
aimed more at providing a summary of what they have
and have not yet mastered. Examinations, some kinds p
g
Gensee and Upshur (1996) state that classroom
assessment and evaluation is concerned primarily
with improving instruction in order to help enhance
students’ learning. Teachers in any educational system
are actively and continuously involved in assessment
and evaluation. Students can also be active participants
in assessing their own achievements and in planning
how they will study and learn a second language, i.e. TATIANA BARANOVSKAYA, VALENTINA SHAFOROSTOVA of tests and theses or dissertations are examples of
summative assessments. student achievement and language assessment to
consider all aspects of teaching and learning and to
look at how educational decisions can be made on
the basis of alternative forms of assessment. Gensee
(cited in Carter & Nunan, 2001) believes that another
purpose of evaluation is to guide classroom instruction
and enhance student learning on a day-to-day basis. Cl
d
l
i Feedback is a very important part of the assessment
process, both formative and summative. Through
receiving focused, relevant and guiding feedback,
students are able to understand where their strengths
and weaknesses are, and where they still need to
concentrate their efforts in terms of their own learning. Through giving feedback, lecturers and tutors are
better able to make similar assessments of strengths
and weaknesses for students. This can enable more
responsive teaching and tutoring to address gaps and
weaknesses where necessary. It can also provide a
better understanding of how students are responding
to the methods and styles of teaching and tutoring. It can further show how deeply and accurately the
students grasp and understand the relevant knowledge
and employ the related skills and practices to explore
and demonstrate their knowledge. Classroom assessment and evaluation concerns: •
Suitability of general instructional goals and
objectives associated with an individual lesson
or unit plans; •
Effectiveness
of
instructional
methods,
materials
and
activities
used
to
attain
instructional objectives; •
Adequacy of professional resources required to
deliver instruction. Classroom assessment and evaluation under
the active management of teachers can also serve
important professional development purposes since
the information resulting from such evaluations
provides teachers with valuable feedback about
their instructional effectiveness that they can use
to develop and improve their professional skills. As part of reflective teaching movement, teachers
are encouraged to conduct research in their own
classrooms (Nunan, 1989b; Allwright & Baily, 1991;
Richards & Lockhart, 1994); classroom assessment
and evaluation is an important part of such research. Evaluation is an important part of an aligned
curriculum and an overall teaching and learning
strategy because it is a part of the feedback and
development cycle. It should be a part of any responsive
and up-to-date teaching and learning strategy or
plan. Evaluation gives students opportunities to
speak to the lecturer about their experiences and
impressions of the course content and the pedagogical
approaches that have been used. Theoretical Background The present study focuses upon the qualitative
approach of English language learning assessment
and evaluation process in the educational system. Evaluation in teaching the English language is a
process of collecting, analysing and interpreting
information about teaching and learning in order
to make informed decisions that enhance student
achievement and the success of educational programs
(Rea-Dickens & Germanie, 1993; Genesee & Upshur,
1996; O’Mally & Valdez-Pierce, 1996). Evaluation is a
process that includes five basic components: The purpose of classroom assessment and
evaluation is to give students the opportunity to show
what they have learned rather than catching them out
or to show what they have not learned. Needless to
say, evaluation and assessment can focus on different
aspects of teaching and learning: respectively,
textbooks
and
instructional
materials,
student
achievement, and whole programs of instruction. It is important to clarify the distinction between
evaluation and assessment. These terms are often
used interchangeably and are, in fact, related, but they
are technically different. Assessment of an individual
student’s progress or achievement is an important
component of evaluation: it is that part of evaluation
that includes the measurement and analysis of
information about student learning. The primary focus
of assessment in English Language Teaching has been
language assessment and the role of tests in assessing
students’ language skills. Evaluation goes beyond •
Articulating the purpose of the educational
system; •
Identifying and collecting relevant information; •
Having ideas that are valuable and useful to
learners in their lives and professions; •
Analysing and interpreting information for
learners; •
Classroom management or classroom decision 31 ASSESSMENT AND EVALUATION TECHNIQUES ASSESSMENT AND EVALUATION TECHNIQUES Figure 1. The context of classroom assessment and
evaluation. 1
Input Factors
↓
2
Student needs
and abilities
→→→
3
Instructional
purposes
10
Assessment
Evaluation
↓
↓
↑
4
Time,
Attitudes,
Resources,
Facilities,
Support
→→→
5
Instructional
Plans
9
Redesigned
Restaffed
↓
↓
↑
6
Teacher
Abilities
→→→
7
Instructional
practices
→→→
8
Output
Result learners’ attitudes or social behaviour that result from
classroom instruction (e.g. changes in attitudes toward
the target language, the target language group, or the
learner’s first language group). However, in most cases
these objectives are secondary to language learning
objectives. Gensee (1996) deals with philosophical
objectives as changes in attitudes, values, or beliefs of a
more general nature than those associated with socio-
affective objectives. And, finally, method or process
objectives refer to methods, processes, experiences,
materials, activities, or other aspects of instruction. Nevertheless, Gensee and Upshur (1996) state that
the influence of these objectives is not equally useful
for classroom instruction. They believe philosophical
objectives, for example, are minimally useful. Strategic objectives help in understanding students’
performances in class, thus, play an important role in
instructional planning. They are, however, secondary
to language acquisition; in other words, the effective
deployment of certain strategies should lead to
enhanced second language attainment and usage. Clearly, language objectives are fundamental to
second language evaluation. 3
Instructional
purposes Figure 1. The context of classroom assessment and
evaluation. Any instruction consists of three components: first,
the purposes identify the objectives of instruction –
the “WHY”; second, the plans describe the means of
attaining those objectives – the “HOW”; third, practice
reveals what actually takes place in the classroom – the
“WHAT”. Gensee and Upshur (1996) also discuss other
factors, which are not part of classroom instruction
itself, but can have a significant effect on second
language teaching and learning. They refer to these
additional factors as “input factors.” Thus, it can be
said that classroom assessment and instruction have
four aspects, namely: purposes, plans, practices, and
input factors. Gensee and Upshur (1996) argue that evaluation
and assessment involve comparison. More specifically,
decisions that result from assessment are arrived at
by making comparisons. They claim that in order to
evaluate and assess, it is necessary to understand the
factors that influence student performance in class. This means going beyond the assessment of just
achievement. TATIANA BARANOVSKAYA, VALENTINA SHAFOROSTOVA they can be engaged in the early stages of the process of
self-assessment. The context of classroom assessment
and evaluation is summarized by Gensee and Upshur
(1996) in the following figure: 32 TATIANA BARANOVSKAYA, VALENTINA SHAFOROSTOVA Table 1
Assessment results of the first group (43 students)
Number of
students
Score
(60)
4
55-58
5
53
4
50
9
45-49
9
41-44
5
37-40
3
32-35
2
28-30
2
27
Table 2
Assessment results of the second group (47 students)
Number of
students
Score
(60)
5
55-57
6
52-54
5
51
10
47-49
8
41-45
4
38-40
3
34-36
4
29-32
2
26-27 Table 1
Assessment results of the first group (43 students)
Number of
students
Score
(60)
4
55-58
5
53
4
50
9
45-49
9
41-44
5
37-40
3
32-35
2
28-30
2
27 Table 1
Assessment results of the first group (43 students) This article includes analyses of the evaluation and
assessment tools carried out by teachers at the National
Research University Higher School of Economics with
fourth-year students in the Department of Public
Administration. The main idea of the experiment was
to develop students’ ability to assess their own speaking
skills. The expected skills of fourth-year students
included: specialized knowledge and experience in
conveying ideas and information clearly and in a
well-organized manner; ability to give presentations;
effective communication skills. To acquire these
necessary skills in order to confidently and effectively
interact in speaking situations, students should learn
how to plan, organise and present information on a
variety of topics. They should be able to give formal
presentations at conferences as well as talk to experts,
consultants, visiting researchers, etc. Table 2 Table 2
Assessment results of the second group (47 students)
Number of
students
Score
(60)
5
55-57
6
52-54
5
51
10
47-49
8
41-45
4
38-40
3
34-36
4
29-32
2
26-27 Focusing on this primary task, the authors
conducted an experiment on developing, improving,
mastering and assessing oral presentation skills
among the fourth-year students. At the end of
the course the students were supposed to give
presentations to accompany the formal written paper,
i.e. a project proposal. The 90 students who took part
in the experiment were split into six smaller groups:
three of these groups were organised as Group 1; the
other three groups comprised Group 2. Both groups
were given instruction on oral presentation skills. TATIANA BARANOVSKAYA, VALENTINA SHAFOROSTOVA But
while the first group were given specific instruction
about how they would be assessed and were shown the
evaluation criteria for oral presentations, the second
group received no explicit information regarding
evaluation; the input they received was based solely
on the fourth-year teaching materials (Kuzmenkova,
2011). ASSESSMENT AND EVALUATION TECHNIQUES Chastain (1988) believes that teachers
need to constantly evaluate their teaching on the basis
of student reaction, interest, motivation, preparation,
participation, perseverance, and achievement. The
conclusions drawn from such ongoing evaluation
constitute their main source for measuring the
effectiveness of selected learning activities. Instructional objectives are identified as the
goals that a teacher sets while teaching. On the one
hand, they provide direction for planning appropriate
instruction and, on the other hand, they provide a
basis for determining whether a student has achieved
what a teacher has set out to accomplish. They provide
criteria for assessing the outcomes of students’
learning and monitoring their performance. Different
kinds of objectives can guide classroom instruction:
1) language, 2) strategic, 3) socio-affective, 4)
philosophical, and 5) method or process. Evaluation of achievement is the feedback that
makes improvement possible. By means of evaluation,
strengths and weaknesses are identified. Evaluation,
in this sense, is another aspect of learning. It enables
learners to grasp what they missed previously and
helps the teacher to comprehend what can be done
in subsequent lessons to improve learning. To do
so, alternative methods (e.g. dialogue journals,
portfolio conferences, interviews and questionnaires,
observation, etc.) are available for collecting useful
information about language learning and about
student-related factors that influence the processes of
language teaching and learning. It is widely accepted
that the assessment/evaluation process involves the
use of multiple sources of information collected in a
variety of contexts. At the primary level, many teachers
use observation, work samples, and questionnaires as
tools in the process of assessment and evaluation. Language objectives refer to language skills that
learners are expected to acquire in the classroom. Objectives that are concerned with strategies for
communicating, learning, and critical thinking are
referred to as “strategic objectives”. Learning process
refers to a “conscious processes and techniques
that facilitate the comprehension, acquisition, and
retention of new skills and concepts” (Chamot &
O’Malley, 1989). According to Chamot and O’Malley,
they may include metacognitive strategies (such as
selective attention), cognitive strategies (such as
summarizing and elaboration), or socio-affective
strategies (such as questioning for clarification). Methodology Socio-affective objectives refer to changes in Socio-affective objectives refer to changes in
Methodology 33 Concluding a Presentation •
What are its current and future applications or
uses? •
What needs does the particular development
meet? To make a strong impression on listeners, the
conclusion of the presentation should be brief and to
the point of the talk. For example, when presenting
conclusions, students are instructed that it is not the
time and place to introduce new ideas, but to remind
the audience of what has already been presented by
reviewing the main points and emphasising the major
issues. The listeners are prepared for the end of the
talk through some signalling strategies for concluding
a presentation; for example, “And now let me quickly
review the main points (advantages, reasons, effects,
types) of _________.” •
What, if any, are the problems associated with
it? B. Discuss a research project that you have carried
out: •
the purpose of the research; •
what you did;
•
when and where you conducted the research;
•
significant
results/conclusions/
recommendations; •
when and where you conducted the research;
•
significant
results/conclusions/ recommendations; C. Imagine that you are speaking to some students
who are interested in majoring in your particular
field of study. Conduct a discussion on different
job opportunities in this field. Having identified the main features of conclusion,
the teacher assigned the tasks for writing conclusions
using the same topics that were given as the examples for
writing an introduction. Students worked individually
to prepare a one- or two-minute conclusion to a
presentation they selected. When everyone finished,
they started to work in small groups, taking turns
presenting conclusions to the group. Within the small
groups, strengths and weaknesses were discussed and
then results were reported to the whole group. Introducing a Presentation To assess students’ level of English language
competence at the beginning of the course, both
groups were given Objective Placement Test, Variant 1
CUP & FLTRP, 2010 (consisting of 60 multiple-choice
questions divided into three sections Language Use
(40 items), Reading (10 items), Listening (10 items)). In Group 1, information shared on how to
introduce a presentation and make it effective was
provided by the teacher’s input and the students
were asked to select a problem that they felt deserved
the special attention of the class. After that, they
worked individually to prepare a one- to two-minute
introduction for a presentation on the topic. When
the task was completed, the students worked in small
groups and they then took turns presenting their
introductions to the group. Once all the introductions
were presented, the strengths and weaknesses of each
were discussed. Before the discussion, the instructor
assigned different students to fill out the evaluation
form and consider the following questions in analysing
both positive and negative sides of each introduction. (
)
g (
)
g (
))
The results achieved of the first group of 43
students are presented in Table 1. The second group of 47 students (whose results
were rather close to the first group) results are
presented in Table 2. The pre-test showed that the level of the English
language competence was practically equal in both
groups. To accomplish the objective of the study, the authors
attempted to verify the role of continuous evaluation
of different stages on their ability to master the special
skills associated with giving presentations. With this
task in mind, the authors conducted research with the
first group of 43 students. The essence of the study
was to evaluate each part of the presentation, which
was to be introduced during the academic course. 1. How did the speaker attract listeners’ interest
and focus their attention on the topic? 2. What was the central idea of the presentation? Was it clearly stated? y
3. What preview did the speaker give of the 34 ASSESSMENT AND EVALUATION TECHNIQUES 5. What do your peers want or need to know about
this subject? presentation organisation? 5. What do your peers want or need to know about
this subject? 4. How did the speaker plan to handle questions
from the audience? After that, the teacher wanted the students to write
down two topics from their field of the research that
they thought would be suitable for a five- to ten-minute
presentation to be given to students in the class. The
instructor collected these topics, listed them on the
board and asked students to work in small groups. The
students in groups analysed each topic, considered
whether it was too limited, too general, too technical
or too well-known for the audience. Moreover, if the
students found the topic unsatisfactory, they revised
it to make it adequate for delivering a precise message. 5. Can you offer any suggestions for improving
the introduction? 5. Can you offer any suggestions for improving
the introduction? After that the listeners carefully studied the
assessment criteria and justified the grade allocated. Eventually the students were given a list of
suggested topics (in alphabetical order) and optional
guidelines: A. Discuss a recent development or innovation in
your field A. Discuss a recent development or innovation in
your field y
f
Guidelines: Guidelines: Guidelines: •
How was it developed? Organising Information For example, the chosen subject ‘International
Cooperation’, could be developed in a variety of
ways: a) the history of creation; b) the importance
of international cooperation to avoid dangers, solve
problems; c) working together with the UN and other
organisations to deal with international problems;
d) priorities of international cooperation: a. the
environment b. economic cooperation c. regional
infrastructure d. the indigenous population e. social
aspects f. cross-border cooperation, etc. To build up several different topics with a clear
central idea, the teacher asked the students to work in
small groups. Each group was given the list of general
subjects: Further, the teacher asked the students to
work in small groups to determine which pattern
of organisation would work best with the general
subjects suggested earlier. When the students finished
the task, they discussed the results in their groups. After giving some time for comparing the patterns, the
teacher invited one person from each group to present
the outline of their topics on the board. The audience
made comments, pointed to positive and negative
sides and improved the imperfect ones. •
Public Administration
•
Civil Service
•
Procurement
•
Bureaucracy
•
Corruption
•
Budgeting
•
E-Government
•
Knowledge Management
•
Public-Service Motivation •
Public Administration
•
Civil Service
•
Procurement
•
Bureaucracy
•
Corruption
•
Budgeting
•
E-Government
•
Knowledge Management
•
Public-Service Motivation •
Public Administration •
Civil Service •
Procurement •
E-Government •
Knowledge Management Determining Content Inevitably, at some point in preparing for a
presentation, students began to be concerned about
determining the content, that is, what specific
information to include. Students were introduced to the
structure and teachers emphasised that the focus of any
informative presentation should be to communicate
useful information in an explicit way. For the fourth-
year students, the topic chosen for presentation was
related to their studies or research projects. Once the
subject issue was chosen, the topic would be limited in
order to cover the information adequately within the
time available for the presentation. When students
selected the topic for their presentations they also
considered the following points: After studying the information on determining
the content and preparing the conclusion of the
presentation, students prepared a four- or five-minute
talk to give to a group or to the entire class, taking into
account the following guidelines: •
making an outline of the points to be presented
(avoiding writing out every word of the
presentation) •
making sure the points were put in a logical
order •
planning the introduction and conclusion 1. Do you have enough time and resources to
conduct the necessary research? •
making up a short list of any specialised or
technical terms, etc. 2. Have you narrowed the topic enough to cover it
adequately within the time limits? The teacher assigned some students the task
of evaluating the presentations. These listeners
considered the following questions in analysing
strengths and weaknesses of the content presented: 3. Is the topic of potential interest to your
listeners? 1. What kind of details, examples or facts related
to the topic did the speaker include? 4. Is the topic too easy/too difficult or too
technical for the audience? 35 Using Transitions •
Public-Service Motivation TATIANA BARANOVSKAYA, VALENTINA SHAFOROSTOVA 2. Did the speaker use the appropriate vocabulary? way to understand and remember. Some of the most
commonly used patterns of organisation are: (a) topical,
(b) chronological, (c) spatial, (d) problem-solution, (e)
cause and effect, (f) comparison/contrast (Matthews
& Marino, 1990). For example, in comparison/contrast
pattern, there are two basic ways to follow when two
things are compared or contrasted: A-B and point-by-
point. In the first type, the two things to be compared
are discussed in turn to give a general picture of the
comparison by focusing first on A then on B. While in
the second type, the point-by-point approach, specific
details are emphasised, alternating between A and B. The plan for this pattern is given in a Table 3. 3. Was it the right level for these particular
listeners in terms of understanding? 4. Was the information too simple or too complex
for the audience? 5. Did
the
presentation
meet
the
time
requirements? They also examined the positive and negative sides
of the conclusion focusing on the following questions: 1. Did the speaker use a fixed phrase to lead into
the conclusion? What was it? 2. Was there a summary of the main points of the
presentation? 3. Did the presenter highlight the major issues? Table 3
Two solutions to a problem 4. How did the speaker elicit questions from the
audience? 5. If the conclusion did not meet the format how
could it be improved? To compare two solutions to a problem To compare two solutions to a problem
A-B type
Point-by-point type
I. Solution 1
I. Cost
A. Cost
A. Solution 1
B. Practicality
B. Solution 2
C. Side effects
II. Practicality
D. Disadvantages
A. Solution 1
E. Advantages
B. Solution 2
II. Solution 2
III. Side effects
A. Cost
A. Solution 1
B. Practicality
B. Solution 2
C. Side effects
IY. Disadvantages
D. Disadvantages
A. Solution 1
E. Advantages
B. Solution 1
Y. Advantages
A. Solution 1
B. Solution 1 According to the teacher’s instructions, the
listeners then reported the results to the speakers and
the rest of the class, and finally discussed them. In terms of organising information, determining the
central idea explains exactly what aspect of the topic
is to be covered. Thus, the central idea controls what is
included in the presentation and also determines the
arrangement of the main points. Organising Information Table 4 Table 4 Table 4
Post-test scores of the first group
Number of
students (43)
Score
(60)
7
60
6
57-58
5
53-55
7
48-50
7
45-47
5
41-43
3
38-40
3
33-36 Post-test scores of the first group ASSESSMENT AND EVALUATION TECHNIQUES Table 5
Post-test scores of the second group
Number of
students (47)
Score
(60)
5
56-58
6
53-55
5
49-50
8
48-49
8
42-46
6
39-41
4
35-37
5
30-33 Table 5
Post-test scores of the second group transitions effectively, moving from point to point and
connecting different parts of the talk. When individual work came to an end, the
teacher instructed the students to work in groups,
taking turns giving their presentations. After each
speaker had finished, the discussion of strengths and
weaknesses was initiated. Having practiced in groups,
some of the students were asked by the teacher to
give presentations to the entire class. Meanwhile
the teacher also assigned some students to do the
following listening task: 1. What was the central idea of the presentation? 2. What pattern of organisation did the speaker
use? 3. What were the main points presented by the
speaker? •
Crowdfunding •
Crowdfunding In order for the listeners to understand the
relationship of the ideas and to show them how
the pieces of information fit together into a logical
pattern, transitions need to be used. The students were
given the task to work individually, planning their
presentations with the focus on outlining and using Working in a group, the students compared their
topics, reported their results and finally selected
those that sounded most relevant to the subject. The
teacher emphasised that the central idea is the main
body of the presentation. It consists of key points
that need to be arranged for the audience in an easy 36 Discussion 4. Were the main points presented in a logical
way? 5. How well-connected were the different parts
and ideas of the presentation? 5. How well-connected were the different parts
and ideas of the presentation? The present study provides an overview of
assessment techniques pertinent to English language
training in the field of oral speech. This exploration can
help to understand the extent to which these learning-
oriented techniques of assessment affect competence in
English language learning and lead to self-assessment,
which plays an active role in English Learning
Teaching. This issue has not been studied so far and
the main aim of the present study was to observe and
characterise these effects. The research consistently
showed that only assessment “for learning” and not “of
learning” lead to self-assessment. A sequence of steps
to develop self-assessment was worked out: setting
goals for students; the assessment of each language
component; guidance of the teacher in discussions;
clear references if students needed further review;
teacher insights into student motivation. These
patterns were repeated several times. They proved to
demonstrate permanent progress. The development
of the assessment techniques encourages the active
involvement of students in the process of their own
learning and assessment. These results indicate that
the techniques implemented to develop assessment
and self-assessment are intended to shift the focus
more to students, enabling them to become more
effective learners and to succeed in English language
learning. Turning to the conditions of the experiment
the first group under research was aware of the
examination speaking criteria while the students of
the second group were not presented the criteria and
were not evaluated according to these criteria as the
first group was. To see the effect of the experiment and to assess
students’ level of English language competences in
terms of general English, the students were given
Objective Placement Test, Variant 2, CUP & FLTRP, 2010
before the exam of the fourth-year academic course. This post-test revealed a definite progress in the first
group: Table 4
Post-test scores of the first group Conclusion While the results of the second group did not
improve much (see Table 5). Therefore, the authors were persuaded that
continuous
evaluation
and
awareness
of
the
assessment criteria had a positive impact on the
process of students’ further development in the field
of English language training. Moreover, these methods
led to remarkable results at the final examination. The research conducted by the authors shows that
the framework used in assessment produces good
results. It outlines the relationship between assessment
and self-assessment. The authors argued that self-
assessment plays a major role in ELT and explored 37 TATIANA BARANOVSKAYA, VALENTINA SHAFOROSTOVA the main stream. TESOL Quarterly, 21, 227-249. the main stream. TESOL Quarterly, 21, 227-249. the assessment activities which they embedded in the
curriculum to develop self-assessment. The research
shows that the impact on learning outcomes was
great. The degree of English learning competence
improvement helped students to develop and perfect
their language skills. Chastain, K. (1988). Developing second language skills. New York, NY: Harcourt Brace Jovanovich. Davison, C., & Cummins, J. (2007). Assessment
and evaluation in ELT: Shifting paradigms and
practices. In International Handbook of English
Language Teaching (Vol. 15, pp. 415-420). Boston,
MA: Springer Science Business Media, LLC. The research into assessment and evaluation
in ELT highlights several broad themes for further
research into teachers’ professional development. More detailed classroom studies of assessment
practices and their effects on students’ learning are
needed. By investigating the effect of using some
self-assessment techniques on language competence,
this study hypothesized that the development of self-
assessment can foster language skills. In order to verify
this hypothesis different techniques were adapted and
injected while teaching “Oral Presentation Skills”. It
was found that the development of self-assessment
helped improve and foster language skills and
contributed to the development of reliable monitoring
and evaluation, thereby influencing students’ progress
and attainment. However, an important variable not
investigated in this study was the effect of assessment
on students’ motivation. This might be a focus for a
further experimental study and calls for a wider range
of assessment strategies. Dunn, B., et al. (2004). Genetic footprinting: A functional
analysis of the S. cerevisiae genome. Stanford, CA:
Stanford University Press. Genesee, F., Upshur, J. (1996). Classroom-based
evaluation in second language education. Cambridge,
UK: Cambridge University Press. Gibbs, G. (2003). Using assessment to support student
learning at University of East Anglia. Leeds, UK:
Leeds Metropolitan University. Jabbarifar, T. (2009). The importance of classroom
assessment and evaluation in educational system. In Proceedings of the 2nd International Conference of
Teaching and Learning (ICTL 2009). INTI University
College, Kuching, Malaysia. Matthes, C., & Marino, J. (1990). Professional
interactions: Oral communication skills in science,
technology, and medicine. London, UK: Prentice Hall. Nunan, D. (1989). Understanding language classrooms. London, UK: Prentice Hall. O’Malley, J. M., & Valdez-Pierce, L. (1996). Authentic
assessment for English language learners: Practical
approaches for teachers. Reading, MA: Addison-
Wesley. References Allwright, D., & Bailey, K. (1991). Focus on the language
classroom: An introduction to classroom research
or language teachers. New York, NY: Cambridge
University Press. Rea-Dickins, P. (1994). Evaluation and English
language teaching. Language Teaching, 27, 71-91. Richards, J. C., & Lockhart, C. (1994). Reflective
teaching in second language classrooms. New York,
NY: Cambridge University Press. Biggs, J. (1999). What the student does: Teaching for
enhanced learning. Hager Education Research and
Development, 18(1), 57-75. Sainsbury, E., & Walker, R. (2007). Assessment as
a vehicle for learning: Extending collaboration
into testing. Assessment and Evaluation in Higher
Education, 33(2), 1-18. Carter, R., & Nunan, D. (2001). The Cambridge guide
to teaching English to speakers of other languages. Cambridge, UK: Cambridge University Press. Kuzmenkova, Iu. (2011). Academic project presentations. Мoscow, Russia: MSU. Chamot, A. U., & O’Malley, J. M. (1989). The cognitive
academic language learning approach: A bridge to 38
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Rev Med UFC. 2017;57(3):47-50. Rev Med UFC. 2017;57(3):47-50. 50 2EHVLGDGHLQIDQWLO Rev Med UFC. 2017;57(3):47-50. Rev Med UFC. 2017;57(3):47-50.
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https://openalex.org/W3118814887
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https://hal.science/hal-02986272/document
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English
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SAGA GIS for Information Extraction on Presence and Conditions of Vegetation of Northern Coast of Iceland Based on the Landsat TM
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Acta Biologica Marisiensis
| 2,020
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cc-by
| 4,804
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SAGA GIS for information extraction on presence and
conditions of vegetation of northern coast of Iceland
based on the Landsat TM
Polina Lemenkova Polina Lemenkova To cite this version: Polina Lemenkova. SAGA GIS for information extraction on presence and conditions of vegetation of
northern coast of Iceland based on the Landsat TM. Acta Biologica Marisiensis, 2020, 3 (2), pp.10 -
21. 10.2478/abmj-2020-0007. hal-02986272 Distributed under a Creative Commons Attribution 4.0 International License SAGA GIS FOR INFORMATION EXTRACTION ON PRESENCE AND CONDITIONS OF
VEGETATION OF NORTHERN COAST OF ICELAND BASED ON THE LANDSAT TM Polina LEMENKOVA1* 1Analytical Center, Moscow, 115035, Russian Federation *Correspondence:
Polina LEMENKOVA
pauline.lemenkova@gmail.com eived: 17 September 2020; Accepted: 20 October 2020; Published: 30 December 2020 Abstract: The paper aims to evaluate the presence and condition of vegetation by SAGA GIS. The study
area covers northern coasts of Iceland including two fjords, the Eyjafjörður and the Skagafjörður, prosperous
agricultural regions. The vegetation coverage in Iceland experience the impact of harsh climate, land use,
livestock grazing, glacial ablation and volcanism. The data include the Landsat TM image. The methodology
is based on computing raster bands for simulating Tassel Cap Transformation (wetness, greenness and
brightness) and Enhanced Vegetation Index (EVI) sensitive to high biomass. The results include modelled
three bands of brightness, greenness and wetness. Greenness variation shows the least values in ice-covered
areas (-56.98 to -18.69). High values (-23.48 to 9.12) are in the valleys with dense vegetation, correlating
with the geomorphology of the river network, the vegetation-free areas and ocean which corresponds to the
peak of 30.87 to 41.19. The bell-shaped data distribution shows frequency 43.19–141.74 for vegetation
indicating healthy state and canopy density. Maximal values are in ice-covered regions and glaciers (64°N-
65°N). Very low values (0 to -20) show desertification and mountainous rocks. Moderate values (20-40)
indicate healthy vegetation. The most frequent data: -28,17 to 11,8. The EVI shows data variations (-0.14 to
0.04). The study contributes both to the regional studies of Arctic Iceland and methodological approach of
remote sensing data processing by SAGA GIS. Keywords: Iceland, Landsat TM, SAGA GIS, cartography, vegetation index, machine learning,
automatization, mapping. Keywords: Iceland, Landsat TM, SAGA GIS, cartography, vegetation index, machine learning,
automatization, mapping. HAL Id: hal-02986272
https://hal.science/hal-02986272v1
Submitted on 2 Nov 2020 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License ABMJ 2020, 3(2): 10-21 DOI: 10.2478/abmj-2020-0007 Acta Biologica Marisiensis 1. Introduction Because the land is a natural
complex
and
comprehensive
system
of
geomorphic
landforms,
geologic
factors
(mineral rocks), climate settings, hydrologic
conditions, and ecology (vegetation and fauna),
land degradation and desertification can have
worrying consequences for the fragile Arctic
environment. Benefits of the presented study include a
contribution to the environmental monitoring
of the selected regions of Iceland, which
includes the two fjords, Skagafjörður and
Eyjafjörður which can be used as information
on
the
appropriate
level
(ecologists,
environmentalists, authorities). Because the
study is fully based on the open source
software (SAGA GIS and occasional GMT) for
mapping and data analysis, the benefits for
broad public, scolars and students consists in
the repeatability of the described methods,
algorithms and advices for data capture and
resources. Thus, this study presents a broad
spectrum of remote sensing data processing and
visualization by SAGA GIS, and the use of the
standard suite of high-quality raster Landsat
TM datasets, as demonstrated and described in
this work. Generic Mapping Tools (GMT) was
also used for topographic mapping (Fig. 1)
aimed
at
the
advanced
cartographic
visualization
of
Iceland
using
available
mapping
techniques
(Lemenkova,
2020a,
2020b, 2020c). Therefore, this study can be
effectively reused for analysis of similar
landscapes in Arctic regions using presented
workflow of the SAGA GIS and calculation of
the Landsat TM raster bands for analysis of
vegetation. Analytical studies in the remote sensing of
satellite images have unveiled the presence of
indicators in plants that may be used to detect
the healthiness of the canopy. For instance,
chlorophyll as a health indicator of leaves
absorbs visible light, and the leaf cell strongly
reflects near-infrared light. Parameters of
spectral reflectance of leaves are discussed (e.g. Kauth and Thomas, 1976; Broge and Leblanc,
2001; Kim et al., 2010; Lemenkova, 2011; Gao
et al., 2020) and widely used for detecting
vegetation coverage stage and monitoring their
ecological stage. The bands constituting the
Landsat TM image scene play an essential role
in detecting vegetation health and quality
assessed by such indicators as greenness,
brightness or wetness. In this context, the use
of cartographic methods applied for the satellite
image processing, raster bands calculation and
visualization have shown promising results in
experiments carried out on Landsat TM
imagery (Lemenkova, 2015a, 2015b, 2015c;
Taufik et al., 2016; Ahmet and Akter, 2017;
Zaitunah et al., 2018). 1. Introduction breeding. Today the vegetation coverage in
Iceland has gained more attention in landscape
studies due to changes under the impact of
various factors including impacts of harsh
climate (Brombacher et al., 2020), specifics of
land use, intensive livestock grazing, glacial
ablation and geological processes. Active
volcanism results in regional distribution of the
highly erodible volcanic soils. Geographically, the study area covers the
northern coasts of Iceland including its two
famous fjords, the Skagafjörður, a deep fjord
with a valley (19.4°W-20.0°W), and the
Eyjafjörður, (18.2°W-18.6°W) one of the
longest fjords in Iceland (Fig. 1). The
Skagafjörður
is
one
of
Iceland's
most
prosperous
agricultural
regions,
with
widespread dairy, sheep farming and horse 10 Polina Lemenkova Fig. 1. Topographic map of the study area: Iceland, region of Skagafjörður and Eyjafjörður. Source: author. Fig. 1. Topographic map of the study area: Iceland, region of Skagafjörður and Eyjafjörður. Source: author. According to the recent assessment (Eckert
and Engesser, 2013), the country's surface
experienced a severe soil erosion on about
40%. As a result, severe land degradation and
desertification are considered the most severe
environmental problems in Iceland (Eddudottir
et al., 2020; Gísladottir, 2001). The examples
of land cover changes in Iceland include soil
erosion caused by grazing pressure in the
processes of sheep farming (Arnalds and
Barkarson, 2003), active aeolian processes
causing the spread of the sandy areas which
replace rich and vegetated ecosystems by lands
with low fertility and water-holding capacity
(Arnalds et al., 2001). This makes the
assessment of the Arctic vegetation coverage
by remote sensing methods as an important
field at the cutting edge of geoscience. Current environmental problems in Iceland
include severe land degradation which is
caused by the effects of both human and
climate factors. Land degradation results in the
deterioration of plant growth conditions, and
the decline of land productivity in sensitive
Arctic
ecosystems. Land
degradation
is
mirrored in soil deterioration, including its
physical, chemical, and biological aspects. Besides, human impacts have been severe on
Icelandic soils and vegetation which finally
resulted in fragmentary desertification. In turn,
vegetation degradation induced soil erosion
which successively caused a decline in soil
quality. Hence, in recent years soil erosion
became an active negative process in Iceland
which resulted in deterioration of the grazing
areas in the central highlands of Iceland which
are not suitable for grazing by sheep due to the 11 ABMJ 2020, 3(2): 10-21 poor condition. 1. Introduction The purpose of this
study was to use advanced methods of the
remote sensing data processing (SAGA GIS) in
order to extract information on presence and
conditions of vegetation and to receive models
of the wetness, greenness and brightness using
calculation of the selected raster bands, and to
perform calculation of the enhanced vegetation
index using embedded formulae in the SAGA
GIS, and finally, to visualize data distribution
using computed and presented histograms
aimed at the environmental monitoring of the
selected Arctic ecosystems in Iceland. 2. Materials and Methods This study presents the use of SAGA GIS
(Böhner et al., 2006) for processing the Landsat
TM image (Fig. 2). The Landsat TM is the
satellite imagery of Earth, a joint program of
NASA/USGS launched on July 23, 1972 and
constrantly
being
developed
since
then. Landsat 7 satellite images have eight spectral
bands
(channels)
with
spatial
resolution
ranging from 15 to 60 meters depending on the
bands, but mostly 30-meters resolution. The
temporal resolution of the Landsat TM is 16
days. Each Landsat scene covers a square
approximately 185*185 km long and wide. 12 Polina Lemenkova Fig. 2. Applying parameters in SAGA GIS menu. Source: author. Fig. 2. Applying parameters in SAGA GIS menu. Source: author. The official website of the Landsat TM is
https://landsat.gsfc.nasa.gov/the-thematic-
mapper/. However, the imagery can be freely
downloaded
from
the
GloVis
website:
https://glovis.usgs.gov/. The methods include
two approaches of the image processing: 1)
Tasseled cap transformation; 2) Enhanced
Vegetation index. In the algorithm, each band (B) was
multiplied by a certain coefficient and the three
characteristics of the vegetation, brightness,
greenness and wetness, were defined as follows
(Crist and Cicone, 1984a; 1984b): 1. Brightness = 0.3037 (B1) + 0.2793 (B2)
+ 0.4743 (B3) + 0.5585 (B4) + 0.5082 (B5) +
0.1863 (B7) 2. Greenness = −0.2848 (B1) − 0.2435
(B2) − 0.5436 (B3) + 0.7243 (B4) + 0.0840
(B5) − 0.1800 (B7) 2.1 Tasseled Cap Transformation An algorithm for the Tasseled cap
transformation was developed by Kauth and
Thomas (1976) to transform the spectral
information of the Landsat satellite data into
indicators that turned to be useful for analysis
of phenological stages of vegetation. In the
menu of SAGA GIS it was applied using the
following
path: 3. Wetness = 0.1509 (B1) + 0.1973 (B2) +
0.3279 (B3) + 0.3406 (B4) − 0.7112 (B5) −
0.4572 (B7) 2.2. Enhanced Vegetation Index For The Enhanced Vegetation Index (EVI)
was approached from the SAGA GIS menu
using
the
following
path:
‘Geoprocessing>Imagery>Vegetation
Indices>Enhanced Vegetation Index’. The
computing of the EVI was addressed using an
optimized numerical method, comparing to the
traditional calculations of the vegetation
indices, by enhancing the vegetation signal
(Jiang et al., 2008). For The Enhanced Vegetation Index (EVI)
was approached from the SAGA GIS menu
using
the
following
path:
‘Geoprocessing>Imagery>Vegetation
Indices>Enhanced Vegetation Index’. The
computing of the EVI was addressed using an
optimized numerical method, comparing to the
traditional calculations of the vegetation
indices, by enhancing the vegetation signal
(Jiang et al., 2008). For The Enhanced Vegetation Index (EVI)
was approached from the SAGA GIS menu
using
the
following
path:
‘Geoprocessing>Imagery>Vegetation ‘Geoprocessing>Imagery>Vegetation Indices>Tasseled Cap Transformation’. Using
six of seven Landsat TM bands (except for the
thermal channel 6) were used for the algorithm. Indices>Tasseled Cap Transformation’. Using
six of seven Landsat TM bands (except for the
thermal channel 6) were used for the algorithm. Indices>Enhanced Vegetation Index’. The
computing of the EVI was addressed using an
optimized numerical method, comparing to the
traditional calculations of the vegetation
indices, by enhancing the vegetation signal
(Jiang et al., 2008). Indices>Enhanced Vegetation Index’. The
computing of the EVI was addressed using an
optimized numerical method, comparing to the
traditional calculations of the vegetation
indices, by enhancing the vegetation signal
(Jiang et al., 2008). As a result, three types of information were
extracted based on a weighted sum of the
Landsat bands: 1) Tasseled Cap Band 1
showing brightness, which is a measurement
value for the ground; 2) Tasseled Cap Band 2
showing greenness, which is a measured value
for the vegetation; 3) Tasseled Cap Band 3
showing wetness, which is a measured value
for interactions of soil and canopy moisture. The formula of the EVI is based on the
following equation (Huete et al., 2002): EVI = G ˟ (NIR – RED)/(NIR + C1 ˟
RED – C2 ˟ BLUE + L), EVI = G ˟ (NIR – RED)/(NIR + C1 ˟
RED – C2 ˟ BLUE + L), EVI = G ˟ (NIR – RED)/(NIR + C1 ˟
RED – C2 ˟ BLUE + L), where NIR is a near-infrared band of the
electromagnetic spectrum (wavelength at 750 where NIR is a near-infrared band of the
electromagnetic spectrum (wavelength at 750 13 ABMJ 2020, 3(2): 10-21 3) brightness (Fig. 5). 2.2. Enhanced Vegetation Index The results of the EVI
model are presented in Fig. 6. Analysis of the
moisture content in Fig. 3 shows the maximal
values concentrated in the ice-covered regions
of the glaciers stretching an as long and narrow
sheet of ice and two glaciers on the southern
part of the region, 64°N-65°N (bright red spots
in Fig. 3). Very low values of wetness (0 to -
20) are notable for the areas of local
desertification and mountainous rocks (dark
grey areas in Fig. 4). Bright yellow colours
correspond to moderate values (20-40) which
indicates the healthy vegetation. According to
the statistics (Fig. 7, upper right), the most
frequent data of wetness vary from slightly
negative values -28,17 to 11,8. to 2500 nm), RED is a red (wavelength at 625–
740 nm) BLUE is blue band (wavelength et
450–485 nm). Specifically, the algorithm of
EVI has been updated, by focusing on the
higher biomass regions using the effects of the
improved sensitivity in these specific areas, by
de-coupling of the canopy background signal
which
eventually
improved
vegetation
monitoring, and by a reduction in the
atmosphere influences. 3. Results and discussions The
simulated
Tasseled
Cap
transformations of Landsat TM data represent
examples of linear combination features
showing three characteristics of the vegetation:
1) wetness (Fig. 3); 2) greenness (Fig. 4); The
simulated
Tasseled
Cap
transformations of Landsat TM data represent
examples of linear combination features
showing three characteristics of the vegetation:
1) wetness (Fig. 3); 2) greenness (Fig. 4); Fig. 3. Wetness of vegetation, modelled by SAGA GIS. Source: author. Fig. 3. Wetness of vegetation, modelled by SAGA GIS. Source: author. 14 Polina Lemenkova Fig. 4. Greenness of vegetation, modelled by SAGA GIS. Source: author. Fig. 4. Greenness of vegetation, modelled by SAGA GIS. Source: author. Fig. 5. Brightness of vegetation, modelled by SAGA GIS. Source: author. Fig. 5. Brightness of vegetation, modelled by SAGA GIS. Source: author. 15 15 ABMJ 2020, 3(2): 10-21 Fig. 6. Enhanced vegetation index, modelled by SAGA GIS. Source: author. Fig. 6. Enhanced vegetation index, modelled by SAGA GIS. Source: author. The analysis of greenness variations (Fig. 4) clearly shows that the lowest values of
greenness correspond to the ice-covered areas
(dark crimson brown colours in Fig. 4) which
indicates the low values on the statistical
histogram (Fig. 7) ranging from -56.98 to -
18.69. On the contrary, high values correspond
to the peak on the histogram with values
between -23.48 to 9.12 (Fig. 7, lower left). High values of greenness are notable for the
river valleys with dense vegetation coverage,
clearly depicting the geomorphology of the
river network. The absence or very low
vegetation coverage can be interpreted from the
mustard yellow colours with values 0 to -16. They are typical for the water areas and rocky
terrain. correspond to the vegetation-free areas and
ocean, which corresponds to the peak of 30.87
to 41.19 in Fig. 7 (upper left). In contrast, light
green colours correlating with vegetation-
covered areas (100-150) can be seen as
depicting the river valleys (Fig. 5) and on the
coastal areas. White regions show dominating
ice-covered mountainous areas. The statistical
analysis points at the bell-shaped distribution
of the data lying in the range of 43.19 to 141.74
for the areas of vegetation with difference
indicating its healthy state and density of
canopy. The analysis of the EVI (Fig. 6) shows
the variations of the data range between -0.14
to 0.04. 3. Results and discussions Here the lowest values corresponding
to the dark brown colours are notable for the
ice-covered areas and glaciers, while vegetation
in valleys and coastal areas is depicted by
beige. The results showed SAGA GIS to be
effective for analysis of the vegetation
coverage by Landsat TM bands combination. The analysis of brightness (Fig. 5) shows
its variations in the range between 20 and 260
units of surface luminosity. In particular, the
darkest
areas
(brown-coloured,
Fig. 5) 16 Polina Lemenkova Fig. 7. Four statistical histograms of the data distribution: wetness, brightness, greenness,
enhanced vegetation index, modelled by SAGA GIS. Source: author. Fig. 7. Four statistical histograms of the data distribution: wetness, brightness, greenness,
enhanced vegetation index, modelled by SAGA GIS. Source: author. Current environmental problems of Iceland
include changes in vegetation coverage and
anthropogenic pressure, such as increased
number of tourists which may cause some
mechanical disturbances on fragile Polar
landscapes (Ásgeirsdóttir and Karlsson, 2016;
Óladóttir,
2019). A
complex
interaction
between various factors affect land cover and
vegetation
in
Iceland,
for
instance
anthropogenic (Tverijonaite et al., 2018),
climatic factors (Haraldsson and Ólafsdóttir,
2003). This can be illustrated by issues
regarding the vulnerability of the Northern
ecosystems, e.g. land use pressure and
overgrazing. Since land degradation may affect
land use sustainability in the future, these
issues
present
the
concern
for
the
environmental
monitoring
in
Iceland. According to previous studies (Bergþórsson et
al., 1996), Iceland has experienced climatic
variations over the past years which resulted in
the changes in vegetation. Besides, due to the
anthropogenic effects, over half of the
Icelandic vegetation deteriorated from the time of Iceland's first settlement by vikings in ca. AD 830 (Hallsdóttir 1995) and over 90% of its
forest cover (Þorsteinsson, 1972). In view of
abovesaid, detailed studies of the selected
landscapes of Iceland present a contribution to
the monitoring of natural resources prevention
of degradation of the Northern ecosystems. References 1. Abburu S, Golla SB (2015) Satellite Image
Classification Methods and Techniques: A
Review. International Journal of Computer
Applications 119(8):20–25. 1. Abburu S, Golla SB (2015) Satellite Image
Classification Methods and Techniques: A
Review. International Journal of Computer
Applications 119(8):20–25. Other studies upscaled the question of the
vegetation changes and focused on the
quantification of landscape fragmentation by
metrics
approach
for
environmental
sustainability (Klaučo et al., 2013b, 2014,
2017). Examples of the statistical analysis
applied for geosciences provide more advanced
methods of data visualization (Lindh, 2004;
Klaučo et al. 2013a; Lemenkova, 2019a,
2019b, 2019c). Other ways of geodata
processing include machine learning, GIS
(Suetova et al., 2005a, 2005b; Schenke and
Lemenkova, 2008; Lemenkova, 2014). This
review focused on the effective methods of
Enhanced Vegetation Index and Tasseled cap
transformation by SAGA GIS applied for
processing of the Landsat TM scene covering
the region of northern Iceland. Other studies upscaled the question of the
vegetation changes and focused on the
quantification of landscape fragmentation by
metrics
approach
for
environmental
sustainability (Klaučo et al., 2013b, 2014,
2017). Examples of the statistical analysis
applied for geosciences provide more advanced
methods of data visualization (Lindh, 2004;
Klaučo et al. 2013a; Lemenkova, 2019a,
2019b, 2019c). Other ways of geodata
processing include machine learning, GIS
(Suetova et al., 2005a, 2005b; Schenke and
Lemenkova, 2008; Lemenkova, 2014). This
review focused on the effective methods of
Enhanced Vegetation Index and Tasseled cap
transformation by SAGA GIS applied for
processing of the Landsat TM scene covering
the region of northern Iceland. 2. Ahmet KR, Akter S (2017) Analysis of
landcover change in southwest Bengal delta
due to floods by NDVI, NDWI and K-
means cluster with Landsat multi-spectral
surface reflectance satellite data. Remote
Sensing
Applications:
Society
and
Environment 8:168–181. 3. Arnalds O, Barkarson BH (2003) Soil
erosion and land use policy in Iceland in
relation to sheep grazing and government
subsidies. Environmental Science & Policy
6(1):105–113. 4. Arnalds O, Gisladottir F, Sigurjonsson H
(2001) Sandy deserts of Iceland: an
overview. J. Arid Environment 47:359–
371. The
paper
contributed
both
to
the
agricultural studies of vegetation coverage and
the development of methods by presenting two-
step methodology: computing raster bands for
visualizing the Tassel Cap Transformation and
EVI. The application of the Tasseled Cap
Transformation and EVI in Arctic vegetation
monitoring showed effective methods of data
visualization. Conclusions Thanks to the advances in the remote
sensing
data
processing
by
cartographic
methods, the massive amount of Landsat TM
images of 30-m resolution and high quality
became available in agricultural studies, for
instance for a crop or vegetation mapping. Reflectance curves for various land cover types
on Earth, including healthy and unhealthy
vegetation and its types (coniferous, broadleaf),
have particular characteristics (Abburu and
Golla, 2015; Knipling, 1970; Lemenkova,
2013). Remote sensing data analysis using
spectral reflectance curves shown a trend in 17 ABMJ 2020, 3(2): 10-21 financial relationships that could be construed
as a potential conflict of interest. land cover changes and variations in vegetation
coverage of Earth (Lemenkova, 2013, 2015d). The possibility of synergism between these
risk factors remains a topic that can be further
researched. References With a context of the presented
case study of Iceland, notable for fragile
ecosystems, these two methods demonstrated
usefulness for Landsat TM scene analysis of
the vegetation canopy, health status and land
cover parameters by cartographic means of
SAGA GIS. 5. Ásgeirsdóttir
T,
Karlsson
T
(2016)
International visitors in Iceland – summer
2016. Icelandic Tourist Board. 405 p. 6. Bergþórsson P, Björnsson H, Dýrmundsson
Ó,
Guðmundsson
B,
Helgadóttir
Á,
Jónmundsson JV (1987) The effects on
Climatic Variations on Agriculture in
Iceland. In: Parry ML, Carter TR, Konijn
NT (eds.). The Impact of Climatic
Variations on Agriculture, 1. Assessment in
Cool Temperate and Cool Regions, 387–
444, IIASA and UNEP, Dordrecht. 6. Bergþórsson P, Björnsson H, Dýrmundsson
Ó,
Guðmundsson
B,
Helgadóttir
Á,
Jónmundsson JV (1987) The effects on
Climatic Variations on Agriculture in
Iceland. In: Parry ML, Carter TR, Konijn
NT (eds.). The Impact of Climatic
Variations on Agriculture, 1. Assessment in
Cool Temperate and Cool Regions, 387–
444, IIASA and UNEP, Dordrecht. 7. Böhner J, McCloy KR, Strobl J (2006)
SAGA
–
Analysis
and
Modelling
Applications. Göttinger
Geographische
Abhandlungen 115, 130 pp. Conflict of Interest The authors declare that the research was
conducted in the absence of any commercial or 8. Broge NH, Leblanc E (2001) Comparing
prediction power and stability of broadband
and hyperspectral vegetation indices for 18 Polina Lemenkova estimation of green leaf area index and
canopy
chlorophyll
density. Remote
Sensing of the Environment 76:156–172. 17. Haraldsson HV, Ólafsdóttir R (2003)
Simulating vegetation cover dynamics with
regards to long-term climatic variations in
sub-arctic landscapes. Global and Planetary
Change 38(3-4):313–325. 9. Brombacher J, Reiche J, Dijksma R,
Teuling AJ (2020) Near-daily discharge
estimation in high latitudes from Sentinel-1
and 2: A case study for the Icelandic Þjórsá
river. Remote Sensing of Environment
241:111684. 18. Huete A, Didan K, Miura T, Rodriguez EP,
Gao X, Ferreira LG (2002) Overview of the
radiometric and biophysical performance of
the MODIS vegetation indices. Remote
Sensing of Environment 83:195–213. 10. Crist EP, Cicone RC (1984a) Application
of the Tasseled Cap concept to simulated
Thematic Mapper data. Photogrammetric
Engineering
and
Remote
Sensing
50(3):343–352. 19. Jiang Z, Huete AR, Didan K, Miura T
(2008)
Development
of
a
two-band
Enhanced Vegetation Index without a blue
band, Remote Sensing of Environment,
112(10):3833–3845. 11. Crist EP, Cicone RC (1984b). A physically-
based transformation of Thematic Mapper
data – the TM Tasseled Cap. IEEE
Transactions on Geoscience and Remote
Sensing GE- 22(3):256–263. 20. Kim Y, Huete AR, Miura T, Jiang Z (2010)
Spectral compatibility of vegetation indices
across
sensors:
band
decomposition
analysis with Hyperion data. Journal of
Applied Remote Sensing, 4(1):043520. 12. Eckert S, Engesser M (2013) Assessing
vegetation cover and biomass in restored
erosion areas in Iceland using SPOT
satellite data. Applied Geography 40:179–
190. 21. Kauth RJ, Thomas GS (1976) The Tasseled
Cap – a graphic description of the spectral-
temporal development of agricultural crops
as seen by Landsat. Proceedings of the
Symposium on Machine Processing of
Remotely Sensed Data, Purdue University,
West Lafayette, Indiana, 4B41-4B51. 13. Eddudóttir SD, Erlendsson E, Gísladottir G
(2020) Landscape change in the Icelandic
highland: A long-term record of the impacts
of land use, climate and volcanism. Quaternary Science Reviews 240:106363. 22. Klaučo M, Gregorová B, Stankov U,
Marković
V,
Lemenkova
P
(2013a)
Determination of ecological significance
based on geostatistical assessment: a case
study from the Slovak Natura 2000
protected area. Central European Journal of
Geosciences, 5(1):28–42. 14. Conflict of Interest Gao L, Wang X, Johnson BA, Tian Q,
Wang Y, Verrelst J, Mu X, Gu X (2020)
Remote sensing algorithms for estimation
of fractional vegetation cover using pure
vegetation index values: A review. ISPRS
Journal of Photogrammetry and Remote
Sensing 159:364–377. 23. Klaučo M, Gregorová B, Stankov U,
Marković
V,
Lemenkova
P
(2013b)
Interpretation
of
Landscape
Values,
Typology and Quality Using Methods of
Spatial Metrics for Ecological Planning. 54th
International
Conference
Environmental & Climate Technologies. Riga, Latvia. 15. Gísladottir
G
(2001)
Ecological
Disturbance and Soil Erosion on Grazing
Land
in
Southwest
Iceland,
Land
Degradation. Springer, 109–126. 16. Hallsdóttir M (1995) On the pre-settlement
history of Icelandic vegetation. Icelandic
Agricultural Science 9:17–29. 24. Klaučo M, Gregorová B, Stankov U,
Marković
V,
Lemenkova
P
(2014) 19 19 ABMJ 2020, 3(2): 10-21 Landscape
metrics
as
indicator
for
ecological significance: assessment of Sitno
Natura 2000 sites, Slovakia. Ecology and
Environmental Protection. Proceedings of
the International Conference. March 19–20,
2014. Minsk, Belarus, 85–90. Geomorphological Analysis. GeoScience
Engineering 65(4):1–22. 33. Lemenkova P. (2015a) Analysis of Landsat
NDVI
Time
Series
for
Detecting
Degradation of Vegetation. In: Geoecology
and Sustainable Use of Mineral Resources. From Science to Practice, Belgorod,
Russia, 11–13. 25. Klaučo M, Gregorová B, Stankov U,
Marković V, Lemenkova P (2017) Land
planning as a support for sustainable
development based on tourism: A case
study
of
Slovak
Rural
Region. Environmental
Engineering
and
Management Journal, 2(16):449–458. 34. Lemenkova P (2015b) Innovations in the
Geoscience Research: Classification of the
Landsat TM Image Using ILWIS GIS for
Geographic Studies. In: Prospects for the
Higher
School
Development. Grodno,
Belarus, May 28–29, 2015, 60–63. 26. Knipling
EB
(1970)
Physical
and
physiological basis for the reflectance of
visible and near-infrared radiation from
vegetation. Remote
Sensing
of
Environment 1:155-159. 35. Lemenkova P (2015c) To the Question of
the Environmental Education: how Landsat
TM, ETM+ and MSS Images can be
Processed
by
GIS-Techniques
for
Geospatial
Research. Trends
and
Perspectives in the Creating Regional
Systems
of
the
Additional
Adults
Education. Vitebsk, Belarus. 27. Lemenkova
P
(2020a)
GMT
Based
Comparative Geomorphological Analysis
of the Vityaz and Vanuatu Trenches, Fiji
Basin. Geodetski List, 74(1):19–39. 28. Lemenkova P (2020b) Variations in the
bathymetry and bottom morphology of the
Izu-Bonin Trench modelled by GMT. Bulletin of Geography. Physical Geography
Series 18(1): 41–60. 36. Lemenkova P (2015d) Processing Remote
Sensing Data Using Erdas Imagine for
Mapping Aegean Sea Region, Turkey. Informatics. Problems,
Methodology,
Technologies, 3, 11–15. 37. Conflict of Interest Lemenkova P (2014) Opportunities for
Classes of Geography in the High School:
the Use of ’CORINE’ Project Data,
Satellite Images and IDRISI GIS for
Geovisualization. In: Perspectives for the
Development of Higher Education. Belarus,
Grodno, 284–286. 29. Lemenkova P (2020c) GEBCO Gridded
Bathymetric Datasets for Mapping Japan
Trench Geomorphology by Means of GMT
Scripting
Toolset. Geodesy
and
Cartography 46(3):98–112. 30. Lemenkova P (2019a) Statistical Analysis
of the Mariana Trench Geomorphology
Using R Programming Language. Geodesy
and Cartography 45(2):57–84. 38. Lemenkova P (2013) Monitoring Changes
in Agricultural Landscapes of Central
Europe, Hungary: Application of ILWIS
GIS for Image Processing. Geoinformatics:
Theoretical and Applied Aspects. Ukraine,
Kiev, 13–16 May, 2013. 31. Lemenkova P (2019b) Testing Linear
Regressions by StatsModel Library of
Python
for
Oceanological
Data
Interpretation. Aquatic
Sciences
and
Engineering 34:51–60. 39. Lemenkova P (2011) Seagrass Mapping
and Monitoring Along the Coasts of Crete,
Greece. M.Sc. Thesis. Netherlands:
University of Twente. 158 pp. 32. Lemenkova P (2019c) AWK and GNU
Octave Programming Languages Integrated
with
Generic
Mapping
Tools
for 20 Polina Lemenkova 40. Lindh P (2004) Compaction- and strength
properties of stabilised and unstabilised
fine-grained
tills. PhD
Thesis,
Lund
University, Lund. 41. Óladóttir OT (2019). Tourism in Iceland in
Figures. Icelandic Tourist Board, 28 p. 42. Þorsteinsson, I. 1972. Gróðurvernd: byggð
á hóflegri nýtingu og ræktun lands
[Carrying capacity of Icelandic rangelands]. Rit landverndar, 2. Landvernd, Reykjavik,
128 pp. 43. Schenke HW, Lemenkova P (2008) Zur
Frage der Meeresboden-Kartographie: Die
Nutzung von AutoTrace Digitizer für die
Vektorisierung der Bathymetrischen Daten
in der Petschora-See. Hydrographische
Nachrichten 81:16–21. 44. Suetova IA, Ushakova LA, Lemenkova P
(2005a) Geoinformation mapping of the
Barents and Pechora Seas. Geography and
Natural Resources 4:138–142. 45. Suetova IA, Ushakova LA, Lemenkova P
(2005b) Geoecological Mapping of the
Barents Sea Using GIS. International
Cartographic Conference. 46. Taufik A, Ahmad SSS, Ahmad A (2016)
Classification of Landsat 8 satellite data
using
NDVI
thresholds. Journal
of
Telecomunication Electronic and Computer
Engineering 8(4):37–40. 47. Tverijonaite E, Ólafsdóttir R, Thorsteinsson
T (2018). Accessibility of protected areas
and visitor behaviour: A case study from
Iceland. Journal of Outdoor Recreation and
Toursim, 24:1–10. 48. Zaitunah A, Ahmad AG, Safitri RA (2018)
Normalized difference vegetation index
(ndvi) analysis for land cover type using
landsat 8 oli in besitang watershed,
Indonesia. IOP Conf. Series: Earth and
Environmental Science 126:012112. 21 21
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Medical Futility or Persistent Therapy? A Dispute over the Terms and Definitions in the Polish Context
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„Analiza i Egzystencja” 53 (2021)
ISSN 1734-9923
DOI: 10.18276/aie.2021.53-03 „Analiza i Egzystencja” 53 (2021)
ISSN 1734-9923
DOI: 10.18276/aie.2021.53-03 „Analiza i Egzystencja” 53 (2021)
ISSN 1734-9923
DOI: 10.18276/aie.2021.53-03 MARCIN FERDYNUS*
ORCID: 0000-0003-0176-1023 * Marcin Ferdynus – PhD, is a lecturer and researcher in the Department of Ethics
at the John Paul II Catholic University of Lublin. He received the award of the Pres-
ident of the Council of Ministers for his doctoral dissertation Prolonging life seen as
a moral problem, which was also selected as the best philosophical work in 2017 by
the Polish Academy of Sciences. His work covers bioethics, medical ethics and nursing
philosophy. Address for correspondence: John Paul II Catholic University of Lublin, Faculty of Phi-
losophy, Institute of Philosophy, Department of Ethics, Al. Racławickie 14, 20-950
Lublin, Poland. E-mail: marcin.ferdynus@kul.pl. ** The project is funded by the Minister of Science and Higher Education within the
programme under the name “Regional Initiative of Excellence” in 2019–2022, project
number: 028/RID/2018/19, the amount of funding: 11 742 500 PLN. * Marcin Ferdynus – PhD, is a lecturer and researcher in the Department of Ethics
at the John Paul II Catholic University of Lublin. He received the award of the Pres-
ident of the Council of Ministers for his doctoral dissertation Prolonging life seen as
a moral problem, which was also selected as the best philosophical work in 2017 by
the Polish Academy of Sciences. His work covers bioethics, medical ethics and nursing
philosophy.
Address for correspondence: John Paul II Catholic University of Lublin, Faculty of Phi-
losophy, Institute of Philosophy, Department of Ethics, Al. Racławickie 14, 20-950
Lublin, Poland. E-mail: marcin.ferdynus@kul.pl.
** The project is funded by the Minister of Science and Higher Education within the
programme under the name “Regional Initiative of Excellence” in 2019–2022, project
b
028/RID/2018/19 th
t f f
di
11 742 500 PLN MEDICAL FUTILITY OR PERSISTENT THERAPY?
A DISPUTE OVER THE TERMS AND DEFINITIONS
IN THE POLISH CONTEXT** Keywords: persistent therapy, medical futility, extraordinary medical procedures,
terminally ill patient
Słowa kluczowe: uporczywa terapia, medyczna daremność, nadzwyczajne procedury
medyczne, pacjent terminalnie chory Keywords: persistent therapy, medical futility, extraordinary medical procedures,
terminally ill patient
Słowa kluczowe: uporczywa terapia, medyczna daremność, nadzwyczajne procedury
medyczne, pacjent terminalnie chory 44 Marcin Ferdynus 1 Although the term ‘over-zealous treatment’ derives from the Catholic Church’s moral
teaching (I agree with the anonymous reviewer and I am aware of this context), it does
not mean that this term is limited only to theological debate. Polish authors translate
the term “uporczywa terapia” as “over-zealous treatment” (mainly theologians, but not
limited to theologians; Machinek, 2015; Dowgiałło-Wnukiewicz, Kozera, Lech, Rym-
kiewicz, Michalik, 2019) or as “persistent therapy” (mainly medical professionals, but
not limited to them; Krucińska, Saran, Czyżewski, 2018; Cebulska, Koźlak, Dybalski,
2019; Wach, 2020, pp.78–79). Moreover, some authors emphasize that the term „per-
sistent therapy” is used as an equivalent to the term „medical futility” (Szewczyk, 2016;
Suchorzewska, Basińska, Olejniczak, 2008). I translate the term „uporczywa terapia”
as „persistent therapy” for two reasons. The first is that more and more Polish authors
translate the term „uporczywa terapia” as „persistent therapy” instead of as „over-zealous
treatment” in the medical literature. The second reason is more important. I think that the
term „persistent therapy” more strongly emphasizes the role of the patient (his personal
preferences) in making decisions on the continuation or discontinuation of treatment than
the term „over-zealous treatment” (sometimes it is described as an „overtreatment” in the
international literature), which focuses more on the physician’s role in decision making. Introduction In contemporary society, medicine has become almost omnipotent, and the
doctor, like the mythical Asclepius, has turned into a god who can withhold
or at least delay death. When a person is in critical condition, the decision
to hospitalize is made almost immediately. Conviction in the high effective-
ness of resuscitation procedures results in the use of intensive care in severely
ill patients, whose chances of survival are low. These actions may prolong
life, but they may also prolong the agony, delaying death in an unnatural
manner (Randall, Downie, 2010, p. 100). In some cases, these interventions
may be qualified as persistent therapy.1 Due to the absence of bioethical and medical regulations, Polish ex-
perts in bioethics have started a discussion about the need to settle issues
surrounding prolonging the lives of the terminally ill. This discussion is
based on the dispute of whether the term “persistent therapy”, which is
popular in Poland, should be rejected and replaced with the term “medical
futility” in regulations. The dispute also encompasses the way of defining
these terms. Until recently, “persistent therapy” has been the leading term in
Polish bioethical and medical literature. Although many authors in Poland
still refer to this term (Bazaliński, Marciniec, Sałacińska, Przybek-Mita,
Więch, 2018; Budziński, 2016; Szeroczyńska, 2013; Wach, 2013), we 45 Medical Futility or Persistent Therapy? A Dispute over the Terms... could observe a clear change in this respect in the past ten years. The term
“medical futility” has become increasingly popular (Kübler, Siewiera, Durek,
Kusza, Piechota, Szkulmowski, 2014; Siewiera, Kübler, 2015; Szabat, 2013,
pp. 70–75; Szewczyk, 2009, pp. 303–307). Among other reasons, the need
to change terms and introduce them into bioethical and medical documents
is justified by the need for language standardisation and better international
co-operation (Szewczyk, 2016). Participants in the discussion have raised
various arguments for the rejection of the term “persistent therapy” and the
introduction of the term “medical futility”. The dispute is fairly complex and
entangled in various contexts: philosophical, medical, cultural, axiological,
and religious. This article aims to present the most important aspects of the
indicated dispute regarding the two terms and their definitions. I show that
both positions can be reconciled under certain conditions. These conditions
manifest themselves within a broad and a narrow semantic scope in the
modified definition developed by the Polish Working Group on End-of-Life
Ethics (PWG). Introduction In other words, I argue for modifying the PWG’s defini-
tion of persistent therapy. Moreover, I stress that the concept of persistent
therapy of the PWG deserves attention because it is often quoted in the
Polish literature on the subject (Pawlikowski, Muszala, Gajewski, Krajnik,
2021; Cebulska, Koźlak, Dybalski, 2019; Krucińska, Saran, Czyżewski,
2018), and, thus, may have an impact on the shaping of medical practice. I also assert that the term “medical futility” can be useful for bioethics only
when its definition is limited to a narrow semantic scope. The definition of medical futility Reflecting on the meaning of medical futility, it is worth noting that the
word “futile” is derived from the Latin futtilis (Jenal, Moreno, 2017, p. 103)
and refers to actions or instruments that are inherently leaky and, therefore,
ill-suited to achieving desired ends. The implication is that the use of leaky
means will always be in vain as the leak is an intrinsic defect that will make
failure inevitable (Rubin, 1998, p. 42). The ordinary meanings of futile
include ineffective, useless, unsuccessful, and meritless (Robinson, 2010). Merriam-Webster’s Dictionary defines futility as “serving no useful purpose;
completely ineffective” (Swetz, Burkle, Berge, Lanier, 2014, p. 943), and the
Oxford English Dictionary defines the word “futile” defines as “leaky, vain, Marcin Ferdynus 46 failing of the desired end through intrinsic defect” (Schneiderman, Jecker,
2011, p. 20). According to Aghabarary and Nayeri, medical futility occurs
when: (1) there is a goal, (2) there is an action or activity for achieving that
goal, and (3) there is a virtual certainty that the action or the activity fails to
achieve the goal (2016). The original meaning of the word “futile” indicates
that a futile action is one that cannot achieve its goal, no matter how often
it is repeated (Schneiderman, Jecker, Jonsen, 1990, p. 950). Debates over futile care emerged in medical ethics in the late 1980s
and early 1990s (Kearns, Gordijn, 2018, p. 12; Veatch, 2013, p. 12; Moratti,
2009, p. 369; Youngner, 2004, p. 1718). The idea was, as Wilkinson and
Savulescu emphasise, that if physicians identified a particular treatment as
futile, this would solve the problem of conflicts. Physicians had no obli-
gation to provide futile therapy, and refusing to do so would, thus, not be
paternalistic (Wilkinson, Savulescu, 2019, p. 22).2 Over the next decade,
many doctors and ethicists sought to define medical futility in a way that
would be practically applicable.3 For example, the most-cited and perhaps
one of the broadest definitions of medical futility in the literature is the one
provided by Schneiderman, Jecker, and Jonsen. Their definition refers to two
parameters: a quantitative one and a qualitative one. Quantitatively, when
doctors (based on their own experience, their colleagues’ experience, or em-
pirical data) state that the therapy was useless in the last 100 cases, it can be
deemed medically futile. 2 It is worth noting that alternative terms for “medical futility” can be found in the
literature: “non-beneficial treatment”, “not clinically appropriate”, “not medically
indicated”, “clinical futility”, “medically inappropriate”, “medically inadvisable” and
“potentially inappropriate” (Wilkinson, Savulescu, 2011). 3 I do not discuss many concepts of medical futility; such a discussion is neither
possible nor necessary. I only highlight a few important aspects of medical futility that
will be helpful for the further discussion. The definition of medical futility Qualitatively, these authors suggest that any therapy
that only sustains a state of permanent unconsciousness or fully prevents
a patient from becoming independent of intensive medical care should be
regarded as useless – which means futile – therapy (Schneiderman, Jecker,
Jonsen, 1990, pp. 951–952; Schneiderman, Jecker, 2011, pp. 14–19). This
understanding of the term has been heavily criticised (Burt, 2002; Lantos,
2006). Some authors have suggested that the concept of futility obscures
many ambiguities and assumptions (Truog, Brett, Frader, 1992), while others
have argued that the attempt to define futile treatment is itself futile (Brody, Medical Futility or Persistent Therapy? A Dispute over the Terms... 47 Halevy, 1995). The available definitions do not succeed in justifying the
unilateral withholding of treatment. Furthermore, the quantitative and quali-
tative aspects of futility have often been challenging for clinicians to parse
out because these aspects rely on value judgements on the quality of life as
well as its role in assessing the virtue of longevity (Youngner, 1988). Some
doctors have suggested that what a patient or surrogate defines as quality or
quantity may differ from the clinician’s perspective, and one can argue that
qualitative futility is only met if a treatment does not allow patients to live
their lives according to their goals, preferences, and values, which cannot be
determined clinically or by how the last 100 patients responded in a given
situation (Swetz, Burkle, Berge, Lanier, 2014, p. 944). Many studies have
demonstrated that physicians disagree about quantitative and qualitative
thresholds for futility (Curtis, Park, Krone, Pearlman, 1995; Van McCrary,
Swanson, Youngner, Perkins, Winslade, 1994).4 In the literature, apart from the conception proposed by Schneider-
man et al., two forms of futility can be distinguished: physiological and
normative (Youngner, 1988; Veatch, 2013, p. 14). The term “futility” means
that the goal for which the therapy is proposed is either unachievable or
insufficiently worthwhile. In other words, the treatment is described as
physiologically, factually futile (physiological aspect), or as evaluatively
futile (normative aspect). In the first instance, a judgement that treatment
is physiologically futile implies that it is not physiologically possible to
achieve the goal, and the treatment is, thus, futile. In the second instance,
a judgement that treatment is evaluatively futile implies that the goal itself
would not be worth pursuing (Rubin, 1988, pp. 53–54). 4 I will present more critical opinions on this matter in the further discussion. The definition of medical futility Rubin explains,
“[f]rom a factual perspective, we can investigate whether the treatment
in question is a possible means of achieving the designated goal. From an
evaluative perspective, we can judge the worthiness of a designated goal and
hence the worthiness of employing the treatment as a means of achieving
it” (Rubin, 1998, p. 54). The most narrowly defined type of medical futility is referred to as
“physiological futility” (Vivas, Carpenter, 2020), wherein physicians do
not make any evaluative assessment that a treatment’s effect is not worth-
while. There is no normative (evaluative) disagreement; the physicians can
ascertain physiological futility based on their clinical knowledge. The basis 48 Marcin Ferdynus for refusing treatment is a scientific and empirical one: the treatment does
not work.5 This use of the term “futility” is true to the word’s core meaning
(White, Pope, 2016, p. 72). (
,
p ,
, p
)
It cannot be ruled out that the crisis being experienced by the concep-
tions of medical futility today refers to the violation of methodological
rigours. Such conceptions that take into account not only medical factors
(physiological judgements) but also non-medical factors (valuing judge-
ments) are not correct, and the error lies in the excessively broad interpreta-
tion of the definition of medical futility.6 The semantic scope of many concep-
tions of this term has been enriched in an unauthorised manner. I presume
that the consequences of this error are reflected in the terminological chaos
that has arisen around defining medical futility in the last few years and in
the impossibility of reaching a consensus on this matter. I also believe that
the most reasonable approach to “rescuing” the understanding of medical
futility is to return to its original meaning: forming a definition based on
strictly medical factors. I believe this is a strong argument against the broader
scope of the term. Therefore, I propose relating medical futility only to medi-
cal factors. I will return to the definition of medical futility later in the article
(in the section titled “An attempt to overcome the stalemate – Modifying the
PWG’s definition) because it requires some clarification. Now, this paper will
turn its focus to the discussion surround the concept of persistent therapy. 5 Loretta Kopelman states that judgments about the futility of treatments in the
contested cases must be supported by evidence and modified as the relevant evidence
changes (Kopelman, 1995, p. 111).i 6 Definitions of medical futility that address factors beyond medical ones are inadequate
in the sense that the scope of definiens becomes superior to the scope of definiendum. 5 Loretta Kopelman states that judgments about the futility of treatments in the
contested cases must be supported by evidence and modified as the relevant evidence
changes (Kopelman, 1995, p. 111).
6 Definitions of medical futility that address factors beyond medical ones are inadequate
in the sense that the scope of definiens becomes superior to the scope of definiendum. The Polish Working Group on End-of-Life Ethics’ definition
and interpretation of persistent therapy In Poland, the discussion concerning persistent therapy and medical futil-
ity began in 2008, when the PWG’s definition of persistent therapy was
published. According to the PWG, persistent therapy is the use of medical
procedures to maintain the life function of the terminally ill in a way that Medical Futility or Persistent Therapy? A Dispute over the Terms... 49 prolongs their dying, introducing excessive suffering or violating their dignity
(Bołoz, Krajnik 2008, p. 77).i j
The comment to the definition of persistent therapy proposed by PWG
includes a suggestion that this definition reduces the use of „persistent” to
denote medical procedures applied during the “dying” of a person regarded
as “terminally ill” (Krajewski, 2008, p. 78). Moreover, “dying” should be
understood as the terminal period of a disease, in which the patient’s condi-
tion continuously deteriorates, that leads to death within a short and pre-
dictable time. A terminally ill patient is considered to be a person on whom
all therapeutic attempts to give a real chance for recovery or to inhibit the
disease process have been exhausted. “Terminally ill” also applies to patients
for whom none of such therapies exist. It is also stressed that a terminally
ill person in a state of dying is subjected to procedures that, as a mat-
ter of fact, sustain the patient’s life and prolong his dying (Krajewski, 2008,
p. 78). The next section delineates the purposes of limiting the definition. According to the aforementioned comment, the limitation of the time
to which persistent therapy refers is meant to help avoid difficult discussions
on the possible acceleration of death. Additionally, the very statement that
a terminally ill person is in a state of dying indicates that life-sustaining
treatments would only prolong the dying process (Krajewski, 2008, 78). It is
not known, however, why the PWG’s definition narrows the term “per-
sistence” by establishing one criterion: excessive suffering. Moreover, it
is not clear whether this means only physical suffering caused by pain or
suffering in a broader context, such as suffering that can be interpreted as
a group of complex unpleasant feelings resulting from various physical and
mental factors. This complex group of feelings might be the result of both
the ailments of the human body and external factors coming from the world
that surrounds us (Suchorzewska, 2013). 7 At this point, I emphasise only the narrow nature of the definition proposed by
PWG. I believe that even though the therapy may sometimes have little chance of suc-
cess, the patient may find it persistent for some reasons (for example, due to excessive
suffering). This position will become clearer when I propose a modification to PWG’s
definition of persistent therapy. The Polish Working Group on End-of-Life Ethics’ definition
and interpretation of persistent therapy Because of limitations imposed on
the definition of persistent therapy, scholars discussing this issue have doubts
about the justifiability of narrowing the meaning of persistent therapy to only
concern the terminally ill and dying persons (Orłowski, 2009). To resolve
this question, we should begin by asking how “persistence” is interpreted. 50 Marcin Ferdynus The meaning and scope of “persistence” The adjective “persistent” derives from the noun “persistence” and expresses
fierceness, tenacity, perseverance, endurance, and something that lasts
continuously (Bartoszek, 2000, p. 268; Bartoszek, 2012). If something is
persistent, we say that it cannot be suppressed, removed, or liquidated too
easily or that it may be burdensome (Ferdynus, 2017, p. 125; Suchorzewska,
Basińska, Olejniczak, 2008, p. 65). This term specifies the duration and inten-
sification of a phenomenon. In medicine, permanent pain is often described
as persistent (Aszyk, 2006, pp. 150–151). If it exceeds the intensity limit, it
causes huge suffering that sometimes becomes unbearable (Ferdynus, 2017,
p. 126). Thus, we can suppose that calling a therapy persistent means that
the continuation of the therapy may not be completely ineffective and that
it causes excessive suffering for the patient.7 The patient may resign him-
self to another chemotherapy if previous ones failed to improve his health
considerably and caused great suffering. As it remains possible that further
chemotherapies could improve his health, we cannot state that the continu-
ation of chemotherapy would only prolong the dying process (Chyrowicz,
2015, p. 312). This also applies to patients suffering from amyotrophic lat-
eral sclerosis (ALS). We cannot determine whether the scope of “excessive
suffering” encompasses situations in which patients suffering from ALS
express a strong unwillingness to be permanently connected to a respirator. After being permanently connected to a respirator, ALS patients are not in
the situation of a person in a state of dying, even though they are terminally
ill (Andersen, Abrahams, Borasio, Carvalho de, Chio, Damme Van, Weber,
2012). Thus, it seems right to believe that if an ALS patient or any other
patient is in a state of dying, the doctor should not focus on providing treat-
ment, as patients in states of agony are not treated, but rather on making
every effort to alleviate suffering and ensuring that the patient is supported
until the end of the dying process (Ferdynus, 2018, p. 422). If starting, con-
tinuing, or ceasing a therapy becomes morally problematic, it is not because Medical Futility or Persistent Therapy? A Dispute over the Terms... 51 the therapy proves completely ineffective from a medical perspective but
because of the aforementioned cases. The examples mentioned here by no
means exhaust the scope of patients for whom therapeutic persistence could
be ascertained. The meaning and scope of “persistence” The aim of the examples is only to remind us that the defini-
tion of persistent therapy proposed by the PWG does not encompass many
cases of seriously ill patients because it is restricted only to cases of termi-
nally ill and dying patients who excessively suffer. More arguments against persistent therapy The debate about persistent therapy and medical futility in Poland has led to
a polarisation of opinions. Some opponents of persistent therapy believe that
the term is an anachronistic legal construction that expresses far-reaching
mistrust towards the medical profession and its patients. Because of the
correspondence between persistent therapy and medical futility, it has been
suggested that the term “persistent therapy” – a popular expression in Po-
land – should be rejected (Szewczyk, 2016). It is important to note that the
definition of persistent therapy that is being contested is the definition for-
mulated by the PWG. Nevertheless, the postulate about the elimination of the
term “persistent therapy” from Polish bioethical literature is not limited to
the PWG’s definition but to the term “persistent therapy” in general. Argu-
ments against “persistent therapy” are as follows: 1. Leaving the term “persistent therapy” in Polish bioethical literature
leads to terminological chaos. Previously mentioned ambiguities
in the term’s definition make it difficult or impossible for proper
communication to happen between personnel in intensive care
units and between the personnel and the patient, his family, or
legal representative.i 2. Years of discussion on medical futility show that the PWG’s defini-
tion of persistent therapy, which is similar to the definition of medi-
cal futility, is hardly a justifiable anachronism.ii 3. Remaining at the stage of definition means that the PWG’s defini-
tion can be accused of unjustified paternalism.i 4. The inclusion of “dignity” in the definition of persistent therapy
means that a doctor must decide whether the therapy they are
considering violates this value. The presence of “dignity” in the 52 Marcin Ferdynus definition of persistent therapy becomes a source of fears concerning
the excessive paternalism of doctors in the determination of persis-
tence. Moreover, “dignity” as an ambiguous term makes it impos-
sible to reach a consensus on the meaning of therapeutic persistence.i definition of persistent therapy becomes a source of fears concerning
the excessive paternalism of doctors in the determination of persis-
tence. Moreover, “dignity” as an ambiguous term makes it impos-
sible to reach a consensus on the meaning of therapeutic persistence.i 5. The PWG’s definition of persistent therapy burdens the doctor and
the patient or his legal representative with the task of estimating
the dying patient’s degree of suffering, which is a difficult, morally
questionable, and highly subjective matter.i 6. More arguments against persistent therapy A negative aspect of the PWG’s definition is its complexity, which
has been indicated by clinicians.i 7. The relationship between the definition of persistent therapy and
the teaching of the Catholic Church (CC) raises concerns that
the adoption of the former violates the principles of a democratic
state of law with a variety of worldviews. 8. The term “persistent therapy” has provincial connotations that limit
its use to Poland, thereby hindering the discussion on the interna-
tional bioethical and medical forum. 9. The fact that the term “persistent therapy” is commonly used in
Polish literature is not a sufficient reason to leave this term in it.8 In connection with the aforementioned arguments, there is a postulate
that “persistent therapy” should be replaced with “medical futility” in the
bioethical and medical context. This opinion is shared by some scholars
(Suchorzewska, 2016; Kübler, 2016). In connection with the aforementioned arguments, there is a postulate
that “persistent therapy” should be replaced with “medical futility” in the
bioethical and medical context. This opinion is shared by some scholars
(Suchorzewska, 2016; Kübler, 2016). 8 These arguments were collected by Szewczyk (2016). Potential replies to claims When replying to the first claim (1), we could ask why using the term
“persistent therapy” would contribute to bigger terminological chaos than
using the term “medical futility”. A few years ago, the authors of the article
“Medical futility and its challenges: a review study” analysed 89 publica-
tions about “medical futility” and found that it is a complex, ambiguous,
subjective, case-specific, value-based, and goal-dependent concept that
almost always involves some degree of uncertainty. In addition, the ar-
ticle’s overview of various definitions of medical futility has shown that Medical Futility or Persistent Therapy? A Dispute over the Terms... 53 the formation of such definitions is influenced by a wide range of factors:
doctors’ and patients’ value systems; medical uses; social, cultural, and
religious contexts; and individuals’ emotions and personality traits. The au-
thors of the study concluded that it is not possible to reach a consensus on the
concept of medical futility because there is no objective and valid criterion
that would serve as a basis for defining this term (Aghabarary and Nayeri,
2016). This opinion is shared by other authors discussing the issue of medi-
cal futility (Bosslet, Pope, Rubenfeld, Lo, Truog, Rushton, White, 2015;
Nates, Nunnally, Kleinpell, Blosser, Goldner, Birriel, Sprung, 2016; Paris,
Hawkins, 2015, p. 51). Therefore, many scholars argue that medical futility
should be defined based on the unique condition of each patient (Heland,
2006; Jox, Schaider, Marckmann, Borasio, 2012). Recent research, which has indicated that medical personnel properly
understand the term “persistent therapy”, speaks against the opinion that
leaving the term “persistent therapy” in Polish bioethical literature causes
terminological chaos or makes communication between the doctor and the
patient impossible (Bazaliński, Marciniec, Sałacińska, Przybek-Mita, Więch,
2018). While it is true that authors often use the term “persistent therapy”
in Polish literature, definitions of the term do not differ widely. The PWG’s
definition is only one of a limited number of examples, although its defini-
tion is commented upon most frequently.i The second claim (2) could be valid if there were as many defi-
nitions of persistent therapy in Polish scholarship as there are defini-
tions of medical futility in English scholarship. Since the publication of the
PWG’s definition in 2008, no new definition of persistent therapy has ap-
peared in Poland. Potential replies to claims Thus, transposing this opinion onto persistent therapy is
wrong despite the seemingly valid opinion about the impossibility of agree-
ing on the term “medical futility”. While it seems premature to exclude the
possibility of reaching such a consensus someday, we also cannot state that
an agreement will ever be reached. In addition, the second claim could be
valid if we assumed that medical futility and persistent therapy are identical
terms. In fact, some authors regard these terms as identical (Szewczyk, 2016). While it can be said that these authors narrow the PWG’s definition of the
meaning of medical futility, we cannot think that such a narrow interpreta-
tion of persistence is legitimated. I think that medical futility should not be
identified with persistent therapy from a methodological viewpoint. This is
an issue of key importance that I will expand upon in the next point. 54 Marcin Ferdynus The next two claims (3 and 4) refer to unjustified or excessive pater-
nalism and the term “dignity”. We agree with the statement that the term
“dignity” has many facets, which means that it is ambiguous and, therefore,
unclear (Lombard, 2018, pp. 98–100; Napier, 2020, pp. 83–105). There
are, however, also opinions such as the one expressed by Immanuel Kant,
who argued that dignity has a concrete and absolute character. According
to Kant, dignity is a value that has no price and no equivalent for which it
could be exchanged. Kant writes: “In the kingdom of ends everything has
either a price or a dignity. What has a price can be replaced by something
else as its equivalent; what on the other hand is above all price and therefore
admits of no equivalent has a dignity [...]; that which constitutes the condi-
tion under which alone something can be an end in itself has not merely
a relative worth, that is, a price, but an inner worth, that is, dignity” (Kant,
2012, pp. 434–435).9 If, for example, we assume that dignity is an irreducible and unlosable
value that cannot be granted or taken away by valuing subjects (other per-
sons), it could not be violated in any way. Therefore, the claim of unjustified
or excessive paternalism could be annulled, at least from a theoretical view-
point (from the definition level). If, however, dignity was identified with au-
tonomy, the claim of unjustified paternalism could be legitimate. 9 See also: Kerstein (2019).
10 See also: Schneiderman (2011). Potential replies to claims The PWG’s
definition of persistent therapy indicates that the decision on the discontinu-
ation of treatment is made by the doctor. However, the problem lies in the
fact that members of the PWG do not clarify the term “dignity” used in
the definition (Krajewski, 2008). It undoubtedly forms a weak link in this
definition. It does not facilitate the discussion either, because it inevitably
leads to the valuing of human life. However, we must acknowledge that among conceptions of medical
futility there are also a few definitions with a tendency to value life. One
such postulate appears, among others, in the conception of medical futility
proposed by Schneiderman et al. (1990).10 In the Polish context, similar
understandings are voiced by Kübler et al. (2014, p. 230). They stress that
a patient benefits from a therapy only when it allows him to survive and
be released from the intensive care unit. If this condition is not fulfilled,
we can regard such therapy as medically futile. Some ethicists find such Medical Futility or Persistent Therapy? A Dispute over the Terms... 55 criteria confusing and question whether it can be claimed that someone
who is dependent on intensive care even for a while cannot live a relatively
valuable life (Macauley, 2018). The critics of the qualitative approach in the
determination of medical futility stress that physically and mentally disabled
persons can obtain much satisfaction in their life, although others may not
recognise the potential benefits associated with the therapy undertaken by
these patients (White, Pope, 2016). The quantitative criterion is criticised
mainly for three reasons: (1) it is unclear at which point the percentage
threshold should be fixed, (2) using measurements taken from research on
the population level is imprecise, and (3) disease and mortality rates are
often based on uncertain predictions (White, Pope, 2016, p. 73).11 Others
add that no two identical cases occur in medicine and argue that statistics
may prove to be incorrect (Chyrowicz, 2015, p. 317). The next two claims (5 and 6) can be addressed jointly. Although some
clinicians say that the PWG’s definition of persistent therapy is burdened
with a certain “degree of complexity”, they do not explain where this dif-
ficulty lies (Siewiera, Kübler, 2015, pp. 9–10). It is possible that estimating
the level of suffering of a dying patient may prove complicated (claim 6). 11 Other authors identify certain problems connected with the estimation of medical
futility: Sørensen and Andersen (2019). Potential replies to claims Although the PWG’s definition specifies excessive suffering as the main
criterion for therapeutic persistence, some conceptions of medical futility
also refer to suffering that requires estimation (Salter, 2020; Aghabarary,
Nayeri, 2016; Robinson, 2010; Sibbald, Downar, Hawryluck, 2007). It is,
however, beyond doubt and dispute that the estimation of suffering is a sub-
jective matter and, therefore, may arouse moral doubts: To what extent is
therapeutic persistence related to suffering that is actually persistent? I think
that the verification of such situations is not always possible for external
observers (even for doctors). Sometimes, this question can be resolved only
by the patient (Cassell, 2016). But does the patient’s estimation of his own
suffering not argue in favour of the fact that he possesses autonomy?i The seventh claim suggests that the PWG’s definition of persistent
therapy is connected with the CC’s moral teachings, which raises concerns
that the adoption of this definition will violate the principles of a democratic
state of law with a variety of worldviews. To verify the correctness of this
claim, we must refer to the content of a representative document in this Marcin Ferdynus 56 respect. The Catechism of the Catholic Church (CCC) seems to fulfil such
a role. It reads: “Discontinuing medical procedures that are burdensome,
dangerous, extraordinary, or disproportionate to the expected outcomes can
be legitimate; it is the refusal of »persistent therapy«. Here, one does not
will to cause death; one’s inability to impede it is merely accepted. The de-
cisions should be made by the patient if he is competent and able or, if not,
by those legally entitled to act for the patient, whose reasonable will and
legitimate interests must always be respected” (Catechism of the Catholic
Church, no. 2278).12 If we consider this document to be representative with regard to
the scope of “persistent therapy”, we must admit again that the PWG’s
definition of persistent therapy is close to the definition of medical futility. Thus, we must also assume that the interpretation of “therapeutic persis-
tence” by the PWG’s members deviates from the official teachings of the
CC. The scope of the definition contained in the CCC is incomparably
broader than in the PWG’s definition. Therefore, the impact of the CC’s
teachings on the emergence of this definition can be regarded as minor or
even non-existent.i I fully agree with the last claims (8 and 9). 12 I am aware that the English version of the Catechism of Catholic Church (CCC)
contains the term “over-zealous treatment” and the Polish version of the CCC contains
the term “uporczywa terapia”. According to earlier remarks and for consistency of my
argumentation I use here the term “persistent therapy”. 13 It must be stress the terms “persistence” and “persistent therapy” are not entirely
alien; they appear in international literature (Groarke, 2018; Paris, Cummings, Moore,
2019; Hoehn, 2019), although they are rarely discussed. 12 I am aware that the English version of the Catechism of Catholic Church (CCC)
contains the term “over-zealous treatment” and the Polish version of the CCC contains
the term “uporczywa terapia”. According to earlier remarks and for consistency of my
argumentation I use here the term “persistent therapy”.
13 It must be stress the terms “persistence” and “persistent therapy” are not entirely
alien; they appear in international literature (Groarke, 2018; Paris, Cummings, Moore,
2019; Hoehn, 2019), although they are rarely discussed. 15 The term “extraordinary” is included in the definition because it is often used in
Polish bioethical literature quoted in this article. However, we can wonder whether the
term “extraordinary” could be replaced with the term „burdensome”. 14 The definition of “terminally ill” in Poland is different from the definition used in
current medical practice, at least in the US. In the US, it is six months or less (Macauley,
2018, p. 72; Smith, Glare, 2016, p. 172).i 16 The highlighted aspects are established on the basis of the following publication:
Pellegrino (2000). Potential replies to claims With regard to the first
claim (8), critics are right to say that the term “persistent therapy” is present
mainly in Polish literature, thereby hindering the discussion with experts on
the international bioethical and medical forum.13 The problem is, however,
that Polish ethicists and critics have not joined the international discussion
on medical futility until now. This article may serve as a response to the
claim quoted here, which can be labelled as provincialism.i The last claim (9) is fully justified. I agree that the popularity of a term
in literature – in this specific case, “persistent therapy” – is not a sufficient
argument for leaving the term there. However, I think that there is a deeper
reason for which the term “persistent therapy” can still be useful. Medical Futility or Persistent Therapy? A Dispute over the Terms... 57 An attempt to overcome the stalemate – Modifying the PWG’s
definition 17 Waisel and Troug also emphasise that “The adoption of physiologic futility cannot
substantially change practices, if the decision to halt therapy must wait until the physi-
ologic objective cannot be achieved, then the patient, for all practical purposes, will be
dead nearly immediately after the declaration of physiologic futility. This strength of phys-
iologic futility minimises the chance of a physician error in quantitative assessment
limiting the length of life.” (Waisel, Troug, 1995, p. 307). An attempt to overcome the stalemate – Modifying the PWG’s
definition The PWG’s definition of persistent therapy involves many limitations. Its
main shortcoming is the excessive narrowness of its scope, which does
not include many real case studies of occurrences in intensive care units
(Ferdynus, 2017, pp. 121–127). Such a definition of persistent therapy is,
thus, not useful in medicine. Therefore, I propose modifying PWG’s defini-
tion of persistent therapy as follows: Persistent therapy is the application of extraordinary or causally inef-
ficacious medical procedures to sustain the life of a terminally ill patient.i Wording the definition in this way does not narrow persistent therapy
to only terminally ill persons who are considered to be in the state of dy-
ing. In this definition, a terminally ill person can be interpreted as a patient
who will die within twelve months or less (Szewczyk, 2009, p. 291; Fer-
dynus, 2017, p. 122),14 and the expert in the ascertainment of the terminal
state is the physician.ii This modified version of the PWG’s definition also states that persistent
therapy is related to the application of extraordinary medical procedures.15
This extraordinariness is determined by various aspects that directly con-
cern the patient: (a) physical, (b) emotional (psychological), (c) axiologi-
cal, and (d) economic.16 The last aspect does not suggest that human life
should be subject to economic calculations, but that costs related to the ap-
plication of a therapy cannot be completely ignored (Hughes, 2020). Thus,
regarding the physical aspect (a), the recognition of a therapy as persistent
may involve pain that is difficult to eliminate or, more broadly, excessive
suffering. With respect to the emotional aspect (b), persistence may involve
fear or a strong reluctance to undergo the therapy (e.g., an ALS patient who
no longer wishes to be permanently connected to a respirator). The patient’s 58 Marcin Ferdynus subjective preferences regarding values and beliefs (e.g., moral and religious
ones; Pellegrino, 2005) can be regarded as persistent in the axiological
sense (c). Persistence in an economic sense (d) will involve significant effort
to acquire a medical device or costs that prove burdensome for the patient
(or their family; Ferdynus, 2017, p. 143). I do not claim that this is the only
set of criteria that allows us to regard a therapy as persistent. An attempt to overcome the stalemate – Modifying the PWG’s
definition However, I as-
sert that the scope of therapeutic persistence is not limited to the “excessive
suffering” that the PWG indicates in its definition.fi Referring to medical procedures as “causally inefficacious” means
that a therapeutic action undertaken by a physician cannot achieve the
intended physiological goal, and, thus, it is medically futile (Bosslet,
Pope, Rubenfeld, Lo, Truog, Rushton, White, 2015; Waisel, Troug, 1995,
p. 306). We can also say that if the treatment cannot restore irreversibly lost
functions of the body (e.g., a patient has irreversibly lost their capacity to
breathe independently) or cannot stop the progression of the disease (e.g., the
ineffectiveness of aspirin in managing cancer, of defibrillation on asystole,
or of conventional cardiopulmonary resuscitation for a patient with myo-
cardial rupture; Aghabarary and Nayeri, 2016), then it is medically futile. I agree with the opinion of Waisel and Troug, who emphasise the following:
“If a treatment cannot achieve a physiologic objective, and thus, no benefit
is being offered to the patient, then a physician is not obligated to offer this
treatment. Physiologic futility appears to have the least risk for unilaterally
imposed physician value judgments. Admittedly, problems may occur in
determining precise definitions of physiologic functions (such as circulation
and ventilation), but these are more technical in nature and do not involve
substantial value judgments” (Waisel, Troug, 1995, p. 306).17 I think that physicians as professionals can ascertain physiological
futility based on their current clinical knowledge. Moreover, the basis
for refusing treatment is a scientific and empirical one: the therapy either
works or it does not. I do not depreciate statistical data in clinical practice
– data can help determine medical management. However, I argue that the Medical Futility or Persistent Therapy? A Dispute over the Terms... 59 understanding of medical futility presented above avoids unnecessary ques-
tions such as the following: Is an effect so small that it is not worth pursuing? How small should the chance of successful treatment be to qualify as futile
(i.e., one in a hundred, a thousand, a million; Wilkinson, Savulescu, 2019,
p. 27)? Furthermore, from a methodological point of view, it seems right to
ascertain medical futility only with regard to strictly medical factors (i.e., to
consider the physiological aspect). 18 It must be stressed that while the persistent therapy in the narrow sense (medical
futility) relies on causal links and efficacy, persistent therapy in the broad sense involves
evaluative judgements on the relationship between the burdens and benefits of medical
intervention. An attempt to overcome the stalemate – Modifying the PWG’s
definition Only with such an interpretation of medi-
cal futility can I agree with the authors of “Principles of biomedical ethics”
that doctors are not obliged to initiate or continue such therapy (Beauchamp,
Childress, 2012, p. 169), even when the patient, their family, or their rep-
resentative exerts strong pressure in this respect (Caplan, 2012). The deter-
mination of medical futility is a medical decision; therefore, it falls within
the competence of the doctor (Chańska, 2009, p. 212), not an ethicist, the
patient, their family, or their representative (Terra, Powell, 2012, p. 104). Furthermore, the scholarship on the subject emphasises that the continua-
tion of medical futility is a medical error (Kübler, Siewiera, Durek, Kusza,
Piechota, Szkulmowski 2014, p. 230). Considering what has been said so far, we can suppose that persistent
therapy should be understood within both a narrow and a broad semantic
scope. In other words, I maintain that “persistent therapy” (as a single
term) should be given with dual interpretations. In the broad sense, the
content of persistent therapy may overlap with the modified version of the
PWG’s definition as presented in this paper (or with a similar version). In the
narrow sense, persistent therapy is a form of medical futility (i.e., causally
inefficacious therapy). The essential difference between the broad and nar-
row understanding of persistent therapy is that in the former, apart from
medical factors, the patient’s (or surrogate’s) subjective preferences take
precedence.18 Moreover, medical futility is reduced only to strictly medical
factors, and the expert in ascertaining medical futility (or persistent therapy
in the narrow sense) is the physician, not the patient. It seems that we can
consider leaving both terms – “persistent therapy” and “medical futility” 60 Marcin Ferdynus – to bioethical and medical regulations only if the indicated methodological
reservations are considered. – to bioethical and medical regulations only if the indicated methodological
reservations are considered. Concluding remarks As indicated at the beginning, the focus of the analyses was on the dispute
surrounding definitions and terms. This means that many other issues have
been intentionally excluded because their analysis would largely go beyond
the limits of this paper. Finally, I would like to add a few further remarks.l First, a large proportion of the conflicts emerging in intensive care units
relates to the commencement, continuation, or discontinuation of persistent
therapy. On the one hand, patients or their representatives sometimes attempt
to persuade doctors to apply persistent therapy within a narrower scope (i.e.,
medical futility). However, as I have demonstrated, a patient’s demands are
completely unjustified when “persistent therapy” is understood in a narrow
sense, and the patient has no right to demand the continuation or commence-
ment of medical futility from the doctor. The expert in deciding on such
a therapy is the doctor (or the medical team). On the other hand, the situation
is different when a therapy is considered to be persistent within a broader
scope. With regard to the ascertainment of discontinuing such therapy, pa-
tients have the right to demand that their subjective decisions be respected. I am far from arguing that the ascertainment of persistence within both scopes
is simple and that each doctor discontinuing therapy is free of doubts. How-
ever, I wish to reiterate the aforementioned opinion that no two identical
cases in medicine exist, and statistics may prove to be incorrect. Therefore,
we must agree with those who believe that the patient’s individual condition
should be taken into account in any decision on discontinuing therapy. Nev-
ertheless, doctors require criteria to decide on discontinuation, even if these
criteria are not unequivocal and individual cases are subject to discussion. Second, it seems important to solve all conflicts between the patient and the
physician through dialogue (Quill, Holloway, 2012; Burkle, Benson, 2012;
Brody, 1997, p. 14). Building a warm relationship based on openness and
trust between the doctor (or medical personnel) and the patient (or family or
representative) may prove to be a key issue in making a decision on discon-
tinuing therapy (McAndrew, Hardin, 2020; Andersen, Abrahams, Borasio,
Carvalho de, Chio, Damme Van, Weber, 2012). Third, palliative care as an Medical Futility or Persistent Therapy? A Dispute over the Terms... Concluding remarks 61 alternative to aggressive treatment still seems to be mentioned too rarely
in the discussion on persistent therapy and medical futility (Courtwright,
2012). Even though therapy may prove futile for a patient, palliative care
is never futile (Jenal, Moreno, 2017, p. 114; Schneiderman, 2011, p. 130). References Aghabarary, M., Nayeri, N.D. (2016). Medical Futility and Its Challenges: A Review
Study. Journal of Medical Ethics and History of Medicine. Retrieved from:
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5203684 (4.01.2021). Andersen, P.M., Abrahams, S., Borasio, G.D., Carvalho de, M., Chio, A., Damme
Van, P., Weber, M. (2012). EFNS Guidelines on the Clinical Manage-
ment of Amyotrophic Lateral Sclerosis (MALS) – Revised Report of an EFNS
Task Force. European Journal of Neurology, 19, 360–375. Aszyk, P. (2006). Granice leczenia. Etyczny problem odstąpienia od interwencji
medycznych. Warszawa: Rhetos. Bartoszek, A. (2000). Człowiek w obliczu cierpienia i umierania. Moralne aspekty
opieki paliatywnej. Katowice: Księgarnia św. Jacka. Bartoszek, A. (2012). Uporczywa terapia przeciwnowotworowa – aspekty etyczne. Hematologia, 3 (2), 136–142. Bazaliński, D., Marciniec, I., Sałacińska, I., Przybek-Mita, J., Więch, P. (2018). Doświadczenie uporczywej terapii w pracy pielęgniarek pracujących w od-
działach intensywnej terapii – doniesienie wstępne. Anestezjologia i Ratow-
nictwo, 12, 52–61. Beauchamp, T.L., Childress, J.F. (2012). Principles of Biomedical Ethics. New
York–Oxford: Oxford University Press. Bołoz, W., Krajnik, M. (2008). Definicja uporczywej terapii. Konsensus Polskiej
Grupy Roboczej ds. Problemów Etycznych Końca Życia. Medycyna Palia-
tywna w Praktyce, 2 (3), 77–77. Bosslet, T.G., Pope, M.P., Rubenfeld D.G., Lo, B., Truog D.R., Rushton, H.C.,
White, B.D. (2015). An Official ATS/AACN/ACCP/ESICM/SCCM Policy
Statement: Responding to Requests for Potentially Inappropriate Treatments
in Intensive Care Units. American Journal of Respiratory and Critical Care
Medicine, 191, 1318–1330. Brody, B.A., Halevy, A. (1995). Is Futility a Futile Concept? Journal of Medicine
and Philosophy, 20, 123–44. 62 Marcin Ferdynus Brody, H. (1997). Medical Futility: A Useful Concept? In: M.B. Zucker, H.D. Zucker
(eds.), Medical Futility and the Evaluation of Life-Sustaining Interventions
(pp. 1–14). Cambridge: Cambridge University Press. Budziński, R. (2016). Uporczywa terapia we współczesnej medycynie. Gdańsk:
Bernardinum. Burkle, C.M., Benson, J.J. (2012). End-of-Life Care Decisions: Importance of Re-
viewing Systems and Limitations After 2 Recent North American Cases. Mayo
Clinic Proceedings, 87, 1098–1105. Burt, R.A. (2002). The Medical Futility Debate: Patient Choice, Physician Obliga-
tion, and End-of-Life Care. Journal of Palliative Medicine, 5, 249–254. Caplan, A.L. (2012). Little Hope for Medical Futility. Mayo Clinic Proceedings,
87, 1040–1041. Cassell, E.J. (2016). The Nature of Suffering. In: A.J. Youngner, R.M. Arnold
(eds.), The Oxford Handbook of Ethics at the End of Life (pp. 216–226). New
York: Oxford University Press. Catechism of the Catholic Church. Retrieved from: https://www.vatican.va/archive/
ENG0015/__P7Z.HTM (7.01.2021). Cebulska, V., Koźlak, V., Dybalski, P. (2019). Ferdynus, M. (2017). Przedłużanie życia jako problem moralny. Tarnów: Biblo References Knowledge and Opinions on Con-
ducting Persistent Therapy in the Work of Medical Staff in Anaesthesiology
and Intensive Care Departments. Medycyna Paliatywna / Palliative Medicine,
11 (4), 170–179. Chańska, W. (2009). Nieszczęsny dar życia. Filozofia i etyka jakości życia w medy-
cynie współczesnej. Wrocław: Wydawnictwo Uniwersytetu Wrocławskiego. Chyrowicz, B. (2015). Bioetyka. Anatomia sporu. Kraków: Znak. Courtwright, A. (2012). Who Is “Too Sick to Benefit”? Hastings Center Report,
42, 41–47. Curtis, J.R., Park, D.R., Krone, M.R., Pearlman, R.A. (1995). The Use of the Medi-
cal Futility Rationale in Do Not Attempt Resuscitation Orders. Journal of the
American Medical Association, 273, 124–128. Dowgiałło-Wnukiewicz, N., Kozera, P., Lech, P., Rymkiewicz, P., Michalik,
M. (2019). Emergency Surgery in Older Patients. Videosurgery and Other
Miniinvasive Techniques, 14 (2), 182–186. Ferdynus, M. (2017). Przedłużanie życia jako problem moralny. Tarnów: Biblos. Medical Futility or Persistent Therapy? A Dispute over the Terms... 63 Ferdynus, M. (2018). Rezygnacja z uporczywej terapii. Problem odmowy podłącze-
nia do respiratora w przypadku pacjentów chorych na stwardnienie zanikowe
boczne. Perspektywa “Evangelium vitae”. Ethos, 122, 409–422. Groarke, L. (2019). Consistent Liberalism does not Require Active Euthana-
sia. The Heythrop Journal, 60, 895–909. Heland, M. (2006). Fruitful or Futile: Intensive Care Nurses’ Experiences and Per-
ceptions of Medical Futility. Australian Critical Care, 19, 25–31. Hoehn, S.K. (2019). Conflict between Autonomy and Beneficence in Adolescent
End-of-Life Decision Making. The National Catholic Bioethics Quarterly,
19, 55–60. Hughes, R.C. (2020). Egalitarian Provision of Necessary Medical Treat-
ment. The Journal of Ethics, 24, 55–78. Jenal, L.B., Moreno, J. (2017). Not the Worst Thing. Life and Death in Clinical
Ethics. Wood Dale: Createspace Independent Publishing Platform. Jox, R.J., Schaider, A., Marckmann, A.G., Borasio, G.D. (2012). Medical Futility
at the End of Life: The Perspectives of Intensive Care and Palliative Care
Clinicians. Journal of Medical Ethics, 38, 540–545. Kant, I. (2012). Groundwork of the Metaphysics of Morals [1785]. Trans. Gregor
and Timmermann. Cambridge: Cambridge University Press. Kearns, A., Gordijn, B. (2018). Withholding and Withdrawing Life-Saving Treat-
ment: Ordinary/Extraordinary Means, Autonomy & Futility. Analiza i Eg-
zystencja, 42, 5–33. Kerstein, S. (2019). Hastening Death and Respect for Dignity: Kantianism at the
End of Life. Bioethics, 33, 591–600. Kopelman, L.M. (1995). Conceptual and Moral Disputes about Futile and Useful
Treatments. The Journal of Medicine and Philosophy, 20, 109–121. Krajewski, R. (2008). Komentarz do definicji. Medycyna Paliatywna w Praktyce,
2 (3), 78–78. Krucińska, B., Saran, M., Czyżewski, Ł. (2018). The Limits Persistent Therapy. References Disaster and Emergency Medicine Journal, 3 (1), 22–25. Kübler, A. (2016). Terapia daremna na oddziale intensywnej terapii. Retrieved
from: http://bazy.incet.uj.edu.pl/dzialy.php?l=pl&p=30&i=3&m=19&n=1&
z=0&k=55 (15.01.2021). Kübler, A., Siewiera, J., Durek, G., Kusza, K., Piechota, M., Szkulmowski, Z. (2014). Guidelines Regarding the Ineffective Maintenance of Organ Functions (Futile 64 Marcin Ferdynus Therapy) in ICU Patients Incapable of Giving Informed Statements of Will. Anaesthesiology Intensive Therapy, 46, 229–234. Therapy) in ICU Patients Incapable of Giving Informed Statements of Will. Anaesthesiology Intensive Therapy, 46, 229–234. Lantos, J. (2006). When Parents Request Seemingly Futile Treatment for Their
Children. Mount Sinai Journal of Medicine, 73, 587–589. Lombard, J. (2018). Law, Palliative Care and Dying. Legal and Ethical Chal-
lenges. London–New York: Routledge. Macauley, R.C. (2018). Ethics in Palliative Care. A Complete Guide. New York:
Oxford University Press. Machinek, M. (2015). Therapeutic Overzealousness. A Debate on Criteria for
Withholding and Withdrawing Life-Sustaining Treatment. The Person and
the Challenges, 5, 91–107. McAndrew, N.S., Hardin, J.B. (2020). Giving Nurses a Voice during Ethical Conflict
in the Intensive Care Unit. Nursing Ethics, 27 (8), 1631–1644. Nates, J.L., Nunnally, M., Kleinpell, R., Blosser, S., Goldner, J., Birriel, B., Sprung,
C.L. (2016). ICU Admission, Discharge, and Triage Guidelines: A Frame-Work
to Enhance Clinical Operations, Development of Institutional Policies, and
Further Research. Critical Care Medicine, 44, 1553–1602. Napier, S. (2020). Uncertain Bioethics. Moral Risk and Human Dignity. New York:
Routledge. Orłowski, T. (2009). Zasada proporcjonalności a problem uporczywej terapii. Retrieved from: http://www.ptb.org.pl/pdf/Orlowski_uporczywa_terapia_1. pdf (27.01.2021). Paris, J.J., Cummings, B.M., Moore, P.M. (2019). Compassion and Mercy are not
helpful in Resolving Intractable Family-Physician Conflicts on End-of-Life
Care. Journal of Perinatology, 39, 11–17. Pawlikowski, J., Muszala, A., Gajewski, P., Krajnik, M. (2021). Discontinua-
tion of hydration and Nutrition in Vegetative or Minimally Conscious State:
Position Statement of the Polish Association for Spiritual Care in Medicine
2020. Polish Archives of Internal Medicine, 131, 111–113. Pellegrino, E.D. (2000). Decision at the End of Life: The Use and Abuse of the
Concept of Futility. In: J.W. Koterski (ed.), Life and Learning X: Proceed-
ings of the Tenth University Faculty for Life Conference (pp. 85–110). Wash-
ington, D.C.: University Faculty of Life. Retrieved from: http://www.uffl.org/
vol10/pellegrino10.pdf (24.01.2021). Pellegrino, E.D. (2005). Decisions at the End of Life –The Abuse of the Con-
cept of Futility. Practical Bioethics, 1 (3), 3–6. Medical Futility or Persistent Therapy? A Dispute over the Terms... 65 Quill, T.E., Holloway, R.G. (2012). References Evidence, Preferences, Recommendations
– Finding the Right Balance in Patient Care. Obstetrical & Gynecological
Survey, 67, 541–543. Robinson, R. (2010). Registered Nurses and Moral Distress. Dimensions of Critical
Care Nursing, 29, 197–202. Randall, F., Downie, R.S. (2010). The Philosophy of Palliative Care. Critique and
Reconstruction. New York: Oxford University Press. Rubin, S.B. (1998). When Doctors Say No. The Battleground of Medical Futility. Bloomington–Indianapolis: Indiana University Press. Salter, E.K. (2020). The New Futility? The Rhetoric and Role of “Suffering” in
Pediatric Decision-Making. Nursing Ethics, 27 (1), 16–27. Schneiderman, L.J. (2011). Defining Futility and Improving Medical Care. Jour-
nal of Bioethical Inquiry, 8, 123–131. Schneiderman, L.J., Jecker, N.S. (2011). Wrong Medicine. Doctors, Patients and
futile treatment. Baltimore: Johns Hopkins University Press. Schneiderman, L.J., Jecker, N.S., Jonsen, A.R. (1990). Medical Futility: Its Meaning
and Ethical Implications. Annals of Internal Medicine, 112, 949–954. Sibbald, R., Downar, J., Hawryluck, L. (2007). Perceptions of “Futile Care” among
Caregivers in Intensive Care Units. Canadian Medical Association Journal,
177, 1201–1208. Siewiera, J., Kübler, A. (2015). Terapia daremna dla lekarzy i prawników. Wrocław:
Urban & Partner. Smith, A.K., Glare, P. (2016). Ethical Issues in Prognosis and Prognostication. In: A.J. Youngner, R.M. Arnold (eds.), The Oxford Handbook of Ethics at the
End of Life (pp. 170–189). New York: Oxford University Press. Sørensen, M., Andersen, L.W. (2019). Accepting the Avoidable Death: The Philoso-
phy of Limiting Intensive Care. Bioethics, 33, 201–206. Suchorzewska, J. (2013). Ból i cierpienie. In: J. Różyńska, W. Chańska (eds.),
Bioetyka (pp. 191–203). Warszawa: Wolters Kluwer. Suchorzewska, J. (2016). Wokół terapii daremnej – głos w dyskusji. Retrieved from:
http://bazy.incet.uj.edu.pl/dzialy.php?l=pl&p=30&i=3&m=19&n=1&z=0&k
=58 (26.01.2021). Suchorzewska, J., Basińska, K., Olejniczak, M. (2008). Trudne decyzje wobec umie-
rającego człowieka. In: B. Chyrowicz (ed.), Przedłużanie życia jako problem
moralny (pp. 59–76). Lublin: Towarzystwo Naukowe KUL. Marcin Ferdynus 66 Swetz, K.M., Burkle, Ch.M., Berge, K.H., Lanier, W.L. (2014). Ten Common
Questions (and Their Answers) on Medical Futility. Mayo Clinic Proceed-
ings, 89, 943–959. Szeroczyńska, M. (2013). Odstąpienie od uporczywej terapii de lege lata i de lege
ferenda. Medycyna Paliatywna, 2, 31–40. Szewczyk, K. (2009). Bioetyka. Medycyna na granicach życia. Warszawa: Wydaw-
nictwo Naukowe PWN. Szewczyk, K. (2016). O medycznej daremności proceduralnej i o powodach, dla
których należy ją włączyć w polskie regulacje bioetyczne i system prawny. Retrieved from: http://bazy.incet.uj.edu.pl/dzialy.php?l=pl&p=30&i=3&m=
19&n=1&z=0&k=53 (4.01.2021). Szabat, M. (2013). Elementy filozofii opieki paliatywnej a zagadnienie śmierci. Warszawa: Wydawnictwo Naukowe Semper. Terra, S.M., Powell, S.K. (2012). References Is a Determination of Medical Futility Ethical? Professional Case Management, 17, 103–106. Truog, R.D., Brett, A.S., Frader, J. (1992). The Problem with Futility. The New
England Journal of Medicine, 326, 1560–1564. Van McCrary, S.V., Swanson, J.W., Youngner, S.J., Perkins, H.S, Winslade, W.J. (1994). Physicians’ Quantitative Assessments of Medical Futility. Jour-
nal of Clinical Ethics, 5, 100–105. Vivas, L., Carpenter, T. (2020). Meaningful Futility: Requests for Resuscitation
against Medical Recommendation. Journal of Medical Ethics. Doi:10.1136/
medethics-2020-106232. Veatch, R.M. (2013). So-Called Futile Care: The Experience of the United States. In: A. Bagheri (ed.), Medical Futility. A Cross-National Study (pp. 9–33). London: Imperial College Press. Wach, B. (2013). Próba oceny sytuacji granicznych związanych z chorobą i umie-
raniem. Analiza i Egzystencja, 22, 139–169. Wach, B. (2020). Dutch Protocol from Groningen (the so-called Groningen Proto-
col). The Problem of Deliberate Causing of Death in Newborns (“Neonatal
Euthanasia”). Analiza i Egzystencja, 49, 53–87. Waisel, D., Truog, R. (1995). The Cardiopulmonary Resuscitation-not-indicated
Order: Futility Revisited. Annals of Internal Medicine, 122, 304–308. Medical Futility or Persistent Therapy? A Dispute over the Terms... 67 White, D.B., Pope, T.M. (2016). Medical Futility and Potentiality Inappropriate Treat-
ment. In: A.J. Youngner, R.M. Arnold (eds.), The Oxford Handbook of Ethics
at the End of Life (pp. 65–86). New York: Oxford University Press. Wilkinson, D., Savulescu, J. (2011). Knowing When to Stop: Futility in the ICU. Current Opinion in Anaesthesiology, 24 (2), 160–165. Wilkinson, D., Savulescu, J. (2019). Ethics, Conflict and Medical Treatment for
Children. From Disagreement to Dissensus. London–Edinburg: Elsevier. Youngner, S.J. (1988). Who Defines Futility? Journal of the American Medical
Association, 260 (14), 2094–2095. Youngner, S.J. (2004). Medical Futility. In: S.G. Post (ed.), Encyclopedia of Bioethics
(pp. 1718–1721). Vol. 3. New York: Macmillan Reference. Summary This article presents the current discussion around the terms “medical futility”
and “persistent therapy” and their definitions. This discussion is based on the dis-
pute of whether the term “persistent therapy” should be rejected and replaced with
the term “medical futility” in Polish bioethical and medical regulations. The dispute
started after the Polish Working Group on End-of-Life Ethics (PWG) had published
its definition of persistent therapy in 2008. To settle the dispute, the author proposes
a modified version of the PWG’s definition of persistent therapy that combines persis-
tence and futility. He argues that persistent therapy is the application of extraordinary
or causally inefficacious medical procedures to sustain the life of a terminally ill
patient. He also asserts that medical futility can be useful for bioethics only when
its definition is limited to medical factors.
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Optima TB: A tool to help optimally allocate tuberculosis spending
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PLOS COMPUTATIONAL BIOLOGY PLOS COMPUTATIONAL BIOLOGY OPEN ACCESS Citation: Gosce´ L, Abou Jaoude GJ, Kedziora DJ,
Benedikt C, Hussain A, Jarvis S, et al. (2021)
Optima TB: A tool to help optimally allocate
tuberculosis spending. PLoS Comput Biol 17(9):
e1009255. https://doi.org/10.1371/journal. pcbi.1009255 Abstract Approximately 85% of tuberculosis (TB) related deaths occur in low- and middle-income
countries where health resources are scarce. Effective priority setting is required to maxi-
mise the impact of limited budgets. The Optima TB tool has been developed to support ana-
lytical capacity and inform evidence-based priority setting processes for TB health benefits
package design. This paper outlines the Optima TB framework and how it was applied in
Belarus, an upper-middle income country in Eastern Europe with a relatively high burden of
TB. Optima TB is a population-based disease transmission model, with programmatic cost
functions and an optimisation algorithm. Modelled populations include age-differentiated
general populations and higher-risk populations such as people living with HIV. Populations
and prospective interventions are defined in consultation with local stakeholders. In partner-
ship with the latter, demographic, epidemiological, programmatic, as well as cost and
spending data for these populations and interventions are then collated. An optimisation
analysis of TB spending was conducted in Belarus, using program objectives and con-
straints defined in collaboration with local stakeholders, which included experts, decision
makers, funders and organisations involved in service delivery, support and technical assis-
tance. These analyses show that it is possible to improve health impact by redistributing cur-
rent TB spending in Belarus. Specifically, shifting funding from inpatient- to outpatient-
focused care models, and from mass screening to active case finding strategies, could
reduce TB prevalence and mortality by up to 45% and 50%, respectively, by 2035. In addi-
tion, an optimised allocation of TB spending could lead to a reduction in drug-resistant TB
infections by 40% over this period. This would support progress towards national TB targets RESEARCH ARTICLE
Optima TB: A tool to help optimally allocate
tuberculosis spending Lara Gosce´ ID1☯*, Gerard J. Abou JaoudeID1☯, David J. Kedziora2☯, Clemens BenediktID3,
Azfar HussainID2, Sarah JarvisID2, Alena Skrahina4, Dzmitry Klimuk4, Henadz Hurevich4,
Feng Zhao3‡, Nicole Fraser-HurtID3, Nejma CheikhID3, Marelize Gorgens3, David
J. Wilson3, Romesh AbeysuriyaID2, Rowan Martin-HughesID2, Sherrie L. KellyID2,
Anna RobertsID2, Robyn M. StuartID2,5, Tom PalmerID1, Jasmina Panovska-GriffithsID1,6,
Cliff C. Kerr2, David P. Wilson2‡, Hassan Haghparast-BidgoliID1, Jolene SkordisID1,
Ibrahim AbubakarID1 1 University College London, London, United Kingdom, 2 Burnet Institute, Melbourne, Australia, 3 World
Bank, Washington, District of Columbia, United States of America, 4 The Republican Scientific and Practice
Centre for Pulmonology and Tuberculosis, Minsk, Belarus, 5 University of Copenhagen, Copenhagen,
Denmark, 6 University of Oxford, Oxford, United Kingdom a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 ☯These authors contributed equally to this work. ‡ FZ is Unavailable. DPW’s contributions for this paper were conducted at Burnet Institute where ideas for the
Optima TB initiative originated, prior to joining the Bill & Melinda Gates Foundation (BMGF). He has since
removed association with Optima TB. D.P. Wilson does not currently specifically endorse Optima TB nor is
this manuscript represented by the BMGF. * l
@
l
k Author summary Tuberculosis (TB) remains a leading global cause of death and morbidity, and 85% of
deaths occur in countries where resources for TB care and control are limited. Many
countries cannot finance all TB interventions or technologies, which means difficult deci-
sions on what to prioritise and publically finance. Modelling tools can help decision-mak-
ers set priorities based on evidence, in a systematic and transparent way. This study
presents Optima TB, a tool that estimates which allocations of spending across interven-
tions will most likely maximise specified objectives—such as minimising TB deaths, prev-
alence and incidence. In partnership with local decision-makers and stakeholders,
Optima TB was applied in Belarus. Recommendations from the model findings include
focussing investment on outpatient rather than inpatient care and actively finding people
with TB (e.g. through contact tracing) rather than mass testing of the population. The rec-
ommended reallocations of spending could reduce TB prevalence and deaths by up to
45% and 50%, respectively, by 2035 for the same amount of spending. Key stakeholders
were engaged throughout the analysis and findings and uncertainty around the results
were clearly communicated with decision-makers. The timeliness of the results helped
inform national dialogue on TB care reform, among other key policy discussions. PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending without additional financial resources. The case study in Belarus demonstrates how reallo-
cations of spending across existing and new interventions could have a substantial impact
on TB outcomes. This highlights the potential for Optima TB and similar modelling tools to
support evidence-based priority setting. without additional financial resources. The case study in Belarus demonstrates how reallo-
cations of spending across existing and new interventions could have a substantial impact
on TB outcomes. This highlights the potential for Optima TB and similar modelling tools to
support evidence-based priority setting. without additional financial resources. The case study in Belarus demonstrates how reallo-
cations of spending across existing and new interventions could have a substantial impact
on TB outcomes. This highlights the potential for Optima TB and similar modelling tools to
support evidence-based priority setting. Competing interests: The authors have declared
that no competing interests exist. Author Feng
Zhao was unavailable to confirm their authorship
contributions. On their behalf, the corresponding
author has reported their contributions to the best
of their knowledge. Editor: Roger Dimitri Kouyos, University of Zurich,
SWITZERLAND Editor: Roger Dimitri Kouyos, University of Zurich,
SWITZERLAND Editor: Roger Dimitri Kouyos, University of Zurich,
SWITZERLAND Received: December 3, 2020
Accepted: July 7, 2021
Published: September 27, 2021 Copyright: © 2021 Gosce´ et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: Data and summary of
results are openly available in the World Bank Open
Knowledge Repository http://hdl.handle.net/10986/
27475. Funding: This study was supported by the World
Bank Group (www.worldbank.org). The Bank team
provided input in study design, assisted with data
collation efforts, in interpreting and disseminating
results, and were involved in the decision to submit
this paper for publication. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 1 / 24 PLOS COMPUTATIONAL BIOLOGY Introduction The past decade has seen global improvements in key TB indicators, including incidence and
notifications reported by National Tuberculosis Programmes (NTPs). However, while global
active TB incidence has decreased at an annual rate of 1.5–1.8%, this fell short of the 4–5%
decline required by 2020 to meet the End TB strategy milestones [1, 2]. Furthermore, to meet
the End TB 2035 targets of treating at least 90% of all incident cases [3], the rate of active TB
notification (estimated at 69% of incidence in 2018) [4] must increase substantially. Diagnosed
people must then be linked to effective care and treatment. Approximately 85% of TB-related deaths occur in low- and middle-income countries,
where available resources for TB programmes are scarce [4]. The emergence of new drugs and
technologies, such as bedaquiline, GeneXpert tests and geospatial mapping to inform targeted
screening, offer additional options in the TB response. However, governments and NTPs are
not able to fully finance all available interventions. As such choices must be made regarding
which interventions to prioritise and at what level of coverage for populations in need. Best practice for priority setting involves evidence-based, systematic and transparent deci-
sions that reflect trade-offs, with a high level of stakeholder involvement [5, 6]. When setting
priorities, governments of low- and middle-income countries are faced with significant chal-
lenges including financial barriers and limited experience with decision-science [6–8]. Model-
ling tools can support analytical capacity to inform evidence-based decision-making [9, 10]. Allocative-efficiency modelling tools in particular enable the health impact of different inter-
ventions or packages of services to be estimated for a given level of spending [10, 11]. In PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 2 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending addition, such analyses can support transparent decision making, provided they are carried
out with appropriate consultation [10]. Common objectives for TB responses include minimis-
ing new TB infections, TB-related deaths, disability-adjusted life years (DALYs), and current
and future TB-related costs. addition, such analyses can support transparent decision making, provided they are carried
out with appropriate consultation [10]. Common objectives for TB responses include minimis-
ing new TB infections, TB-related deaths, disability-adjusted life years (DALYs), and current
and future TB-related costs. A number of tools currently provide evidence on allocative efficiency for TB responses,
including TIME Impact, AuTuMN, SEARO and EMOD [12–16]. Introduction These have already been
applied in a range of countries and typically simulate (a) TB transmission within and between
population groups, (b) TB disease progression, (c) the effects of TB prevention, testing and
treatment programmes, and (d) the economic effects of policy choices. However, if developed
to enable linking with cost functions, which represent the relationship between intervention
spending and corresponding coverage levels, and an optimisation algorithm, mathematical
modelling tools can be helpful in determining an optimised resource allocation for defined
objectives [17]. Resource optimisation models can also be used to estimate the minimal
amount of resources required to achieve specific targets. This paper presents Optima TB, an open-source tool to support and inform decision-mak-
ing to improve the TB response. Optima TB is part of the modelling suite of the Optima Con-
sortium for Decision Science (OCDS) [18–20], which has developed and applied disease-
specific resource optimisation models in collaboration with governments in over 60 countries,
the World Bank, non-governmental organisations, local stakeholders and academic institu-
tions. Optima TB draws on this experience and builds on existing interdisciplinary dialogues
between modelers, epidemiologists and government officials. The paper describes how Optima
TB was specifically designed to support countries in prioritising available resources for TB
control through allocative efficiency analyses. To illustrate the use of Optima TB in country
decision-making, a case study in Belarus is presented. Belarus has the highest proportion of TB drug-resistance worldwide, comprising 38% and
67% of new and retreated cases, respectively. Globally, the median cost of treating drug-resis-
tant TB (DR-TB) is often at least six times higher than treating drug-susceptible TB (DS-TB),
and treatment outcomes are less successful (at a rate of 55%) compared with those for DS-TB
(82%) [21]. At the time of analysis, the provision of TB treatment in Belarus relied on an ageing
infrastructure of costly tertiary care facilities, and ineffective practices such as population-wide
mass-screening using chest X-rays [22]. There was thus a need to investigate the cost and
impact of the TB response in Belarus, and to revisit the package of services provided by the
NTP. These TB care practices and challenges are common elsewhere in Eastern Europe and as
such, the findings of this case study will have relevance to other countries [23–27]. Introduction The following sections describe how the Optima TB tool was used to determine a recom-
mended package of priority interventions and associated spending allocations, as well as esti-
mate the potential impact on key TB indicators if there were to be a change in policy based on
these recommendations. Optima TB methodology The Optima TB incorporates four main components: (a) an underlying epidemiological
dynamic disease transmission model to which intervention outcomes are linked; (b) cost-func-
tions that combine data on intervention expenditure and coverage to estimate and project
intervention outcomes; (c) objective functions often reflecting national strategic targets, along-
side constraints to reflect logistic, ethical, political and financial considerations; and (d) a
mathematical optimisation algorithm that combines (a)-(c) to identify the most efficient allo-
cation of resources. These components are depicted schematically in Fig 1. 3 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Fig 1. Schematic of an Optima TB analysis (source: OCDS). https://doi.org/10.1371/journal.pcbi.1009255.g001 Fig 1. Schematic of an Optima TB analysis (source: OCDS). https://doi.org/10.1371/journal.pcbi.1009255.g001 https://doi.org/10.1371/journal.pcbi.1009255.g001 The epidemiological model at the core of the Optima TB tool is represented in Fig 2 and
is described below. The mathematical optimisation algorithm used is detailed elsewhere
[28]. The version of Optima TB code used for the Belarus analysis is open source and open
access (https://github.com/optimamodel/optima-tb). The latest epidemiological model is
implemented within the open access Atomica tool (https://github.com/atomicateam/
atomica). The user interface and webserver components are written using Sciris (https://
github.com/sciris/sciris). The tool is available as part of the “Atomica Applications”
suite (https://github.com/sciris/atomica_apps). The interface itself is available at http://tb. ocds.co. Model overview. The model is a compartmental model of disease transmission. While
individual based models (IBMs) are best at capturing factors that influence infection on a per-
son-by-person base, this structure was chosen because of the advantages it offers when study-
ing disease transmission in a population on a large scale. Furthermore, although infection
progression towards TB disease is a heterogeneous process [29] where the 10% lifetime risk of
disease following infection [30] can vary according to age and co-infections [31], Optima TB is
able to capture these differences. p
Specifically, Optima TB allows for several populations to be defined, each population with
its respective structure shown in Fig 2 and each with distinct parameter values. These popula-
tion structures are then simulated to interact. This includes people with co-morbidities; these
populations are modelled with modified parameters for TB disease progression, mortality risk,
and co-morbidity treatment coverage such as antiretroviral therapy for people living with
HIV. Accordingly, Optima TB is able to readily capture the following aspects with deterministic
modelling: • Development of TB disease and its severity is age dependent. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 Optima TB methodology Children aged under 5 and
those infected with latent TB are at higher risk of progressing to active TB [32–34]. • Incidence of TB is higher in individuals with impaired immunity [35]. Consequently, co-
morbidities with other illnesses that suppress immunity (e.g. HIV infection, diabetes etc.)
often entail a higher probability of developing active TB [36–39]. • TB transmission is much higher in closed and crowded environments such as prisons [40]
and mines [41, 42]. 4 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Fig 2. Structure of the epidemiological model at the core of Optima TB. Square boxes in the figure represent
compartments, or population sizes, at a given point in time. Ellipses represent junctions, which unlike compartments
do not represent population sizes, and only enable the ‘filtering’ of flows of latent activations into either smear-positive
or smear-negative, and subsequently into drug-susceptible or a form of drug-resistant TB. Solid lines between boxes
and ellipses represent transition rates, or the probability of moving from one compartment to another, within a given
timeframe. Dashed lines represent specific transition rates relating to the probability of interrupted treatment or
developing multi-drug resistant or extensively drug-resistant TB while on-treatment. https://doi.org/10.1371/journal.pcbi.1009255.g002 Fig 2. Structure of the epidemiological model at the core of Optima TB. Square boxes in the figure represent
compartments, or population sizes, at a given point in time. Ellipses represent junctions, which unlike compartments
do not represent population sizes, and only enable the ‘filtering’ of flows of latent activations into either smear-positive
or smear-negative, and subsequently into drug-susceptible or a form of drug-resistant TB. Solid lines between boxes
and ellipses represent transition rates, or the probability of moving from one compartment to another, within a given
timeframe. Dashed lines represent specific transition rates relating to the probability of interrupted treatment or
developing multi-drug resistant or extensively drug-resistant TB while on-treatment. https://doi.org/10.1371/journal.pcbi.1009255.g002 Equations and parameters. The model structure is depicted in Fig 2 and this section pro-
vides mathematical labels for the number of people in each compartment. All individuals are
born susceptible, S; some of them (usually children) get vaccinated and move into the vacci-
nated compartment V. People who get infected with Mycobacterium Tuberculosis first move
into the early latent untreated compartment, Lu
e. Optima TB methodology If they do not develop active TB in the first 5
years after infection, they move into the late latent untreated compartment, Lu
l . The model also
considers treatment for latent tuberculosis, represented by the early latent on-treatment and
late latent on-treatment compartments, Lt
e and Lt
l, respectively, along with those successfully
treated from latency, J. People who received preventive treatment (in the form of vaccination
or latency treatment) once reinfected move to their own latency pathway, Lp
e and L
p
l , where
they do not generally have the possibility of getting treated again (except for cases such as peo-
ple living with HIV (PLHIV) and specific scenarios). This is the ‘diagnosis restricted’ pathway
in Fig 2. If active TB arises, people move into the undiagnosed active disease set of compartments,
Du (via a single intermediate subclinical compartment, Du
e; see Eq A in S1 File). There are six
undiagnosed compartments; the active TB pathway is divided by smear, SP for positive and
SN for negative, as well as by strain type, i.e. drug sensitive (DS), multi drug resistant (MDR)
and extensively drug resistant (XDR). A proportion of these individuals get tested and move
into a diagnosed compartment set, Dd, similarly divided by SP/SN and DS/MDR/XDR. Those
that start treatment move into active-disease on-treatment compartments, subdivided in the
same way. Last, individuals who complete active TB treatment move into compartment R, PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 5 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending where they remain for two years. If they experience relapse, they move back to compartments
Du, otherwise they move to compartment J from which reinfection is possible. where they remain for two years. If they experience relapse, they move back to compartments
Du, otherwise they move to compartment J from which reinfection is possible. The epidemiological motivations behind this modelling design, as well as its equations and
parameter definitions, are provided in S1 File, where in-depth discussions about vaccination,
latency, reactivation, drug-resistance and TB recurrence can be found. Naturally, data are not always available to inform the compartment sizes and the transition
rates for specific country contexts. Assumptions can be made, but these can arguably lead to
more uncertainty and spurious claims than would have arisen if a dynamic feature were
entirely excluded. Optima TB methodology Optima TB was designed from the start to circumvent rigidity; coded in
Python and leveraging its object-oriented paradigm, it is easy to include or exclude compart-
ments and transitions as required. For instance, the model uses parameters δ1 and δ2 to include
the possibility of assuming different fitness for MDR and XDR strains respectively, and also six
parameters ^ti to study the possible escalation of drug-resistance following incomplete treat-
ment or treatment with non-protocol based regimens. Moreover, the standard form of our TB
model treats latency far more comprehensively than is commonly done in other models
because of the scarcity of data on latent infections. However, estimates of disease progression
from latent to active TB and of untreated active TB outcomes are calculated from very old
studies, for which reproducibility would be impossible nowadays, and they are therefore sub-
ject to adaptation through calibration (more details are available in S1 File). Calibration is a multi-step, iterative process. First the model is calibrated against population
demographics. Afterwards model estimations are compared with existing data, including esti-
mations of incidence and prevalence from World Health Organisation (WHO) or national
data sources [21] disaggregated by sub-populations such as age groups, smear status and/or
drug sensitivity. Cost and impact. Optima TB accommodates interventions that directly or indirectly tar-
get TB. The former includes prevention, diagnosis and treatment interventions and the latter
includes interventions such as behavioural change and awareness campaigns. To include an
intervention in an Optima TB analysis, the following must be specified or informed by data:
(a) populations served; (b) intervention impact (e.g. diagnostic yield, or probability of success-
fully completing treatment); (c) unit cost; and (d) intervention coverage. Non-targeted TB
programmes, for which a direct impact cannot be assigned, such as management and adminis-
tration activities, are still costed and included in the analyses but are not included within the
optimisation process. National expenditure on TB is rarely tracked and reported by intervention, but there is
often an estimate of total spending on TB and occasionally a disaggregation by broad interven-
tion category such as prevention, diagnosis or treatment. Intervention spending is therefore
often estimated using either a top-down approach or a bottom-up calculation, using unit costs
and program coverage. Application in Belarus This section details the process of applying Optima TB in Belarus, including data collation,
model calibration, interventions modelled, and an optimisation analysis of TB spending. This section details the process of applying Optima TB in Belarus, including data collation,
model calibration, interventions modelled, and an optimisation analysis of TB spending. A request for technical support to prioritise TB interventions was made by the Ministry of
Health of the Republic Belarus to the World Bank. In addition, an NTP review had found that
the Belarus TB response required further alignment with WHO recommendations and guide-
lines [45]. Following discussions with relevant stakeholders, an allocative efficiency analysis
was selected as the preferred approach to inform national priority setting and TB reform pro-
cesses. A group of key stakeholders was then formed, alongside a smaller working group of
local experts from The Republican Research and Practical Centre for Pulmonology and TB. A
full list of the stakeholders involved, is included in S2 File. Stakeholders were kept informed
throughout the process and reviewed optimisation objectives and results, while the expert
working group provided input throughout the analysis, generated and validated assumptions,
and reviewed results. Results were presented in a dissemination workshop and an application
report was generated and validated by the national team, funders, and stakeholders. The appli-
cation report for Belarus is posted on the funder’s website (https://openknowledge.worldbank. org/handle/10986/27475) and on the Optima Consortium for Decision Science website
(http://ocds.co/tb/applications.html). Data collation, calibration, and validation. Six populations were defined for Belarus as
follows: (1) people age 0–4 years, (2) 5–14 years, (3) 15–64 years (without HIV), (4) 65+ years
(without HIV), (5) people living with HIV aged 15 years or more, and (6) inmates aged 15
years or more. For Belarus, United Nations (UN) Population Division World Prospects data,
local census data and national reports were used to inform population sizes, migration rates,
birth rates and non-TB death rates [46–49]. Data on the number of notified TB infections were
obtained from the National TB Programme database [50], and other epidemiological data
were compiled from local and international publications or reports [51–54]. Key population
statistics are provided in Table 1. Intervention cost and expenditure data were sourced from
the Belarus TB sub-accounts within the WHO National Health Accounts and other secondary
sources [22, 55–57]. Optima TB methodology By default, the number of people that can be covered by a program can
be defined either to scale linearly with expenditure, with a capacity constraint for the maxi-
mum number of people that can be covered in a year, or with a saturation value to represent
demand constraints such as hard to reach populations. The scaling to reach this saturation
value as a percentage of the target population is non-linear, with the marginal unit cost
increasing as coverage approaches saturation. Optimisation. Optimisation aims to identify the combination of funded interventions
(investments) that achieves the best possible outcome with respect to the optimisation objec-
tives and subject to the optimisation constraints. The objective for optimisation can be to min-
imize TB-related DALYs, TB-related deaths, total new active TB infections, the prevalence of
DS-TB, MDR-TB, or XDR-TB, or any (user-specified) weighted combination thereof. For
each intervention, minimum and maximum spending constraints can be specified. 6 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Optimisation can be performed using one of three built-in optimisation algorithms. By
default, Optima TB uses Adaptive Stochastic Descent (ASD) [28] implemented by the “Sciris”
Python package; this is a gradient-based descent algorithm, which makes stochastic downhill
steps in parameter space from an initial starting point, choosing future step sizes and direc-
tions based on the outcome of previous steps. Other optimisation algorithms available in
Optima TB are particle swarm optimisation [43] via the “Pyswarm” package, which is more
computationally expensive but is better able to find global minima if parameter space is com-
plex, and a sequential model-based optimisation algorithm via the “Hyperopt” package [44],
which balances the exploration of global and local minima. Application in Belarus Data on the coverage and impact of interventions were sourced from the
National TB Programme dataset, and a comprehensive review of local and international litera-
ture provided additional data where required [50, 52, 58–71]. Local stakeholders and experts
were consulted throughout the analysis to provide input on missing or inconsistent data as
well as on epidemic projections. Subsequently, the model was calibrated through manual fitting to match closely to the
annual numbers of notified TB infections, as well as estimates of key TB indicators such as
active TB incidence/prevalence (Fig 3) and latent TB prevalence. Parameters with the greatest
uncertainty were selected for adjustment during the calibration process. These were the:
(1) transmission rate, (2) probability of progressing from early- or late-latent TB to active TB, PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 7 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Table 1. Key population statistics. Population
2005
2010
2015
Population Sizes
0–4
429,281
509,595
577,740
5–14
1,007,770
865,489
921,333
15–64
6,718,570
6,660,400
6,393,500
65+
1,414,080
1,306,960
1,318,510
PLHIV (15+)
15,013
21,040
34,089
Prisoners (15+)
36,948
37,352
33,388
TB Prevalence
0–4
0.03%
0.01%
0.01%
5–14
0.06%
0.06%
0.04%
15–64
0.18%
0.16%
0.15%
65+
0.15%
0.15%
0.14%
PLHIV (15+)
2.34%
2.00%
1.31%
Prisoners (15+)
1.41%
0.70%
0.41%
TB Incidence
0–4
50
24
13
5–14
241
177
138
15–64
3,223
2,980
2,730
65+
594
547
554
PLHIV (15+)
97
110
155
Prisoners (15+)
142
73
42
TB-related mortality
0–4
16
9
4
5–14
62
49
33
15–64
1,131
1,128
884
65+
192
189
165
PLHIV (15+)
59
72
71
Prisoners (15+)
56
29
14
https://doi.org/10.1371/journal.pcbi.1009255.t001 https://doi.org/10.1371/journal.pcbi.1009255.t001 (3) re-infection rate of people recovered from active TB, and (4) the proportion of early- versus
late-latent TB infection. Model inputs, calibration parameter values, and epidemic projections
were compared against peer-reviewed publications, parameter values used in other modelling
studies, and secondary data and estimates and epidemic projections as part of the calibration
process. Further details on the process as well as the estimates used, are contained in the pub-
lished report [72]. Interventions modelled. Different types of interventions can be included in Optima TB,
such as preventative therapy, screening and diagnosis, active TB treatment, and other TB-
related activities such as management, procurement, or human resources. Table 2 details the
interventions modelled in the Belarus analysis. Application in Belarus To derive the unit costs for each intervention
listed in Table 2, a mixture of top-down and bottom-up costing was undertaken using a calcu-
lated average cost per diem of inpatient or outpatient visits (see S2 File). National drug pro-
curement records for 2016 and other secondary data were consulted, as well as expert opinion
in cases such as mass-screening [22, 55–57]. Coverage and impact data were then used to gen-
erate a cost-function for each intervention, with the exception of non-targeted interventions
not considered in the optimisation analysis such as management or procurement activities. Interventions that were not targeted in the optimisation analysis either do not have a direct PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 8 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Fig 3. Calibration output graphs. (a) Datapoints are UN Population Division estimates (2000–2015) [49], (b) and (c)
datapoints are WHO active TB prevalence upper-bound estimates disaggregated by population group (2000–2014)
[53] and (d) shaded area represents confidence intervals of WHO active TB prevalence estimates for total population
(2000–2014) [53]. https://doi org/10 1371/journal pcbi 1009255 g003 Fig 3. Calibration output graphs. (a) Datapoints are UN Population Division estimates (2000–2015) [49], (b) and (c)
datapoints are WHO active TB prevalence upper-bound estimates disaggregated by population group (2000–2014)
[53] and (d) shaded area represents confidence intervals of WHO active TB prevalence estimates for total population
(2000–2014) [53]. https://doi.org/10.1371/journal.pcbi.1009255.g003 https://doi.org/10.1371/journal.pcbi.1009255.g003 https://doi.org/10.1371/journal.pcbi.1009255.g003 measurable impact on the epidemic (non-targeted interventions), such as procurement activi-
ties, or did not have sufficient data at the time as was the case for alcohol interventions and pal-
liative care. Optimisation analysis. After extensive consultation with a TB working group of stake-
holders in Belarus, three key output indicators were identified for the optimisation analysis:
(1) TB-related deaths, (2) all TB infections (i.e. prevalence), and (3) new TB infections (i.e. incidence). To determine the optimised allocation of resources, the working group agreed to
define an objective function for the ASD model algorithm to minimise these three key output
indicators, given the local epidemic parameters and data, cost of delivering services, and sub-
ject to defined constraints. Before running the optimisation analysis, constraints shown in
Table 3 were therefore defined by key stakeholders and local experts to reflect logistic, ethical,
political, and financial barriers for scaling-up or defunding specific interventions. PLOS COMPUTATIONAL BIOLOGY PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Table 2. Interventions included in the Belarus analysis. Intervention
Population(s) targeted
Description
Unit cost (US
$, 2015)
Spending (US$,
2015)
Screening and diagnosis interventions
Active Case Finding
15–64; 65+; PLHIV
Screening of high-risk groups that are considered at high risk of
developing active TB (e.g. PLHIV, homeless, people who inject
drugs etc.) with chest X-ray or fluorography
$1.00
$942,159
Incentivised Active Case
Finding
15–64; 65+; PLHIV
Active case finding with subsided transportation for healthcare
workers and incentives for each case identified
$5.20
Prospective
intervention
Contact Tracing
All populations (contacts of
people with active TB)
Tracing of household contacts of people diagnosed with active TB,
and screening using symptomatic questionnaire, smear-sputum
microscopy, and GeneXpert
$1.00
$7,046
Incentivised Contactı`
Tracing
All populations (contacts of
people with active TB)
Contact tracing with subsided transportation for healthcare workers
and incentives for each case identified
$5.20
Prospective
intervention
Symptomatic Diagnosis
(including Xpert)
All populations
screen questions followed by smear-sputum microscopy, Gene
Xpert and liquid culture for patients that present at a health facility
with symptoms of TB
$39.98
$770,489
Mass-Screening
All populations
Yearly general population-wide mass-screening using chest X-rays
and fluorography
$1.00
$9,758,596
Treatment for active TB
Hospital Focused DS-TB
People receiving treatment for
DS-TB
Treatment for DS-TB with hospitalisation for 60 days out of a total
treatment duration of 180 days
$2,609.72
$7,283,723
Hospital Focused
MDR-TB
People receiving treatment for
MDR-TB
Standardised treatment regimen for multidrug-resistant TB
(MDR-TB), with hospitalisation for 180 days out of a total
treatment duration of 540 days
$14,158.05
$12,884,772
Hospital Focused
XDR-TB
People receiving treatment for
XDR-TB
Treatment for extensively drug-resistant TB (XDR-TB) with
available second and third-line drugs, with hospitalisation for 240
days out of a total treatment duration of 660 days
$20,483.19
$7,445,214
Ambulatory DS-TB
People receiving treatment for
DS-TB
WHO recommended outpatient service delivery, with
hospitalisation only during the intensive phase of a given regimen
or until smear conversion. Involves hospitalisation for 14 days out
of a total treatment duration of 180 days
$1,877.83
Prospective
intervention
Ambulatory MDR-TB
People receiving treatment for
MDR-TB
WHO recommended outpatient service delivery, with
hospitalisation only during the intensive phase of a given regimen
or until smear conversion. Standardised MDR-TB regimen with
hospitalisation for 45 days out of a total treatment duration of 540
days
$10,196.29
Prospective
intervention
Ambulatory MDR-TB
Short-Course
People receiving treatment for
MDR-TB
Short-course MDR-TB regimen. Application in Belarus Addition-
ally, time-dependent constraints were included to reflect realistic timings for changes in the
implementation of interventions. Changes in intervention spending between 2015 and target
spending levels were capped either at a maximum change of 30% per year for existing inter-
ventions, or at a maximum of US$1M for new interventions for the first year and 30% in sub-
sequent years, until the optimised level of spending on an intervention is reached. Interventions for which data on impact were not available, in the form of yields and sensi-
tivities for screening or diagnosis and relative risks for treatment outcomes, were treated as PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 9 / 24 PLOS COMPUTATIONAL BIOLOGY All treatment unit costs are per fixed costs and excluded from the optimisation analysis. To achieve the optimisation objective
under set constraints, the optimisation analysis aimed to address the following two questions: fixed costs and excluded from the optimisation analysis. To achieve the optimisation objective
under set constraints, the optimisation analysis aimed to address the following two questions: 1. What is the optimised allocation of TB spending and associated programme coverage levels,
to minimise TB mortality, prevalence, and incidence in Belarus between 2017 and 2035? 2. How much progress will be made toward national and international targets under opti-
mised resource allocations in Belarus compared with continuation of the 2015 response? 2. How much progress will be made toward national and international targets under opti-
mised resource allocations in Belarus compared with continuation of the 2015 response? https://doi.org/10.1371/journal.pcbi.1009255.t002 PLOS COMPUTATIONAL BIOLOGY Involves hospitalisation for 30
days, out of a total treatment duration of 315 days
$4,520.46
Prospective
intervention
Ambulatory XDR-TB
People receiving treatment for
XDR-TB
WHO recommended outpatient service delivery, with
hospitalisation only during the intensive phase of a given regimen
or until smear conversion. Treatment for XDR-TB with available
second and third-line drugs, with hospitalisation for 60 days out of a
total treatment duration of 660 days
$15,440.95
Prospective
intervention
Incentivised Ambulatory
DS-TB
People receiving treatment for
DS-TB
Similar to the ambulatory DS-TB intervention, but incorporates
financial incentives (food packages, outcome-based financing)
based on the Mogilev District pilot project
$2,215.36
Prospective
intervention
Incentivised Ambulatory
MDR-TB
People receiving treatment for
MDR-TB
Similar to the ambulatory MDR-TB intervention, but incorporates
financial incentives (food packages, outcome-based financing)
based on the Mogilev District pilot project
$11,324.79
Prospective
intervention
Incentivised Ambulatory
MDR-TB Short-Course
People receiving treatment for
MDR-TB
Similar to the ambulatory MDR-TB short-course intervention, but
incorporates financial incentives (food packages, outcome-based
financing) based on the Mogilev District pilot project
$5,099.96
Prospective
intervention
Incentivised Ambulatory
New Drugs MDR-TB
People receiving treatment for
MDR-TB
Similar to the ambulatory MDR-TB intervention but with new and
repurposed drugs, including bedaquiline and linezolid, added to the
background regimen. Incorporates financial incentives (food
packages, outcome-based financing) based on the Mogilev District
pilot project
$14,797.00
Prospective
intervention
Incentivised Ambulatory
XDR-TB
People receiving treatment for
XDR-TB
Similar to the ambulatory XDR-TB intervention, but incorporates
financial incentives (food packages, outcome-based financing)
based on the Mogilev District pilot project
$16,782.95
Prospective
intervention
(C
ti
d) Table 2. Interventions included in the Belarus analysis. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 10 / 24 PLOS COMPUTATIONAL BIOLOGY PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Table 2. (Continued)
Intervention
Population(s) targeted
Description
Unit cost (US
$, 2015)
Spending (US$,
2015)
Incentivised Ambulatory
New Drugs XDR-TB
People receiving treatment for
XDR-TB
Similar to the ambulatory XDR-TB intervention but with new and
repurposed drugs, including bedaquiline and linezolid, added to the
background regimen. Incorporates financial incentives (food
packages, outcome-based financing) based on the Mogilev District
pilot project
$23,036.00
Prospective
intervention
Involuntary Isolation
MDR-TB
People receiving treatment for
MDR-TB
Treatment for people with MDR-TB with a history of adherence
problems in a dedicated facility monitored by police
$45,588.00
$10,895,532
Involuntary Isolation
XDR-TB
People receiving treatment for
XDR-TB
Treatment for people with XDR-TB with a history of adherence
problems in a dedicated facility monitored by police
$45,588.00
$5,698,500
Preventative interventions
IPT for General
Population
All populations (contacts of
people with active TB)
Treatment of latent TB Infections with 6-months Isoniazid therapy
in general population TB-contacts
$11.52
$10,575
IPT for PLHIV
PLHIV
Treatment of latent TB Infections with 6-months Isoniazid in
PLHIV
$11.52
$2,477
BCG Vaccination
0–4 years
Bacillus Calmette–Gue´rin (BCG) vaccination for newborns
$1.32
$528,000
Interventions or activities not included in the optimisation analysis (spending fixed)
Solid Culture
People with MDR- or XDR-TB
Cost of solid culture testing to identify and confirm resistance types
of MDR-TB and XDR-TB
$1.43
$362,108
Line Probe Assay
People with MDR- or XDR-TB
Cost of line probe assay (LPA) testing to identify and confirm
resistance types of MDR-TB and XDR-TB
$16.16
$78,938
Tuberculin Skin Test
0–4 years; PLHIV; contacts of
people with active TB
Cost of conducting a tuberculin skin test (TST) test to diagnose
latent TB infections
$4.32
$475,200
Palliative Care MDR/
XDR
People receiving treatment for
MDR- and XDR-TB
Palliative care for MDR-TB and XDR-TB patients with a history of
non-adherence, repeated treatment failure, and adverse reactions
$5,108.00
$2,894,426
Alcohol Intervention
People receiving treatment for
active TB with problems of
alcohol abuse
Cost of alcohol programmes to support adherence to TB treatment
regimens
n/a
$210,000
Management (Including
HR)
n/a
Administrative costs
n/a
$892,061
Procurement Costs
n/a
As per TB sub-accounts of NHA
n/a
$649,349
Other Costs
n/a
As per TB sub-accounts of NHA
n/a
$255,055 d in the tool. of service delivery in addition to medicine, test kits, etc. All treatment unit costs are per DS-TB, MDR-TB or XDR-TB case. Note: All unit costs include the cost of service delivery in addition to medicine, test kits, etc. Optimised TB spending allocation in Belarus Optimised TB spending allocation in Belarus In 2015, an estimated US$61.8 million was spent on the TB programme and TB-related activi-
ties in Belarus. The distribution of total TB spending across the various TB interventions in
2015 is shown in Fig 4. Annual population-wide mass-screening with chest X-rays accounted Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 11 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Table 3. Interventions with defined constraints in the optimisation analysis. Intervention name
Minimum budget constraint relative
to 2015 intervention spending
Maximum budget constraint relative
to 2015 intervention spending
BCG vaccination
100%
100%
Testing: TST1, LPA2, and solid
culture testing
100%
100%
Mass-screening (including X-
ray)
50%
-
Active case finding for key
populations
100%
-
Hospital-based treatments for
DS-, MDR- and XDR-TB
30%
-
Palliative care
40%
40%
Involuntary isolation for MDR-
and XDR-TB
20%
-
1 Tuberculin Skin Test: TST. 2 Line Probe Assay: LPA. https://doi.org/10.1371/journal.pcbi.1009255.t003 Table 3. Interventions with defined constraints in the optimisation analysis. entions with defined constraints in the optimisation analysis for one-sixth of total TB spending (US$9.8 million), with little investment in contact-tracing
and other targeted active case finding interventions. Approximately 45% of total TB spending
was invested in hospital-focused interventions (US$27.6 million), of which 74% was on
DR-TB treatment (US$20.3 million). Another significant portion of total TB spending
(approximately 25%) was on involuntary isolation facilities for drug-resistant treatment of
patients at high-risk of loss-to-follow up, with a unit cost of US$45,588. The mathematically optimised allocation of TB spending that would simultaneously mini-
mise active TB incidence and prevalence and TB-related mortality in Belarus according to our
model is shown in Fig 2. Overall, recommendations from the analyses are that spending be
shifted from hospital-focused interventions to outpatient treatment. Similarly, investment in
annual mass-screening should be de-prioritised in order to prioritise targeted active case find-
ing strategies. Spending on hospital focused treatment and involuntary isolation is reduced by
60% in the optimised budget compared with the 2015 spending allocation. In turn, spending
on more cost-effective outpatient treatment interventions is increased to 40% of the optimised
spending on treatment, equivalent to 20% of the total targeted TB budget. These reallocations
could save around 30% of total treatment expenditure for re-investment in other interventions,
while treatment coverage for people diagnosed with TB would increase from 81% to 90%. Optimised TB spending allocation in Belarus Sav-
ings from the use of more cost effective outpatient treatment and reduced spending on mass
screening, should ideally be reinvested to expand targeted screening and diagnosis. Rapid diag-
nostic testing, targeted active case finding, and contact-tracing interventions are recom-
mended for prioritisation, comprising 30% of total TB spending or 80% of spending on
screening and diagnosis. Projected impact of optimised spending on the TB epidemic in Belarus Projected impact of 2015 and optimised allocations of national TB spending on key TB indicators among
HIV-negative adults and people living with HIV from 2015 to 2035. Fig 5. Projected impact of 2015 and optimised allocations of national TB spending on key TB indicators among
HIV-negative adults and people living with HIV from 2015 to 2035. https://doi.org/10.1371/journal.pcbi.1009255.g005 https://doi.org/10.1371/journal.pcbi.1009255.g005 Projected impact of optimised spending on the TB epidemic in Belarus Epidemiological projections are shown in Fig 5, where the grey lines assume that the amount
and allocation of TB spending across interventions in 2015 is maintained until 2035. The prev-
alence of TB is projected to decrease rapidly among HIV-negative populations aged 15–64
years, before stabilising around 2023. TB-related deaths are also estimated to decrease,
although steadily. While there is a projected gradual decrease in the prevalence of TB among
people living with HIV, the number of new TB infections and TB-related deaths are projected Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 12 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Fig 4. National TB spending in Belarus in 2015 compared with optimised annual budget to minimise active TB
prevalence and incidence and TB-related mortality by 2035. https://doi.org/10.1371/journal.pcbi.1009255.g004 Fig 4. National TB spending in Belarus in 2015 compared with optimised annual budget to minimise active TB
prevalence and incidence and TB-related mortality by 2035. https://doi.org/10.1371/journal.pcbi.1009255.g004 https://doi.org/10.1371/journal.pcbi.1009255.g004 to increase over this period—driven by a projected increase in the number of people living
with HIV. In line with the projected overall decrease in TB infections, the number of people
with DR-TB is estimated to decrease rapidly, reducing by 50% by 2035 compared with 2015
levels. An optimised allocation of national TB spending could yield significant improvements in
key TB indicators, as shown in Fig 5. Among HIV-negative populations, the model estimates
that an optimised allocation of spending could lead to a 45% reduction in adult TB prevalence
by 2035 compared with the existing allocation. Similarly, an optimised allocation of spending
is estimated to reduce TB-related deaths by 50% by 2035 compared with non-optimised spend-
ing allocations, and by 70% compared with 2015 levels. In addition, an estimated 40% of all
DR-TB infections in Belarus can be averted by 2035 through optimised reallocations in spend-
ing. Among people living with HIV, between a 30% and 45% reduction in new infections,
prevalence, and mortality could be realised by 2035, though the number people living with
HIV with active TB is very small. 13 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Fig 5. Projected impact of 2015 and optimised allocations of national TB spending on key TB indicators among
HIV-negative adults and people living with HIV from 2015 to 2035. https://doi.org/10.1371/journal.pcbi.1009255.g005 Fig 5. Discussion Optima TB is an open-access tool for allocative efficiency modelling, designed to inform prior-
ity setting for TB responses. Grounded in available data, it enables different populations and
co-morbidities to be defined to capture epidemic heterogeneities. This paper illustrates the
potential of Optima TB analysis findings to inform NTP discussions on priority setting and TB
response reform via a case study in Belarus. An optimised allocation of TB spending in Belarus
was estimated to reduce TB prevalence and mortality by up to 50%, compared with prior pro-
gramme approaches. The main factors behind the gains are shifts from annual population-
wide mass-screening and inpatient focused care, to active case finding strategies and outpa-
tient focused care. Savings from these reallocations could be reinvested in screening and diag-
nosis, prioritising higher-yield interventions needed in Belarus such as contact tracing and
rapid diagnostic testing [50, 59, 61, 73]. In addition, transitioning to cheaper outpatient care
could reduce overall treatment spending by 30% for reallocations to other intervention, with
no estimated reduction in the number of people on treatment. The average unit cost of an
inpatient day is three or four times more than that of an ambulatory day for DS-TB or DR-TB
care, respectively (see Table A in S2 File), driven by greater staff, overhead and capital costs. Shifts in spending from inpatient to outpatient focused care are therefore recommended, in
line with findings from local literature and WHO guidelines [22, 74–76], which would offset
reductions in total treatment spending and enable the NTP to cover approximately 90% of all
people diagnosed with active TB. As well as reductions in prevalence and mortality, scaling up
care for people with active TB through these reallocations may result in modest gains in inci-
dence over time, as overall levels of infectiousness are reduced through increased diagnosis
and treatment in the model. A central focus of the Belarus NTP is to provide appropriate care for people with DR-TB
and to address the significant burden of drug-resistance in the country. Existing practices
involve lengthy inpatient stays of 180 days (six months) on average before discharge following
smear conversion. An optimised shift in spending from inpatient-focused care to outpatient
DR-TB treatment, and to drug-regimens comprised of new and repurposed drugs such as
bedaquiline and linezolid, is estimated to reduce the number of DR-TB infections by around
40%. Progress toward national and international TB targets The estimated progress of 2015 and optimised allocations of spending toward national and
international targets is shown in Fig 6. The year 2015 is considered as the baseline at 100%,
while different targets and milestones are indicated by the dashed lines. Under 2015 spending
allocations, it is estimated that no milestones or targets will be met aside from the 2020
National Strategic Plan (NSP) target for incidence. The national NSP target of a 35% reduction
in TB-related deaths by 2020 will likely be missed, with the necessary reduction achieved only
by 2030. If programmatic spending is reprioritised optimally, projections suggest that 2020
NSP targets for both incidence and TB-related deaths could be met. While neither global mile-
stones nor targets are met under an optimised combination of interventions with 2015 spend-
ing levels, more significant progress will likely be made towards mortality targets relative to
incidence. Fig 6. Progress toward national and global TB targets for (a) TB mortality and (b) new TB infections in the 15–64
age group, under 2015 and optimised allocations of national TB spending. https://doi.org/10.1371/journal.pcbi.1009255.g006 Fig 6. Progress toward national and global TB targets for (a) TB mortality and (b) new TB infections in the 15–64
age group, under 2015 and optimised allocations of national TB spending. https://doi.org/10.1371/journal.pcbi.1009255.g006 Fig 6. Progress toward national and global TB targets for (a) TB mortality and (b) new TB infections in the 15–64
age group, under 2015 and optimised allocations of national TB spending. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 14 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending Discussion Reduced prioritisation of inpatient care would enable the NTP to provide DR-TB services
to a greater number of those in need, and free up funds that can be invested in newer drug reg-
imens with proven efficacy [77]. Furthermore, it is important to note that the estimated gains
in this analysis from prioritising outpatient care do not include considerations from the patient
perspective. Many studies have highlighted the substantial indirect costs and loss of earnings
experienced by patients due to hospitalisation [78, 79]. While it is estimated that 2020 NSP targets for incidence and mortality could be met under
optimised allocations of spending,progress would still fall significantly short of meeting the
global 2025 TB milestones and 2035 End TB Strategy targets. Other modelling studies have
also estimated that countries may fall short of global milestones and targets [80]. To meet
global targets in Belarus, as in other countries, new technologies and interventions will likely
be required as well as substantial increases in cost-effective investment. Overall, the TB
response in Belarus is largely focused on curative rather than preventative interventions
(Table 2). Only the latter can reduce vulnerability to TB and the rate at which the large pool of
people with latent TB progress to active TB each year through the pathways shown in Fig 2
[81, 82]. The insufficient progress towards global targets for reductions in TB incidence esti-
mated in this analysis supports a large body of existing literature advocating for a more holistic
response to the global burden of TB, which is based on an understanding that social determi-
nants of disease such as living conditions and nutritional status significantly impact disease PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 15 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending progression to active TB [81, 83–87]. A recent modelling study suggests that the expansion of
social protection programmes would yield significant accelerated progress toward global TB
targets [88]. Overall, baseline projections in this analysis based on 2015 TB spending allocations appear
to be largely in line with recent estimates of key TB indicators for Belarus. For example, the
3400 incident active cases projected in this analysis for 2018 (see Figs A-C in S1 File) falls
within the active TB incidence estimates by the WHO for 2018 (between 2300 and 3700) [89]. Discussion However, while modelled annual TB-mortality at the time of analysis (1200) for 2014 was
higher than the upper-bound of WHO estimates (870), [90] the latter have recently been
revised and reduced by approximately a third for 2014 (580) [91]. Mortality projections from
the analysis are therefore no longer in line with recent estimates. In addition, while this analysis was carried out before the publication of guidance for coun-
try-level TB modelling [92], the analysis followed the principles listed in the guidance docu-
ment (see S3 File for details). The timeliness of the Belarus analysis helped inform dialogue on
national TB care, including a round-table consultation organised by the WHO country office
in Minsk in 2017 and a regional reform meeting in Bishkek, during which cornerstones of
reform were agreed [93]. This analysis has informed ongoing activities for TB financing and
planning by the WHO Regional Office for Europe and Ministry of Health [94], and the find-
ings have helped advocate for more and better quality ambulatory care. Recently, a national
primary healthcare workers scheme has been introduced, which involves bonus payments for
the provision of TB services (such as bonus payments of US $5 per day for visits made to TB
patients’ homes by nurses for treatment observations [95]). That said, impact assessments are
required to establish whether this Optima TB application influenced actual reallocations in
spending and improved TB control because of any changes in decision making. Strengths and limitations A number of TB epidemiological modelling tools exist to support country-level decision-mak-
ing, including TIME Impact, AuTuMN, SEARO, VI, and EMOD among others [12–14, 16,
96]. While most comprehensive models nowadays include the study of MDR-TB cases [12–14,
16, 96], only a few have an explicit structure able to capture co-morbidities or high-risk groups
[12, 14, 96] and, of them, only Optima TB and AuTuMN [12] explicitly analyse XDR cases. More specifically, TIME and AuTuMN enable users to run a variety of epidemic scenarios,
and TIME Impact can be combined with the OneHealth Tool to produce detailed costings of
TB interventions and guide NTP implementation by assessing health system components such
as infrastructure or human resource needs. In addition, linking to OneHealth allows for pri-
vate sector considerations to be incorporated within a TIME model analysis, which is key in
certain contexts, such as in India [97]. However, efforts to develop tools that can estimate a
mathematically optimised allocation of spending across a number of interventions to maxi-
mise a set of desired objectives have only recently begun [12]. The Optima TB tool draws on
existing epidemiological tools and research in allocative efficiency. Other Optima tools have
been applied in over 60 countries, and follow-up impact assessments have shown that Optima
HIV studies have influenced actual allocations in HIV spending in some countries such as
Sudan and led to improvements in disease control [10, 11, 98–100]. There are several additional characteristics particular to the Optima TB tool. First, the
explicit care-cascade structure allows for the model to be directly initialised and parametrised
using country-provided data such as notified cases, number of people initiated on treatment,
and TB-related deaths without solely relying on incidence estimations. This means that the
modelling output can more accurately represent the setting specific TB epidemic. Another PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 16 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending novel aspect that, to our knowledge, is unique in comparison to other TB tools, is a secondary
latency pathway. This has multiple advantages as it not only allows individuals who had a pre-
vious history of infection to be distinguished, it also allows to study different preventive strate-
gies that confer partial protection against reactivation and disaggregate these individuals from
the general population. Strengths and limitations Currently, the implementation of preventive strategies such as treat-
ment of LTBI, is generally limited to only direct contacts of active cases and HIV positive indi-
viduals, the model structure includes detailed capture of TB latency allowing for the testing of
new strategies and their impact on the entire population. Key populations can also be flexibly
defined and targeted in Optima TB. One of the strongest design goals of Optima TB has been to ensure that all available epi-
demic data and estimates for TB for a given setting can be fully utilised by the model, while
also maintaining an accessible interface that requires a minimum of data input. Ongoing work
will continue to focus on updating default global values for model parameters to represent TB
transmission, progression, and treatment efficacy, to incorporate future TB research findings
and WHO recommendations. Future model development is ongoing and may also include an
additional pre-reactivation compartment for latent TB if a setting is using or plans to imple-
ment new diagnostic techniques capable of identifying people at higher risk of latent TB reacti-
vation with a high degree of sensitivity [101]. As with any deterministic model, there are limitations to our approach. These are mainly
related to the limited individual-level detail typical of population-level models and the homo-
geneity between individuals belonging to the same sub-population. Moreover, as is the case
with any modelling framework, the quality of the modelling output is tightly connected to the
amount and quality of data informing it, particularly so here because of the use of country-
informed data. Also, calibration plays a strong role in obviating the paucity of information on
epidemic parameters related to infection progression. Several key limitations to the case study must be considered when interpreting the results. First, model projections are only as reliable as the data that informs them. For Belarus, as for
other countries, there are gaps, errors and inconsistencies in and between different datasets,
with diminishing quality when data are disaggregated by sub-population. Commonly missing
values for TB prevalence or intervention spending means that these values must be estimated,
and assumptions have to be made, as informed by local experts. In addition, determining a
mathematically optimised allocation of spending is dependent on the availability of estimates
on the effectiveness of individual interventions. Conclusions The Optima TB tool was applied in Belarus to determine an optimised allocation of national
TB spending across TB interventions to best address defined objectives. A shift in program-
matic priorities could reduce TB prevalence and mortality by 50% by 2035, compared with a
continuation of the 2015 response. Similar reductions of around 40% in the number of people
with drug-resistant TB could be achieved, which is a key priority of the national TB pro-
gramme. These gains would be achieved through shifts from annual population-wide mass-
screening and inpatient focused care, to active case finding strategies and outpatient focused
care. Optima TB applications aim to use existing country data to help initiate or support dia-
logue between national TB programme managers and Ministries of Health and Finance, to
generate evidence-based findings to inform decisions and to reduce the burden of TB. Follow-
up impact assessments will be required to determine whether this Optima TB application
influenced future TB resource reallocations in Belarus, and whether there is evidence of
improved TB control because of any changes in decision making. Strengths and limitations Optima TB aims to inform resource allocation
across interventions based on the defined cost-coverage relationship for a given intervention. If a given intervention can be delivered more efficiently for example through lower costs for
the same treatment regimen, this would affect the underlying ranking of the cost-effectiveness
of the interventions and thus resource allocation decisions. Although some effectiveness
parameters were informed by national data, others were sourced through a review of global lit-
erature. Effectiveness can vary across different countries and settings and the latter, therefore,
may not be contextually representative. Due to a lack of data, TB interventions for inmates are
not included in estimates of national TB spending or within the optimisation analysis. At the time of this analysis, the capacity for comprehensive uncertainty analyses was not
included in the Optima TB model. The updated Optima TB model allows uncertainty intervals
to be specified for every input parameter, including key calibration parameters such as trans-
mission and progression rates for a given setting in addition to epidemiological inputs. Uncer-
tainty in model outputs is then generated by sampling from the distributions for each input
parameter, resulting in a distribution of values for each output. In its most basic form, these
can be used to produce confidence intervals for each output, but the full distributions allow
covariance and higher order statistics to be analysed as well. 17 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending In addition, our assumption about the nature of the relationship between intervention
spending and coverage in Belarus did not consider the possibility of diminishing marginal
returns. Last, projections generated by the model use parameter values from the most recent
year for which data are available. Intervention impacts were assumed not to change with time
and simulations also did not assess varying allocations of resources over time. Despite this, the
optimised allocation is based on the time horizon from 2017 to 2035 in order to ensure that
immediate gains do not come at the expense of adverse impacts later on and to gauge progress
toward international targets with optimised allocations. In practice, however, optimised alloca-
tions should be revisited for timelines longer than three to five years. Supporting information S1 File. Transmission model and epidemiological rationale. Equations and table of parame-
ters (Table A in S1 File) are included, as well as epidemiology background justifying the mod-
el’s structure. Additional results are also included: (Fig A in S1 File) projections of new TB
infections to 2035; (Fig B in S1 File) number of active TB infections with and without funding
to current TB programs; and (Fig C in S1 File) projections f yearly TB deaths to 2035. (PDF) S2 File. Intervention cost and effect inputs, including. (Table A in S2 File) TB treatment and
care cost assumptions; (Table B in S2 File) TB treatment intervention effectiveness inputs; and
(Table C in S2 File) TB screening and diagnosis intervention inputs for yield. (DOC) Funding acquisition: Jolene Skordis. Investigation: Lara Gosce´, Gerard J. Abou Jaoude, Tom Palmer, Jasmina Panovska-Griffiths,
Hassan Haghparast-Bidgoli. Methodology: Lara Gosce´, Gerard J. Abou Jaoude, David J. Kedziora, Clemens Benedikt,
Azfar Hussain, Sarah Jarvis, Nicole Fraser-Hurt, Romesh Abeysuriya, Rowan Martin-
Hughes, Sherrie L. Kelly, Robyn M. Stuart, Cliff C. Kerr, David P. Wilson, Hassan Haghpar-
ast-Bidgoli, Jolene Skordis, Ibrahim Abubakar. Project administration: Gerard J. Abou Jaoude, Clemens Benedikt, Sarah Jarvis, Nejma
Cheikh, Anna Roberts. Software: David J. Kedziora, Azfar Hussain, Sarah Jarvis, Romesh Abeysuriya, Rowan Martin-
Hughes, Sherrie L. Kelly, Robyn M. Stuart, Cliff C. Kerr. Supervision: Feng Zhao, Marelize Gorgens, David J. Wilson, David P. Wilson, Hassan Hagh-
parast-Bidgoli, Jolene Skordis, Ibrahim Abubakar. Validation: Lara Gosce´, Gerard J. Abou Jaoude, David J. Kedziora, Azfar Hussain, Sarah Jar-
vis, Hassan Haghparast-Bidgoli, Ibrahim Abubakar. Visualization: Clemens Benedikt, Azfar Hussain, Sarah Jarvis. Visualization: Clemens Benedikt, Azfar Hussain, Sarah Jarvis. Writing – original draft: Lara Gosce´, Gerard J. Abou Jaoude. Writing – original draft: Lara Gosce´, Gerard J. Abou Jaoude. Writing – review & editing: Lara Gosce´, Gerard J. Abou Jaoude, David J. Kedziora, Clemens
Benedikt, Azfar Hussain, Sarah Jarvis, Alena Skrahina, Dzmitry Klimuk, Henadz Hurevich,
Nicole Fraser-Hurt, Nejma Cheikh, Romesh Abeysuriya, Rowan Martin-Hughes, Sherrie L. Kelly, Anna Roberts, Robyn M. Stuart, Tom Palmer, Jasmina Panovska-Griffiths, Cliff C. Kerr, David P. Wilson, Hassan Haghparast-Bidgoli, Jolene Skordis, Ibrahim Abubakar. Acknowledgments We thank the following people and organisations for their contributions to the study: Irina
Oleinik, Hanna Shvanok from the World Bank; Inna Nekrasova, Marina Sachek, Vassily Aku-
lov from the Republican Scientific and Practice Centre for Medical Technologies (RSPC MT);
Alena Tkatcheva from the Ministry of Public Health of the Republic of Belarus; Viatcheslav
Grankov, Valentin Rusovich from the World Health Organisation Belarus Country Office; PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 18 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending David Kokiashvili and George Sakvarelidze from The Global Fund to Fight AIDS, Tuberculo-
sis and Malaria. David Kokiashvili and George Sakvarelidze from The Global Fund to Fight AIDS, Tuberculo-
sis and Malaria. The findings and conclusions in this paper are those of the authors and do not necessarily
represent the official position of the funding agency. Author Contributions Conceptualization: Lara Gosce´, Gerard J. Abou Jaoude, Clemens Benedikt, Alena Skrahina,
Dzmitry Klimuk, Henadz Hurevich, Feng Zhao, Nicole Fraser-Hurt, Nejma Cheikh, Mare-
lize Gorgens, David J. Wilson, David P. Wilson, Jolene Skordis, Ibrahim Abubakar. Data curation: Alena Skrahina, Dzmitry Klimuk, Henadz Hurevich. Formal analysis: Lara Gosce´, Gerard J. Abou Jaoude, David J. Kedziora, Clemens Benedikt,
Azfar Hussain. Funding acquisition: Jolene Skordis. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 References 1. Centis R, D’Ambrosio L, Zumla A, Migliori GB. Shifting from tuberculosis control to elimination: Where
are we? What are the variables and limitations? Is it achievable? International Journal of Infectious
Diseases. 2017; 56:30–33. https://doi.org/10.1016/j.ijid.2016.11.416 PMID: 27916675 2. MacNeil A, Glaziou P, Sismanidis C, Maloney S, Floyd K. Global epidemiology of tuberculosis and
progress toward achieving global targets—2017. Morbidity and Mortality Weekly Report. 2019;
68(11):263. https://doi.org/10.15585/mmwr.mm6811a3 PMID: 30897077 3. World Health Organization. Gear up to end TB: introducing the end TB strategy. World Health Organi-
zation; 2015. 3. World Health Organization. Gear up to end TB: introducing the end TB strategy. World Health Organi-
zation; 2015. 19 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending 4. World Health Organization. Global Tuberculosis Report 2019. World Health Organization; 2019. Avail-
able from: https://www.ebook.de/de/product/38624227/world_health_organization_global_
tuberculosis_report_2019.html. 5. Barasa EW, Molyneux S, English M, Cleary S. Setting healthcare priorities at the macro and meso
levels: a framework for evaluation. International journal of health policy and management. 2015;
4(11):719. https://doi.org/10.15171/ijhpm.2015.167 PMID: 26673332 6. Glassman A, Giedion U, Smith PC. What’s in, what’s out: designing benefits for universal health cover-
age. Brookings Institution Press; 2017. 7. Glassman A, Giedion U, Sakuma Y, Smith PC. Defining a health benefits package: what are the nec-
essary processes? Health Systems & Reform. 2016; 2(1):39–50. https://doi.org/10.1080/23288604. 2016.1124171 PMID: 31514661 8. Nuyens Y. Setting priorities for health research: lessons from low-and middle-income countries; 2007. 9. Baltussen R, Niessen L. Priority setting of health interventions: the need for multi-criteria decision anal-
ysis. Cost effectiveness and resource allocation. 2006; 4(1):14. https://doi.org/10.1186/1478-7547-4-
14 PMID: 16923181 10. Gorgens M, Petravic J, Wilson DJ, Wilson DP. In: See the bigger picture: Resource optimization tools
to inform hbp design; 2017. p. 214–234. 11. Stuart RM, Grobicki L, Haghparast-Bidgoli H, Panovska-Griffiths J, Skordis J, Keiser O, et al. How
should HIV resources be allocated? Lessons learnt from applying Optima HIV in 23 countries. Journal
of the International AIDS Society. 2018; 21(4):e25097. https://doi.org/10.1002/jia2.25097 PMID:
29652100 12. Trauer JM, Ragonnet R, Doan TN, McBryde ES. Modular programming for tuberculosis control, the
“AuTuMN” platform. BMC infectious diseases. 2017; 17(1):546. https://doi.org/10.1186/s12879-017-
2648-6 PMID: 28784094 13. Houben R, Lalli M, Sumner T, Hamilton M, Pedrazzoli D, Bonsu F, et al. TIME impact–a new user-
friendly tuberculosis (TB) model to inform TB policy decisions. BMC medicine. 2016; 14(1):56. https://
doi.org/10.1186/s12916-016-0608-4 PMID: 27012808 14. References Extensive review of TB prevention, care and control services
Tuberculosis programme in Armenia, 21 April-4 May 2011. World Health Organization; 2012. 26. de Colombani P, Ahmedov S, Blondal K, Ciobanu S, Dadu A, de Lussigny S, et al. Review of the
National Tuberculosis Programme in the Republic of Moldova, 4-15 February 2013. World Health
Organization; 2013. 27. Acosta C, Dadu A, Ramsay A, Dara M. Drug-resistant tuberculosis in Eastern Europe: challenges and
ways forward. Public Health Action. 2014; 4(2):S3–S12. 28. Kerr CC, Dura-Bernal S, Smolinski TG, Chadderdon GL, Wilson DP. Optimization by adaptive sto-
chastic descent. PloS one. 2018; 13(3). https://doi.org/10.1371/journal.pone.0192944 PMID:
29547665 29. Trauer JM, Dodd PJ, Gomes MGM, Gomez GB, Houben RMGJ, McBryde ES, et al. The Importance
of Heterogeneity to the Epidemiology of Tuberculosis. Clinical Infectious Diseases. 2018; 69(1):159–
166. https://doi.org/10.1093/cid/ciy938 30. Bloom BR, Murray CJ. Tuberculosis: commentary on a reemergent killer. Science. 1992; 257
(5073):1055–1064. https://doi.org/10.1126/science.257.5073.1055 PMID: 1509256 31. Vynnycky E, Fine PE. Lifetime risks, incubation period, and serial interval of tuberculosis. American
journal of epidemiology. 2000; 152(3):247–263. https://doi.org/10.1093/aje/152.3.247 PMID:
10933272 32. Ahmed T, Sobhan F, Ahmed A, Banu S, Mahmood A, Hyder K, et al. Childhood tuberculosis: a review
of epidemiology, diagnosis and management. Infect Dis J Pakistan. 2008; 17(2):52–60. 33. Rieder HL. Epidemiology of tuberculosis in children. In: Annales Nestle´. vol. 55. NESTEC LTD.; 1997. p. 1–9. 34. Smith S, Jacobs RF, Wilson CB. Immunobiology of childhood tuberculosis: a window on the ontogeny
of cellular immunity. The Journal of pediatrics. 1997; 131(1):16–26. https://doi.org/10.1016/S0022-
3476(97)70120-3 PMID: 9255187 35. Gupta S, Shenoy VP, Bairy I, Srinivasa H, Mukhopadhyay C. Diabetes mellitus and HIV as co-morbidi-
ties in tuberculosis patients of rural south India. Journal of infection and public health. 2011; 4(3):140–
144. https://doi.org/10.1016/j.jiph.2011.03.005 PMID: 21843860 36. Wood R, Maartens G, Lombard CJ. Risk factors for developing tuberculosis in HIV-1-infected adults
from communities with a low or very high incidence of tuberculosis. Journal of acquired immune defi-
ciency syndromes (1999). 2000; 23(1):75–80. https://doi.org/10.1097/00042560-200001010-00010
PMID: 10708059 37. Selwyn PA, Sckell BM, Alcabes P, Friedland GH, Klein RS, Schoenbaum EE. High risk of active tuber-
culosis in HIV-infected drug users with cutaneous anergy. Jama. 1992; 268(4):504–509. PMID:
1619742 38. Sonnenberg P, Glynn JR, Fielding K, Murray J, Godfrey-Faussett P, Shearer S. How soon after infec-
tion with HIV does the risk of tuberculosis start to increase? A retrospective cohort study in South Afri-
can gold miners. References Bershteyn A, Gerardin J, Bridenbecker D, Lorton CW, Bloedow J, Baker RS, et al. Implementation and
applications of EMOD, an individual-based multi-disease modeling platform. Pathogens and disease. 2018; 76(5):fty059. https://doi.org/10.1093/femspd/fty059 PMID: 29986020 15. Arinaminpathy N, Sandip M, Vineet B, Ross M, Mukta S, Soumya S, et al. Strategies for ending tuber-
culosis in the South-East Asian Region: A modelling approach. The Indian journal of medical research. 2019; 149(4):517. https://doi.org/10.4103/ijmr.IJMR_1901_18 PMID: 31411176 16. Langley I, Lin HH, Egwaga S, Doulla B, Ku CC, Murray M, et al. Assessment of the patient, health sys-
tem, and population effects of Xpert MTB/RIF and alternative diagnostics for tuberculosis in Tanzania:
an integrated modelling approach. The Lancet Global Health. 2014; 2(10):e581–e591. https://doi.org/
10.1016/S2214-109X(14)70291-8 PMID: 25304634 17. Go¨rgens M, Petravic J, Wilson W David J, David P G. See the Bigger Picture. In: What’s in, what’s out:
designing benefits for universal health coverage / Amanda and Giedion Ursula and Smith Peter C, edi-
tor(s). Brookings Institution Press. Washington, D.C: Center for Global Development; 2017. 18. Kerr CC, Stuart RM, Gray RT, Shattock AJ, Fraser-Hurt N, Benedikt C, et al. Optima: A Model for HIV
Epidemic Analysis, Program Prioritization, and Resource Optimization. JAIDS Journal of Acquired
Immune Deficiency Syndromes. 2015; 69(3):365–376. https://doi.org/10.1097/QAI. 0000000000000605 PMID: 25803164 19. Scott N, Hussain SA, Martin-Hughes R, Fowkes FJ, Kerr CC, Pearson R, et al. Maximizing the impact
of malaria funding through allocative efficiency: using the right interventions in the right locations. Malaria journal. 2017; 16(1):1–14. https://doi.org/10.1186/s12936-017-2019-1 PMID: 28899373 20. Pearson R, Killedar M, Petravic J, Kakietek JJ, Scott N, Grantham KL, et al. Optima Nutrition: an allo-
cative efficiency tool to reduce childhood stunting by better targeting of nutrition-related interventions. BMC Public Health. 2018; 18(1). https://doi.org/10.1186/s12889-018-5294-z 21. World Health Organization. Global Tuberculosis Report 2017. World Health Organization; 2017. Avail-
able from: https://www.ebook.de/de/product/31660606/world_health_organization_global_
tuberculosis_report_2017.html. 22. de Colombani P. Review of the national tuberculosis programme in Belarus, 10-21 October 2011. World Health Organization; 2012. 23. Ibrahimov F, Ibrahimova A, Kehler J, Richardson E. Azerbaijan: Health system review. World Health
Organization; 2010. 24. de Colombani P, Veen J. Review of the national tuberculosis programme in Ukraine, 1-22 October
2010. World Health Organization; 2011. 20 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending 25. Dara M, Mkrtchyan Z, Ghukasyan G. References World Health Organization. National Health Accounts—TB Sub-Accounts 2013-15; 2016. 56. World Health Organization. Global Health Expenditure Database; 2017. Available from: http://apps. who.int/nha/database/ViewData/Indicators/en. 57. Bray JW, Zarkin GA, Hinde JM, Mills MJ. Costs of alcohol screening and brief intervention in medical
settings: a review of the literature. Journal of studies on alcohol and drugs. 2012; 73(6):911–919. https://doi.org/10.15288/jsad.2012.73.911 PMID: 23036208 58. Hovhannesyan A, Dadu A, Astrauko A, Skrahina A. TB Epidemiological and Impact Analysis in Bela-
rus. Copenhagen: WHO Regional Office for Europe; 2015. 59. Shapiro AE, Chakravorty R, Akande T, Lonnroth K, Golub JE. A systematic review of the number
needed to screen to detect a case of active tuberculosis in different risk groups. Geneva: World
Health Organization; 2013. 60. Hoog AV, Langendam M W, Mitchell E M H, Cobelens FG, Sinclair D, Leeflang M M G, et al. A system-
atic review of the sensitivity and specificity of symptom and chest radiography screening for active pul-
monary tuberculosis in HIV-negative persons and persons with unknown HIV status. Geneva: World
Health Organization; 2013. 61. World Health Organization. Systematic screening for active tuberculosis: principles and recommenda-
tions. World Health Organization; 2013. 62. World Health Organization. Guidelines on the Management of Latent Tuberculosis Infection. World
Health Organization; 2015. Available from: https://www.ebook.de/de/product/23672109/world_
health_organization_guidelines_on_the_management_of_latent_tuberculosis_infection.html. 63. Steingart KR, Sohn H, Schiller I, Kloda LA, Boehme CC, Pai M, et al. Xpert MTB/RIF assay for pulmo-
nary tuberculosis and rifampicin resistance in adults. Cochrane database of systematic reviews. 2013;
(1). https://doi.org/10.1002/14651858.CD009593.pub2 PMID: 23440842 64. Roy A, Eisenhut M, Harris RJ, Rodrigues LC, Sridhar S, Habermann S, et al. Effect of BCG vaccination
against Mycobacterium tuberculosis infection in children: systematic review and meta-analysis. BMJ. 2014; 349(aug04 5):g4643–g4643. https://doi.org/10.1136/bmj.g4643 PMID: 25097193 65. Bassili A, Fitzpatrick C, Qadeer E, Fatima R, Floyd K, Jaramillo E. A systematic review of the effective-
ness of hospital-and ambulatory-based management of multidrug-resistant tuberculosis. The Ameri-
can journal of tropical medicine and hygiene. 2013; 89(2):271–280. https://doi.org/10.4269/ajtmh.13-
0004 PMID: 23926140 66. Williams AO, Makinde OA, Ojo M. Community-based management versus traditional hospitalization in
treatment of drug-resistant tuberculosis: a systematic review and meta-analysis. Global health
research and policy. 2016; 1(1):10. https://doi.org/10.1186/s41256-016-0010-y PMID: 29202059 67. Karumbi J, Garner P. Directly observed therapy for treating tuberculosis. Cochrane database of sys-
tematic reviews. 2015;(5). https://doi.org/10.1002/14651858.CD003343.pub4 PMID: 26022367 68. Kibret KT, Moges Y, Memiah P, Biadgilign S. References Journal of Infectious Diseases. 2005; 191(2):150–158. https://doi.org/10.1086/
426827 39. Jeon CY, Murray MB. Diabetes mellitus increases the risk of active tuberculosis: a systematic review
of 13 observational studies. PLoS medicine. 2008; 5(7). https://doi.org/10.1371/journal.pmed. 0050152 PMID: 18630984 40. Baussano I, Williams BG, Nunn P, Beggiato M, Fedeli U, Scano F. Tuberculosis incidence in prisons:
a systematic review. PLoS medicine. 2010; 7(12). https://doi.org/10.1371/journal.pmed.1000381
PMID: 21203587 41. Stuckler D, Basu S, McKee M, Lurie M. Mining and risk of tuberculosis in sub-Saharan Africa. Ameri-
can journal of public health. 2011; 101(3):524–530. https://doi.org/10.2105/AJPH.2009.175646 PMID:
20516372 42. Cowie RL. The epidemiology of tuberculosis in gold miners with silicosis. American journal of respira-
tory and critical care medicine. 1994; 150(5):1460–1462. https://doi.org/10.1164/ajrccm.150.5. 7952577 PMID: 7952577 43. Shi Y, Eberhart RC. Parameter selection in particle swarm optimization. In: International conference
on evolutionary programming. Springer; 1998. p. 591–600. 44. Bergstra J, Yamins D, Cox DD. Hyperopt: A python library for optimizing the hyperparameters of
machine learning algorithms. In: Proceedings of the 12th Python in science conference. Citeseer;
2013. p. 13–20. 45. World Health Organization. Review of the national tuberculosis programme in Belarus; 2015. Available
from: https://www.euro.who.int/__data/assets/pdf_file/0006/325959/Belarus-NTP-review-2015.pdf? ua=1. 21 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending 46. Ministry of Health of the Republic of Belarus, National Statistical Committee of the Republic of Belarus. Belarus Public Health Statistical Book 2009-2013. Minsk, Belarus: National Statistical Committee of
the Republic of Belarus; 2014. 47. National Statistical Committee of the Republic of Belarus. Statistical Yearbook of the Republic of Bela-
rus, 2016. National Statistical Committee of the Republic of Belarus; 2016. 48. UNAIDS. 2016 Estimates; 2016. 48. UNAIDS. 2016 Estimates; 2016. 49. Division UNP. World Population Prospects: The 2015 Revision. DVD Edition; 2015. 50. Republican Scientific and Practical Centre on Pulmonology and Tuberculosis. National TB Program
Database. Minsk: Ministry of Health of Belarus; 2017. 51. European Centre for Disease Prevention and Control/WHO Regional Office for Europe. Tuberculosis
surveillance and monitoring in Europe 2016. Stockholm: European Centre for Disease Prevention and
Control; 2016. 52. Gurbanova E. GLC/Europe Mission for Monitoring of the Implementation of the National M/XDR-TB
Response Plan. Minsk: World Health Organization; 2017. 53. Houben RM, Dodd PJ. The global burden of latent tuberculosis infection: a re-estimation using mathe-
matical modelling. PLoS medicine. 2016; 13(10):e1002152. https://doi.org/10.1371/journal.pmed. 1002152 PMID: 27780211 54. World Health Organization. Tuberculosis country profiles; 2017. Available from: http://www.who.int/tb/
country/data/profiles/en. 55. References Treatment outcomes for multidrug-resistant tuberculosis
under DOTS-Plus: a systematic review and meta-analysis of published studies. Infectious diseases of
poverty. 2017; 6(1):7. https://doi.org/10.1186/s40249-016-0214-x PMID: 28093078 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 22 / 24 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending 69. Stagg HR, Zenner D, Harris RJ, Munoz L, Lipman MC, Abubakar I. Treatment of latent tuberculosis
infection: a network meta-analysis. Annals of internal medicine. 2014; 161(6):419–428. https://doi.org/
10.7326/M14-1019 PMID: 25111745 70. Ayele HT, van Mourik MS, Debray TP, Bonten MJ. Isoniazid prophylactic therapy for the prevention of
tuberculosis in HIV infected adults: a systematic review and meta-analysis of randomized trials. PLoS
One. 2015; 10(11). https://doi.org/10.1371/journal.pone.0142290 PMID: 26551023 71. Drobniewski F, Cooke M, Jordan J, Casali N, Mugwagwa T, Broda A, et al. Systematic review, meta-
analysis and economic modelling of molecular diagnostic tests for antibiotic resistance in tuberculosis. Health Technology Assessment. 2015; 19(34):1–188. https://doi.org/10.3310/hta19340 PMID:
25952553 72. Benedikt CJ, Wilson D, Zhao F, Shvanok H, Oleinik I, Go¨rgens M, et al. Optimizing investments in
Belarus’ Tuberculosis response (English). Washington, D.C.: World Bank Group; 2017. Available
from: http://documents.worldbank.org/curated/en/915061498581699905/Optimizing-investments-in-
Belarus-Tuberculosis-response. 73. Rusovich V, Kumar A, Skrahina A, Hurevich H, Astrauko A, de Colombani P, et al. High time to use
rapid tests to detect multidrug resistance in sputum smear-negative tuberculosis in Belarus. Public
health action. 2014; 4(4):243–248. https://doi.org/10.5588/pha.14.0069 PMID: 26400703 74. World Health Organization. Guidelines for the Programmatic Management of Drug-Resistant Tubercu-
losis: 2011 Update. World Health Organization; 2011. Available from: https://www.ebook.de/de/
product/23851340/world_health_organization_guidelines_for_the_programmatic_management_of_
drug_resistant_tuberculosis_2011_update.html. 75. Falzon D, Schu¨nemann HJ, Harausz E, Gonza´lez-Angulo L, Lienhardt C, Jaramillo E, et al. World
Health Organization treatment guidelines for drug-resistant tuberculosis, 2016 update. European
Respiratory Journal. 2017; 49(3). https://doi.org/10.1183/13993003.02308-2016 PMID: 28331043 76. Skrahina A, Rusovich V, Dara M, Zhylevich L, Hurevich H. MDR-TB in Belarus, the role of outpatient
care strengthening and social support. International Journal of Mycobacteriology. 2015; 4:79. https://
doi.org/10.1016/j.ijmyco.2014.10.041 77. Skrahina A, Hurevich H, Falzon D, Zhilevich L, Rusovich V, Dara M, et al. Bedaquiline in the multidrug-
resistant tuberculosis treatment: Belarus experience. International Journal of Mycobacteriology. 2016;
5:S62–S63. https://doi.org/10.1016/j.ijmyco.2016.11.014 PMID: 28043617 78. John K, Daley P, Kincler N, Oxlade O, Menzies D. Costs incurred by patients with pulmonary tubercu-
losis in rural India. The International journal of tuberculosis and lung disease. 2009; 13(10):1281–
1287. PMID: 19793434 79. Tanimura T, Jaramillo E, Weil D, Raviglione M, Lo¨nnroth K. References Financial burden for tuberculosis
patients in low-and middle-income countries: a systematic review. European Respiratory Journal. 2014; 43(6):1763–1775. https://doi.org/10.1183/09031936.00193413 PMID: 24525439 80. Houben RMGJ, Menzies NA, Sumner T, Huynh GH, Arinaminpathy N, Goldhaber-Fiebert JD, et al. Feasibility of achieving the 2025 WHO global tuberculosis targets in South Africa, China, and India: a
combined analysis of 11 mathematical models. The Lancet Global Health. 2016; 4(11):e806–e815. https://doi.org/10.1016/S2214-109X(16)30199-1 PMID: 27720688 81. Lo¨nnroth K, Jaramillo E, Williams BG, Dye C, Raviglione M. Drivers of tuberculosis epidemics: the role
of risk factors and social determinants. Social science & medicine. 2009; 68(12):2240–2246. https://
doi.org/10.1016/j.socscimed.2009.03.041 PMID: 19394122 82. Rasanathan K, Sivasankara Kurup A, Jaramillo E, Lo¨nnroth K. The social determinants of health: key
to global tuberculosis control. The International Journal of Tuberculosis and Lung Disease. 2011;
15(6):S30–S36. https://doi.org/10.5588/ijtld.10.0691 PMID: 21740657 83. Dye C, Lo¨nnroth K, Jaramillo E, Williams B, Raviglione M. Trends in tuberculosis incidence and their
determinants in 134 countries. Bulletin of the World Health Organization. 2009; 87:683–691. https://
doi.org/10.2471/BLT.08.058453 PMID: 19784448 84. Hargreaves JR, Boccia D, Evans CA, Adato M, Petticrew M, Porter JD. The social determinants of
tuberculosis: from evidence to action. American journal of public health. 2011; 101(4):654–662. https://doi.org/10.2105/AJPH.2010.199505 PMID: 21330583 85. Lo¨nnroth K, Castro KG, Chakaya JM, Chauhan LS, Floyd K, Glaziou P, et al. Tuberculosis control and
elimination 2010–50: cure, care, and social development. The Lancet. 2010; 375(9728):1814–1829. https://doi.org/10.1016/S0140-6736(10)60483-7 PMID: 20488524 86. Oxlade O, Murray M. Tuberculosis and poverty: why are the poor at greater risk in India? PloS one. 2012; 7(11). https://doi.org/10.1371/journal.pone.0047533 PMID: 23185241 87. Raviglione M, Sulis G. Tuberculosis 2015: burden, challenges and strategy for control and elimination. Infectious disease reports. 2016; 8(2). https://doi.org/10.4081/idr.2016.6570 PMID: 27403269 23 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 PLOS COMPUTATIONAL BIOLOGY Allocative Efficiency of TB Spending 88. Carter DJ, Glaziou P, Lo¨nnroth K, Siroka A, Floyd K, Weil D, et al. The impact of social protection and
poverty elimination on global tuberculosis incidence: a statistical modelling analysis of Sustainable
Development Goal 1. The Lancet Global Health. 2018; 6(5):e514–e522. https://doi.org/10.1016/
S2214-109X(18)30195-5 PMID: 29580761 89. European Centre for Disease Prevention and Control. Tuberculosis surveillance and monitoring in
Europe; 2020. Available from: https://www.ecdc.europa.eu/sites/default/files/documents/TB-
Surveillance-report_24March2020.pdf. 90. World Health Organization. Global Tuberculosis Report 2015, 20th ed. World Health Organization;
2015. Available from: https://apps.who.int/iris/handle/10665/191102. 91. World Health Organization. Tuberculosis (TB): Download data as CSV files; last accessed: 23 October
2020. Available from: https://www.who.int/tb/country/data/download/en/. 92. Sumner T, Scriba TJ, Penn-Nicholson A, Hatherill M, White RG. Potential population level impact on
tuberculosis incidence of using an mRNA expression signature correlate-of-risk test to target tubercu-
losis preventive therapy. Scientific reports. 2019; 9(1):1–10. https://doi.org/10.1038/s41598-019-
47645-z PMID: 31366947 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1009255
September 27, 2021 References Organization WH, et al. Guidance for country-level TB modelling. 2018;. 93. World Health Organization. Belarus prepares to pilot new models of funding for ambulatory TB care;
2017. Available from: https://www.euro.who.int/en/health-topics/Health-systems/pages/news/news/
2017/08/belarus-prepares-to-pilot-new-models-of-funding-for-ambulatory-tb-care. 94. World Health Organization. Self-reliance review of tuberculosis activities in Belarus 25-28 March 2018
Mission Report; 2018. Available from: https://www.euro.who.int/__data/assets/pdf_file/0020/386102/
jth-blr-report-eng.pdf. 95. Migunov D, Feinstein S, Ahmedov S, Zues O, Katsaga A. Spending Wisely for Improved TB Out-
comes: Lessons in Strategic Purchasing for TB in Eastern Europe and Central Asia. Bethesda, MD:
Health Finance and Governance Project. 2018;. 96. Arinaminpathy N, Deo S, Singh S, Khaparde S, Rao R, Vadera B, et al. Modelling the impact of effec-
tive private provider engagement on tuberculosis control in urban India. Scientific Reports. 2019; 9(1). https://doi.org/10.1038/s41598-019-39799-7 PMID: 30846709 97. Hazarika I. Role of private sector in providing tuberculosis care: evidence from a population-based sur-
vey in India. Journal of global infectious diseases. 2011; 3(1):19. https://doi.org/10.4103/0974-777X. 77291 PMID: 21572604 98. Kelly SL, Martin-Hughes R, Stuart RM, Yap XF, Kedziora DJ, Grantham KL, et al. The global Optima
HIV allocative efficiency model: targeting resources in efforts to end AIDS. The Lancet HIV. 2018;
5(4):e190–e198. https://doi.org/10.1016/S2352-3018(18)30024-9 PMID: 29540265 99. Stuart RM, Kerr CC, Haghparast-Bidgoli H, Estill J, Grobicki L, Baranczuk Z, et al. Getting it right when
budgets are tight: Using optimal expansion pathways to prioritize responses to concentrated and
mixed HIV epidemics. PLOS ONE. 2017; 12(10):e0185077. https://doi.org/10.1371/journal.pone. 0185077 PMID: 28972975 100. World Bank Group. From analysis to action: a case study on how allocative efficiency analysis
supported by mathematical modelling changed HIV investment in Sudan (English); 2016. Available
from: https://documents.worldbank.org/en/publication/documents-reports/documentdetail/
584321468500196633. 101. Sumner T, Scriba TJ, Penn-Nicholson A, Hatherill M, White RG. Potential population level impact on
tuberculosis incidence of using an mRNA expression signature correlate-of-risk test to target tubercu-
losis preventive therapy. Scientific reports. 2019; 9(1):1–10. https://doi.org/10.1038/s41598-019-
47645-z PMID: 31366947 24 / 24
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Transplanted lungs and the “white plague”
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Medicine
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Transplanted lungs and the “white plague” A
case-report and review of the literature Nadim Cassir, Robin Delacroix, Carine Gomez, Veronique Secq, Martine
Reynaud-Gaubert, Pascal-Alexandre Thomas, Laurent Papazian, Michel
Drancourt Nadim Cassir, Robin Delacroix, Carine Gomez, Veronique Secq, Martine
Reynaud-Gaubert, Pascal-Alexandre Thomas, Laurent Papazian, Michel
Drancourt To cite this version: Nadim Cassir, Robin Delacroix, Carine Gomez, Veronique Secq, Martine Reynaud-Gaubert, et al.. Transplanted lungs and the “white plague” A case-report and review of the literature. Medicine,
2017, 96 (13), pp.e6173. 10.1097/MD.0000000000006173. hal-01521232 Abstract Abstract
Rationale: Solid organ transplant recipients, especially after lung transplantation, are at increased risk for Mycobacterium
tuberculosis pulmonary tuberculosis due to lifelong immunosuppression. Patient concerns: A 41-year-old woman underwent a second bilateral lung transplantation that was complicated by fatal
pulmonary tuberculosis. Diagnoses: Histological examination of a lung biopsy performed 6 weeks after retransplantation revealed a caseating granuloma
and necrosis. Acid-fast bacilli were identified as rifampicin-susceptible M. tuberculosis by real-time polymerase chain reaction (PCR),
confirmed by culture 2 weeks later. Interventions: Our investigation led us to highly suspect that the transplanted lungs were the source of M. tuberculosis
transmission. Lessons: In order to optimize diagnosis and treatment for lung recipients with latent or active tuberculosis, regular assessment of
lower respiratory samples for M. tuberculosis, particularly during the 12-month period posttransplant should be implemented. Regarding donor-derived transmission, screening donor grafts with latent tuberculosis by M. tuberculosis real-time PCR in lymphoid
and adipose tissues is an option that should be considered. Abbreviations: BAL = bronchoalveolar lavage, CT = chest-computerized tomography, DNA = deoxyribonucleic acid, IGRA =
interferon-g release assay, LTBI = latent tuberculosis infection, PCR = polymerase chain reaction, SOT = solid organ transplant,
TST = tuberculin skin test. Keywords: case-report, immunosuppression, lung, Mycobacterium tuberculosis, transplantation, tuberculosis Keywords: case-report, immunosuppression, lung, Mycobacterium tuberculosis, transplantation, t 1. Introduction tions complicate the management of tuberculosis, leading to a up
to 30% mortality.[1] Posttransplantation tuberculosis may result
from
reactivating
latent
tuberculosis
in
the
recipient
or
transmission of M. tuberculosis from a contagious person or
from the transplant.[1] Risk for pulmonary tuberculosis is greater
for
lung
transplant
receivers
compared
with
other
SOT
recipients.[3]
In
this
population,
the
onset
of
pulmonary
tuberculosis varies from 1 day to 12 months after lung
transplantation.[4,5] Solid organ transplant (SOT) recipients are at increased risk for
Mycobacterium tuberculosis pulmonary tuberculosis due to
lifelong immunosuppression.[1] In low tuberculosis-prevalence
regions, the frequency of pulmonary tuberculosis in SOT
recipients varies from 1.2% to 6.5%.[2] In this population,
diagnosis delay, treatment-related toxicities, and drug interac- In our hospital, diagnosing deadly pulmonary tuberculosis 8
weeks after bilateral lung transplantation led to investigate the
source of M. tuberculosis. This case is reported anonymously in
agreement with the advice n°2016–024 of the Méditerranée
Infection Institute Ethics Committee. Editor: Duane R. Hospenthal. Editor: Duane R. Hospenthal. Funding: This study was supported by URMITE, IHU Méditerranée Infection,
Marseille, France. The authors declare that they have no conflict of interest. a Aix Marseille Univ, URMITE, UM63, CNRS 7278, IRD 198, INSERM 1095, IHU
Méditerranée Infection, Marseille, b APHM, Service de Pneumologie, Equipe de
Transplantation pulmonaire, c APHM, Service d’Anatomo-Pathologie, d APHM,
Service de Chirurgie Thoracique, Equipe de Transplantation pulmonaire, e APHM,
Service de Réanimation Détresses Respiratoires et Infections Sévères, Hôpital
Nord, Marseille, France. a Aix Marseille Univ, URMITE, UM63, CNRS 7278, IRD 198, INSERM 1095, IHU
Méditerranée Infection, Marseille, b APHM, Service de Pneumologie, Equipe de
Transplantation pulmonaire, c APHM, Service d’Anatomo-Pathologie, d APHM, HAL Id: hal-01521232 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Medicine
® Medicine
®
OPEN Clinical Case Report Received: 2 August 2016 / Received in final form: 14 November 2016 /
Accepted: 29 January 2017 Transplanted lungs and the “white plague”
A case-report and review of the literature Nadim Cassir, MD, PhDa, Robin Delacroix, Pharm. Residenta, Carine Gomez, MDa,b,
c
a b Nadim Cassir, MD, PhDa, Robin Delacroix, Pharm. Residenta, Carine Gomez, MDa,b,
Véronique Secq, MDc, Martine Reynaud-Gaubert, MD, PhDa,b, Pascal-Alexandre Thomas, MD, PhDa,d,
Laurent Papazian, MD, PhDa,e, Michel Drancourt, MD, PhDa,∗ Véronique Secq, MDc, Martine Reynaud-Gaubert, MD, PhDa,b, Pascal-Alexandre Thomas, MD, PhDa,d,
Laurent Papazian, MD, PhDa,e, Michel Drancourt, MD, PhDa,∗ http://dx.doi.org/10.1097/MD.0000000000006173 3. Discussion Acid-fast bacilli were identified as rifampicin-suscep-
tible M. tuberculosis by real-time PCR. On postoperative day
65, the patient’s status worsened with severe hypoxemia, shock
unresponsive to high dose cathecolamines, and multiorgan
failure. The patient died on postoperative day 70, despite
treatment combining isoniazid, rifampicin, ethambutol, and
pyrazinamide. Retrospective real-time PCR testing of the
explanted lung and BALs performed on postoperative days
1, 7, and 21 remained negative. apical posterior lobes and a bilateral pleural effusion (Fig. 1). The same day, a bronchoalveolar lavage (BAL) yielded a
positive real-time PCR for rifampicin-susceptible M. tubercu-
losis, confirmed by culture on postoperative day 62. Tuberculin
skin test (TST) or interferon-g release assay (IGRA) test were
not performed. All the BALs performed on postoperative
period yielded no other pathogen except for the one performed
on
day
60
that
cultured
Pseudomonas
aeruginosa;
the
adjunctive antibiotic therapy was imipenem-cilastatin, 3g/d. Histological examination of a lung biopsy performed 6 weeks
after retransplantation revealed a caseating granuloma and
necrosis. Acid-fast bacilli were identified as rifampicin-suscep-
tible M. tuberculosis by real-time PCR. On postoperative day
65, the patient’s status worsened with severe hypoxemia, shock
unresponsive to high dose cathecolamines, and multiorgan
failure. The patient died on postoperative day 70, despite
treatment combining isoniazid, rifampicin, ethambutol, and
pyrazinamide. Retrospective real-time PCR testing of the
explanted lung and BALs performed on postoperative days
1, 7, and 21 remained negative. Current US and European guidelines recommend routine
screening and treatment for latent tuberculosis infection (LTBI) in
lung recipients but there is no controlled trial.[1,16] Assessing
LTBI includes reviewing epidemiologic risk factors, chest
radiography and a TST and/or IGRA. However, TSTs and
IGRAs are less sensitive in immunosuppressed and/or critically ill
patients than in the general population and they do not
differentiate LTBI from active tuberculosis.[17] There is no controlled trial to support specific recommenda-
tions regarding lung donors.[1] One option would be to screen
lungs just before or at the time of transplantation as early
antituberculous treatment and immunosuppression optimization
are essential to successfully treat lung recipients with active
tuberculosis.[15] In the case reported here, negative retrospective
detection was obtained on fixed rather than fresh biopsies. TST or
IGRA testing in deceased donors is difficult to perform and to
interpret.[14] Because M. 3. Discussion Several lines of evidence indicate that the transplanted lungs were
the source of fatal pulmonary tuberculosis in the patient who
underwent a second bilateral lung transplantation. During her 9-
year history of her first bilateral lung transplant, the recipient had
no known history of tuberculosis. In the month prior to second
transplantation, she presented no clinical, CT-scan, or microbio-
logical evidence of pulmonary tuberculosis. During regular
monitoring, the first positive respiratory sample tested positive
for M. tuberculosis was obtained 42 days after the second
transplantation, while immunosuppressive therapy had been
administered for 9 years following the first transplantation. Investigations found no evidence of a new infection posttrans-
plant via healthcare-associated cross-transmission that could
otherwise have explained this case. No case of active tuberculosis
infection was diagnosed among her relatives, other patients or
healthcare workers during the 3-month pretransplant period and
the posttransplant stay in the thoracic surgery ward or intensive
care unit. A donor-to-recipient lung transmission was suspected in 15
cases of pulmonary tuberculosis in lung transplant recipients
since 1990 (Table 1).[5–15] It was conclusive in only 1 case
reporting a 14-year-old girl with chronic bronchiectasis who
was TST-negative before transplantation.[15] She received a
bilateral lung transplant from a 51-year-old man born in the
Philippines with a solitary pulmonary nodule that was found
on perioperative palpation. Histologic analysis of this nodule
indicated a caseating granuloma and necrosis with positive AFB
staining and the recipient BAL performed on postoperative day
5 was positive for M. tuberculosis by PCR and culture. Early
initiation of antituberculosis treatment and the omission of
induction immunosuppressive therapy led to a favorable
outcome. Figure 1. Chest computed-tomography obtained on day 68 after transplanta-
tion. A: Bilateral lung parenchymal nodules with cavity in right lower lobe apical
segment. B: Bilateral pleural effusion with nodule in posterior segment of right
lower lobe. apical posterior lobes and a bilateral pleural effusion (Fig. 1). The same day, a bronchoalveolar lavage (BAL) yielded a
positive real-time PCR for rifampicin-susceptible M. tubercu-
losis, confirmed by culture on postoperative day 62. Tuberculin
skin test (TST) or interferon-g release assay (IGRA) test were
not performed. All the BALs performed on postoperative
period yielded no other pathogen except for the one performed
on
day
60
that
cultured
Pseudomonas
aeruginosa;
the
adjunctive antibiotic therapy was imipenem-cilastatin, 3g/d. Histological examination of a lung biopsy performed 6 weeks
after retransplantation revealed a caseating granuloma and
necrosis. Medicine Cassir et al. Medicine (2017) 96:13 of
per-transplantation
right
lung
biopsy
yielded
Candida
albicans. Retrospective M. tuberculosis real-time PCR yielded
negative results on the left and right donor-lung biopsies. Both
kidneys from the same donor were transplanted into 2 other
recipients. Six months after transplantation, neither of the kidney
recipients had developed any signs or symptoms suggestive of
active tuberculosis. Figure 1. Chest computed-tomography obtained on day 68 after transplanta-
tion. A: Bilateral lung parenchymal nodules with cavity in right lower lobe apica
segment. B: Bilateral pleural effusion with nodule in posterior segment of right
lower lobe. 2. Case report A 41-year-old Caucasian woman underwent a primary double
lung transplantation for cystic fibrosis in 2006. Her medical
history was otherwise unremarkable and the patient had no
known history of pulmonary tuberculosis or tuberculosis
contact. On December 2015, she underwent retransplantation
for chronic lung allograft dysfunction. During the month
preceding retransplantation, 4 sputum specimens remained
negative for acid-fast bacilli and specific M. tuberculosis culture
and real-time polymerase chain reaction (PCR) testing. On
postoperative day 42, deterioration of her respiratory status
prompted a chest-computerized tomography (CT) scan reveal-
ing sub-centimeter bilateral nodules primarily located in the ∗Correspondence: Michel Drancourt, Unité des Rickettsies, Faculté de Médecine,
Université de la Méditerranée, CNRS UMR 6020, 27 Bd Jean Moulin, 13385
Marseille Cedex 5, France (e-mail: Michel.drancourt@univ-amu.fr). Copyright © 2017 the Author(s). Published by Wolters Kluwer Health, Inc. This is an open access article distributed under the Creative Commons
Attribution License 4.0 (CCBY), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. http://dx.doi.org/10.1097/MD.0000000000006173 1 1 Medicine 3. Discussion tuberculosis DNA is detected in
lymphoid and adipose tissues surrounding the lungs in LTBI
patients, the cost-effectiveness of rapid real-time PCR testing of
the donor lungs has to be evaluated in various tuberculosis
prevalence settings. The organ donor died of posttraumatic intracerebral hemor-
rhage. He was a 47-year-old man with no history of lung disease
or risk factors for tuberculosis other than chronic alcohol use and
smoking. TST results were not available. During hospitalization,
a lung CT-scan showed no signs of active or previous tuberculosis
and no TST or IGRA test results were available. Routine cultures 2 Cassir et al. Medicine (2017) 96:13 www.md-journal.com Table 1
Cases of donor-derived pulmonary tuberculosis after lung transplantation since 1990. Recipient characteristics
Donor
characteristics
Microbiological
results in the recipient
Delay from
transplantation
to diagnosis
Treatment/Outcome
Reference
23-y-old woman/heart-lung/pulmonary arterial
hypertension/TST negative before transplant
N.A. BAL samples showed AFB and culture yielded
M. tuberculosis
4 mo
N.A./Died
Carlsen and Bergin[6]
A 57-y-old woman/bilateral lung/chronic
obstructive pulmonary disease/TST negative
before transplant
45-y-old woman
BAL samples showed AFB which were
identified as M. tuberculosis by DNA probe
and confirmed by culture
3 mo
Isoniazid, ethambutol and pyrazinamide/ died
Miller et al[7]
42-y-old woman/single lung/end-stage chronic
obstructive pulmonary disease
Normal chest radiograph and
no known prior history of
M. tuberculosis
BAL samples yielded M. tuberculosis—BAL
showed AFB and cultures yielded M. tuberculosis
6 wk—idem
Isoniazid, ethambutol, and pyrazinamide/
improved
Ridgeway et al[8]
63-y-old woman/single lung/end-stage chronic
obstructive pulmonary
Infection
DNA fingerprints of both M. tuberculosis
isolates were identical
idem
A 27-y-old man/bilateral lung/cystic fibrosis
19-y-old New York City
resident
Lung biopsy specimens showed
granulomatous inflammation with stainable
AFB that yielded M. tuberculosis
3 mo—idem
Isoniazid, ethambutol, pyrazinamide, and
streptomycin during 3 mo, followed by 15
mo of isoniazid and ethambutol/improved
Schulman et al[9]
A 57-y-old man/bilateral lung/idiopathic
bronchiectasis
25-y-old South American
man who had immigrated
to New York City 2 y
earlier
BAL samples showed AFB and culture yielded
M. tuberculosis. Lung biopsy showed
necrotizing granulomas
idem
35-y-old woman/bilateral lung/end-stage
pulmonary lymphangioleiomyomatosis/TST
negative before transplant
51-y-old, non-smoking,
recent immigrant from
China
Lung biopsy specimens showed
granulomatous inflammation with stainable
AFB that yielded XDR M. 3. Discussion tuberculosis
5 mo
Isoniazid, rifampicin, pyrazinamide, and
ethambutol replaced by levofloxacin,
prothionamide, and cycloserine together
with para aminosalicylic acid (PAS)/
improved
Lee (2003)
49-y-old woman/previous single lung transplant/
idiopathic pulmonary fibrosis/end-stage
bronchiolitis/bilateral sequential lung
retransplantation
Chest radiography with
previously unnoticed
pulmonary opacity
BAL samples yielded M. tuberculosis
1 d
Isoniazid, pyrazinamide, and levofloxacin/
improved
Winthrop et al[5]
28-y-old woman/heart-lung/pulmonary
hypertension and restrictive cardiomyopathy
42-y-old man
BAL samples showed AFB and culture yielded
M. tuberculosis. Lung biopsy disclosed
necrotizing granulomas positive for AFB
2.5 mo
Isoniazid, rifampicin, pyrazinamide, and
ethambutol/improved
Place (2007)
16-y-old boy/heart-lung transplant/pulmonary
arterial hypertension
Contact with a patient with
active tuberculosis for at
least 1 y
BAL samples culture yielded XDR M. tuberculosis
2.5 mo
Ethambutol, cycloserine, ciprofloxacin,
clarithromycin/improved
Shitrit et al[12]
68-y-old man/single-lung/coal worker’s
pneumoconiosis/TST negative before transplant
33-y-old man, emigrated
from Peru 11 y before/TST
positive at 24mm without
LTBI prophylaxis
Cultures from the pericardium and the BAL
yielded M. tuberculosis
3 mo
Ethambutol, isoniazid, pyrazinamide, and
ciprofloxacin/died
Boedefeld et al[13]
60-y-old woman/single lung/idiopathic pulmonary
fibrosis/TST negative before transplant
20-y-old man born in Mexico
BAL samples showed AFB and culture yielded
M. tuberculosis
5 mo
Rifampin, isoniazid, pyrazinamide, and
ethambutol during 3 mo followed by
rifabutin and isoniazid/unrelated death
Mortensen et al[14]
Genotyping analysis of the strain revealed
similarity with a cluster of patients from
Mexico
3 3 3 Medicine Cassir et al. Medicine (2017) 96:13 (continued). Recipient characteristics
Donor
characteristics
Microbiological
results in the recipient
Delay from
transplantation
to diagnosis
Treatment/Outcome
Reference
50-y-old woman/bilateral lung/TST negative
before transplant
20-y-old man born in the
USA, incarcerated 1 y
before
BAL samples showed AFB and culture yielded
M. tuberculosis
2 mo
Rifampin, isoniazid, ethambutol, and
pyrazinamide/N.A. Mortensen et al[14]
Genotyping analysis of the strain revealed
similarity with a cluster of patients from a
residential center near by the jail
50-y-old woman/bilateral lung/TST negative
before transplant
20-y-old man born in the
USA, traveled during 1 y
just before donation in the
Philippines
BAL samples showed AFB and culture yielded
M. tuberculosis
3 mo
Rifampin, isoniazid, ethambutol, and
pyrazinamide during 2 mo, followed by 7
mo of rifampin and isoniazid/N.A. 3. Discussion Mortensen et al[14]
Genotyping analysis of the strain revealed
similarity with a cluster of patients from
the Philippines
14-y-old girl/bilateral lung/idiopathic
bronchiectasis/TST negative before transplant
51-y-old man born in the
Philippines/histologic
analysis of a nodule from
the donor graft indicated a
granuloma with caseation
and necrosis with positive
AFB staining
BAL samples were positive for M. tuberculosis by PCR and culture yielded M. tuberculosis
5 d
Moxifloxacin, isoniazid, ethambutol, and
pyrazinamide during 2 mo, followed by 10
mo of moxifloxacin, isoniazid, and
ethambutol/improved
Nizami et al[15]
41-y-old woman/previous bilateral lung transplant/
cystic fibrosis/end-stage bronchiolitis
obliterans/bilateral lung retransplantation
47-y-old, smocking, chronic
alcohol user
Lung biopsy yielded granuloma with caseation
and necrosis. AFB were identified as
rifampicin-susceptible M. tuberculosis by
real-time PCR
8 wk
Rifampin, isoniazid, ethambutol, and
pyrazinamide/died
This case
AFB=acid fast bacilli, BAL=bronchoalveolar lavage, M. tuberculosis=Mycobacterium tuberculosis, NA=not available, PCR=polymerase chain reaction, TST=tuberculin skin test. 4 Cassir et al. Medicine (2017) 96:13 www.md-journal.com 4. Conclusion [6] Carlsen SE, Bergin CJ. Reactivation of tuberculosis in a donor lung after
transplantation. AJR Am J Roentgenol 1990;154:495–7. Given the substantial morbidity and mortality associated with
active tuberculosis in lung recipients, it is crucial to come up
with an early diagnosis for those with latent or active
tuberculosis in order to optimize their treatment. Regular
assessment of lower respiratory samples for M. tuberculosis,
particularly during the 12-month period posttransplant should
be
implemented. Regarding
donor-derived
transmission,
screening donor grafts with LTBI by M. tuberculosis real-time
PCR in lymphoid and adipose tissues is an option that should
be considered. [7] Miller RA, Lanza LA, Kline JN, et al. Mycobacterium tuberculosis in
lung transplant recipients. Am J Respir Crit Care Med 1995;152:374–6. [8] Ridgeway
AL,
Warner
GS,
Phillips
P,
et
al. Transmission
of
Mycobacterium tuberculosis to recipients of single lung transplants
from the same donor. Am J Respir Crit Care Med 1996;153:1166–8. [9] Schulman LL, Scully B, McGregor CC, et al. Pulmonary tuberculosis
after lung transplantation. Chest 1997;111:1459–62. [10] Lee J, Yew WW, Wong CF, et al. Multidrug-resistant tuberculosis in a
lung transplant recipient. J Heart Lung Transplant 2003;22:1168–73. [11] Place S, Knoop C, Remmelink M, et al. Paradoxical worsening of
tuberculosis in a heart-lung transplant recipient. Transpl Infect Dis
2007;9:219–24. [12] Shitrit D, Bendayan D, Saute M, et al. Multidrug resistant tuberculosis
following lung transplantation: treatment with pulmonary resection. Thorax 2004;59:79–80. References [13] Boedefeld RL, Eby J, Boedefeld WM, et al. Fatal Mycobacterium
tuberculosis infection in a lung transplant recipient. J Heart Lung
Transplant 2008;27:1176–8. [1] Horne DJ, Narita M, Spitters CL, et al. Challenging issues in tuberculosis
in solid organ transplantation. Clin Infect Dis 2013;57:1473–82. [2] Aguado JM, Torre-Cisneros J, Fortun J, et al. Tuberculosis in solid-organ
transplant recipients: consensus statement of the group for the study of
infection in transplant recipients (GESITRA) of the Spanish Society of
Infectious
Diseases
and
Clinical
Microbiology. Clin
Infect
Dis
2009;48:1276–84. [14] Mortensen E, Hellinger W, Keller C, et al. Three cases of donor-derived
pulmonary tuberculosis in lung transplant recipients and review of 12
previously reported cases: opportunities for early diagnosis and
prevention. Transpl Infect Dis 2014;16:67–75. [15] Nizami IY, Khan BJ, Saleh W, et al. Successful bilateral lung
transplantation from a deceased donor with active Mycobacterium
tuberculosis infection. Ann Thorac Surg 2014;97:e109–10. [3] Subramanian AK, Morris MI. AST infectious diseases community of
practice. Mycobacterium tuberculosis infections in solid organ trans-
plantation. Am J Transplant 2013;13:68–76. [16] Meije Y, Piersimoni C, Torre-Cisneros J, et al. ESCMID Study Group
of infection in compromised hosts. Mycobacterial infections in solid
organ transplant recipients. Clin Microbiol Infect 2014;20:89–101. [4] Singh N, Paterson DL. Mycobacterium tuberculosis infection in solid-
organ transplant recipients: impact and implications for management. Clin Infect Dis 1998;27:1266–77. [17] Herrera V, Perry S, Parsonnet J, et al. Clinical application and limitations
of
interferon-gamma
release
assays
for
the
diagnosis
of
latent
tuberculosis infection. Clin Infect Dis 2011;52:1031–7. [5] Winthrop KL, Kubak BM, Pegues DA, et al. Transmission of
Mycobacterium tuberculosis via lung transplantation. Am J Transplant
2004;4:1529–33. 5 5
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Time to Start Delivering Iron Chelation Therapy in Newly Diagnosed Severe β-Thalassemia
|
BioMed research international
| 2,020
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cc-by
| 5,136
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Susi Susanah
,1 Ponpon S. Idjradinata
,1 Nur M. Sari
,1 Lulu E. Rakhmilla
,2
Yunia Sribudiani
,3 Jessica O. Trisaputra
,4 and Octawyana Moestopo
4 Susi Susanah
,1 Ponpon S. Idjradinata
,1 Nur M. Sari
,1 Lulu E. Rakhmilla
,2
Yunia Sribudiani
,3 Jessica O. Trisaputra
,4 and Octawyana Moestopo
4 1Department of Child Health, Hematology-Oncology Division, Hasan Sadikin General Hospital/Faculty of Medicine,
Universitas Padjadjaran, Bandung 40161, Indonesia 2Department of Public Health, Epidemiology and Biostatistic Division, Faculty of Medicine, Universitas Padjadjaran,
Bandung 40161, Indonesia Department of Biomedical Sciences, Division of Biochemistry and Molecular Biology, Faculty of Medicine, Universit
Bandung 40161, Indonesia 4Faculty of Medicine, Universitas Padjadjaran, Bandung 40161, Indonesia 4Faculty of Medicine, Universitas Padjadjaran, Bandung 40161, Indonesia orrespondence should be addressed to Susi Susanah; susi_rshs@yahoo.co.id Correspondence should be addressed to Susi Susanah; susi_rshs@yahoo.co.id Received 7 June 2020; Revised 20 November 2020; Accepted 4 December 2020; Published 14 December 2020 Academic Editor: Ruxana Sadikot Copyright © 2020 Susi Susanah et al. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Background. Iron overload is still a major complication of severe β-thalassemia. Indication to start iron chelation therapy is based
on serum ferritin (SF) or transferrin saturation (TS) level or the amount of transfusion. The goal of this study is to analyse the
pattern of iron status, the amount of transfusion regarding the time to start iron chelator, and serum hepcidin levels in newly
diagnosed severe β-thalassemia. Methods. A prospective cohort study was performed at Hasan Sadikin General Hospital on
newly diagnosed severe β-thalassemia patients. Subjects had not received any blood transfusion with normal liver function test,
CRP, and IL-6 levels who consumed normal diet according to age. The SF and TS levels indicate iron status, while hepcidin level
indicates iron regulator status. Main indicator to start iron chelation therapy when SF level ≥1.000 ng/mL, TS level ≥70%, or
after receiving transfusion at least 10 times. Statistical analysis used Mann–Whitney and Spearman. Results. Forty-two newly
severe β-thalassemia, 30 (71.4%), were diagnosed before 1 year old, mean 9:9 ± 6:4 months, range 2–24 months. Range amount
of transfusion until SF level reached ≥1,000 ng/mL were 4-12 times, mean 7 ± 2 times. Mean SF and TS level at diagnosis were
365:6 ± 194:9 ng/mL and 67:3 ± 22:5%, while hepcidin level was normal, mean 242:6 ± 58 ng/mL. 36/42 patients have reached SF
>1000 ng/mL with amount of transfusion less than 10 times. Hindawi
BioMed Research International
Volume 2020, Article ID 8185016, 6 pages
https://doi.org/10.1155/2020/8185016 Hindawi
BioMed Research International
Volume 2020, Article ID 8185016, 6 pages
https://doi.org/10.1155/2020/8185016 Hindawi
BioMed Research International
Volume 2020, Article ID 8185016, 6 pages
https://doi.org/10.1155/2020/8185016 Susi Susanah
,1 Ponpon S. Idjradinata
,1 Nur M. Sari
,1 Lulu E. Rakhmilla
,2
Yunia Sribudiani
,3 Jessica O. Trisaputra
,4 and Octawyana Moestopo
4 There was no significant difference of SF, TS, and hepcidin levels
when SF >1000 ng/mL in the group with amount of transfusion 7–12 and less than 7 (p = 0:454, p = 0:084, p = 0:765),
respectively. A significant positive correlation between SF and amount of transfusion was observed (p < 0:001; r = 0:781). Conclusion. Iron overload in severe β-thalassemia patients might occur earlier even before they received 10 times transfusion. Hepcidin serum level tends to increase when iron overload just started. 1. Introduction TS was measured by dividing
serum iron by total iron binding capacity (TIBC). Iron status
was assessed by measuring SF and TS using enzyme immu-
noassays (Centaur XPT, Siemen). Serum hepcidin level was
measured by human hepcidin, ELISA Kit (ELISA Reader,
Rayto). Dietary intake was obtained by history taking regard-
ing the subject’s food-consumption patterns involving exclu-
sive breastfeeding, infant formula, and complementary foods. Hepcidin is suppressed by hypoxia and iron deficiency
and upregulated by inflammation and iron loading [4, 5]. In condition of iron deficiency, low transferrin saturation
(TS) suppressed hepcidin expression, but in IE as in severe
β-thalassemia with high TS levels, hepcidin expression was
also found to be suppressed [4]. Decreased hepcidin expres-
sion as a result from iron overload in severe β-thalassemia
is induced by erythropoiesis regulators as a response to IE
[6, 7]. Due to the risk of those iron toxicities, it might be coun-
tered as earlier as possible. The body iron status can be deter-
mined by measuring serum ferritin (SF) and TS levels. Current practice to start iron chelation therapy based on
Thalassemia International Federation (TIF) guidelines is
when SF levels rise above 1,000 ng/mL or TS level ≥70% or
after received of 10–20 times pack red cells (PRC) transfu-
sions [2]. The study was approved by the ethical committee of
Hasan Sadikin General Hospital, Faculty of Medicine, Uni-
versitas Padjadjaran, Bandung, and was conducted according
to the principles of the Declaration of Helsinki. Written
informed consent for each patient was obtained from the
parents prior to any study procedures being carried out. The period of recruitment was 16 months. Excess iron in β-thalassemia and severe HbE/β-thalasse-
mia often develop early, even before the patient received any
blood transfusion [4]. Evaluation of iron burden is essential
for the determination of clinical outcomes, deciding when
to commence chelation, selection of the regime that should
be prescribed, the continuous monitoring of chelation effi-
cacy, and the fine-tuning of the regime. Starting relative
intensive chelation in younger children may prevent short
stature and abnormal pubertal maturation as well as other
iron-related morbidities, and significantly improve survival
[8–10]. Data were entered into Microsoft Excel, cross-checked,
and analysed using SPSS version 25.0 (IBM Corp., Armonk,
NY). Descriptive results of categorical variables were
described as number and percentage, while continuous vari-
ables were described as mean ± SD or median (IQR). 1. Introduction HbE/β-thalassemia generally demonstrate as transfusion-
dependent thalassemia (TDT) cases causing iron overload
which aggravated by chronic transfusion therapy [2]. Beta thalassemia is a group of hereditary disorders character-
ized by reduction or absence of β-globin production resulting
alpha globin chain accumulation, forming aggregate, which
impairs red blood cell (RBC) production that leads to hemo-
lytic anemia and ineffective erythropoiesis (IE) [1]. Ineffec-
tive erythropoiesis leads to increased iron absorption in
intestine [1, 2]. Beta thalassemia major and severe form of The main cause of severe β-thalassemia complications is
iron overload. Excess accumulation of iron in organ (hemo-
siderosis) leads to oxidative damage as a result of generation
of reactive oxygen species (ROS). A remarkable variability of
tissue iron distribution has been observed in severe β-thalas-
semia: liver, heart, and endocrine glands are the organs which BioMed Research International 2 transfusion, (3) confirmed transfusion-dependency and initi-
ation of regular protocol of PRC transfusion to maintain
hemoglobin level (Hb) >9 g/dL, and (4) iron chelation ther-
apy were initiated when SF level >1000 ng/mL. The exclusion
criteria were if they had any signs and symptoms of inflam-
mation confirmed by abnormal serum transaminase (AST,
ALT), the level of CRP >5 mg/dL, and IL-6 >16.4 pg/mL. most severely affected [1, 3]. Humans do not have any special
mechanism that effective to eliminate iron overload, so iron
balance in the body was regulated by controlling its absorp-
tion. When iron reservation is enough, the absorption is
decreased on the contrary when iron reservation is low, the
absorption will be increasing. Increased iron absorption is
expected to be associated with hepcidin as a 25 amino acid
peptide that regulates iron homeostasis. Hepcidin is the main
regulator of iron homeostasis by controlling iron absorption
in the small intestine and iron release from macrophages and
liver [4]. )
g
pg
The patients were followed regarding to prove that all
subjects clinically need regular transfusion, as TDT cases,
and then, they will be monitored for the amount of transfu-
sion as in 10–15 mL/kg of PRC when the Hb level was below
9 g/dL. Blood samples for the measurement of SF and Hb
were collected and measured regularly concomitant with
blood transfusion. Sampling was done in the morning, under
fasting conditions. While hepcidin level and TS were mea-
sured only at the first diagnosis was confirmed and as soon
as SF level >1,000 ng/mL. 1. Introduction Spear-
man’s correlation coefficient was used to test the correlation
between SF level and the amount of transfusion, while the
Mann–Whitney test was used for the comparison between
groups of amount of transfusion (7–12 and less than 7). A
p value < 0.05 was considered as statistically significant in
all analyses. To date, the studies related to the severity of hemosidero-
sis in severe β-thalassemia most reported patients who have
had receiving multitransfusions, there was no study reported
iron status and hepcidin level in newly diagnosed severe β-
thalassemia patients. The purpose of this study was to analyse
the pattern of the iron status (SF and TS levels) and hepcidin
level in newly diagnosed severe β-thalassemia patients at first
diagnosis and when they reached iron overload, also regard-
ing the time to initiate iron chelator. 3. Results There were 42 subjects who met the criteria as newly diag-
nosed severe β-thalassemia. Most of them have β-thalasse-
mia major (90%), and the rest were severe HbE/β-
thalassemia (10%). When the diagnosis was confirmed, the
age of the subjects was less than 24 months, and 30/42
(71%) were under one year old with equal by gender. Most
of the patients admitted to the hospital at first diagnosis with
severe anemia. Serum ferritin (SF) and TS level at diagnosis
were already high, while hepcidin level was normal. 36/42
(85.7%) subjects already had a high level of SF based on
age. At the time of diagnosis, serum iron level has already
high while TIBC within normal limit, so most of the subjects
33/42 (78.5%) had high TS level based on age and increased
to 39/42 (92.8%) when SF >1000 ng/mL. The high hepcidin 4. Discussion Most of the
patients were admitted to the hospital with severe anemia
similar with Trehan et al. reported that nearly 40% of subjects
suffered from severe anemia, with hemoglobin <5.0 g/dL
[11]. In β-thalassemia major and severe HbE/β-thalassemia,
excess of unbound α-globin chains will aggregate and precip-
itate adhering to the membrane erythroid precursors. This
will cause cellular and membrane damage, apoptosis of ery-
throid precursors in bone marrow leading to premature
death and hence to IE [2, 12]. In β-thalassemia, combination
of IE of developing erythroid precursor cell and increase
hemolysis of mature RBC is the main causes of anemia [14]. Ineffective
erythropoiesis
in
β-thalassemia
caused
increased iron absorption that is regulated by hepcidin
mainly from dietary absorption in duodenum, recycled iron
from macrophages, and released stored iron from hepato-
cytes. When iron-deficient hepatocyte produces less or no
hepcidin, allowing iron to enter plasma and when iron is
abundant, hepcidin will increase to limit further iron absorp-
tion and release from stores. The suppressive effect of eryth-
ropoiesis on hepcidin in β-thalassemia was caused by IE. It is
explained that in β-thalassemia with iron overload, the hep-
cidin level was suppressed [15]. In this study, the hepcidin
level at diagnosis was still normal (mean 242:6 ± 58:0) but
tends to increase. However, only 6 out of 42 (14.3%) patients
had high hepcidin level when SF >1000 ng/mL; this might
due to the fact that the transfusion inhibits erythropoiesis
that will increase hepcidin level [1, 15, 16]. The equal gender of the subjects was concordance with
thalassemia characteristic as an inherited autosomal recessive
disorder following Mendelian rule [2, 13]. Most of the
patients were admitted to the hospital with severe anemia
similar with Trehan et al. reported that nearly 40% of subjects
suffered from severe anemia, with hemoglobin <5.0 g/dL
[11]. In β-thalassemia major and severe HbE/β-thalassemia,
excess of unbound α-globin chains will aggregate and precip-
itate adhering to the membrane erythroid precursors. This
will cause cellular and membrane damage, apoptosis of ery-
throid precursors in bone marrow leading to premature
death and hence to IE [2, 12]. In β-thalassemia, combination
of IE of developing erythroid precursor cell and increase
hemolysis of mature RBC is the main causes of anemia [14]. Normally, sufficient iron intake was needed for children’s
physiological growth and development. On the contrary,
children with TDT should be avoided from high iron intake
including iron-fortified food. 2. Materials and Methods A prospective cohort study was carried out on 42 newly diag-
nosed severe β-thalassemia patients at the Department of
Child Health Hasan Sadikin General Hospital from October
2011 to March 2013, taken by consecutive sampling. The main inclusion criteria were (1) confirmed diag-
nosed of severe β-thalassemia, as determined by result of
Hemoglobin (Hb) electrophoresis using high-performance
liquid chromatography, (2) had never received any blood BioMed Research International 3 The different response of hepcidin regulation in these two
conditions (anemia and hypoxia) may be due to the differ-
ence of iron homeostasis regulation on responding to iron
level. The existence of high iron circulation level at that time
should be due to as a compensation mechanism to hypoxia
and increased erythropoiesis. In the newly diagnosed severe
β-thalassemia patients, the response of hepcidin should be
still physiologic until in multitransfused severe β-thalassemia
patients downregulation of hepcidin occur which causes
anomaly. Apparently, hepcidin regulation by hypoxia was
overlapped with iron status in the body. Most of iron excess
disorder reflected dysregulation in iron status signal or ery-
throid signal which cause expression of hepcidin inadequate
to maintain normal iron homeostasis, and this condition is
different between newly diagnosed severe β-thalassemia
and multitransfused β-thalassemia patients [2, 15]. level was found in 6/42 (14.2%) when SF >1000 ng/mL. In
this
study,
36/42
(85.7%)
patients
have
reached
SF
>1000 ng/mL when the amount of transfusion less than 10
times (Table 1). The majority of our subjects (71.4%) were
exclusively breastfed and continued until 2 years old with
additional complementary food from 6 months old. y
There was no significant difference of SF, TS, and hepci-
din levels when SF >1000 ng/mL in the group with amount of
transfusion 7–12 and less than 7 (p = 0:454, p = 0:084, p =
0:765), respectively (Table 2). A significant positive correlation between serum ferritin
and amount of transfusion was observed in this study
(p < 0:001; r = 0:781) (Figure 1). 4. Discussion Iron status can be seen from SF and TS level, even though
liver iron concentration (LIC) is a gold standard to predict
iron loading [17–19]. In this study, most of the subjects had
already high SF and TS levels since diagnosis, while the mean
of amount of transfusion was less than 10 times. Based on
TIF guidelines, TS level ≥70% or SF level >1000 ng/mL for
initiating iron chelation therapy, it means the severe β-thal-
assemia patients should be initiated iron chelator earlier even
before 10 transfusions. Coates et al. stated that the measure-
ment of SF and TS can be used for iron overload screening. If
TS >50% or SF >300 ng/mL on more than one occasion, it
should be considered suspicions of iron overload [2, 20]. This study showed that most of the subjects were diagnosed
under 2 years old; most of them were before 1 year old. This
is in line with the characteristic of children with severe β-
thalassemia who are generally diagnosed before the age of 2
years [2, 11]. Galanello and Origa also reported that severe
β-thalassemia patients are generally diagnosed between 6
until 24 months [12]. Trehan et al. reported in their study
that 52% patients with severe β-thalassemia were diagnosed
before 1 year of age and one-third presented between 12
and 24 months of age [11]. It indicated that in severe β-thal-
assemia, the genetic imbalance of globin chains causes severe
hemolysis and anemia from an early age [2, 12]. In this present study, it was found that in the group
amount of transfusion less than 7 had higher value of SF,
TS, and hepcidin. It could be considered clinically that the
subjects had already high SF and TS before and had reached
SF >1000 ng/mL with less than 10 times transfusion. A signif-
icant positive correlation between SF and amount of transfu-
sion was observed in this study (p < 0:001; r = 0:781). Intensive transfusion for TDT patients leads to contributing
factor for iron loading that proportional to the received
blood. A unit 420 mL of PRC contains approximately
200 mg of iron or 0.47 mg/mL of whole blood donor [2, 21]. hemolysis and anemia from an early age [2, 12]. The equal gender of the subjects was concordance with
thalassemia characteristic as an inherited autosomal recessive
disorder following Mendelian rule [2, 13]. 4. Discussion The contribution of iron from
diet is small compared to blood transfusion, only 1–
2 mg/day. Most of the subjects in this study receive exclusive
breastfeeding and then added complementary foods at the
age of 6 months above. It can be predicted that their esti-
mated iron intake and its bioavailability only met their daily
physiological requirement and will not contribute to iron
overload in the body. This is in line with El Safy et al. study
who stated there is no significant difference of iron status in
infants with β-thalassemia major who received exclusive
breastfeeding, exclusive formula feeding, and combination
of them. Iron concentration in human milk is lower com-
pared to infant formula, and seemingly, it should not contrib-
ute to iron burden in newly diagnosed TDT patients [2, 22]. Moreover, this study showed the newly diagnosed severe
thalassemia baby has high iron body level since the begin-
ning, at diagnosis mean SF level was 365:6 ± 194:9 with range y
Ineffective
erythropoiesis
in
β-thalassemia
caused
increased iron absorption that is regulated by hepcidin
mainly from dietary absorption in duodenum, recycled iron
from macrophages, and released stored iron from hepato-
cytes. When iron-deficient hepatocyte produces less or no
hepcidin, allowing iron to enter plasma and when iron is
abundant, hepcidin will increase to limit further iron absorp-
tion and release from stores. The suppressive effect of eryth-
ropoiesis on hepcidin in β-thalassemia was caused by IE. It is
explained that in β-thalassemia with iron overload, the hep-
cidin level was suppressed [15]. In this study, the hepcidin
level at diagnosis was still normal (mean 242:6 ± 58:0) but
tends to increase. However, only 6 out of 42 (14.3%) patients
had high hepcidin level when SF >1000 ng/mL; this might
due to the fact that the transfusion inhibits erythropoiesis
that will increase hepcidin level [1, 15, 16]. BioMed Research International 4 Table 1: The characteristic of subjects at diagnosis and at SF level >1000 ng/mL. Table 1: The characteristic of subjects at diagnosis and at SF level >1000 ng/mL. Table 1: The characteristic of subjects at diagnosis and at SF level >1000 ng/mL. 4. Discussion Characteristic
At diagnosis (n = 42)
At SF level >1000 ng/mL (n = 42)
Iron status
SF (ng/mL); mean ± SD; median (IQR)
365:6 ± 194:9; 319.5 (65.2–
768.3)
1,204:4 ± 141:7; 1,175.5 (1,002–
1,508)
TS (%); mean ± SD; median (IQR)
67:3 ± 22:5; 70.0 (20.1–98.7)
78:5 ± 17:3; 82.6 (30.1–100.0)
Hepcidin level (ng/mL); mean ± SD; median (IQR)
242:6 ± 58:0; 255.0 (114.5–
363.5)
402:7 ± 159:3; 366.6 (176.1–
876.0)
Serum iron (μg/dL); mean ± SD; median (IQR)
177:7 ± 77:9; 173 (45–330)
182:4 ± 49:2; 189 (71–261)
TIBC (μg/dL); mean ± SD; median (IQR)
258:7 ± 59:4; 265 (132–367)
233:0 ± 40:6; 230 (153–345)
Amount of transfusion when SF level >1000 ng/mL; mean ± SD;
median (IQR)
7:6 ± 2; 8 (4–12)
Type of thalassemia; n (%)
β-Thalassemia mayor
38 (90)
Severe HbE/β-thalassemia
4 (10)
Age (month); mean ± SD; median (IQR)
9:9 ± 6:4; 7.5(2–24)
Gender; n (%)
Male
22 (52)
Female
20 (48)
Hb (g/dL); mean ± SD; median (IQR)
5:1 ± 1:3; 5.2 (1.6–7.8)
Dietary status; n (%)
Exclusive breastfeeding
Yes
42 (100%)
No
0 (0%)
Continued breastfeeding until 2 years old
Yes
30 (71.4%)
No
12 (38.6%)
Complementary foods
Yes
42 (100%)
No
0 (0%) Table 2: Comparison between iron status and hepcidin at SF level >1000 ng/ml with group amount of transfusion (n = 42). Variable
Amount of
transfusion
Mean ± SD
Median (IQR)
Mean
difference
95% CI
p
value∗
Lower
bound
Upper
bound
SF level
1–6
1236:2 ± 155:5
1,214 (1,054–
1,491)
46.1
1,142.2
1,330.2
0.454
7–12
1190:1 ± 135:5
1162.0 (1002–
1508)
1,138.6
1,241.6
TS at SF >1000 ng/mL
1–6
84:1 ± 16:3
84.8 (36.2–100.0)
8.1
74.2
93.9
0.084
7–12
76:0 ± 17:5
81.8 (30.1–96.1)
69.3
82.6
Hepcidin at SF
>1000 ng/mL
1–6
420:9 ± 193:0
367.9 (176.1–
876.0)
26.3
304.2
537.5
0.765
7–12
394:5 ± 144:7
362.6 (203.1–
785.6)
339.5
449.6
∗Mann–Whitney test. parison between iron status and hepcidin at SF level >1000 ng/ml with group amount of transfusion (n = 42). Table 2: Comparison between iron status and hepcidin at SF level >1000 ng/ml with group amount of trans (65.2–768.3), while the mean TS level was 67:3 ± 22:5 with
range (20.1–98.7) comparing normal SF and TS level in non-
thalassemic children (SF 7–140 ng/mL; TS 6–38%), respec-
tively. References [1] S. Gardenghi, R. W. Gray, and S. Rivella, “Anemia, ineffective
erythropoiesis, and hepcidin: interacting factors in abnormal
iron metabolism leading to iron overload in β-thalassemia,”
Hematology/Oncology Clinics of North America, vol. 24,
no. 6, pp. 1089–1107, 2010. [2] M. D. Cappellini, A. Cohen, J. Porter, A. Taher, and
V. Viprakasit, Guidelines for the Management of Transfusion
Dependent Thalassaemia (TDT), Thalassaemia International
Federation, Nicosia, Cyprus, 3rd edition, 2014. Data Availability The data used to support the findings of this study are avail-
able from the corresponding author upon request. [6] E. Nemeth, “Hepcidin in β-thalassemia,” Annals of the New
York Academy of Sciences, vol. 1202, no. 1, pp. 31–35, 2010. [7] E. Nemeth, “Hepcidin and β-thalassemia major,” Blood,
vol. 122, no. 1, pp. 3-4, 2013. 5. Conclusions [3] S. Gardenghi, P. Ramos, A. Follenzi et al., “Hepcidin and Hfe
in iron overload in β-thalassemia,” Annals of the New York
Academy of Sciences, vol. 1202, no. 1, pp. 221–225, 2010. Elevated iron status has been existed in newly diagnosed
severe β-thalassemia, while hepcidin level still normal
although the value tends to increase. It is suggested that iron
chelator should be administered earlier. [4] A. El Beshlawy, I. Alaraby, M. S. A. Kader, D. H. Ahmed, and
H. E. M. Adelrahman, “Study of serum hepcidin in hereditary
hemolytic anemias,” Hemoglobin, vol. 36, no. 6, pp. 555–570,
2012. [5] S. Pasricha, D. M. Frazer, D. K. Bowden, and G. J. Anderson,
“Transfusion suppresses erythropoiesis and increases hepcidin
in adult patients with β-thalassemia major: a longitudinal
study,” Blood, vol. 122, no. 1, pp. 124–133, 2013. 4. Discussion It seemed that body iron load in newly diagnosed
severe thalassemia is mostly due to increased iron absorption (65.2–768.3), while the mean TS level was 67:3 ± 22:5 with
range (20.1–98.7) comparing normal SF and TS level in non-
thalassemic children (SF 7–140 ng/mL; TS 6–38%), respec-
tively. It seemed that body iron load in newly diagnosed
severe thalassemia is mostly due to increased iron absorption related to IE and erythroid expansion mechanism which
occurred since the early age [2, 13, 22, 23]. Apparently, iron chelator administration in severe β-
thalassemia patients should not be only determined by the
amount of transfusions. Further study was needed to assign 5 BioMed Research International 5 2500.0
2000.0
1500.0
Serum ferritin (ng/mL)
1000.0
R2 Linear = 0.587
p < 0.001 r = 0.781
500.0
4
6
8
Amount of transfusion
10
12
y = 3.32E2+1.1E2⁎x
Figure 1: Correlation between serum ferritin level and amount of transfusion (Spearman’s correlation). A significant positive correlation was
observed in this study (p < 0:001, r = 0:781). 2500.0
2000.0
1500.0
Serum ferritin (ng/mL)
1000.0
R2 Linear = 0.587
p < 0.001 r = 0.781
500.0
4
6
8
Amount of transfusion
10
12
y = 3.32E2+1.1E2⁎x
F
1 C
l ti
b t
f
iti l
l
d
t f t
f
i
(S
’
l ti
) A i
ifi
t
iti
l t Figure 1: Correlation between serum ferritin level and amount of transfusion (Spearman’s correlation). A significant positive correlation was
observed in this study (p < 0:001, r = 0:781). Acknowledgments time to initiate iron chelator administration in newly diag-
nosed severe β-thalassemia patients, as nowadays, the medi-
cation for them is available. Origa et al. also reported that
early chelation therapy in children with TDT should be
administered to prevent iron-related complication such as
hypogonadism [24]. A randomized controlled trial by
Elalfy et al. reported the safety and efficacy of early start
of iron chelation therapy in young children newly diag-
nosed with TDT [25]. A multicentre study from Egypt,
Indonesia, and Malaysia and also other studies of Makis
et al. (Greece) and Chuansumrit et al. (Thailand) showed
safety and efficacy of oral iron chelator in TDT children
1–10 years old [26–28]. Detrimental effects of iron over-
load can be prevented with good adherences to iron chela-
tion therapy [1, 9, 10]. time to initiate iron chelator administration in newly diag-
nosed severe β-thalassemia patients, as nowadays, the medi-
cation for them is available. Origa et al. also reported that
early chelation therapy in children with TDT should be
administered to prevent iron-related complication such as
hypogonadism [24]. A randomized controlled trial by
Elalfy et al. reported the safety and efficacy of early start
of iron chelation therapy in young children newly diag-
nosed with TDT [25]. A multicentre study from Egypt,
Indonesia, and Malaysia and also other studies of Makis
et al. (Greece) and Chuansumrit et al. (Thailand) showed
safety and efficacy of oral iron chelator in TDT children
1–10 years old [26–28]. Detrimental effects of iron over-
load can be prevented with good adherences to iron chela-
tion therapy [1, 9, 10]. We would like to thank the parents and children for partici-
pating in this study. We also thank the doctors and nurses of
Thalassemia Clinic for their dedicated care for our patients. BioMed Research International BioMed Research International 6 [24] R. Origa, F. Tatti, A. Zappu et al., “Earlier initiation of transfu-
sional and iron chelation therapies in recently born children
with transfusion-dependent thalassemia,” American Journal
of Hematology, vol. 92, no. 11, pp. E627–E628, 2017. Sickle Cell Disease and β thalassemic patients,” European Jour-
nal of Haematology, vol. 84, no. 1, pp. 72–78, 2010. [9] J. B. Porter, M. El-Alfy, V. Viprakasit et al., “Utility of labile
plasma iron and transferrin saturation in addition to serum
ferritin as iron overload markers in different underlying ane-
mias before and after deferasirox treatment,” European Jour-
nal of Haematology, vol. 96, no. 1, pp. 19–26, 2016. [25] M. S. Elalfy, A. Adly, H. Awad, M. Tarif Salam, V. Berdoukas,
and F. Tricta, “Safety and efficacy of early start of iron chela-
tion therapy with deferiprone in young children newly diag-
nosed with transfusion-dependent thalassemia: a randomized
controlled trial,” American Journal of Hematology, vol. 93,
no. 2, pp. 262–268, 2018. [10] M. D. Cappellini, M. Bejaoui, L. Agaoglu et al., “Iron chelation
with deferasirox in adult and pediatric patients with thalasse-
mia major: efficacy and safety during 5 years’ follow up,”
Blood, vol. 118, no. 4, pp. 884–893, 2011. [26] M. S. Elalfy, T. T. Sari, C. L. Lee, F. Tricta, and A. El-Beshlawy,
“The safety, tolerability, and efficacy of a liquid formulation of
deferiprone in young children with transfusional iron over-
load,” Journal of Pediatric Hematology/Oncology, vol. 32,
no. 8, pp. 601–605, 2010. [11] A. Trehan, N. Sharma, R. Das, D. Bansal, and R. K. Marwaha,
“Clinicoinvestigational and demographic profile of children
with thalassemia major,” Indian Journal of Hematology and
Blood Transfusion, vol. 31, no. 1, pp. 121–126, 2015. [27] A. Makis, N. Chaliasos, S. Alfantaki, P. Karagouni, and
A. Siamopoulou, “Chelation Therapy with Oral Solution of
Deferiprone in Transfusional Iron- Overloaded Children with
Hemoglobinopathies,” Anemia, vol. 2013, Article ID 121762, 3
pages, 2013. [12] R. Galanello and R. Origa, “Beta-thalassemia,” Orphanet Jour-
nal of Rare Disease, vol. 5, no. 1, 2010. [13] V. G. Sankaran, D. G. Nathan, and S. H. Orkin, “Thalasse-
mias,” in Hematology and Oncology of Infancy and Childhood,
S. H. Orkin, D. E. Fisher, D. Ginsburg, A. T. Look, S. E. Lux,
and D. G. Nathan, Eds., Elsevier Saunders, Philadelphia,
USA, 8th edition, 2015. [28] A. Chuansumrit,
D. Songdej,
N. Sirachainan,
P. Wongwerawattanakoon, P. Kadegasem, and W. Conflicts of Interest [8] A. Koren, D. Fink, O. Admoni, Y. Tennenbaum-Rakover, and
C. Levin, “Non-transferrin bound labile plasma iron and iron
overload in Sickle Cell Disease: a comparative study between The authors declare that there is no conflict of interests
regarding the publication of this paper. BioMed Research International Sasanakul,
“Safety profile of a liquid formulation of deferiprone in young
children with transfusion-induced iron overload: a 1-year
experience,” Paediatric and International Child Health,
vol. 36, no. 3, pp. 209–213, 2016. [14] K. Leecharoenkiat, P. Lithanatudom, W. Sornjai, and D. R. Smith, “Iron dysregulation in beta-thalassemia,” Asian Pacific
Journal of Tropical Medicine, vol. 9, no. 11, pp. 1035–1043,
2016. [15] T. Ganz and E. Nemeth, “Hepcidin and iron homeostasis,”
Biochimica et Biophysica Acta, vol. 1823, no. 9, pp. 1434–
1443, 2012. [16] S. Susanah and P. Idjradinata, “Association of β-thalassemia
type and polymorphisms of c.-582 A>G promotor HAMP
gene and iron status in newly diagnosed severe β-thalassemia,”
Bandung Medical Journal, vol. 47, no. 3, pp. 192–198, 2015. [17] M. E. Elsayed, M. U. Sharif, and A. G. Stack, “Transferrin sat-
uration: a body iron biomarker,” Advances in Clinical Chemis-
try, vol. 75, pp. 71–97, 2016. [18] R. Krittayaphong,
V. Viprakasit,
P. Saiviroonporn,
W. Wangworatrakul, and J. C. Wood, “Serum ferritin in the
diagnosis of cardiac and liver iron overload in thalassaemia
patients real-world practice: a multicentre study,” British Jour-
nal of Haematology, vol. 182, no. 2, pp. 301–305, 2018. [19] S. Sobhani, F. Rahmani, M. Rahmani, M. Askari, and
F. Kompani, “Serum ferritin levels and irregular use of iron
chelators predict liver iron load in patients with major beta
thalassemia: a cross-sectional study,” Croatian Medical Jour-
nal, vol. 60, no. 5, pp. 405–413, 2019. [20] T. D. Coates, S. Carson, J. C. Wood, and V. Berdoukas, “Man-
agement of iron overload in hemoglobinopathies: what is the
appropriate target iron level?,” Annals of the New York Acad-
emy of Sciences, vol. 1368, no. 1, pp. 95–106, 2016. [21] F. Danjou, Z. I. Cabantchik, R. Origa et al., “A decisional algo-
rithm to start iron chelation in patients with beta thalassemia,”
Haematologica, vol. 99, no. 3, pp. e38–e40, 2014. [22] U. R. El Safy, M. M. Fathy, T. H. Hassan et al., “Effect of breast-
feeding versus infant formula on iron status of infants with
beta thalassemia major,” International breastfeeding journal,
vol. 12, no. 1, 2017. [23] P. Lanzkowsky, J. M. Lipton, and J. D. Fish, Lanzkowsky’s
Manual of Pediatric Hematology and Oncology, Academic
Press, London, UK, 6th edition, 2016.
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Contrasted enzymatic cocktails reveal the importance of cellulases and hemicellulases activity ratios for the hydrolysis of cellulose in presence of xylans
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AMB express
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cc-by
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To cite this version: Eve Dondelinger, Nathalie Aubry, Fadhel Ben Chaabane, Celine Cohen, Jean Tayeb, et al.. Contrasted
enzymatic cocktails reveal the importance of cellulases and hemicellulases activity ratios for the hy-
drolysis of cellulose in presence of xylans. AMB Express, 2016, 6, pp.24. 10.1186/s13568-016-0196-x. hal-01338300 Contrasted enzymatic cocktails reveal the importance of
cellulases and hemicellulases activity ratios for the
hydrolysis of cellulose in presence of xylans ndelinger, Nathalie Aubry, Fadhel Ben Chaabane, Celine Cohen, Jean
Tayeb, Caroline Rémond Tayeb, Caroline Rémond Tayeb, Caroline Rémond © 2016 Dondelinger et al. This article is distributed under the terms of the Creative Commons Attribution 4.0 International
License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any
medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons
license, and indicate if changes were made. Abstract Various enzymatic cocktails were produced from two Trichoderma reesei strains, a cellulase hyperproducer strain and
a strain with β-glucosidase activity overexpression. By using various carbon sources (lactose, glucose, xylose, hemi-
cellulosic hydrolysate) for strains growth, contrasted enzymatic activities were obtained. The enzymatic cocktails
presented various levels of efficiency for the hydrolysis of cellulose Avicel into glucose, in presence of xylans, or not. These latter were also hydrolyzed with different extents according to cocktails. The most efficient cocktails (TR1 and
TR3) on Avicel were richer in filter paper activity (FPU) and presented a low ratio FPU/β-glucosidase activity. Cocktails
TR2 and TR5 which were produced on the higher amount of hemicellulosic hydrolysate, possess both high xylanase
and β-xylosidase activities, and were the most efficient for xylans hydrolysis. When hydrolysis of Avicel was conducted
in presence of xylans, a decrease of glucose release occurred for all cocktails compared to hydrolysis of Avicel alone. Mixing TR1 and TR5 cocktails with two different ratios of proteins (1/1 and 1/4) resulted in a gain of efficiency for
glucose release during hydrolysis of Avicel in presence of xylans compared to TR5 alone. Our results demonstrate the
importance of combining hemicellulase and cellulase activities to improve the yields of glucose release from Avicel in
presence of xylans. In this context, strategies involving enzymes production with carbon sources comprising mixed
C5 and C6 sugars or combining different cocktails produced on C5 or on C6 sugars are of interest for processes devel-
oped in the context of lignocellulosic biorefinery. Keywords: Cellulase, β-Glucosidase, Xylanase, β-xylosidase, Ethanol, Biorefinery HAL Id: hal-01338300
https://hal.science/hal-01338300v1
Submitted on 28 Jun 2016 L’archive ouverte pluridisciplinaire HAL, est
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abroad, or from public or private research centers. Dondelinger et al. AMB Expr (2016) 6:24
DOI 10.1186/s13568-016-0196-x Open Access Contrasted enzymatic cocktails reveal
the importance of cellulases and hemicellulases
activity ratios for the hydrolysis of cellulose
in presence of xylans Eve Dondelinger1,2, Nathalie Aubry1,2, Fadhel Ben Chaabane3, Céline Cohen3, Jean Tayeb1,2
and Caroline Rémond1,2* Eve Dondelinger1,2, Nathalie Aubry1,2, Fadhel Ben Chaabane3, Céline Cohen3, Jean Tayeb1,2
and Caroline Rémond1,2* Introduction composition of biomass to hydrolyse. Depending on lig-
nocellulosic biomass and on the severity of the pretreat-
ment technology, xylose and xylo-oligosaccharides (XOs)
are released to various extents during the pretreatment
step (Chandra et al. 2007). Different approaches can be
developed to improve enzymatic fractionation of lig-
nocellulose. Pretreatment of wheat straw at high solid
loading (20 % DM) in presence of xylanase conducted to
an increase of glucan hydrolysis by Celluclast 1.5 L by a
factor 2.1 (Remond et al. 2010). Supplementation of cel-
lulosic cocktails with hemicellulases allowed improv-
ing hydrolysis yields of cellulose and hemicelluloses:
while increasing the hydrolysis of cellulose and xylan A challenge for producing glucose from enzymatic
hydrolysis of lignocellulosic biomass while limiting the
process cost is to perform enzymatic hydrolysis at high
solid concentration and to use low enzyme loadings. In this context, the development of optimized enzyme
mixtures is of interest. Enzymatic cocktails have to be
adapted to lignocellulosic biomass as well as to pre-
treatment technology which impact largely chemical *Correspondence: caroline.remond@univ‑reims.fr
1 Université de Reims Champagne-Ardenne, UMR614 Fractionnement
des AgroRessources et Environnement, 51100 Reims, France
Full list of author information is available at the end of the article *Correspondence: caroline.remond@univ‑reims.fr
1 Université de Reims Champagne-Ardenne, UMR614 Fractionnement
des AgroRessources et Environnement, 51100 Reims, France
Full list of author information is available at the end of the article Enzymes production in bioreactors Two strains from T. reesei (CL847 and TR3002) were
used to produce the different enzymatic cocktails used
in this study. Trichoderma reesei CL847 is a cellulase
hyperproducer strain obtained from NG14 Rut-C30
strain by several steps of mutagenesis and selection, from
Cayla Company, Toulouse, France (Portnoy et al. 2011). The strain TR3002 was obtained from the CL847 after
introduction of an improved β-glucosidase gene (Ayrin-
hac et al. 2011). Spores were conserved in cryotubes at
−80 °C with 50 % glycerol. The protocol used to produce the enzymatic cocktails
consists in two phases as described previously (Jourdier
et al. 2013). Bioreactor cultivations were carried out in
Dasgip fedbatch-pro bioreactors with an initial working
volume of 750 mL. For each bioreactor, a preculture was
performed in a Fernbach flask with 250 mL flask medium
culture, inoculated with 106 spores, incubated 72 h at
150 rpm and 30 °C in an Infors rotary shaker. Seventy-
five milli-liters were then used to inoculate the bioreac-
tor. Growth phase in batch was performed on 15 g/L
glucose at pH 4.8 and 27 °C for 24 h. Then fed-batch was
performed at pH 4.0 and 25 °C with feeding at 2 mL/h by
a 250 g/L mixed sugars solution (Table 1). The pH was
automatically adjusted with 5.5 N NH3 solution. Aeration
rate was fixed at 30 sL/h and agitation was regulated to
maintain at least 40 % dissolved oxygen of its saturation. The strategy developed in the present study was based
on the use of enzymatic cocktails obtained from T. ree-
sei. In this context, various enzymatic cocktails were pre-
pared from T. reesei after cultivation with different sugars
sources and ratios. This allowed obtaining cocktails con-
taining various levels of cellulases and hemicellulases
activities. These cocktails were tested for hydrolysis of
Avicel. The effect of the presence of added xylans dur-
ing the hydrolysis of Avicel was also investigated. Experi-
ments were conducted at high substrate loading and with
low enzymes loading in order to mimic the conditions of
an industrial process. The experiments for TR2 and TR4 production were
performed with the strain CL847 while the experiments
concerning TR1, TR3 and TR5 were performed with the
strain TR3002. The enzymatic cocktails were chosen in
order to have contrasted enzymatic activities. Dondelinger et al. AMB Expr (2016) 6:24 Page 2 of 9 obtained from Cascade Analytical Reagents & Biochemi-
cals (Corvallis, Oregon, USA). XOs contained DP2–5
oligosaccharides. from steam-explosed corn stover, the supplementation
by GH11 xylanases of commercial cellulase (Celluclast
1.5 L) allows reducing the cellulase loading by a factor
7 (Hu et al. 2011). This was attributed to the removal of
xylans and to the increase of cellulose accessibility by
enhancing fiber porosity and swelling (Hu et al. 2011). Another strategy is to develop enzymatic cocktails pos-
sessing both cellulases and hemicellulases activities by
growing micro-organisms onto various simple or com-
plex substrates. In this way, improved cellulases cocktails
contain high hemicellulases level. Recently, Trichoderma
reesei was cultivated in presence of various commercial
sugars to evaluate the impact of these carbon sources
onto enzymes produced (Jourdier et al. 2013). In pres-
ence of high xylose concentration, cellulases activities
(endoglucanase, cellobiohydrolase and β-glucosidase)
decreased whereas xylanase activity was more important
compared to culture without xylose (Jourdier et al. 2013). Even if significant progress to obtain efficient enzymatic
cocktails has already been achieved, their improvement
remains a challenge in case of lignocellulosic biomass
hydrolysis. To the best of our knowledge, no study con-
cerns the production of enzymes by T. reesei growing on
hemicellulolytic hydrolysates. Enzymes production in bioreactors The objective of this work was to highlight the impact
of the cellulase and some hemicellulases activities in vari-
ous contrasted enzymatic cocktails during hydrolysis of
Avicel, of xylans, and simultaneous hydrolysis of both
substrates. Furthermore, combinations of different enzy-
matic cocktails were evaluated in order to improve the
global efficiency of cocktails for cellulose hydrolysis. All
cocktails tested in our study were complete cocktails pro-
duced by T. reesei onto various carbon sources more or
less enriched in C5 and C6 sugars. Hemicellulosic hydrolysates referred to pentose (C5)
extracts obtained after steam explosion of wheat straw
under acidic conditions (H2SO4 presoaking), followed by
washing with water and further concentration by evap-
oration as described by Warzywoda et al. (1992). The
analytical composition of the hemicellulosic hydrolyzate Table 1 Sugar composition used during the fed-batch
mode. C5 refers to hemicellulosic hydrolysate
Experiment
Carbon source
Strain
TR1
20 % xylose/25 % lactose/55 % glucose
TR3002
TR2
100 % C5
CL847
TR3
10 % C5/25 % Lactose/65 % glucose
TR3002
TR4
100 % Lactose
CL847
TR5
75 % C5/25 % Lactose
TR3002 Table 1 Sugar composition used during the fed-batch
mode. C5 refers to hemicellulosic hydrolysate
Experiment
Carbon source
Strain
TR1
20 % xylose/25 % lactose/55 % glucose
TR3002
TR2
100 % C5
CL847
TR3
10 % C5/25 % Lactose/65 % glucose
TR3002
TR4
100 % Lactose
CL847
TR5
75 % C5/25 % Lactose
TR3002 Table 1 Sugar composition used during the fed-batch
mode. C5 refers to hemicellulosic hydrolysate
Experiment
Carbon source
Strain
TR1
20 % xylose/25 % lactose/55 % glucose
TR3002
TR2
100 % C5
CL847
TR3
10 % C5/25 % Lactose/65 % glucose
TR3002
TR4
100 % Lactose
CL847
TR5
75 % C5/25 % Lactose
TR3002 Table 1 Sugar composition used during the fed-batch
mode. C5 refers to hemicellulosic hydrolysate Results Proteins were measured with the Lowry method
(Lowry et al. 1951). Prior to quantification, samples were
washed with 10 % trichloroacetic acid during 30 min at
4 °C. Supernatants were thrown after 5 min of centrifuga-
tion at 13,000 rpm. Pellets were dried 5 min in a speed-
vac and the precipitates were dissolved with 0.08 %
sodium hydroxide and 0.4 % sodium carbonate. Proteins Materials and methods
Materials Microcrystalline cellulose (Avicel PH-101) and xylose
were purchased from Sigma–Aldrich® (St Louis, MO,
USA), cellulose content >97 %. Beechwood xylan was
supplied by Carl Roth® (Karlsruhe, Germany). XOs were Dondelinger et al. AMB Expr (2016) 6:24 Page 3 of 9 concentration was measured in supernatants against BSA
standards (0–500 µg/mL). used in this study was: 174 g/L of xylose, 22.5 g/L of arab-
inose, 27.5 g/L of glucose, 21 g/L of oligomers. For the preculture before bioreactor cultivations,
the medium composition was: cornsteep solid 1.5 g/L;
dipotassium phtalate 6 g/L; H3PO4 85 % 0.8 mL/L;
(NH4)2SO4 4.2 g/L; MgSO4,7H2O 0.3 g/L; CaCl2,2H2O
0.15 g/L; FeSO4–7H2O 30 mg/L; MnSO4,H2O 6 mg/L;
ZnSO4,7H2O 8 mg/L; CoNO3,6H2O 9 mg/L; H3BO3
1 mg/L. pH was adjusted to 6.0 with NaOH 30 %. Carbohydrates quantificationh The glucose concentration was assessed by a glucose
oxidase assay with an Analox GL6 glucose analyzer
(Imlab, Lille France) and with a standard glucose solu-
tion (144 mg/dL, Imlab, Lille France). Quantification of
xylose and XOs was performed by HPAEC-PAD (Dionex,
Thermo Scientific, Courtaboeuf, France). Before analysis,
all samples were filtered (PTFE, 0.22 µm) before injec-
tion on a CarboPac PA-1 column (4 × 250 mm, Dionex). Xylose was eluted as previously described (Remond et al. 2010) with fucose as internal standard. XOs (DP2–DP6)
were eluted with a 100 mM NaOH and 300 mM sodium
acetate gradient with a flow rate of 1 mL/min. Detection
was carried out by pulsed amperometry (ED 40, Dionex)
and signal sensitivity was increased with a post-column
module delivering 300 mM NaOH. i
Endo-β-1,4-xylanase activity was determined by
measuring the reducing sugars liberated from beech-
wood xylan as previously described (Rakotoarivonina
et al. 2012). Reaction mixture contained 0.9 mL 0.5 %
xylan (w/v) in 50 mM citrate phosphate buffer pH 4.8
and 0.1 mL enzyme solution. Reactions were conducted
at 50 °C for 10 min. One unit (IU) was defined as the
quantity of enzyme required to liberate 1 µmol of xylose
equivalent per minute at 50 °C. Filter paper activity (FPU) describing the global cel-
lulolytic activity was assayed according to the IUPAC
standard Filter Paper Assay (Ghose 1987). The amount
of released sugars was quantified from filter paper strip
(Whatman no.1, 1 × 6 cm) and reducing sugars were
estimated by the DNS method (Miller 1959). One unit
of enzyme activity corresponds to the amount of enzyme
required to release 1 µmol of glucose equivalent per min-
ute under the assay conditions. Yields of glucose and xylose released were calculated
according to their quantity introduced during the reac-
tions by taking into account their conversion from cel-
lulose and xylans (anhydro correction of 0.9 and 0.88 for
glucose and xylose respectively). Yields of XOs released
were expressed on the basis of xylose initially present in
reaction. Enzyme assays β-xylosidase and β-glucosidase activities were deter-
mined by incubating 0.1 mL of enzymatic cocktail with
0.9 mL ρ-nitrophenyl-β-d-xyloside or ρ-nitrophenyl-β-
d-glucoside as substrates at 5 mM. Reactions were per-
formed during 10 min in 50 mM citrate phosphate buffer,
pH 4.8 with appropriate dilute enzyme solutions at 50 °C. Release of ρ-nitrophenol (ρNP) was measured by con-
tinuous monitoring at 401 nm. One unit of β-xylosidase
or β-glucosidase activities was defined as the amount of
enzyme releasing 1 µmol of ρNP per minute using the
defined conditions. Hydrolysis samples were taken after 24, 48 and 72 h of
hydrolysis and were boiled for 10 min to terminate the
reaction and stored at −20 °C until carbohydrates analy-
sis. All assays were performed in triplicate. Enzymatic hydrolysis Hydrolysis of 10 % (w/v) Avicel and of 1.5 % (w/v) xylans
was performed with enzymes cocktails with a loading of
10 mg proteins/g Avicel or xylans. Reactions were car-
ried out in 50 mM citrate phosphate buffer (pH 4.8) with
chloramphenicol (100 ppm) in a thermostatically con-
trolled system Tornado Radleys® (Interchim, Montluçon,
France) at 45 °C under agitation at 150 rpm. For some
Avicel hydrolysis experiments, 1.5 % (w/v) beechwood
xylan, xylose or XOs were added. Experiments conducted
with mixtures of cocktails were performed with TR1 sup-
plemented with TR5 with two different ratios of proteins
quantities (1/1 and 4/1) with a total protein loading cor-
responding to 10 mg/g Avicel. For bioreactor cultivations, the medium composi-
tion was: cornsteep solid 1.5 g/L; KOH 1.66 g/L; H3PO4
85 % 2.5 mL/L; (NH4)2SO4 2.8 g/L; MgSO4,7H2O 0.6 g/L;
CaCl2,2H2O 0.6 g/L; FeSO4–7H2O 60 mg/L; MnSO4,H2O
12 mg/L; ZnSO4,7H2O 16 mg/L; CoNO3,6H2O 18 mg/L;
H3BO3 2 mg/L. pH was adjusted to 4.8 with NH3 20 %. Production and characterization of various enzymatic
cocktails This activity was rather abundant in cocktail TR3
(10.5 IU/mg) and was intermediary for the cocktail TR1
(6.1 IU/mg). Concerning hemicellulases activities, xyla-
nase and β-xylosidase activities were measured. Cock-
tails TR2 and TR1 contained high level of xylanase
activity (59.1 IU/mg and 53.5 IU/mg respectively). Xyla-
nase activity was lowest for cocktail TR4 (11.9 IU/mg)
and was intermediary for cocktails TR3 and TR5 (26.7
and 37.8 IU/mg respectively). Cocktail TR2 which was
rich in xylanase activity possessed also high levels of
β-xylosidase activity (0.3 IU/mg). However one could
observe that cocktail TR1 which presented an important
xylanase activity (53.5 IU/mg) did not possess impor-
tant level of xylosidase activity (0.1 IU/mg). The higher
β-xylosidase (0.5 IU/mg) activity was for cocktail TR5
whereas this activity was low for cocktail TR4 (0.03 IU/
mg). Finally cocktail TR3 contained intermediary level of
β-xylosidase (0.3 IU/mg). TR3 and TR4 presented similar FPU activity (0.5 FPU/
mg) and cocktail TR2 possessed a rather important FPU
activity (0.6 FPU/mg). The β-glucosidase activity was
the most important in cocktail TR5 (13.1 IU/mg) and
decreased by a factor 9 in cocktails TR2 and TR4 (1.4 IU/
mg). This activity was rather abundant in cocktail TR3
(10.5 IU/mg) and was intermediary for the cocktail TR1
(6.1 IU/mg). Concerning hemicellulases activities, xyla-
nase and β-xylosidase activities were measured. Cock-
tails TR2 and TR1 contained high level of xylanase
activity (59.1 IU/mg and 53.5 IU/mg respectively). Xyla-
nase activity was lowest for cocktail TR4 (11.9 IU/mg)
and was intermediary for cocktails TR3 and TR5 (26.7
and 37.8 IU/mg respectively). Cocktail TR2 which was
rich in xylanase activity possessed also high levels of
β-xylosidase activity (0.3 IU/mg). However one could
observe that cocktail TR1 which presented an important
xylanase activity (53.5 IU/mg) did not possess impor-
tant level of xylosidase activity (0.1 IU/mg). The higher
β-xylosidase (0.5 IU/mg) activity was for cocktail TR5
whereas this activity was low for cocktail TR4 (0.03 IU/
mg). Finally cocktail TR3 contained intermediary level of
β-xylosidase (0.3 IU/mg). Fig. 1 Enzymatic hydrolysis of Avicel 10 % (w/v) by different enzy-
matic cocktails at 10 mg proteins/g Avicel without xylans (a) or in
presence of xylans 15 g/L (b). Mean values and standard deviations of
triplicates are presented similar kinetic for glucose release which attained respec-
tively 34.6 ± 2.2 % and 33.7 ± 2.2 % after 72 h. Production and characterization of various enzymatic
cocktails Glucose
yields were lowest in case of cocktail TR2 and reached
25.5 ± 2.7 % at 72 h. Production and characterization of various enzymatic
cocktails Enzymatic cocktails presented various enzymatic activi-
ties ratios (Table 2). Cocktail TR1 was the most rich in
FPU activity (0.7 FPU/mg) whereas cocktail TR5 con-
tained the lowest FPU activity (0.4 FPU/mg). Cocktails Dondelinger et al. AMB Expr (2016) 6:24 Page 4 of 9 TR3 and TR4 presented similar FPU activity (0.5 FPU/
mg) and cocktail TR2 possessed a rather important FPU
activity (0.6 FPU/mg). The β-glucosidase activity was
the most important in cocktail TR5 (13.1 IU/mg) and
decreased by a factor 9 in cocktails TR2 and TR4 (1.4 IU/
mg). This activity was rather abundant in cocktail TR3
(10.5 IU/mg) and was intermediary for the cocktail TR1
(6.1 IU/mg). Concerning hemicellulases activities, xyla-
nase and β-xylosidase activities were measured. Cock-
tails TR2 and TR1 contained high level of xylanase
activity (59.1 IU/mg and 53.5 IU/mg respectively). Xyla-
nase activity was lowest for cocktail TR4 (11.9 IU/mg)
and was intermediary for cocktails TR3 and TR5 (26.7
and 37.8 IU/mg respectively). Cocktail TR2 which was
rich in xylanase activity possessed also high levels of
β-xylosidase activity (0.3 IU/mg). However one could
observe that cocktail TR1 which presented an important
xylanase activity (53.5 IU/mg) did not possess impor-
tant level of xylosidase activity (0.1 IU/mg). The higher
β-xylosidase (0.5 IU/mg) activity was for cocktail TR5
whereas this activity was low for cocktail TR4 (0.03 IU/
mg). Finally cocktail TR3 contained intermediary level of
β-xylosidase (0.3 IU/mg). Table 2 Proteins concentrations and enzymatic activities
(FPU, β-glucosidase, xylanase, β-xylosidase) present in the
enzymatic cocktails
TR1
TR2
TR3
TR4
TR5
Proteins (g/L)
154.0
32.0
58.5
68.0
26.0
FPU (IU/mg)
0.7
0.6
0.5
0.5
0.4
β-Glucosidase (IU/mg)
6.1
1.4
10.5
1.4
13.1
Xylanase (IU/mg)
53.5
59.1
26.7
11.9
37.8
β-Xylosidase (IU/mg)
0.1
0.3
0.3
0.03
0.5 Table 2 Proteins concentrations and enzymatic activities
(FPU, β-glucosidase, xylanase, β-xylosidase) present in the
enzymatic cocktails Fig. 1 Enzymatic hydrolysis of Avicel 10 % (w/v) by different enzy-
matic cocktails at 10 mg proteins/g Avicel without xylans (a) or in
presence of xylans 15 g/L (b). Mean values and standard deviations of
triplicates are presented TR3 and TR4 presented similar FPU activity (0.5 FPU/
mg) and cocktail TR2 possessed a rather important FPU
activity (0.6 FPU/mg). The β-glucosidase activity was
the most important in cocktail TR5 (13.1 IU/mg) and
decreased by a factor 9 in cocktails TR2 and TR4 (1.4 IU/
mg). Enzymatic hydrolysis of Avicel with various contrasted
enzymatic cocktailsh 2 Yields of xylose and xylo-oligosaccharides (XOs) released
from xylans (1.5 %, w/v) at 72 h with enzymatic cocktails at 10 mg
proteins/g xylans. Mean values and standard deviations of triplicates
are presented Fig. 2 Yields of xylose and xylo-oligosaccharides (XOs) released
from xylans (1.5 %, w/v) at 72 h with enzymatic cocktails at 10 mg
proteins/g xylans. Mean values and standard deviations of triplicates
are presented represented 5.80 ± 0.13 % and 5.13 ± 0.15 % respec-
tively for cocktails TR1 and TR4. Enzymatic hydrolysis of Avicel in presence of xylans
with various contrasted enzymatic cocktails However, an
important observation is that for all enzymatic cocktails
and during the entire reactions, yields of glucose were
lower than those obtained when catalysis was performed
in absence of xylans. After 72 h, yields were decreased
by factor 1.33 and 1.32 for TR1 and TR5 whereas the
decrease was 1.24 and 1.20 for TR2 and TR4. The yield
was less affected for cocktail TR3 as it decreased 1.1-fold.i Fig. 3 Yields of xylose and xylo-oligosaccharides (XOs) released in
presence of cellulose Avicel (10 %, w/v) and xylans (1.5 %, w/v) at 72 h
with enzymatic cocktails at 10 mg proteins/g Avicel. Mean values and
standard deviations of triplicates are presented with the level of xylosidase activity poorly present in TR4
and TR1 cocktails. In the present study, hydrolysis of Avicel was tested
with TR1 cocktail in presence of xylose or in presence
of XOs (DP 2–5) (Fig. 4). Whereas xylose did not lead
to any significant reduction in glucose yields, presence
of XOs from DP2 to 5 induced a lower glucose release
from Avicel notably at 48 and 72 h. Glucose yields were
respectively 35.8 and 42.1 % after 48 and 72 h without
XOs and decreased to 29.1 and 36 % after 48 and 72 h in
presence of XOs which represents a decrease by 1.23-fold
and 1.17-fold respectively. Similar reduction of glucose
release was obtained for other enzymatic cocktails (data
not shown). Quantification of xylose and XOs present in solutions
at 72 h is presented in Fig. 3. As observed for hydroly-
sis reactions of xylans, the various enzymatic cocktails
did not present the same efficiency for xylans hydroly-
sis. Cocktails TR5 and TR2 were the most efficient and
liberated xylose with yields respectively 90.7 ± 6.7 %
and 87.3 ± 1.2 %. XOs concentrations were respec-
tively 4.7 ± 0.2 % and 3.7 ± 0.7 % for TR5 and TR2. Yield of xylose released was respectively 81.5 ± 2.7 %,
74.2 ± 6.3 % and 72.4 ± 4.5 % for cocktails TR3, TR1
and TR4 respectively. XOs concentrations reached
3.7 ± 0.6 %, 11.8 ± 2.2 % and 14.4 ± 0.7 % respectively
for TR3, TR4 and TR1. These results are in accordance Enzymatic hydrolysis of Avicel in presence of xylans
with various contrasted enzymatic cocktails Hydrolysis experiments of cellulose were conducted in
presence of xylans with the different cocktails. Figure 1b
represents the kinetic of glucose released during 72 h of
reaction. After 72 h of reactions, yields were 20.5 ± 2.8 %,
26.3 ± 1.2 %, 28.1 ± 2.8 %, 31.7 ± 1.4 % and 36.0 ± 1.4 %
respectively for cocktails TR2, TR5, TR4, TR1 and TR3. This classification of increased efficiency displayed
according to cocktails was similar to the one obtained for
reactions catalyzed without xylans (Fig. 1a). However, an
important observation is that for all enzymatic cocktails
and during the entire reactions, yields of glucose were
lower than those obtained when catalysis was performed
in absence of xylans. After 72 h, yields were decreased
by factor 1.33 and 1.32 for TR1 and TR5 whereas the
decrease was 1.24 and 1.20 for TR2 and TR4. The yield
was less affected for cocktail TR3 as it decreased 1.1-fold. Quantification of xylose and XOs present in solutions
at 72 h is presented in Fig. 3. As observed for hydroly-
sis reactions of xylans, the various enzymatic cocktails
did not present the same efficiency for xylans hydroly-
sis. Cocktails TR5 and TR2 were the most efficient and
liberated xylose with yields respectively 90.7 ± 6.7 %
and 87.3 ± 1.2 %. XOs concentrations were respec-
tively 4.7 ± 0.2 % and 3.7 ± 0.7 % for TR5 and TR2. Yield of xylose released was respectively 81.5 ± 2.7 %,
74.2 ± 6.3 % and 72.4 ± 4.5 % for cocktails TR3, TR1
and TR4 respectively. XOs concentrations reached
3.7 ± 0.6 %, 11.8 ± 2.2 % and 14.4 ± 0.7 % respectively
for TR3, TR4 and TR1. These results are in accordance Hydrolysis experiments of cellulose were conducted in
presence of xylans with the different cocktails. Figure 1b
represents the kinetic of glucose released during 72 h of
reaction. After 72 h of reactions, yields were 20.5 ± 2.8 %,
26.3 ± 1.2 %, 28.1 ± 2.8 %, 31.7 ± 1.4 % and 36.0 ± 1.4 %
respectively for cocktails TR2, TR5, TR4, TR1 and TR3. This classification of increased efficiency displayed
according to cocktails was similar to the one obtained for
reactions catalyzed without xylans (Fig. 1a). Enzymatic hydrolysis of Avicel with various contrasted
enzymatic cocktailsh Xylan conversion was studied with the various enzy-
matic cocktails. Yields of xylose and XOs from DP2 to 5
were quantified after 72 h of catalysis (Fig. 2). In case of
cocktails TR2 and TR5, xylose release was respectively
77.9 ± 2.2 % and 75.9 ± 0.6 % of total xylose calculated
from xylans content. In parallel, XOs content (calcu-
lated as % of total xylose from xylans) were low for reac-
tions performed with these both cocktails and reached
respectively 0.25 ± 0.05 % and 0.76 ± 0.02 % respec-
tively for TR2 and TR5. Xylose production was less
important for cocktail TR3 and reached 68.8 ± 5.1 %. In this case, XOs content represented 2.44 ± 0.15 %. Cocktails TR1 and TR4 were less efficient for xylose
release which attained respectively 48.7 ± 3.2 % and
46.3 ± 0.3 % respectively. These both cocktails were
also less efficient for XOs hydrolysis as XOs content The various enzymatic cocktails were evaluated for
their hydrolysis efficiency on cellulose Avicel. In order
to reveal subtle differences between all cocktails and to
favor low protein concentration use as it should be the
case for industrial processes, catalysis was performed
with 10 mg proteins/g cellulose. Furthermore, cellu-
lose loading was high as reactions were conducted with
10 % (w/v) of cellulose. The glucose yields are presented
in Fig. 1a. For all cocktails, reactions were not finished
after 72 h of reaction. This was not surprising as protein
concentration was low during hydrolysis experiments. Cocktails TR1 and TR3 were the most efficient for Avicel
hydrolysis. Glucose yields were respectively 42.1 ± 0.8 %
and 39.5 ± 1.6 % respectively for both these cocktails
after 72 h of reaction. Cocktails TR5 and TR4 presented Dondelinger et al. AMB Expr (2016) 6:24 Page 5 of 9 Fig. 3 Yields of xylose and xylo-oligosaccharides (XOs) released in
presence of cellulose Avicel (10 %, w/v) and xylans (1.5 %, w/v) at 72 h
with enzymatic cocktails at 10 mg proteins/g Avicel. Mean values and
standard deviations of triplicates are presented Fig. 2 Yields of xylose and xylo-oligosaccharides (XOs) released
from xylans (1.5 %, w/v) at 72 h with enzymatic cocktails at 10 mg
proteins/g xylans. Mean values and standard deviations of triplicates
are presented Fig. Effect of cocktails mixture for hydrolysis efficiency Hydrolysis experiments were performed wi
these cocktails mixtures in same conditions as for pr
vious experiments: 10 % Avicel in presence of xylan
15 g/L with a total loading of 10 mg proteins/g Avic
For both ratios tested, release of glucose reached sim
lar yields (33.1 ± 1.2 % and 33.5 ± 1.9 % respectively f
ratios 1/1 and 4/1 after 72 h) as obtained for TR1 alon
(31.7 ± 1.4 % after 72 h) (Fig. 5). Compared to TR5 alon
(26.3 ± 1.2 %), both mixtures led to increased gluco
yields which were 1.27-fold higher at 72 h indicating th
the more important cellulase activity in cocktail mixtur
Table 3 Proteins concentrations and enzymatic activiti
measured from cocktails mixtures (FPU, β-glucosidas
xylanase, β-xylosidase) present in the cocktails mixtures
TR1/TR5 1/1
TR1/TR5 4
Proteins (g/L)
89.4
125.0
FPU (IU/mg)
0.5
0.6
β-Glucosidase (IU/mg)
10.2
7.0
Xylanase (IU/mg)
45.6
50.0
β-Xylosidase (IU/mg)
0.3
0.2 In that way, mixtures were prepared with TR1 supple-
mented with TR5 with two different ratios of proteins
quantities (1/1 and 4/1) with a total protein loading
corresponding to 10 mg/g Avicel (Table 3). These com-
binations were chosen in order to obtain cocktails pre-
senting high levels of FPU, β-glucosidase, xylanase and
β-xylosidase activities. For both ratios tested, mixing
TR1 with TR5 induced a decrease of FPU and xylanase
activities whereas β-glucosidase and β-xylosidase activi-
ties were increased compared to TR1. In contrary, in
case of TR5, complementation with TR1 with both ratios
induced more important FPU and xylanase activities
and less high levels of β-glucosidase and β-xylosidase
activities. Hydrolysis experiments were performed with
these cocktails mixtures in same conditions as for pre-
vious experiments: 10 % Avicel in presence of xylans
15 g/L with a total loading of 10 mg proteins/g Avicel. For both ratios tested, release of glucose reached simi-
lar yields (33.1 ± 1.2 % and 33.5 ± 1.9 % respectively for
ratios 1/1 and 4/1 after 72 h) as obtained for TR1 alone
(31.7 ± 1.4 % after 72 h) (Fig. 5). Compared to TR5 alone
(26.3 ± 1.2 %), both mixtures led to increased glucose
yields which were 1.27-fold higher at 72 h indicating that
the more important cellulase activity in cocktail mixtures could probably be responsible for these higher yields. Xylose and XOs present at 72 h were quantified (Fig. 6). Effect of cocktails mixture for hydrolysis efficiency Xylose release was higher for ratio 4/1 (95.2 ± 1.9 %)
compared to ratio 1/1 (87 ± 3.4 %). The xylose release is
more important with TR1/TR5: 1/4 mixture compared to
TR5 alone (90.7 %). XOs were detected with concentra-
tions reaching 4.3 ± 0.3 % and 5.5 ± 0.4 % respectively
for TR1/TR5 ratios 1/4 and 1/1. Effect of cocktails mixture for hydrolysis efficiency In order to investigate the impact of enzymatic activi-
ties enrichment, experiments were conducted with
some cocktails mixtures. The objective was to test their
effect on hydrolysis of cellulose in presence of xylans. Dondelinger et al. AMB Expr (2016) 6:24 Page 6 of 9 Fig. 4 Yields of glucose released from Avicel (10 %, w/v) in absence
or in presence of xylose and XOs (DP 2–5) with TR1 cocktail at 10 mg
proteins/g Avicel. Mean values and standard deviations of triplicates
are presented I
th t
i t
d
ith TR1
l
Fig. 4 Yields of glucose released from Avicel (10 %, w/v) in absence
or in presence of xylose and XOs (DP 2–5) with TR1 cocktail at 10 mg
proteins/g Avicel. Mean values and standard deviations of triplicates
are presented
Fig. 5 Enzymatic hydrolysis of Avicel 10 % (w/v) in presence of xylans
15 g/L with different enzymatic cocktails and mixtures of cocktails
with 10 mg total proteins/g Avicel. Mean values and standard devia-
tions of triplicates are presented Fig. 5 Enzymatic hydrolysis of Avicel 10 % (w/v) in presence of xylans
15 g/L with different enzymatic cocktails and mixtures of cocktails
with 10 mg total proteins/g Avicel. Mean values and standard devia-
tions of triplicates are presented Fig. 4 Yields of glucose released from Avicel (10 %, w/v) in absence
or in presence of xylose and XOs (DP 2–5) with TR1 cocktail at 10 mg
proteins/g Avicel. Mean values and standard deviations of triplicates
are presented Fig. 5 Enzymatic hydrolysis of Avicel 10 % (w/v) in presence of xylans
15 g/L with different enzymatic cocktails and mixtures of cocktails
with 10 mg total proteins/g Avicel. Mean values and standard devia-
tions of triplicates are presented In that way, mixtures were prepared with TR1 suppl
mented with TR5 with two different ratios of protein
quantities (1/1 and 4/1) with a total protein loadin
corresponding to 10 mg/g Avicel (Table 3). These com
binations were chosen in order to obtain cocktails pr
senting high levels of FPU, β-glucosidase, xylanase an
β-xylosidase activities. For both ratios tested, mixin
TR1 with TR5 induced a decrease of FPU and xylana
activities whereas β-glucosidase and β-xylosidase activ
ties were increased compared to TR1. In contrary,
case of TR5, complementation with TR1 with both rati
induced more important FPU and xylanase activiti
and less high levels of β-glucosidase and β-xylosida
activities. Discussion
d As beechwood
xylans used for enzymatic hydrolysis experiments con-
tain few arabinose (<1 % DM) and no esterified groups
(acetyl, feruloyl), arabinosidase and esterases activities
were not quantified. qi
In regards of enzymatic activities present in the dif-
ferent cocktails, efficiency of cocktails for cellulose
hydrolysis could be explained by FPU and β-glucosidase
activities levels. High FPU and β-glucosidase activi-
ties considered as dissociated do not allow explaining
the various glucose yields obtained with the different
cocktails. Indeed, TR2 and TR5 cocktails which contain
respectively high FPU and β-glucosidase activities are not
those generating maximal glucose release. Cocktails TR1
and TR3 giving rise to the most important glucose yields
were characterized by high levels of FPU activities as well
as by low ratios between FPU and β-glucosidase activi-
ties (respectively 0.11 and 0.05). In comparison, lower
efficiency of cocktails TR5 and TR4 for cellulose hydroly-
sis could be explained by a less important FPU activity
for TR5 (in spite of a low ratio FPU/β-glucosidase: 0.03)
and by a higher ratio FPU/β-glucosidase (0.36) for TR4. In case of cocktail TR2, FPU activity was as important
as for cocktail TR4 and higher compared to FPU activity
of TR5, however the high ratio FPU/β-glucosidase (0.43)
was probably responsible for the limited glucose release. β-Glucosidase activity represents an essential factor for
the design of cellulase cocktails. Indeed β-glucosidases
are responsible for glucose release from cellobiose pro-
duced synergistically by endoglucanases and CBH dur-
ing cellulose hydrolysis. Furthermore β-glucosidases
decrease the accumulation of cellobiose during cataly-
sis and thus limit CBH inhibition by this disaccharide
(Holtzapple et al. 1990). In that way, recent commer-
cial cellulase cocktails have been supplemented with
β-glucosidase activity. Fig. 6 Yields of xylose and xylo-oligosaccharides (XOs) released in
presence of cellulose Avicel (10 %, w/v) and xylans (1.5 %, w/v) at 72 h
with TR1 and TR5 alone or with mixtures of TR1/TR5. For all condi-
tions, the enzyme loading was 10 mg total proteins/g Avicel. Mean
values and standard deviations of triplicates are presented source in the fed-batch solution. TR4 corresponds to an
experiment where only the lactose was used in the fed-
batch solution. Ten percent of hemicellulosic hydrolysate
was used as carbon source during the culture experiment
of TR3 and 75 % during the culture experiment of TR5. Finally, the experiment TR1 was carried out using 20 %
xylose instead of the hemicellulosic hydrolysate. Discussion
d Contrasted enzymatic activities ratios characterizing
the obtained cocktails could be related to the strain and
to the substrates used during the culture of T. reesei for
enzymes production. The experiments for TR2 and
TR4 production were performed with the strain CL847
while the experiments concerning TR1, TR3 and TR5
were performed with the strain TR3002 which have an
improved β-glucosidase expression capacity explain-
ing why β-glucosidase activity is higher in case of these
three cocktails. For all the experiments, enzymes pro-
duction was carried out in carbon-limited fed-batch
mode with lactose, hemicellulosic hydrolysate (C5) and
mix of lactose, glucose xylose and C5 with different pro-
portions. The hemicellulosic hydrolysate corresponds
to the water extracts of steam-exploded biomass. It is
mainly composed of monomeric pentoses (xylose, arab-
inose) and oligomeric pentoses both resulting from the
thermo-chemical hydrolysis. Before being used for cel-
lulase biosynthesis, the hemicellulosic hydrolysate was
mixed with lactose and eventually glucose in the feed-
ing solution as described previously (Ben Chaabane and
Marchal 2013). TR2 corresponds to an experiment where
only the hemicellulosic hydrolysate was used as carbon Table 3 Proteins concentrations and enzymatic activities
measured from cocktails mixtures (FPU, β-glucosidase,
xylanase, β-xylosidase) present in the cocktails mixtures
TR1/TR5 1/1
TR1/TR5 4/1
Proteins (g/L)
89.4
125.0
FPU (IU/mg)
0.5
0.6
β-Glucosidase (IU/mg)
10.2
7.0
Xylanase (IU/mg)
45.6
50.0
β-Xylosidase (IU/mg)
0.3
0.2 Table 3 Proteins concentrations and enzymatic activities
measured from cocktails mixtures (FPU, β-glucosidase,
xylanase, β-xylosidase) present in the cocktails mixtures Page 7 of 9 Dondelinger et al. AMB Expr (2016) 6:24 Fig. 6 Yields of xylose and xylo-oligosaccharides (XOs) released in
presence of cellulose Avicel (10 %, w/v) and xylans (1.5 %, w/v) at 72 h
with TR1 and TR5 alone or with mixtures of TR1/TR5. For all condi-
tions, the enzyme loading was 10 mg total proteins/g Avicel. Mean
values and standard deviations of triplicates are presented on carbon sources (Juhász et al. 2005). One could sup-
pose that using various C5 and C6 carbon sources led to
modulations of secreted enzymes by CL847 and TR3002
strains used in our study. The objective of our study was
to relate the enzymatic activities to the yields of cel-
lulose and xylans hydrolysis. In this context, the char-
acterization of enzymatic cocktails was based on the
measurement of enzymatic activities (FPU, β-glucosidase,
xylanase, β-xylosidase) supposed to play an essential role
during cellulose and xylans hydrolysis. Discussion
d Results
indicate that xylose induces high xylanase activity but
lowers β-xylosidase activity compared to hemicellulosic
hydrolysates. Various enzymes, expressed by T. reesei, are involved
in lignocellulosic biomass fractionation. In a previous
study concerning the analysis of the secretome of T. ree-
sei CL847 growing on lactose-based media, 22 biomass-
degrading enzymes were identified and represented 93 %
of the secretome (Herpoel-Gimbert et al. 2008). These
enzymes correspond notably to 2 cellobiohydrolases
(CBH), 4 endoglucanases, 1 β-glucosidase, 3 xylanases,
1 β-xylosidase, 1 mannanase. Cellulases and hemicellu-
lases production by T. reesei is known to be dependent TR2 and TR5 cocktails, which were the most efficient
for xylose production from xylans and for which XOs
content were the less abundant, possessed both high
xylanase and β-xylosidase activities. Xylanase activ-
ity was less important within cocktail TR3 which could
probably explain the lower yield of xylans conversion
into xylose compared to TR2 and TR5 cocktails. The
low β-xylosidase activity level within TR1 and TR4 Dondelinger et al. AMB Expr (2016) 6:24 Page 8 of 9 of TR1/TR5 mixtures was most important for xylose
release but no gain was obtained for glucose production. In case of complex enzymatic mixtures, as it is the case in
our study, correlating yields of products to levels of enzy-
matic activities is not an easy task. Adding pure enzymes
to complex enzymatic cocktails represents a simplest
approach. In this way, Gao et al. (2011) tailored optimal
enzymatic cocktails including cellulases (endoglucanase,
cellobiohydrolase and β-glucanase activities) and hemi-
cellulases (xylanase, β-xylosidase, α-arabinosidase and
α-glucuronidase activities) for the hydrolysis of AFEX
pretreated corn stover (Gao et al. 2011). This allowed
recovering high yields of glucose (80 %) and xylose (70 %)
with a reasonable protein loading (20 mg/g glucan). In
a same way, on steam exploded wheat straw the supple-
mentation of commercial cellulases with a xylanase and
an arabinosidase gave rise to 10 % higher glucose yield
(Alvira et al. 2011). Discussion
d Another previous study showed that
improvement of enzymatic cocktails largely depends on
the substrate used for hydrolysis: the supplementation of
a cellulase cocktail with xylanase and β-xylosidase activi-
ties improved glucan conversion from corn stover pre-
treated with AFEX and dilute acid (increase of 27 and
8 % respectively); furthermore the addition of these both
hemicellulases gave more benefic impact when adding
them several hours before the addition of cellulase com-
pared to a latter addition (Qing and Wyman 2011). cocktails could be responsible of the low xylose produc-
tion observed with these cocktails in spite of a high xyla-
nase activity level for TR1 cocktail. In comparison with hydrolysis experiments performed
on xylans, total yields of xylose release were more impor-
tant for hydrolysis of xylans in presence of Avicel. This
could be explained by a loading of enzymatic proteins
6.6-folds more important for hydrolysis of Avicel in pres-
ence of xylans compared to enzymes loading for xylans
hydrolysis. Globally, when hydrolysis was conducted
simultaneously onto cellulose and xylans, release of glu-
cose was decreased compared to action onto separated
Avicel. This indicates a lesser efficiency of cellulases in
this case. Recent studies revealed that xylose, XOs and
xylans have a negative impact during hydrolysis of cellu-
lose with cellulases. For XOs, their negative impact dur-
ing cellulose hydrolysis with cellulases was reported in
numerous studies (Hu et al. 2013; Shi et al. 2011). XOs
inhibitory effect is higher than the one obtained in pres-
ence of xylose (Qing et al. 2010). A mixture of XOs from
DP7 to 16 was recovered from hydrothermally pretreated
wheat straw (Kont et al. 2013) and these oligosaccharides
induced an inhibitory effect 100-fold more important on
CBH from T. reesei than cellobiose. By mimicking the
structure of cellulose chain, these oligosaccharides bind
the active site of CBHs (Kont et al. 2013). Competitive
inhibition seems to be partly responsible of the negative
impact of XOs on cellulases efficiency (Qing et al. 2010)
notably on CBHI (Zhang and Viikari 2012). Structural
resolution of the CBH Cel7A from Hypocrea jecorina
complexed with XOs indicated that xylotriose, xylotetra-
ose and xylopentaose bind predominantly to the entrance
of the substrate-binding tunnel of the enzyme and that
an second alternative binding mode occurs near the
catalytic center of the enzyme (Momeni et al. 2015). Authors’ contributions
C d
d h FBC designed the experiments for the production of the various enzymatic
cocktails. CC produced the enzymatic cocktails in bioreactors. CR and JT
designed the enzymatic hydrolysis experiments. NA carried out the characteri-
zation of the enzymatic cocktails (proteins and activities quantifications). ED
performed the enzymatic hydrolysis experiments and quantified the sugars
produced. FBC, JT and CR analyzed all results. CR drafted the manuscript. All
authors read and approved the final manuscript. Results obtained with cocktails mixtures indicate that
TR1/TR5 with both ratios represented improved enzy-
matic cocktails for glucose release during hydrolysis of
Avicel in presence of xylans compared to TR5 alone. Mix-
ture 4/1 was also more effective for xylose release com-
pared to TR5 alone. In comparison to TR1, the efficiency Discussion
d The
data obtained during hydrolysis of Avicel in presence of
xylans, indicate that a larger proportion of residual cel-
lulose and a lesser extent part of xylans could remain in
reactional media. Previous experiments demonstrated
that presence of xylans was a factor decreasing cellu-
lases efficiency notably by limiting cellulose accessibility
(Penttilä et al. 2013; Zhang et al. 2012; Zhang and Vii-
kari 2014). This could be attributed to the adsorption of
xylans chains onto cellulose surface (Kohnke et al. 2008,
2011). One could not exclude that binding of xylans
chains into the active site of cellulases occurs leading to
their inhibition (Zhang et al. 2012). Results obtained with cocktails mixtures indicate that p
g
y
In our study, T. reesei strains modify their enzymatic
activities levels produced according to the sugar nature
present as carbon sources. Hydrolysis of Avicel with
the various cocktails was more important when cock-
tails were rich in FPU activity and when ratio FPU/β-
glucosidase was low. The presence of xylans during Avicel
hydrolysis impacted negatively the efficiency of cellulases
for glucose release. By mixing TR1 and TR5 cocktails,
improved yield of Avicel hydrolysis in presence of xylans
was obtained demonstrating the importance of combin-
ing hemicellulases and cellulasic activities. These results
highlight the importance of optimizing the enzymatic
activities levels to obtain efficient enzymatic cocktails for
complex substrates hydrolysis. References Alvira P, Negro MJ, Ballesteros M. Effect of endoxylanase and α-L-
arabinofuranosidase supplementation on the enzymatic hydrolysis of
steam exploded wheat straw. Bioresour Technol. 2011;102(6):4552–8. doi:10.1016/j.biortech.2010.12.112. Penttilä PA, Várnai A, Pere J, Tammelin T, Salmén L, Siika-aho M, Viikari L, Seri-
maa R. Xylan as limiting factor in enzymatic hydrolysis of nanocellulose. Bioresour Technol. 2013;129:135–41. doi:10.1016/j.biortech.2012.11.017. Portnoy T, Margeot A, Seidl-Seiboth V, Le Crom S, Ben Chaabane F, Linke R,
Seiboth B, Kubicek CP. Differential regulation of the cellulase transcription
factors XYR1, ACE2, and ACE1 in Trichoderma reesei strains producing high
and low levels of cellulase. Eukaryot Cell. 2011;10(2):262–71. doi:10.1128/
ec.00208-10.f Ayrinhac C, Margeot A, Lopes Ferreira N, Ben Chaabane F, Monot F, Ravot G,
Sonet JM, Fourage L. Improved saccharification of wheat straw for biofue
production using an engineered secretome of Trichoderma reesei. Org
Process Res Dev. 2011;15(1):275–8. doi:10.1021/op100218a. Ben Chaabane F, Marchal R. Upgrading the hemicellulosic fraction of bio-
mass into biofuel. Oil Gas Sci Technol. 2013;68(4):663–80. doi:10.2516/
ogst/2012093. Qing Q, Wyman CE. Hydrolysis of different chain length xylooliogmers by
cellulase and hemicellulase. Bioresour Technol. 2011;102(2):1359–66. doi:10.1016/j.biortech.2010.09.001. Chandra RP, Bura R, Mabee WE, Berlin A, Pan X, Saddler JN. Substrate pretreat-
ment: the key to effective enzymatic hydrolysis of lignocellulosics? In:
Olsson L, editor. Biofuels. Adv Biochem Eng Biotechnol. 2007;108:67–93. Qing Q, Yang B, Wyman CE. Xylooligomers are strong inhibitors of cellu-
lose hydrolysis by enzymes. Bioresour Technol. 2010;101(24):9624–30. doi:10.1016/j.biortech.2010.06.137. Gao DH, Uppugundla N, Chundawat SPS, Yu XR, Hermanson S, Gowda K,
Brumm P, Mead D, Balan V, Dale BE. Hemicellulases and auxiliary enzymes
for improved conversion of lignocellulosic biomass to monosaccharides. Biotechnol Biofuels. 2011;4:5. doi:10.1186/1754-6834-4-5. Rakotoarivonina H, Hermant B, Monthe N, Remond C. The hemicellulo-
lytic enzyme arsenal of Thermobacillus xylanilyticus depends on the
composition of biomass used for growth. Microb Cell Fact. 2012;11:159. doi:10.1186/1475-2859-11-159. Ghose TK. Measurement of cellulase activities. Pure Appl Chem. 1987;59:257–68. Remond C, Aubry N, Cronier D, Noel S, Martel F, Roge B, Rakotoarivonina
H, Debeire P, Chabbert B. Combination of ammonia and xylanase
pretreatments: impact on enzymatic xylan and cellulose recovery from
wheat straw. Bioresour Technol. 2010;101(17):6712–7. doi:10.1016/j. biortech.2010.03.115. Herpoel-Gimbert I, Margeot A, Dolla A, Jan G, Molle D, Lignon S, Mathis H,
Sigoillot JC, Monot F, Asther M. Comparative secretome analyses of two
Trichoderma reesei RUT-C30 and CL847 hypersecretory strains. Biotechnol
Biofuels. 2008;1:18. doi:10.1186/1754-6834-1-18. Author details 1 Université de Reims Champagne-Ardenne, UMR614 Fractionnement des
AgroRessources et Environnement, 51100 Reims, France. 2 INRA, UMR614
Fractionnement des AgroRessources et Environnement, 51100 Reims, France. 3 IFP Energies nouvelles, 1 et 4 Avenue de Bois‑Préau, 92852 Rueil‑Malmaison,
France. Page 9 of 9 Dondelinger et al. AMB Expr (2016) 6:24 Acknowledgements carbon sources. Process Biochem. 2005;40(11):3519–25. doi:10.1016/j. procbio.2005.03.057. carbon sources. Process Biochem. 2005;40(11):3519–25. doi:10.1016/j. procbio.2005.03.057. This study was part of Projet Futurol, a research project supported by OSEO
Innovation (France). The authors are also grateful to Dr. Gabriel Paës (UMR
FARE Reims) for his support. Kohnke T, Pujolras C, Roubroeks JP, Gatenholm P. The effect of barley husk
arabinoxylan adsorption on the properties of cellulose fibres. Cellulose. Kohnke T, Pujolras C, Roubroeks JP, Gatenholm P. The effect of barley husk
arabinoxylan adsorption on the properties of cellulose fibres. Cellulose
2008;15(4):537–46. doi:10.1007/s10570-008-9209-5. y
2008;15(4):537–46. doi:10.1007/s10570-008-9209-5. doi:10.1021/bm200437m. Kont R, Kurasin M, Teugjas H, Valjamae P. Strong cellulase inhibitors from
the hydrothermal pretreatment of wheat straw. Biotechnol Biofuels. 2013;6:135. doi:10.1186/1754-6834-6-135. This article does not contain any studies with human participants or animals
performed by any of the authors. Received: 9 March 2016 Accepted: 11 March 2016 Received: 9 March 2016 Accepted: 11 March 2016 Lowry OH, Rosebrough NJ, Farr AL, Randall RJ. Protein measurement with the
Folin phenol reagent. J Biol Chem. 1951;193:265–75. Lowry OH, Rosebrough NJ, Farr AL, Randall RJ. Protein meas Folin phenol reagent. J Biol Chem. 1951;193:265–75. Miller GL. Use of dinitrosalicylic acid reagent for determination of reducing
sugar. Anal Chem. 1959;31:426–8. Momeni MH, Ubhayasekera W, Sandgren M, Stahlberg J, Hansson H. Structural
insights into the inhibition of cellobiohydrolase Cel7A by xylo-oligosac-
charides. FEBS J. 2015;282(11):2167–77. doi:10.1111/febs.13265. Competing interests Kohnke T, Ostlund A, Brelid H. Adsorption of arabinoxylan on cellulosic
surfaces: influence of degree of substitution and substitution pattern
on adsorption characteristics. Biomacromolecules. 2011;12(7):2633–41. doi:10.1021/bm200437m. The authors declare that they have no competing interests. References Shi J, Ebrik MA, Yang B, Garlock RJ, Balan V, Dale BE, Pallapolu VR, Lee YY, Kim Y,
Mosier NS, Ladisch MR, Holtzapple MT, Falls M, Sierra-Ramirez R, Donohoe
BS, Vinzant TB, Elander RT, Hames B, Thomas S, Warner RE, Wyman CE. Application of cellulase and hemicellulase to pure xylan, pure cellulose,
and switchgrass solids from leading pretreatments. Bioresour Technol. 2011;102(24):11080–8. doi:10.1016/j.biortech.2011.04.003. Holtzapple M, Cognata M, Shu Y, Hendrickson C. Inhibition of Trichoderma ree-
sei cellulase by sugars and solvents. Biotechnol Bioeng. 1990;36(3):275–
87. doi:10.1002/bit.260360310. Hu JG, Arantes V, Pribowo A, Saddler JN. The synergistic action of accessory
enzymes enhances the hydrolytic potential of a “cellulase mixture”
but is highly substrate specific. Biotechnol Biofuels. 2013;6:112. doi:10.1186/1754-6834-6-112. Warzywoda M, Larbre E, Pourquie J. Production and characterization of cellulo-
lytic enzymes from Trichoderma reesei grown on various carbon sources. Bioresour Technol. 1992;39(2):125–30. doi:10.1016/0960-8524(92)90130-p. Hu JG, Arantes V, Saddler JN. The enhancement of enzymatic hydrolysis of
lignocellulosic substrates by the addition of accessory enzymes such
as xylanase: is it an additive or synergistic effect? Biotechnol Biofuels. 2011;4:36. doi:10.1186/1754-6834-4-36. Zhang JH, Viikari L. Xylo-oligosaccharides are competitive inhibitors of
cellobiohydrolase I from Thermoascus aurantiacus. Bioresour Technol. 2012;117:286–91. doi:10.1016/j.biortech.2012.04.072. Jourdier E, Cohen C, Poughon L, Larroche C, Monot F, Ben Chaabane F. Cellulase activity mapping of Trichoderma reesei cultivated in sugar
mixtures under fed-batch conditions. Biotechnol Biofuels. 2013;6:79. doi:10.1186/1754-6834-6-79. Zhang JH, Tang M, Viikari L. Xylans inhibit enzymatic hydrolysis of ligno-
cellulosic materials by cellulases. Bioresour Technol. 2012;121:8–12. doi:10.1016/j.biortech.2012.07.010. Zhang JH, Tang M, Viikari L. Xylans inhibit enzymatic hydrolysis of ligno-
cellulosic materials by cellulases. Bioresour Technol. 2012;121:8–12. doi:10.1016/j.biortech.2012.07.010.f Zhang JH, Viikari L. Impact of xylan on synergistic effects of xylanases and cel-
lulases in enzymatic hydrolysis of lignocelluloses. Appl Biochem Biotech. 2014;174(4):1393–402. doi:10.1007/s12010-014-1140-7. Zhang JH, Viikari L. Impact of xylan on synergistic effects of xylanases and cel-
lulases in enzymatic hydrolysis of lignocelluloses. Appl Biochem Biotech. 2014;174(4):1393–402. doi:10.1007/s12010-014-1140-7. Juhász T, Szengyel Z, Réczey K, Siika-Aho M, Viikari L. Characterization of cel-
lulases and hemicellulases produced by Trichoderma reesei on various
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http://diposit.ub.edu/dspace/bitstream/2445/131543/1/577693.pdf
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English
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Searches for the decays<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:msup><mml:mi>B</mml:mi><mml:mn>0</mml:mn></mml:msup><mml:mo>→</mml:mo><mml:msup><mml:mi>l</mml:mi><mml:mo>±</mml:mo></mml:msup><mml:msup><mml:mi>τ</mml:mi><mml:mo>∓</mml:mo></mml:msup></mml:math>and<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:msup><mml:mi>B</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>→</mml:mo><mml:msup><mml:mi>l</mml:mi><mml:mo>+</mml:mo></…
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Physical review. D. Particles, fields, gravitation, and cosmology/Physical review. D, Particles, fields, gravitation, and cosmology
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Searches for the decays B0 ! l and Bþ ! lþ (l ¼ e, ) using hadron Searches for the decays B0 ! l and Bþ ! lþ (l ¼ e, ) using hadronic tag reconstruction d Bþ ! lþ (l ¼ e, ) using hadronic tag reconstruction B. Aubert,1 M. Bona,1 Y. Karyotakis,1 J. P. Lees,1 V. Poireau,1 X. Prudent,1 V. Tisserand,1 A. Zghiche,1 J. Garra Tico,2
E. Grauges,2 L. Lopez,3 A. Palano,3 M. Pappagallo,3 G. Eigen,4 B. Stugu,4 L. Sun,4 G. S. Abrams,5 M. Battaglia,5
D. N. Brown,5 J. Button-Shafer,5 R. N. Cahn,5 R. G. Jacobsen,5 J. A. Kadyk,5 L. T. Kerth,5 Yu. G. Kolomensky,5
G. Kukartsev,5 D. Lopes Pegna,5 G. Lynch,5 I. L. Osipenkov,5 M. T. Ronan,5,* K. Tackmann,5 T. Tanabe,5 W. A. Wenzel,5 P. del Amo Sanchez,6 C. M. Hawkes,6 N. Soni,6 A. T. Watson,6 H. Koch,7 T. Schroeder,7 D. Walker,8 D. J. Asgeirsson,9
T. Cuhadar-Donszelmann,9 B. G. Fulsom,9 C. Hearty,9 T. S. Mattison,9 J. A. McKenna,9 M. Barrett,10 A. Khan,10
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M. Saleem,10 L. Teodorescu,10 V. E. Blinov,11 A. D. Bukin,11 A. R. Buzykaev,11 V. P. Druzhinin,11 V. B. Golubev,11 T. Cuhadar-Donszelmann, B. G. Fulsom, C. Hearty, T. S. Mattison, J. A. McKenna, M. Barrett,
A. Khan,
M. Saleem,10 L. Teodorescu,10 V. E. Blinov,11 A. D. Bukin,11 A. R. Buzykaev,11 V. P. Druzhinin,11 V. B. Golubev,11 y
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I. Eschrich,12 D. Kirkby,12 A. J. Lankford,12 P. Lund,12 M. Mandelkern,12 E. C. Martin,12 D. P. Stoker,12 S. Abachi,13
13
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15 C. Buchanan,13 J. W. Gary,14 F. Liu,14 O. Long,14 B. C. Shen,14,* G. M. Vitug,14 L. Zhang,14 H. P. Paar,15 S. Rahatlou,15
V. Sharma,15 C. Campagnari,16 T. M. Hong,16 D. Kovalskyi,16 J. D. Richman,16 T. W. Beck,17 A. M. Eisner,17
C. J. Flacco,17 C. A. Heusch,17 J. Kroseberg,17 W. S. Lockman,17 T. Schalk,17 B. A. Schumm,17 A. Seiden,17 M. G. Wilson,17 L. O. Winstrom,17 E. Chen,18 C. H. Cheng,18 D. A. Doll,18 B. Echenard,18 F. Fang,18 D. G. Hitlin,18
I. Narsky,18 T. Piatenko,18 F. C. Porter,18 R. Andreassen,19 G. Mancinelli,19 B. T. Meadows,19 K. Mishra,19 M. D. Sokoloff,
F. Blanc,
P. C. Bloom,
W. T. Ford,
J. F. Hirschauer,
A. Kreisel,
M. Nagel,
U. Nauenberg,
A. Olivas,20 J. G. Smith,20 K. A. Ulmer,20 S. R. Wagner,20 R. Ayad,21,+ A. M. Gabareen,21 A. Soffer,21,‡ W. H. Toki,21
R. J. Wilson,21 D. D. Altenburg,22 E. RAPID COMMUNICATIONS RAPID COMMUNICATIONS RAPID COMMUNICATIONS PHYSICAL REVIEW D 77, 091104(R) (2008) d Bþ ! lþ (l ¼ e, ) using hadronic tag reconstruction Feltresi,22 A. Hauke,22 H. Jasper,22 J. Merkel,22 A. Petzold,22 B. Spaan,22
K. Wacker,22 V. Klose,23 M. J. Kobel,23 H. M. Lacker,23 W. F. Mader,23 R. Nogowski,23 J. Schubert,23 K. R. Schubert,23
R. Schwierz,23 J. E. Sundermann,23 A. Volk,23 D. Bernard,24 G. R. Bonneaud,24 E. Latour,24 V. Lombardo,24
Ch. Thiebaux,24 M. Verderi,24 P. J. Clark,25 W. Gradl,25 S. Playfer,25 A. I. Robertson,25 J. E. Watson,25 M. Andreotti,26
D. Bettoni,26 C. Bozzi,26 R. Calabrese,26 A. Cecchi,26 G. Cibinetto,26 P. Franchini,26 E. Luppi,26 M. Negrini,26
A. Petrella,26 L. Piemontese,26 E. Prencipe,26 V. Santoro,26 F. Anulli,27 R. Baldini-Ferroli,27 A. Calcaterra,27
R. de Sangro,27 G. Finocchiaro,27 S. Pacetti,27 P. Patteri,27 I. M. Peruzzi,27,x M. Piccolo,27 M. Rama,27 A. Zallo,27
A. Buzzo,28 R. Contri,28 M. Lo Vetere,28 M. M. Macri,28 M. R. Monge,28 S. Passaggio,28 C. Patrignani,28 E. Robutti,28 A. Santroni,28 S. Tosi,28 K. S. Chaisanguanthum,29 M. Morii,29 R. S. Dubitzky,30 J. Marks,30 S. Schenk,30 U. Uwer,30
D. J. Bard,31 P. D. Dauncey,31 J. A. Nash,31 W. Panduro Vazquez,31 M. Tibbetts,31 P. K. Behera,32 X. Chai,32
M. J. Charles,32 U. Mallik,32 J. Cochran,33 H. B. Crawley,33 L. Dong,33 V. Eyges,33 W. T. Meyer,33 S. Prell,33 E. I. Rosenberg,33 A. E. Rubin,33 Y. Y. Gao,34 A. V. Gritsan,34 Z. J. Guo,34 C. K. Lae,34 A. G. Denig,35 M. Fritsch,35
G. Schott,35 N. Arnaud,36 J. Be´quilleux,36 A. D’Orazio,36 M. Davier,36 J. Firmino da Costa,36 G. Grosdidier,36 1550-7998=2008=77(9)=091104(9) 2008 The American Physical Society PHYSICAL REVIEW D 77, 091104(R) (2008) Vitale,74 V. Azzolini,75
N. Lopez-March,75 F. Martinez-Vidal,75 D. A. Milanes,75 A. Oyanguren,75 J. Albert,76 Sw. Banerjee,76 B. Bhuyan,76
K. Hamano,76 R. Kowalewski,76 I. M. Nugent,76 J. M. Roney,76 R. J. Sobie,76 P. F. Harrison,77 J. Ilic,77 T. E. Latham,77
G. B. Mohanty,77 H. R. Band,78 X. Chen,78 S. Dasu,78 K. T. Flood,78 J. J. Hollar,78 P. E. Kutter,78 Y. Pan,78 M. Pierini,78
R. Prepost,78 S. L. Wu,78 and H. Neal79 R. Prepost,78 S. L. Wu,78 and H. Neal79 RAPID COMMUNICATIONS B. AUBERT et al. (BABAR Collaboration) 1Laboratoire de Physique des Particules, IN2P3/CNRS et Universite´ de Savoie, F-74941 Annecy-Le-Vieux, France
2Universitat de Barcelona, Facultat de Fisica, Departament ECM, E-08028 Barcelona, Spain
3Universita` di Bari, Dipartimento di Fisica and INFN, I-70126 Bari, Italy
4University of Bergen, Institute of Physics, N-5007 Bergen, Norway
5Lawrence Berkeley National Laboratory and University of California, Berkeley, California 94720, USA
6University of Birmingham, Birmingham, B15 2TT, United Kingdom
7Ruhr Universita¨t Bochum, Institut fu¨r Experimentalphysik 1, D-44780 Bochum, Germany
8University of Bristol, Bristol BS8 1TL, United Kingdom
9University of British Columbia, Vancouver, British Columbia, Canada V6T 1Z1
10Brunel University, Uxbridge, Middlesex UB8 3PH, United Kingdom
11Budker Institute of Nuclear Physics, Novosibirsk 630090, Russia
12University of California at Irvine, Irvine, California 92697, USA
13University of California at Los Angeles, Los Angeles, California 90024, USA
14University of California at Riverside, Riverside, California 92521, USA
15University of California at San Diego, La Jolla, California 92093, USA
16University of California at Santa Barbara, Santa Barbara, California 93106, USA
17University of California at Santa Cruz, Institute for Particle Physics, Santa Cruz, California 95064, USA
18California Institute of Technology, Pasadena, California 91125, USA
19University of Cincinnati, Cincinnati, Ohio 45221, USA
20University of Colorado, Boulder, Colorado 80309, USA
21Colorado State University, Fort Collins, Colorado 80523, USA
22Universita¨t Dortmund, Institut fu¨r Physik, D-44221 Dortmund, Germany
23Technische Universita¨t Dresden, Institut fu¨r Kern- und Teilchenphysik, D-01062 Dresden, Germany
24Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, F-91128 Palaiseau, France
25University of Edinburgh, Edinburgh EH9 3JZ, United Kingdom
26Universita` di Ferrara, Dipartimento di Fisica and INFN, I-44100 Ferrara, Italy
27Laboratori Nazionali di Frascati dell’INFN, I-00044 Frascati, Italy
28Universita` di Genova, Dipartimento di Fisica and INFN, I-16146 Genova, Italy
29Harvard University, Cambridge, Massachusetts 02138, USA
30Universita¨t Heidelberg, Physikalisches Institut, Philosophenweg 12, D-69120 Heidelberg, Germany
31Imperial College London, London, SW7 2AZ, United Kingdom
32University of Iowa, Iowa City, Iowa 52242, USA 1Laboratoire de Physique des Particules, IN2P3/CNRS et Universite´ de Savoie, F-74941 Annecy-Le-Vieux, France
2Universitat de Barcelona, Facultat de Fisica, Departament ECM, E-08028 Barcelona, Spain
3Universita` di Bari, Dipartimento di Fisica and INFN, I-70126 Bari, Italy
4University of Bergen, Institute of Physics, N-5007 Bergen, Norway
5Lawrence Berkeley National Laboratory and University of California, Berkeley, California 94720, USA
6University of Birmingham, Birmingham, B15 2TT, United Kingdom
7Ruhr Universita¨t Bochum, Institut fu¨r Experimentalphysik 1, D-44780 Bochum, Germany
8University of Bristol, Bristol BS8 1TL, United Kingdom
9University of British Columbia, Vancouver, British Columbia, Canada V6T 1Z1
10Brunel University, Uxbridge, Middlesex UB8 3PH, United Kingdom
11Budker Institute of Nuclear Physics, Novosibirsk 630090, Russia
12University of California at Irvine, Irvine, California 92697, USA
13University of California at Los Angeles, Los Angeles, California 90024, USA
14University of California at Riverside, Riverside, California 92521, USA
15University of California at San Diego, La Jolla, California 92093, USA
16University of California at Santa Barbara, Santa Barbara, California 93106, USA
17University of California at Santa Cruz, Institute for Particle Physics, Santa Cruz, California 95064, USA
18California Institute of Technology, Pasadena, California 91125, USA
19University of Cincinnati, Cincinnati, Ohio 45221, USA
20University of Colorado, Boulder, Colorado 80309, USA
21Colorado State University, Fort Collins, Colorado 80523, USA
22Universita¨t Dortmund, Institut fu¨r Physik, D-44221 Dortmund, Germany
23Technische Universita¨t Dresden, Institut fu¨r Kern- und Teilchenphysik, D-01062 Dresden, Germany
24Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, F-91128 Palaiseau, France
25University of Edinburgh, Edinburgh EH9 3JZ, United Kingdom
26Universita` di Ferrara, Dipartimento di Fisica and INFN, I-44100 Ferrara, Italy
27Laboratori Nazionali di Frascati dell’INFN, I-00044 Frascati, Italy
28Universita` di Genova, Dipartimento di Fisica and INFN, I-16146 Genova, Italy
29Harvard University, Cambridge, Massachusetts 02138, USA
30Universita¨t Heidelberg, Physikalisches Institut, Philosophenweg 12, D-69120 Heidelberg, Germany
31Imperial College London, London, SW7 2AZ, United Kingdom
32University of Iowa, Iowa City, Iowa 52242, USA y
g
Heidelberg, Physikalisches Institut, Philosophenweg 12, D-69120 Heidelberg, Germany
31Imperial College London, London, SW7 2AZ, United Kingdom 32University of Iowa, Iowa City, Iowa 52242, USA PHYSICAL REVIEW D 77, 091104(R) (2008) J. Olsen,61 A. J. S. Smith,61 A. V. Telnov,61 E. Baracchini,62 G. Cavoto,62 D. del Re,62 E. Di Marco,62 R. Faccini,62
F. Ferrarotto,62 F. Ferroni,62 M. Gaspero,62 P. D. Jackson,62 M. A. Mazzoni,62 S. Morganti,62 G. Piredda,62 F. Polci,62
F. Renga,62 C. Voena,62 M. Ebert,63 T. Hartmann,63 H. Schro¨der,63 R. Waldi,63 T. Adye,64 B. Franek,64 E. O. Olaiya,64
W. Roethel,64 F. F. Wilson,64 S. Emery,65 M. Escalier,65 A. Gaidot,65 S. F. Ganzhur,65 G. Hamel de Monchenault,65
W. Kozanecki,65 G. Vasseur,65 Ch. Ye`che,65 M. Zito,65 X. R. Chen,66 H. Liu,66 W. Park,66 M. V. Purohit,66 R. M. White,66
J. R. Wilson,66 M. T. Allen,67 D. Aston,67 R. Bartoldus,67 P. Bechtle,67 R. Claus,67 J. P. Coleman,67 M. R. Convery,67
J. C. Dingfelder,67 J. Dorfan,67 G. P. Dubois-Felsmann,67 W. Dunwoodie,67 R. C. Field,67 T. Glanzman,67 S. J. Gowdy,67
M. T. Graham,67 P. Grenier,67 C. Hast,67 W. R. Innes,67 J. Kaminski,67 M. H. Kelsey,67 H. Kim,67 P. Kim,67 M. L. Kocian,67
D. W. G. S. Leith,67 S. Li,67 S. Luitz,67 V. Luth,67 H. L. Lynch,67 D. B. MacFarlane,67 H. Marsiske,67 R. Messner,67
D. R. Muller,67 S. Nelson,67 C. P. O’Grady,67 I. Ofte,67 A. Perazzo,67 M. Perl,67 B. N. Ratcliff,67 A. Roodman,67
A. A. Salnikov,67 R. H. Schindler,67 J. Schwiening,67 A. Snyder,67 D. Su,67 M. K. Sullivan,67 K. Suzuki,67 S. K. Swain,67
J. M. Thompson,67 J. Va’vra,67 A. P. Wagner,67 M. Weaver,67 W. J. Wisniewski,67 M. Wittgen,67 D. H. Wright,67
H. W. Wulsin,67 A. K. Yarritu,67 K. Yi,67 C. C. Young,67 V. Ziegler,67 P. R. Burchat,68 A. J. Edwards,68 S. A. Majewski,68
T. S. Miyashita,68 B. A. Petersen,68 L. Wilden,68 S. Ahmed,69 M. S. Alam,69 R. Bula,69 J. A. Ernst,69 B. Pan,69
M. A. Saeed,69 S. B. Zain,69 S. M. Spanier,70 B. J. Wogsland,70 R. Eckmann,71 J. L. Ritchie,71 A. M. Ruland,71
C. J. Schilling,71 R. F. Schwitters,71 J. M. Izen,72 X. C. Lou,72 S. Ye,72 F. Bianchi,73 D. Gamba,73 M. Pelliccioni,73
M. Bomben,74 L. Bosisio,74 C. Cartaro,74 F. Cossutti,74 G. Della Ricca,74 L. Lanceri,74 L. Vitale,74 V. Azzolini,75
N. Lopez-March,75 F. Martinez-Vidal,75 D. A. Milanes,75 A. Oyanguren,75 J. Albert,76 Sw. Banerjee,76 B. Bhuyan,76
K. Hamano,76 R. Kowalewski,76 I. M. Nugent,76 J. M. Roney,76 R. J. Sobie,76 P. F. Harrison,77 J. Ilic,77 T. E. Latham,77
G. B. Mohanty,77 H. R. Band,78 X. Chen,78 S. Dasu,78 K. T. Flood,78 J. J. Hollar,78 P. E. Kutter,78 Y. Pan,78 M. Pierini,78
R. Prepost,78 S. L. Wu,78 and H. 091104-1 091104-1 091104-1 PHYSICAL REVIEW D 77, 091104(R) (2008) Neal79 J. C. Dingfelder,
J. Dorfan,
G. P. Dubois-Felsmann,
W. Dunwoodie,
R. C. Field,
T. Glanzman,
S. J. Gowdy,
M. T. Graham,67 P. Grenier,67 C. Hast,67 W. R. Innes,67 J. Kaminski,67 M. H. Kelsey,67 H. Kim,67 P. Kim,67 M. L. Kocian,67
D. W. G. S. Leith,67 S. Li,67 S. Luitz,67 V. Luth,67 H. L. Lynch,67 D. B. MacFarlane,67 H. Marsiske,67 R. Messner,67
D. R. Muller,67 S. Nelson,67 C. P. O’Grady,67 I. Ofte,67 A. Perazzo,67 M. Perl,67 B. N. Ratcliff,67 A. Roodman,67
A. A. Salnikov,67 R. H. Schindler,67 J. Schwiening,67 A. Snyder,67 D. Su,67 M. K. Sullivan,67 K. Suzuki,67 S. K. Swain,67
J. M. Thompson,67 J. Va’vra,67 A. P. Wagner,67 M. Weaver,67 W. J. Wisniewski,67 M. Wittgen,67 D. H. Wright,67
H. W. Wulsin,67 A. K. Yarritu,67 K. Yi,67 C. C. Young,67 V. Ziegler,67 P. R. Burchat,68 A. J. Edwards,68 S. A. Majewski,68
T. S. Miyashita,68 B. A. Petersen,68 L. Wilden,68 S. Ahmed,69 M. S. Alam,69 R. Bula,69 J. A. Ernst,69 B. Pan,69
M. A. Saeed,69 S. B. Zain,69 S. M. Spanier,70 B. J. Wogsland,70 R. Eckmann,71 J. L. Ritchie,71 A. M. Ruland,71
C. J. Schilling,71 R. F. Schwitters,71 J. M. Izen,72 X. C. Lou,72 S. Ye,72 F. Bianchi,73 D. Gamba,73 M. Pelliccioni,73
M. Bomben,74 L. Bosisio,74 C. Cartaro,74 F. Cossutti,74 G. Della Ricca,74 L. Lanceri,74 L. Vitale,74 V. Azzolini,75
N. Lopez-March,75 F. Martinez-Vidal,75 D. A. Milanes,75 A. Oyanguren,75 J. Albert,76 Sw. Banerjee,76 B. Bhuyan,76
K. Hamano,76 R. Kowalewski,76 I. M. Nugent,76 J. M. Roney,76 R. J. Sobie,76 P. F. Harrison,77 J. Ilic,77 T. E. Latham,77
G. B. Mohanty,77 H. R. Band,78 X. Chen,78 S. Dasu,78 K. T. Flood,78 J. J. Hollar,78 P. E. Kutter,78 Y. Pan,78 M. Pierini,78
R. Prepost,78 S. L. Wu,78 and H. Neal79 J. M. Thompson,
J. Va vra,
A. P. Wagner,
M. Weaver,
W. J. Wisniewski,
M. Wittgen,
D. H. Wright,
H. W. Wulsin,67 A. K. Yarritu,67 K. Yi,67 C. C. Young,67 V. Ziegler,67 P. R. Burchat,68 A. J. Edwards,68 S. A. Majewski,68
T. S. Miyashita,68 B. A. Petersen,68 L. Wilden,68 S. Ahmed,69 M. S. Alam,69 R. Bula,69 J. A. Ernst,69 B. Pan,69
M. A. Saeed,69 S. B. Zain,69 S. M. Spanier,70 B. J. Wogsland,70 R. Eckmann,71 J. L. Ritchie,71 A. M. Ruland,71
C. J. Schilling,71 R. F. Schwitters,71 J. M. Izen,72 X. C. Lou,72 S. Ye,72 F. Bianchi,73 D. Gamba,73 M. Pelliccioni,73
M. Bomben,74 L. Bosisio,74 C. Cartaro,74 F. Cossutti,74 G. Della Ricca,74 L. Lanceri,74 L. PHYSICAL REVIEW D 77, 091104(R) (2008) 34, F-91898 ORSAY Cedex, Franc 37Lawrence Livermore National Laboratory, Livermore, California 94550, USA
38 38University of Liverpool, Liverpool L69 7ZE, United Kingdom ry, University of London, E1 4NS, United Kingdom Q
y,
y
f
,
,
g
n, Royal Holloway and Bedford New College, Egham, Surrey TW20 0EX, United Kingdom
41University of Louisville, Louisville, Kentucky 40292, USA 40University of London, Royal Holloway and Bedford New College, Egham, Surrey TW20 0EX, United Kingdom
41University of Louisville, Louisville, Kentucky 40292, USA
42 y
f
y
42University of Manchester, Manchester M13 9PL, United Kingdom 43University of Maryland, College Park, Maryland 20742, USA y
f
45Massachusetts Institute of Technology, Laboratory for Nuclear Science, Cambridge, Massachusetts 02139, USA 46McGill University, Montre´al, Que´bec, Canada H3A 2T8 47Universita` di Milano, Dipartimento di Fisica and INFN, I-20133 Milano, Italy 48University of Mississippi, University, Mississippi 38677, USA Universite´ de Montre´al, Physique des Particules, Montre´al, Que´bec, Canada H3C 3J7 50Mount Holyoke College, South Hadley, Massachusetts 01075, USA Dipartimento di Scienze Fisiche and INFN, I-8012 nal Institute for Nuclear Physics and High Energy Physics, NL-1009 DB Amsterdam, The Nether
53 53University of Notre Dame, Notre Dame, Indiana 46556, USA
54 54Ohio State University, Columbus, Ohio 43210, USA
55 55University of Oregon, Eugene, Oregon 97403, USA e de Physique Nucle´aire et de Hautes Energies, IN2P3/CNRS, Universite´ Pierre et Marie Curie-Paris6, 61Princeton University, Princeton, New Jersey 08544, USA
62 y
d Appleton Laboratory, Chilton, Didcot, Oxon, OX11 0QX, United Kingdom
65 DSM/Dapnia, CEA/Saclay, F-91191 Gif-sur-Yvette, France
66University of South Carolina, Columbia, South Carolina 29208, USA
67Stanford Linear Accelerator Center, Stanford, California 94309, USA
68Stanford University, Stanford, California 94305-4060, USA
69State University of New York, Albany, New York 12222, USA
70University of Tennessee, Knoxville, Tennessee 37996, USA
71University of Texas at Austin, Austin, Texas 78712, USA
72University of Texas at Dallas, Richardson, Texas 75083, USA
73Universita` di Torino, Dipartimento di Fisica Sperimentale and INFN, I-10125 Torino, Italy
74Universita` di Trieste, Dipartimento di Fisica and INFN, I-34127 Trieste, Italy
75IFIC, Universitat de Valencia-CSIC, E-46071 Valencia, Spain
76University of Victoria, Victoria, British Columbia, Canada V8W 3P6
77Department of Physics, University of Warwick, Coventry CV4 7AL, United Kingdom
78University of Wisconsin, Madison, Wisconsin 53706, USA
79Yale University, New Haven, Connecticut 06511, USA
(Received 7 January 2008; published 21 May 2008) 66University of South Carolina, Columbia, South Carolina 29208, USA We present searches for the leptonic decays Bþ ! ‘þ and the lepton flavor violating decays B0 ! PHYSICAL REVIEW D 77, 091104(R) (2008) ‘, where ‘ ¼ e, , with data collected by the BABAR experiment at SLAC. This search demonstrates
a novel technique in which we fully reconstruct the accompanying B in ð4SÞ ! B B events, and look for
a monoenergetic lepton from the signal B decay. The signal yield is extracted from a fit to the signal lepton
candidate momentum distribution in the signal B rest frame. Using a data sample of approximately 378
106 B B pairs (342 fb1), we find no evidence of signal in any of the decay modes. Branching fraction
upper limits of BðBþ ! eþÞ < 5:2 106, BðBþ ! þÞ < 5:6 106, BðB0 ! eþÞ < 2:8
105 and BðB0 ! þÞ < 2:2 105, are obtained at 90% confidence level. DOI: 10.1103/PhysRevD.77.091104 PACS numbers: 13.25.Hw, 12.15.Hh, 11.30.Er 091104-2 091104-2 PHYSICAL REVIEW D 77, 091104(R) (2008) 33Iowa State University, Ames, Iowa 50011-3160, USA
34Johns Hopkins University, Baltimore, Maryland 21218, USA
35Universita¨t Karlsruhe, Institut fu¨r Experimentelle Kernphysik, D-76021 Karlsruhe, Germany
36Laboratoire de l’Acce´le´rateur Line´aire, IN2P3/CNRS et Universite´ Paris-Sud 11, Centre Scientifique d’Orsay,
B. P. PHYSICAL REVIEW D 77, 091104(R) (2008) 34, F-91898 ORSAY Cedex, France
37Lawrence Livermore National Laboratory, Livermore, California 94550, USA
38University of Liverpool, Liverpool L69 7ZE, United Kingdom
39Queen Mary, University of London, E1 4NS, United Kingdom
40University of London, Royal Holloway and Bedford New College, Egham, Surrey TW20 0EX, United Kingdom
41University of Louisville, Louisville, Kentucky 40292, USA
42University of Manchester, Manchester M13 9PL, United Kingdom
43University of Maryland, College Park, Maryland 20742, USA
44University of Massachusetts, Amherst, Massachusetts 01003, USA
45Massachusetts Institute of Technology, Laboratory for Nuclear Science, Cambridge, Massachusetts 02139, USA
46McGill University, Montre´al, Que´bec, Canada H3A 2T8
47Universita` di Milano, Dipartimento di Fisica and INFN, I-20133 Milano, Italy
48University of Mississippi, University, Mississippi 38677, USA
49Universite´ de Montre´al, Physique des Particules, Montre´al, Que´bec, Canada H3C 3J7
50Mount Holyoke College, South Hadley, Massachusetts 01075, USA
51Universita` di Napoli Federico II, Dipartimento di Scienze Fisiche and INFN, I-80126, Napoli, Italy
52NIKHEF, National Institute for Nuclear Physics and High Energy Physics, NL-1009 DB Amsterdam, The Netherlands
53University of Notre Dame, Notre Dame, Indiana 46556, USA
54Ohio State University, Columbus, Ohio 43210, USA
55University of Oregon, Eugene, Oregon 97403, USA
56Universita` di Padova, Dipartimento di Fisica and INFN, I-35131 Padova, Italy
57Laboratoire de Physique Nucle´aire et de Hautes Energies, IN2P3/CNRS, Universite´ Pierre et Marie Curie-Paris6,
Universite´ Denis Diderot-Paris7, F-75252 Paris, France
58University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
59Universita` di Perugia, Dipartimento di Fisica and INFN, I-06100 Perugia, Italy
60Universita` di Pisa, Dipartimento di Fisica, Scuola Normale Superiore and INFN, I-56127 Pisa, Italy
61Princeton University, Princeton, New Jersey 08544, USA
62Universita` di Roma La Sapienza, Dipartimento di Fisica and INFN, I-00185 Roma, Italy
63Universita¨t Rostock, D-18051 Rostock, Germany
64Rutherford Appleton Laboratory, Chilton, Didcot, Oxon, OX11 0QX, United Kingdom
65DSM/Dapnia, CEA/Saclay, F-91191 Gif-sur-Yvette, France
66University of South Carolina, Columbia, South Carolina 29208, USA
67Stanford Linear Accelerator Center, Stanford, California 94309, USA
68Stanford University, Stanford, California 94305-4060, USA
69State University of New York, Albany, New York 12222, USA
70University of Tennessee, Knoxville, Tennessee 37996, USA
71University of Texas at Austin, Austin, Texas 78712, USA
72University of Texas at Dallas, Richardson, Texas 75083, USA
73Universita` di Torino, Dipartimento di Fisica Sperimentale and INFN, I-10125 Torino, Italy
74Universita` di Trieste, Dipartimento di Fisica and INFN, I-34127 Trieste, Italy
75IFIC, Universitat de Valencia-CSIC, E-46071 Valencia, Spain
76University of Victoria, Victoria, British Columbia, Canada V8W 3P6
77Department of Physics, University of Warwick, Coventry CV4 7AL, United Kingdom
78University of Wisconsin, Madison, Wisconsin 53706, USA
79Yale University, New Haven, Connecticut 06511, USA
(Received 7 January 2008; published 21 May 2008)
We present searches for the leptonic decays Bþ ! PHYSICAL REVIEW D 77, 091104(R) (2008) ‘þ and the lepton flavor violating decays B0 ! ‘ where ‘ ¼ e with data collected by the BABAR experiment at SLAC This search demonstrates
EARCHES FOR THE DECAYS B0 ! l . . . PHYSICAL REVIEW D 77, 091104(R) (2008) 33Iowa State University, Ames, Iowa 50011-3160, USA 4Johns Hopkins University, Baltimore, Maryland 21218, USA 35Universita¨t Karlsruhe, Institut fu¨r Experimentelle Kernphysik, D-76021 Karlsruhe, Germany ratoire de l’Acce´le´rateur Line´aire, IN2P3/CNRS et Universite´ Paris-Sud 11, Centre Scientifique d ,
B. P. 34, F-91898 ORSAY Cedex, France
37 B. P. PHYSICAL REVIEW D 77, 091104(R) (2008) Combined with clean theoretical predictions due to the
lack of QCD contributions in the final state, such leptonic
B decays present an ideal place to test the SM against NP
models. In the SM, Bþ ! ‘þ decays proceed via an annihila-
tion of b and u quarks into a virtual Wþ boson. In the SM
the branching fraction for this type of decay is given by [5]: The searches described in this work are based on a data
sample of approximately 378 106 B B pairs, correspond-
ing to an integrated luminosity of 342 fb1 collected at the
ð4SÞ resonance by the BABAR detector at the PEP-II
asymmetric eþe storage ring. Reconstructing the accom-
panying B meson in specific hadronic modes prior to the
signal selection allows the missing momentum vector of
the neutrino(s) to be fully determined. The resulting in-
crease in the energy resolution and the ability to infer the
signal B meson rest frame provide the extra kinematic
handles that permit signal events to be cleanly distin-
guished from the background. Previous B factory searches
for Bþ ! ‘þ and B0 ! ‘þ have used an inclusive
method in which the accompanying B is not explicitly
reconstructed. This results in an order of magnitude gain
in the selection efficiency, which with the current level of
luminosity allows more stringent limits. However, due to
the very small background achievable with the exclusive
method, the two methods have a comparable sensitivity for
the observation of a statistically significant signal. The
method described in this paper will be the preferred ap-
proach for the high-precision studies of leptonic B decays. In particular, the SM predicted decay rate for Bþ ! þ
is well within the reach of a high luminosity B factory. B ðBþ ! ‘þ‘Þ ¼ G2
FmBm2
l
8
1 m2
l
m2
B
f2
BjVubj2B; (1) where GF is the Fermi coupling constant, ml is the lepton
mass and mB, B, and fB are the mass, lifetime and decay
constant for the B meson. The Cabibbo-Kobayashi-
Maskawa matrix element jVubj describes the transition
from b to u quarks [6]. Within the SM, a determination
of any one of the leptonic branching fractions represents a
determination of the product jVubj fB, which can be
directly compared with determinations from lattice calcu-
lations, B-mixing, and semileptonic decay measurements
[7,8]. As seen in Eq. PHYSICAL REVIEW D 77, 091104(R) (2008) BðBþ ! eþÞ < 9:8 107 and BðBþ ! þÞ < 1:7
106 [14]. Earlier studies by CLEO and BABAR collabo-
rations are also available [15,16]. BðBþ ! eþÞ < 9:8 107 and BðBþ ! þÞ < 1:7
106 [14]. Earlier studies by CLEO and BABAR collabo-
rations are also available [15,16]. In this paper, we present searches for the decays Bþ ! ‘þ and the lepton flavor violating decays B0 ! ‘,
where ‘ ¼ e, [1], using a technique in which the accom-
panying B in the event is exclusively reconstructed. This
method has not previously been used for searches for these
modes and, although statistically limited with the present
BABAR data sample, shows promise for future studies at,
for example, a high luminosity Super B factory [2]. While
the former decay modes are allowed in the standard model
(SM) and the latter are not, both are potentially sensitive to
new physics (NP) effects, such as contributions by neutral
and charged non-SM Higgs [3,4]. The lepton-flavor-violating (LFV) leptonic B decays,
such as B0 ! ‘þ, are forbidden in the SM in the ab-
sence of nonzero neutrino masses, but can occur via one-
loop diagrams if neutrino oscillations are included. The
rates of such processes, however, would be substantially
below current or anticipated future experimental sensitiv-
ities. On the other hand, many models of physics beyond
the SM, in particular, supersymmetric seesaw models [4],
predict dramatically higher rates for these decays. In the
case of Higgs-mediated LFV processes, couplings to heav-
ier leptons are favored, making B0 ! ‘þ particularly
interesting. In the general flavor-universal MSSM, the
branching fractions allowed for B0 ! ‘þ are 2
1010 [4]. Such decays could be within the reach of a
Super B factory with a data sample of 50 to 75 ab1. The current best experimental limits on the branching
fractions for these two decays are BðB0 ! eþÞ < 1:1
104 and BðB0 ! þÞ < 3:8 105, set by the CLEO
collaboration with 10 fb1 of data [17]. Searches for rare B decays with neutrinos in the final
state are challenging due to the limited availability of
kinematic constraints. However, purely leptonic B decays
involving an electron or a muon have a clear experimental
signature in the form of a high momentum lepton. 091104-3 RAPID COMMUNICATIONS B. AUBERT et al. PHYSICAL REVIEW D 77, 091104(R) (2008) PHYSICAL REVIEW D 77, 091104(R) (2008) SEARCHES FOR THE DECAYS B0 ! l . . Muon identification is provided by resistive plate chambers
(partially replaced by limited streamer tubes for a subset of
the data that is used in this analysis) interleaved with the
passive material comprising the solenoid magnetic flux
return. Signal efficiencies and background rates are esti-
mated using a Monte Carlo (MC) simulation of the BABAR
detector based on GEANT4 [18]. The BABAR detector is
described in detail in Ref. [19]. grounds (eþe ! ff, where f represents u; d; s; c or any
charged lepton) are suppressed by requiring R2 < 0:5,
where R2 is the ratio of the second to the zeroth Fox-
Wolfram moment [22] computed using all charged and
neutral particles in the event. Further suppression is
achieved by requiring j cosTj < 0:90, where T is the
angle between two thrust axes in the CM frame, the first
computed using the particles from the Btag, and the second
using all other particles in the event. Reconstructed charged tracks are assigned a particle
hypothesis based on information from detector subsys-
tems. K0s candidates are selected by combining oppositely
charged candidates and requiring that the þ invari-
ant mass satisfies 0:47 GeV=c2 < mþ < 0:52 GeV=c2. 0 candidates are obtained from the combination of EMC
clusters with no associated tracks, each with a ð4SÞ
center-of-mass (CM) rest frame energy greater than
20 MeV, for which the invariant mass satisfies
115 MeV=c2 < m < 150 MeV=c2. All particles that are not used in the Btag reconstruction
are considered candidates to be included in the reconstruc-
tion of the signal B meson. Since the CM energy is pre-
cisely known, reconstruction of the Btag fully determines
the Bsignal 4-vector. This permits the 2-body kinematics of
the signal decays to be exploited. In particular, these
decays are expected to contain an electron or a muon
with a momentum p, in the Bsignal rest frame, of about
2:64 GeV=c (2:34 GeV=c) for the Bþ ! ‘þ (B0 ! ‘þ) channels, very close to the kinematic endpoint for
B decays. Over 96% of the time, the ð4SÞ resonance decays into a
pair of B mesons [20]. Since the CM energy is precisely
known at PEP-II, exclusive reconstruction of one of the
two B mesons, which we denote Btag, fully determines the
momentum four-vector of the other B meson in the event. PHYSICAL REVIEW D 77, 091104(R) (2008) Charged and neutral B meson candidates are reconstructed
in hadronic final states of the form B ! DðÞXhad [21]. The
reconstruction procedure begins with a DðÞ0 or DðÞ seed,
to which charged and neutral pions and kaons (which form
the Xhad system) are then added. The combination of the
DðÞ and Xhad with the lowest value of E ¼ jEB Ebeamj
that satisfies the condition E < 0:2 GeV is chosen as the
Btag candidate, where EB is the energy of the reconstructed
B meson and Ebeam is the beam energy, both evaluated in
the CM frame. We reconstruct Dþ in the Dþ0 and D0þ
channels, and D0 in the D00 and D0 channels. The Dþ
is reconstructed in the modes Kþþ, K0sþ, K0sþ0,
Kþþ0, and K0sþþ. For D0 we consider the
modes Kþ, Kþ0, Kþþ, and K0sþ. Signal candidate events are initially selected by requir-
ing the highest momentum track in the event (excluding
tracks from the Btag reconstruction) to have a momentum
of 1:7 GeV=c < p < 3:0 GeV=c and to satisfy particle
identification (PID) criteria for either an electron or a
muon. In events with a charged Btag, the charge of the
track is required to be opposite that of the Btag, while for a
neutral Btag the high-p lepton is permitted to have either
positive or negative charge. Once the Btag and the signal lepton candidate are iden-
tified, Bþ ! ‘þ events should ideally have no other
particles in the detector, while B0 ! ‘þ events should
additionally contain only the decay daughters. For the
latter, the -rest frame is calculated from the observed
signal lepton, assuming the nominal energy and momen-
tum of the for a 2-body B0 decay. The six decay
modes considered are listed in Table I. The second highest
momentum track in the event (again, excluding Btag recon-
struction) is assumed to be a daughter, and is required to
have a charge opposite to the primary signal lepton. If this
track satisfies electron or muon PID, the event is consid-
ered to be a leptonic decay. Otherwise, the track is
assumed to be a pion and the quantity E is calculated Although multiple DðÞXhad
combinations may be
present in a single event, this procedure permits, at most,
a single Btag candidate to be retained in any given event. PHYSICAL REVIEW D 77, 091104(R) (2008) (1), the decay rates are proportional to
m2
l , resulting in SM predictions for the and e modes
which are suppressed by factors on the order of 250 and
107, respectively, compared with the mode. Taking the
branching
fraction
BðBþ ! þÞ ¼ ð1:31 0:48Þ
104 from the combination of recent BABAR and BELLE
results [9,10] implies BSMðBþ ! þÞ 5:2 107
and BSMðBþ ! eþeÞ 1:2 1011. New physics con-
tributions to these processes can enhance or suppress the
decay rates compared to the SM, and may either preserve
or violate the relative rates of the three leptonic modes
depending on the particular NP model [3,11]. Thus, the e
and modes become particularly interesting in light of
recent evidence for the Bþ ! þ decay mode. In addi-
tion, the observed discrepancy of the Dþ
s ! þ decay
constant from its lattice QCD prediction [12,13] gives hints
of new physics that may also contribute to the leptonic B
decay modes. Currently, the most stringent published lim-
its on Bþ ! ‘þ are from the BELLE collaboration with Charged-particle tracking and dE=dx measurements for
particle identification are provided by a five-layer double-
sided silicon vertex tracker and a 40-layer drift chamber
contained within the magnetic field of a 1.5 T supercon-
ducting solenoid. A ring-imaging Cherenkov detector pro-
vides efficient particle identification. The energies of
neutral particles are measured with an electromagnetic
calorimeter (EMC) consisting of 6580 CsI(Tl) crystals
arrayed in a cylindrical barrel and in a forward endcap. 091104-4 RAPID COMMUNICATIONS PHYSICAL REVIEW D 77, 091104(R) (2008) PHYSICAL REVIEW D 77, 091104(R) (2008) þ modes, but with an a
1
instead of a . The requirements of cosa1 > 0:45 and
cosa1 > 0:35 are used for the two cases, respectively. There are no additional requirements on the or a1. The
quantity
Eextra ¼ P Etrack þ P Ecluster E‘þ
P E‘;;0 describes the amount of energy recorded by
the detector that is not accounted for by the high momen-
tum lepton and daughters (in the case of B0 ! ‘þ). The clusters and tracks associated with the reconstruction
of Btag are excluded from the sums, and only clusters with
energy more than 50 MeV in the CM frame are considered. We require Eextra to be less than 1.0 GeV in the CM frame. The signal and background distributions for Eextra are
shown in Fig. 1. q
1
Additional background, for both Bþ ! ‘þ and B0 ! ‘þ decays, can arise from a variety of sources, including
beam backgrounds, unassociated hadronic shower frag-
ments, reconstruction artifacts, bremsstrahlung, and pho-
ton conversions. We demand that events have no more than
two extra charged tracks and six extra neutral clusters,
allowing the presence of low energy particles not neces-
sarily
associated
with
the
decay
of
the
ð4SÞ. Requirements on the missing momentum and extra energy
in the event are utilized to ensure that such particles are
unimportant for the analysis. Since these requirements are
optimized for each signal mode individually, we quote only
the values for Bþ ! ‘þ‘ modes in the text. The signal
selection requirements for all signal modes are listed in
Table II. The signal yields are extracted from unbinned maximum
likelihood fits to the signal lepton momentum distributions,
as measured in the Bsignal frame. The signal and back-
ground MC distributions are fitted by phenomenological
probability density functions (PDF). The signal distribu-
tions are modeled with Crystal Ball functions [24] to
account for the energy loss due to unreconstructed brems-
strahlung photons. The Bþ ! ‘þ background is modeled
with an exponential decay and a Gaussian distribution,
while the B0 ! ‘þ background is modeled with a
double Gaussian distribution. The PDF parameters are
determined from simulated events. RAPID COMMUNICATIONS B. AUBERT et al. PHYSICAL REVIEW D 77, 091104(R) (2008) for the hadronic decay modes listed in Table I. E ¼
P E;0 þ p m, where m ¼ 1:777 GeV=c2, the
sum is over the daughter candidates, the momentum of
the neutrino is p ¼ j P ~p;0j, and all quantities are
measured in the rest frame. We assign the decay
mode for which jEj is smallest, requiring additional
conditions for the decay modes that proceed through the
intermediate resonances ! 0, a
1 ! 00,
and
a
1 ! þ. We
calculate
the
quantity
cos ¼ ð2EE m2 m2Þ=ð2j ~pjj ~pjÞ,
where
(E; ~p) and (E; ~p) are the four-momenta in the Bsignal
frame, and m and m are the masses of the and . For a
correctly reconstructed , this quantity peaks near unity. If
the candidate does not satisfy cos > 0:70 the mode
with the next smallest jEj (if one is present) is selected
instead. Analogous quantities are calculated for the ! 00 and ! þ modes, but with an a
1
instead of a . The requirements of cosa1 > 0:45 and
cosa1 > 0:35 are used for the two cases, respectively. There are no additional requirements on the or a1. for the hadronic decay modes listed in Table I. E ¼
P E;0 þ p m, where m ¼ 1:777 GeV=c2, the
sum is over the daughter candidates, the momentum of
the neutrino is p ¼ j P ~p;0j, and all quantities are
measured in the rest frame. We assign the decay
mode for which jEj is smallest, requiring additional
conditions for the decay modes that proceed through the
intermediate resonances ! 0, a
1 ! 00,
and
a
1 ! þ. We
calculate
the
quantity
cos ¼ ð2EE m2 m2Þ=ð2j ~pjj ~pjÞ,
where
(E; ~p) and (E; ~p) are the four-momenta in the Bsignal
frame, and m and m are the masses of the and . For a
correctly reconstructed , this quantity peaks near unity. If
the candidate does not satisfy cos > 0:70 the mode
with the next smallest jEj (if one is present) is selected
instead. Analogous quantities are calculated for the ! 00 and ! þ modes, but with an a
1
instead of a . PHYSICAL REVIEW D 77, 091104(R) (2008) For the Btag candidate, we define the energy substituted
mass, mES ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
E2
beam ~p2
B
q
, where ~pB is the momentum of
the Btag candidate in the CM frame. Btag candidates that are
correctly reconstructed peak in mES near the nominal B
meson mass, while incorrectly reconstructed Btag candi-
dates produce a combinatorial distribution. The signal
events are required to lie within the range 5:270 GeV=c2 <
mES < 5:288 GeV=c2. This reconstruction procedure re-
sults in a yield of approximately 2500 (2000) correctly
reconstructed B (B0) candidates per fb1 of data. TABLE I. The
decays considered are listed with their
branching fractions, in percent [23]. decay mode
Branching Fraction
e e
17:84 0:05
17:36 0:05
10:90 0:07
0
25:50 0:10
00
9:25 0:12
þ
9:33 0:08 decay mode
Branching Fraction
e e
17:84 0:05
17:36 0:05
10:90 0:07
0
25:50 0:10
00
9:25 0:12
þ
9:33 0:08 Because the two B mesons are produced with very little
momentum in the CM frame, B B events typically produce
a more isotropic distribution of particles in the detector
than nonresonant (‘‘continuum’’) backgrounds. Such back- 091104-5 PHYSICAL REVIEW D 77, 091104(R) (2008) The requirements of cosa1 > 0:45 and
cosa1 > 0:35 are used for the two cases, respectively. There are no additional requirements on the or a1. for the hadronic decay modes listed in Table I. E ¼
P E;0 þ p m, where m ¼ 1:777 GeV=c2, the
sum is over the daughter candidates, the momentum of
the neutrino is p ¼ j P ~p;0j, and all quantities are
measured in the rest frame. We assign the decay
mode for which jEj is smallest, requiring additional
conditions for the decay modes that proceed through the
intermediate resonances ! 0, a
1 ! 00,
and
a
1 ! þ. We
calculate
the
quantity
cos ¼ ð2EE m2 m2Þ=ð2j ~pjj ~pjÞ,
where reconstruction. Pmiss is calculated in the rest frame of
the parent of the neutrino(s), so that the missing momen-
tum balances the sum of other signal particles’ momenta. The signal events are selected by requiring Pmiss to be
less than 0:5 GeV=c. reconstruction. Pmiss is calculated in the rest frame of
the parent of the neutrino(s), so that the missing momen-
tum balances the sum of other signal particles’ momenta. The signal events are selected by requiring Pmiss to be
less than 0:5 GeV=c. reconstruction. Pmiss is calculated in the rest frame of
the parent of the neutrino(s), so that the missing momen-
tum balances the sum of other signal particles’ momenta. The signal events are selected by requiring Pmiss to be
less than 0:5 GeV=c. For Bþ ! ‘þ modes we also consider the direction of
the missing momentum cospmiss ¼ pzmiss=pmiss, where the
subscript z indicates the component of the momentum in
the direction parallel to the beam pipe, as measured in the
ð4SÞ CM frame. The requirement 0:76 < cospmiss <
0:92 is determined by the geometry of the detector; events
where pmiss points outside of the detector acceptance in the
forward or backward direction are excluded. (E; ~p) and (E; ~p) are the four-momenta in the Bsignal
frame, and m and m are the masses of the and . For a
correctly reconstructed , this quantity peaks near unity. If
the candidate does not satisfy cos > 0:70 the mode
with the next smallest jEj (if one is present) is selected
instead. Analogous quantities are calculated for the ! 00 and ! SEARCHES FOR THE DECAYS B0 ! l . . . SEARCHES FOR THE DECAYS B0 ! l . . FIG. 1 (color online). Eextra distributions for the background simulation and data (left) and the signal (right) after all other selection
criteria have been applied. The upper plots are for Bþ ! ‘þ modes and the lower plots are for B0 ! ‘þ modes. The background
distributions show electron and muon modes together, as they are nearly identical. The background is almost completely dominated by
B B events. The signal modes are shown with a branching fraction of 105. SEARCHES FOR THE DECAYS B0 ! l . . . PHYSICAL REVIEW D 77, 091104(R) (2008) PHYSICAL REVIEW D 77, 091104(R) (2008) FIG. 1 (color online). Eextra distributions for the background simulation and data (left) and the signal (right) after all other selection
criteria have been applied. The upper plots are for Bþ ! ‘þ modes and the lower plots are for B0 ! ‘þ modes. The background
distributions show electron and muon modes together, as they are nearly identical. The background is almost completely dominated by
B B events. The signal modes are shown with a branching fraction of 105. The systematic uncertainties arising from the fitting
procedure are studied by repeating the procedure on addi-
tional simulated samples, generated according to the PDFs,
with varying number of signal events. Systematic effects
are studied by repeating the procedure with PDF parame-
ters varied by their uncertainties. For the case of zero signal
events, we find negligible effects on the branching fraction
values, and take the standard deviation of ns and nb from
their expected values in the fits as systematic uncertainties. total signal selection efficiency and NB B is the number of
BþB or B0 B0 pairs in the data sample. The signal selec-
tion efficiencies, expected number of background events
and fit results are given in Table III. The number of signal
events given by the fits is consistent with zero for all decay
modes. The uncertainties in Table III are statistical except
for those shown for B which are the statistical and system-
atic uncertainties added in quadrature. total signal selection efficiency and NB B is the number of
BþB or B0 B0 pairs in the data sample. The signal selec-
tion efficiencies, expected number of background events
and fit results are given in Table III. PHYSICAL REVIEW D 77, 091104(R) (2008) The fit is performed
using the following likelihood function: The extra momentum in the event is represented by
Pmiss ¼ j ~pmiss þ P ~p‘;j, where p‘; are the momenta
of the lepton or pion candidate(s) assumed to be recoiling
against the neutrinos. The missing momentum is calculated
according to ~pmiss ¼ ~pð4SÞ ~pBtag ~pall, where ~pall is the
momentum of all tracks and clusters left after the Btag L ðns; nbÞ ¼ eðnsþnbÞ
N! Y
N
i¼1
½nsfsðiÞ þ nbfbðiÞ;
(2) (2) where N is the total number of events in the fit region, fsðiÞ
and fbðiÞ are the PDFs for the signal and background, and
nb and ns are the number of background and signal events. All parameters of the signal and background PDFs remain
fixed, while ns and nb are allowed to float. The fits are
restricted to the ranges in the lepton momenta shown in
Fig. 2. TABLE II. The signal selection requirements for Pmiss and
Eextra, expressed in
GeV=c and GeV, respectively, for each
decay mode. TABLE II. The signal selection requirements for Pmiss and
Eextra, expressed in
GeV=c and GeV, respectively, for each
decay mode. Decay mode
Pmiss
Eextra
B0 ! ‘þ, ! 8>>>>>>><
>>>>>>>:
e e
0
00
þ
<1:2
<0:6
<1:2
<0:6
<0:8
<0:6
<0:9
<0:6
<1:0
<0:7
<1:0
<0:8
Bþ ! ‘þ
<0:5
<1:0 The 90% confidence level (C.L.) upper limit on the
branching fraction B is determined by solving for B90%
in 0:90 ¼ RB90%
0
LðBÞdB= R1
0 LðBÞdB for events lying in
the signal regions of 2:40 GeV=c < p < 2:75 GeV=c for
Bþ ! ‘þ
and
2:20 GeV=c < p < 2:42 GeV=c
for
B0 ! ‘þ. B is related to the signal yield ns through a
substitution ns ¼ tot 2 NB B B, where tot is the 091104-6 RAPID COMMUNICATIONS PHYSICAL REVIEW D 77, 091104(R) (2008) TABLE III. Signal selection efficiency tot determined from MC, the fitted numbers of signal
and background events in the signal regions ns and n
b, and the branching fractions B. The
uncertainties for
B include statistical and systematic terms. The uncertainties for the other
quantities are statistical only. TABLE III. Signal selection efficiency tot determined from MC, the fitted numbers of signal
and background events in the signal regions ns and n
b, and the branching fractions B. The
uncertainties for
B include statistical and systematic terms. The uncertainties for the other
quantities are statistical only. Signal Mode
eþ
þ
eþ
þ
tot 105
135 4
120 4
32 2
27 2
n
b MC
2:66 0:13
5:74 0:25
8:69 0:27
12:14 0:45
n
b
2:67 0:19
5:67 0:34
9:35 0:35
13:03 0:31
ns
0:07 0:03
0:11 0:05
0:02 0:01
0:01 0:01
B 106
0:1þ2:6
1:7
0:2þ2:7
1:8
0þ15
10
0þ11
7
B90% C:L:
5:2 106
5:6 106
2:8 105
2:2 105 We find the fits to be well behaved and having no signifi-
cant sources of bias, introducing no additional uncertain-
ties. Total
uncertainties
associated
with
the
fitting
procedure are listed in Table III for each decay mode. Table IV lists the sources and the magnitudes of the
uncertainties with their effect on B. The uncertainties are
incorporated into the final results by varying the branching
fraction assumption by its uncertainty when integrating L
for the 90% C.L. upper limit. p
y
The discrepancies between simulation and data are
treated as detailed in the following paragraphs. The num-
ber of correctly reconstructed Btag events in the mES signal
region is compared between simulation and data. The mES
distributions for simulation and data are fitted with a
combination of ARGUS [25] and Crystal Ball functions,
allowing the number of mES peaking events to be estimated
by
integrating
the
peaking
component
between
5:270 GeV=c2 and 5:288 GeV=c2. We find the simulation
to underestimate the number of events with a good Btag and
scale the signal selection efficiency by a factor of 1:11
0:06 (1:05 0:06) for events with a neutral (charged) Btag. In addition, the PID efficiencies in simulation are cor-
rected for the 2%–5% lower efficiencies in data. SEARCHES FOR THE DECAYS B0 ! l . . . The number of signal
events given by the fits is consistent with zero for all decay
modes. The uncertainties in Table III are statistical except
for those shown for B which are the statistical and system-
atic uncertainties added in quadrature. FIG. 2 (color online). The unbinned maximum likelihood fits on the lepton momentum. The dashed line, representing the signal PDF
with an arbitrary scaling, indicates where the signal is expected. FIG. 2 (color online). The unbinned maximum likelihood fits on the lepton momentum. The dashed line, representing the signal PDF
with an arbitrary scaling, indicates where the signal is expected. 091104-7 B. AUBERT et al. B. AUBERT et al. PHYSICAL REVIEW D 77, 091104(R) (2008) PHYSICAL REVIEW D 77, 091104(R) (2008) We assign
associated uncertainties of about 2% for high momentum
particles (signal lepton), and about 5% for tau daughters. The misidentification rate of leptons and pions is found to
be negligible in the simulated samples, after all selection
criteria are applied. An uncertainty in the tracking algo-
rithm introduces an additional 0.8% systematic uncertainty
for each charged track present in any given signal mode
(e.g. 1.6% for B0 ! ‘þ, ! ). The uncertain-
ties for B0 ! ‘þ modes are calculated as weighted
averages of all decay modes. p
y
The discrepancies between simulation and data are
treated as detailed in the following paragraphs. The num-
ber of correctly reconstructed Btag events in the mES signal
region is compared between simulation and data. The mES
distributions for simulation and data are fitted with a
combination of ARGUS [25] and Crystal Ball functions,
allowing the number of mES peaking events to be estimated
by
integrating
the
peaking
component
between
5:270 GeV=c2 and 5:288 GeV=c2. We find the simulation
to underestimate the number of events with a good Btag and
scale the signal selection efficiency by a factor of 1:11
0:06 (1:05 0:06) for events with a neutral (charged) Btag. We have presented searches for the rare leptonic decays
Bþ ! ‘þ and B0 ! ‘, where ‘ ¼ e, , using a
novel hadronic tag reconstruction technique. We find no
evidence of signal in any of the decay modes in a data
sample of approximately 378 106 B B pairs (342 fb1),
and set the branching fraction upper limits at BðBþ ! eþÞ < 5:2 106,
BðBþ ! þÞ < 5:6 106,
BðB0 ! eþÞ < 2:8 105,
and
BðB0 ! þÞ <
2:2 105, at 90% confidence level. While these upper
limits on BðBþ ! eþÞ and BðBþ ! þÞ complement
the more stringent limits available from inclusive studies
[14,16], the B0 ! eþ and B0 ! þ results are the
most stringent published upper limits available. (
)
(
g
)
tag
In addition, the PID efficiencies in simulation are cor-
rected for the 2%–5% lower efficiencies in data. We assign
associated uncertainties of about 2% for high momentum
particles (signal lepton), and about 5% for tau daughters. RAPID COMMUNICATIONS SEARCHES FOR THE DECAYS B0 ! l . . . PHYSICAL REVIEW D 77, 091104(R) (2008) PHYSICAL REVIEW D 77, 091104(R) (2008) The misidentification rate of leptons and pions is found to
be negligible in the simulated samples, after all selection
criteria are applied. An uncertainty in the tracking algo-
rithm introduces an additional 0.8% systematic uncertainty
for each charged track present in any given signal mode
(e.g. 1.6% for B0 ! ‘þ, ! ). The uncertain-
ties for B0 ! ‘þ modes are calculated as weighted
averages of all decay modes. We are grateful for the extraordinary contributions of
our PEP-II colleagues in achieving the excellent luminos-
ity and machine conditions that have made this work
possible. The success of this project also relies critically
on the expertise and dedication of the computing organ-
izations that support BABAR. The collaborating institutions
wish to thank SLAC for its support and the kind hospitality
extended to them. This work is supported by the US
Department of Energy and National Science Foundation,
the Natural Sciences and Engineering Research Council
(Canada), the Commissariat a` l’Energie Atomique and
Institut National de Physique Nucle´aire et de Physique
des
Particules
(France),
the
Bundesministerium
fu¨r
Bildung
und
Forschung
and
Deutsche
Forschungs-
gemeinschaft (Germany), the Istituto Nazionale di Fisica
Nucleare (Italy), the Foundation for Fundamental Research
on Matter (The Netherlands), the Research Council of
Norway, the Ministry of Science and Technology of the
Russian Federation, Ministerio de Educacio´n y Ciencia
(Spain), and the Science and Technology Facilities
Council (United Kingdom). Individuals have received sup-
port from the Marie-Curie IEF program (European Union)
and the A. P. Sloan Foundation. TABLE IV. The sources and magnitudes of systematic uncer-
tainties, in percent. TABLE IV. The sources and magnitudes of systematic uncer-
tainties, in percent. tainties, in percent. Signal Mode
Uncertainty source
e þ
þ
eþ
þ
Signal Fit
5.6
10.6
4.3
8.2
Background Fit
3.9
3.1
5.1
7.8
Btag efficiency
6.4
6.4
5.8
5.8
PID efficiency
5.3
5.8
1.0
2.0
MC Statistics
8.6
7.4
3.0
2.8
Tracking efficiency
1.7
1.7
0.8
0.8
NB B
1.1
1.1
1.1
1.1 091104-8 PHYSICAL REVIEW D 77, 091104(R) (2008) [1] Throughout this paper, decay modes imply also their
charge conjugates. [14] N. Satoyama et al. (BELLE Collaboration), Phys. Lett. B
647, 67 (2007). [15] M. Artuso et al. (CLEO Collaboration), Phys. Rev. Lett. 75, 785 (1995). [2] Super B Collaboration, arXiv:0709.0451v2. [3] W.-S. Hou, Phys. Rev. D 48, 2342 (1993). [16] B. Aubert et al. (BABAR Collaboration), Phys. Rev. Lett. 92, 221803 (2004). [4] A. Dedes, J. Ellis, and M. Raidal, Phys. Lett. B 549, 159
(2002). [5] D. Silverman and H. Yao, Phys. Rev. D 38, 214 (1988). [17] A. Bornheim et al. (CLEO Collaboration), Phys. Rev. Lett. 93, 241802 (2004). [6] N. Cabbibo, Phys. Rev. Lett. 10, 531 (1963); M. Kobayashi and T. Maskawa, Prog. Theor. Phys. 49, 652
(1973). [18] S. Agostinelli et al., Nucl. Instrum. Methods Phys. Res.,
Sect. A 506, 250 (2003). [7] E. Barberio et al. (Heavy Flavor Averaging Group), arXiv:
hep-ex/0603003. [19] B. Aubert et al. (BABAR Collaboration), Nucl. Instrum. Methods Phys. Res., Sect. A 479, 1 (2002). p
[8] A. Gray et al. (HPQCD Collaboration), Phys. Rev. Lett. 95, 212001 (2005). y
[20] B. Barish et al. (CLEO Collaboration), Phys. Rev. Lett. 76, 1570 (1996). [9] B. Aubert et al. (BABAR Collaboration), Phys. Rev. D 76,
052002 (2007). [21] B. Aubert et al. (BABAR Collaboration), Phys. Rev. Lett. 92, 071802 (2004). [10] K. Ikado et al. (BELLE Collaboration), Phys. Rev. Lett. 97, 251802 (2006). [22] G. C. Fox and S. Wolfram, Phys. Rev. Lett. 41, 1581
(1978). [11] A. Masiero and P. Paradisi, J. Phys. Conf. Ser. 53, 248
(2006). [23] W.-M. Yao et al. (2006 Review of Particle Physics), J. Phys. G 33, 1 (2006). [24] J. E. Gaiser et al. (Crystal Ball Collaboration), Report
No. SLAC-R-255, 1982. [12] M. Artuso et al. (CLEO Collaboration), Phys. Rev. Lett. 99,
071802
(2007);
K. M. Ecklund
et
al. (CLEO
Collaboration), Phys. Rev. Lett. 100, 161801 (2008). [25] H. Albrecht et al. (ARGUS Collaboration), Phys. Lett. B
241, 278 (1990). [13] K. Abe et al. (Belle Collaboration), arXiv:0709.1340
[Phys. Rev. Lett. (to be published)]. 091104-9
|
https://openalex.org/W4255314048
|
https://hal.archives-ouvertes.fr/hal-03451507/file/2021JA029425.pdf
|
English
| null |
Empirical selection of Auroral Kilometric Radiation during a multipoint remote observation with Wind and Cassini
| null | 2,021
|
cc-by
| 24,104
|
Key Points: Key Points: • Novel, empirically based method
to extract Auroral Kilometric
Radiation (AKR) from Wind/
WAVES is presented and applied
to observations made during the
Cassini flyby J. E. Waters1
, C. M. Jackman2
, L. Lamy3,4
, B. Cecconi3
, D. K. Whiter1
,
X. Bonnin3
, K. Issautier3
, and A. R. Fogg2 1Space Environment Physics Group, School of Physics and Astronomy, University of Southampton, Southampton, UK,
2School of Cosmic Physics, DIAS Dunsink Observatory, Dublin Institute for Advanced Studies, Dublin, Ireland, 3LESIA,
Observatoire de Paris, PSL Research University, CNRS, Sorbonne Université, Université de Paris, Meudon, France,
4LAM, Pythéas, Aix Marseille Université, CNRS, CNES, Marseille, France • Selected data show a distribution
of AKR power with expected
longitudinal and latitudinal visibility
constraints • Diurnal temporal modulation
observed, suggesting the dominance
of a geometric viewing effect
and agreeing with previous AKR
observations • Diurnal temporal modulation
observed, suggesting the dominance
of a geometric viewing effect
and agreeing with previous AKR
observations Abstract Auroral Kilometric Radiation (AKR) is terrestrial radio emission that originates in particle
acceleration regions along magnetic field lines, coinciding with discrete auroral arcs. AKR viewing
geometry is complex due to the confinement of the source regions to nightside local times (LTs) and the
anisotropy of the beaming pattern, so observations are highly dependent on spacecraft viewing position. We present a novel, empirical technique that selects AKR emission from observations made with the
spin-axis aligned antenna of the Wind/WAVES instrument, based on the rapidly varying amplitude of
AKR across spacecraft spin timescales. We apply the technique to Wind/WAVES data during 1999 day of
year 227–257, when the Cassini spacecraft flew past Earth and provided an opportunity to observe AKR
from two remote locations. We examine the AKR flux and power, with observations made from LTs of
1700–0300 hr having an average power up to 104 Wsr-1 larger than those on the dayside and an increasing
AKR power observed at higher magnetic latitudes. We perform a linear cross-correlation between the
Wind AKR power and the spacecraft magnetic latitude, showing positive then negative correlation
as Wind travels from the Northern to Southern magnetic hemisphere. Statistically significant diurnal
modulations are found in the whole 30-day period and in subsets of the data covering different local time
sectors, indicative of a predominantly geometrical effect for remote AKR viewing. ©2021. The Authors.
This is an open access article under
the terms of the Creative Commons
Attribution License, which permits use,
distribution and reproduction in any
medium, provided the original work is
properly cited. Citation: Waters, J. E., Jackman, C. M., Lamy,
L., Cecconi, B., Whiter, D. K., Bonnin,
X., et al. (2021). Empirical selection of
Auroral Kilometric Radiation during
a multipoint remote observation
with wind and Cassini. Journal of
Geophysical Research: Space Physics,
126, e2021JA029425. https://doi. org/10.1029/2021JA029425 Received 13 APR 2021
Accepted 28 SEP 2021 Received 13 APR 2021
Accepted 28 SEP 2021 Plain Language Summary Auroral Kilometric Radiation (AKR) is naturally occurring
radio emission from the Earth's Northern and Southern polar regions, which becomes more intense as
the aurora brightens. In this work, we examine data from the Wind spacecraft WAVES instrument from
a 30- day interval in 1999 when a second spacecraft, Cassini, was also flying near Earth and measuring
the AKR from a different viewpoint. In this work, we select the AKR using an empirical measure of the
variability observed by the WAVES instrument, and compare the distribution and time profile of AKR
intensity. Comparing measurements of this radio emission from different spacecraft positions help us
to understand how the AKR is best viewed and illustrate the constrained beaming of the emission. This
information is important for anyone wanting to attempt to interpret measurements of the AKR. J. E. Waters,
J.Waters@soton.ac.uk J. E. Waters,
J.Waters@soton.ac.uk Waters, J. E., Jackman, C. M., Lamy,
L., Cecconi, B., Whiter, D. K., Bonnin,
X., et al. (2021). Empirical selection of
Auroral Kilometric Radiation during
a multipoint remote observation
with wind and Cassini. Journal of
Geophysical Research: Space Physics,
126, e2021JA029425. https://doi.
org/10.1029/2021JA029425 Key Points: The reproduction of
well-known features of the AKR verifies the empirical selection and shows the promise of its application
to Wind/WAVES observations. Correspondence to: Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 suggested that AKR can be observed within a cone at angles that are increasingly oblique to the magnetic
field with decreasing frequency (Green et al., 1977; Kasaba et al., 1997). However, more recent observations
using Cluster suggest that AKR is emitted in a more restricted geometry, with similar longitudinal extent
up to a few thousand km but emitted over a narrower latitudinal region of a few tens of degrees over the
auroral zone (Mutel et al., 2008). Both models of the emission geometry have been supported by in-situ
observations with the Polar spacecraft, confirming the frequency-dependent, anisotropic beaming of AKR
from the source region (Menietti et al., 2011). suggested that AKR can be observed within a cone at angles that are increasingly oblique to the magnetic
field with decreasing frequency (Green et al., 1977; Kasaba et al., 1997). However, more recent observations
using Cluster suggest that AKR is emitted in a more restricted geometry, with similar longitudinal extent
up to a few thousand km but emitted over a narrower latitudinal region of a few tens of degrees over the
auroral zone (Mutel et al., 2008). Both models of the emission geometry have been supported by in-situ
observations with the Polar spacecraft, confirming the frequency-dependent, anisotropic beaming of AKR
from the source region (Menietti et al., 2011). Furthermore, AKR is known to be fully circularly polarized, with the handedness depending on the di-
rection of electron gyration in either hemisphere (Kaiser et al., 1978). Where polarization information is
available, we expect to see left-handed circularly polarized (LH) emission from the Southern magnetic
(Northern geographic) hemisphere and right-handed circularly polarized (RH) emission from the Northern
magnetic (Southern geographic) hemisphere (assuming emission in the extraordinary mode). This has been
observed at both Earth and Saturn and is a consequence of the emission mechanism (Lamy et al., 2010;
Lamy, Zarka, Cecconi, Prangé, et al., 2008). The visibility of AKR is a strong function of the position of
the observer. AKR and its source regions are mostly concentrated at nightside local times (LTs); AKR has
been observed consistently from LTs between
E
1600–0300 hr, whereas the most intense source regions are
located at 2100–2200 LT (e.g., Alexander & Kaiser, 1976; Gurnett, 1974; Panchenko, 2003). The visibility of
AKR to a spacecraft at various latitudes is constrained by the beaming of the emission, as mentioned above. Journal of Geophysical Research: Space Physics Ray tracing has been used previously to examine the general propagation of AKR from the source region
as well as for instances where the emission may refract from the dense plasmasphere, for example (Green
et al., 1977; Mutel et al., 2004). AKR visibility with latitude has also been examined statistically for studies
of hemispheric conjugacy using multiple spacecraft (Morioka et al., 2011). For a spacecraft near the equa-
tor, it is possible to observe AKR emission from both hemispheres as the emission cones from sources on a
given meridian overlap. In this case, the emission from each pole cannot be separated (without polarization
information) and the observations must be interpreted as a global average. For closer radial distances, a
spacecraft near the equator can be beneath the superposed emission cones of each hemisphere and observe
no AKR. At Saturn, this equatorial shadow zone has been modeled and found at radial distances of 3.6
s
E
R ,
where
60268
S
E
R
km is the radius of Saturn (Lamy, Zarka, Cecconi, Hess, & Prangé, 2008). At Earth, Mori-
oka et al. (2011) attributed an approximate limit of 7
E
E
R to the equatorial shadow zone, where
6371
E
E
R
km
is the radius of Earth. Given that AKR generation is intrinsic to the magnetic field, the tilt of the planetary field with respect to
the rotation axis combines with the highly directive AKR beaming to produce an illumination region that
is time-dependent. Temporally, significant periodicities have been found at semi-diurnal and diurnal times-
cales, the latter of which has been attributed to geometrical viewing effects as the emission region precesses,
like the magnetic dipole, with respect to the rotation of the Earth (Lamy et al., 2010). Other suggestions for
the source of this modulation include an intrinsic modulation due to the effect on the ionosphere of the tilt
of the magnetic dipole with respect to the incoming solar wind (Panchenko et al., 2009) or a physical origin
within the magnetosphere itself (Morioka et al., 2013). Discerning the origin of this variability is useful to
further the understanding of the magnetosphere-ionosphere coupling. In this study, we are concerned with the extraction of AKR from the raw data of an Earth-orbiting space-
craft, as well as the interpretation and quantification of any visibility effects due to the location of the space-
craft relative to the radio sources. 1. Introduction Auroral kilometric radiation (AKR) describes amplified radio emission from the Earth that is generated
from relativistic, precipitating electrons along magnetic field lines in the auroral zone and resonates at the
electron cyclotron frequency (Wu & Lee, 1979). The emission frequency of an AKR source is close to the
local electron gyrofrequency, so that lower frequency AKR emanates from a higher altitude along a field
line. AKR is emitted between
30
800
E
kHz and has been observed by many Earth-orbiting spacecraft
such as Polar, Geotail, and Cluster (e.g., Anderson et al., 2005; Liou et al., 2000; Morioka et al., 2007; Mutel
et al., 2003). The emission mechanism, the electron cyclotron maser instability, is such that AKR is emitted
at angles near-perpendicular to the field lines. This leads to largely anisotropic beaming of AKR from indi-
vidual field lines that has been constrained both through modeling and observations. Earliest observations WATERS ET AL. WATERS ET AL. 1 of 26 Journal of Geophysical Research: Space Physics Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 emission intensify but the frequency spectrum undergoes characteristic changes in response to substorm
behavior. Observations with the Polar spacecraft have shown that the AKR source region morphology may
have a dual structure, suggesting that a given field line has a more persistent AKR source at lower altitudes
that suddenly extends to higher altitudes at the time of substorm onset (Morioka et al., 2007). emission intensify but the frequency spectrum undergoes characteristic changes in response to substorm
behavior. Observations with the Polar spacecraft have shown that the AKR source region morphology may
have a dual structure, suggesting that a given field line has a more persistent AKR source at lower altitudes
that suddenly extends to higher altitudes at the time of substorm onset (Morioka et al., 2007). Before the properties of AKR can be studied in detail, the AKR-related radio signals must be disentangled
from other radio emissions detected by a spacecraft's radio instrument. This non-trivial process is described
in more detail in Section 2 below. Broadly speaking, an orbiting spacecraft may detect multiple possible
sources of radio emission at multiple wavelengths when surveying the radio environment. At kilomet-
ric wavelengths, corresponding to frequencies of 1
E
MHz and below, the long, drifting tails of solar radio
type III bursts can be observed, which are ubiquitous when the spacecraft is in the solar wind (Krupar
et al., 2018). As well as this, characteristic frequencies of the local plasma can be observed at lower frequen-
cies. This can occur both in the solar wind, at the plasma frequency and harmonics following Langmuir
waves, or within the magnetosphere, where dense, turbulent plasma in the magnetosheath leads to a rise in
quasi-thermal noise (QTN) (Meyer-Vernet et al., 1998, 2017). Thus AKR is often observed in superposition
with other waves and must be explicitly selected, where possible, for a complete study. Goniopolarimetric
(GP) inversion techniques are useful for selecting AKR, as the Stokes parameters of an incident wave can
be derived using a model that accounts for the geometry of both the radio antennae and the source (Cecco-
ni, 2019; Cecconi & Zarka, 2005). Then, the circular polarization can be used to discriminate against other
sources; the few observations of solar radio Type III bursts at frequencies 1
E
MHz show weak polarization
(Pulupa et al., 2019; Reiner et al., 2007). 2. Instrumentation and Empirical Data Selection Technique The Wind spacecraft, launched in 1994 as part of the International Solar Terrestrial Physics (ISTP) mission,
is equipped with various instruments designed to study the solar wind and radio emissions from both the
Sun and Earth. The primary function of the spacecraft is that of a solar wind monitor, and Wind has most
often observed from the Lagrangian point L1 (sunward of Earth); Wind first reached L1 in 1996 before
spending time between 1998 and 2004 executing complex orbital maneuvers to explore Earth's magneto-
sphere. The spacecraft returned to L1 in 2004 and has been there since. The relevant instrumentation will
be described first in Section 2.1 before the appropriate calibration steps are described in Section 2.2. The
method of selecting radio data pertaining to AKR is then illustrated in Section 2.3. Journal of Geophysical Research: Space Physics This has been done at Saturn, using the radio instrument on board
the three-axis stabilized Cassini spacecraft to observe SKR, the Kronian analog of AKR. As the Cassini
spacecraft flew by Earth, its radio instrument was turned on for a month-long period. During this time, the
instrument was used to retrieve the circular polarization state of the AKR, allowing the general emission
characteristics, such as the emission power and the temporal modulation to be studied (Lamy et al., 2010). For this month-long period, the Wind spacecraft was traveling on orbits that carried it through the nightside
magnetosphere at perigee, allowing it to make remote observations of the AKR source region, as well as oth-
er opportunities to observe AKR from other LTs. Although it is not possible to apply previously developed
GP techniques for spinning spacecraft to AKR observations with Wind, a selection technique based on the
observed variability on timescales of seconds has been developed and applied. This has provided an effec-
tive selection of AKR emission, allowing a quantitative analysis and comparison to be performed. Here,
we focus on the unique dual vantage point of this Cassini-Wind conjunction during 1999. In Section 2, we
describe the instrumentation, the calibration of the radio data, and the selection technique, which we have
applied to extract AKR. In Section 3, we compare and contrast the viewing geometry and observations of
Wind and Cassini as they traverse the terrestrial magnetosphere on different paths. In Section 4, we sum-
marize our findings and interpretation of the complementary data. Journal of Geophysical Research: Space Physics Moreover, the AKR has the potential to serve as an excellent diagnostic
tool both for solar wind driving and for magnetospheric dynamics. Specifically, previous work has shown
that AKR can intensify during periods of magnetospheric disturbance (Liou et al., 2000; Voots et al., 1977;
Zhao et al., 2019). The generation of AKR requires the presence of strong, parallel electric fields that accel-
erate electrons to the necessary relativistic speeds within the magnetosphere-ionosphere coupling region. The well-studied physical phenomenon of the magnetospheric substorm manifests in various observable
signatures in both the magnetosphere and ionosphere. In the magnetosphere, the magnetic field dipolar-
izes following reconnection in the magnetotail and energetic plasma flows Earthward (Juusola et al., 2011;
Liou, 2002). Energetic particles are injected into the ionosphere as the substorm current wedge strength-
ens the current systems at high latitudes, brightening the aurora and causing well known morphological
changes in the oval (Akasofu, 1964; Kepko et al., 2015; McPherron et al., 1973). For AKR, not only does the WATERS ET AL. 2 of 26 Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 covering the whole AKR frequency spectrum and utilizes antennae that are each in the short-antenna re-
gime, allowing for a beaming pattern that is independent of the observation frequency. covering the whole AKR frequency spectrum and utilizes antennae that are each in the short-antenna re-
gime, allowing for a beaming pattern that is independent of the observation frequency. The RAD1 receiver can operate in one of two modes: the SEP mode allows the receiver to measure with one
of the equatorial antennae (usually X) and the Z antenna independently. The SUM mode performs the elec-
tronic summation of the X and Z antennae, outputting this synthetic signal as well as one with a
2
E
phase
shift applied to the equatorial antenna. The SUM mode thus returns two signals from the synthetic inclined
dipole. In this work, the original SUM signal will be referred to as the S antenna and that with a phase shift
applied as the S’ antenna. RAD1 has 256 available frequency channels between 20 and 1,040 kHz and chan-
nels can be chosen to sample the radio environment using three different methods. The most often used
allows the instrument to be provided with a list of frequencies to be measured over the next fixed-duration
sweep cycle of samples. Each frequency channel is measured at each antenna over the respective integration time (154 ms for the
S and S’ antennae and 308 ms for the Z antenna) to comprise a single observation. Measurements are then
repeated at that frequency across a spacecraft spin period of 3 s in order to receive a signal that corresponds
to a single period of modulation. Sampling all 256 frequency channels, while offering greater spectral reso-
lution, would increase the duration of the sweep cycle and so decrease the temporal resolution. The typical
total time attributed to the measurement of a single frequency for S, S’, and Z antennae, accounting for the
offset incurred at the beginning of the frequency sample, is 358 ms. A sweep cycle, lasting
E
3 min, is typi-
cally comprised of 64 frequency measurements, each made during one spacecraft spin period. Thus a total
of
8
64 voltage spectral density measurements received by each of the S, S’, and Z antennae, as well as the
corresponding times of measurement, are supplied for a single sweep cycle. 2.2. Source Flux Density Determination and Calibration 2.2. Source Flux Density Determination and Calibration Journal of Geophysical Research: Space Physics Each measurement is provided
in units of
2
1
E
V Hz and the preamplifier and receiver gain values have been taken into account. As well as
this, general data including spacecraft attitude parameters and indicators for the mode of operation of the
RAD1 receiver are supplied with each sweep cycle. L2-level data for the RAD1 instrument are provided as
480
3 min sweep cycles that comprise 24 hr of RAD1 observations. 2.1. Wind/WAVES Radio Instrumentation The WAVES investigation (Bougeret et al., 1995) is comprised of two antennae in the spin plane of the
spacecraft (X and Y — with original tip-to-tip lengths of 100 and 15 m, respectively) as well as one aligned
with the spin axis (Z, of length 12 m tip-to-tip). The antennae used here are of the electric dipole type, each
formed of two monopolar wire lengths along the same axis on either side of the spacecraft, with the Z anten-
na having a rigid structure. Of the three, WAVES radio receivers RAD1 operates between 20 and 1,040 kHz 3 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics 2.2.2. Calibration Following from Equation 21 in Manning and Fainberg (1980), this gives
2
1
sin
2
Z
Z
P
GS
(1)
2
1 (1) where
Z
E
P is the power measured by the Z antenna in
2
1
V Hz
E
,
E
G is a calibration factor,
Z
E
S is the flux of a
point source derived from the single Z antenna in
2
1
Wm
Hz
E
and
E
is the co-latitude of the radio source. For
AKR, we can assume that the source region is approximated by the Earth's center and transform the source
co-latitude
E
to
E
, the latitude of the spacecraft in geocentric-solar-ecliptic (GSE) coordinates. Given that the
calibration is applied to all Wind observations during the interval, which are made from various latitudes
and LT, and that we cannot determine the emission hemisphere exactly, this assumption is most broadly
valid; errors in the spatial location of the source when assuming emission from either pole could be up to
1
E
R given the spectral range of the instrument, the azimuthal extent of AKR sources relative to Wind and
their confinement along high-latitude magnetic field lines. We have characterized the error due to assum-
ing the Earth's center as the source location instead of the geographic poles and found that the maximum
error implicit for this period is 1.2%. Details of this statistical error analysis are given in Appendix A. This
modification gives
2
1
cos
2
Z
Z
P
GS
(2) (2) as the received signal of the Z antenna, oriented normal to the ecliptic plane, is minimized when the space-
craft is above the poles. This then gives the flux density Z
E
S for each of the eight spin measurements, which
are then averaged using the mean. The synthetically inclined S (and phase-shifted S’) antenna is longer and more sensitive than the Z antenna,
making its measurements prone to spurious signals at all frequencies as receiver electronics are saturated. This is often the case when Wind observes the highly intense AKR, which for this study occurs mostly when
the spacecraft is near perigee. This contamination does not occur with the shorter, less sensitive Z antenna. While the Z antenna is less prone to saturation, its lower sensitivity means that previous methods of calibra-
tion with Wind/WAVES cannot be used. 2.2.2. Calibration To relate the received power of the WAVES instrument to the AKR flux density, we consider the GP tech-
nique developed by Manning and Fainberg (1980). GP techniques allow for radio source parameters to be
determined by inverse modeling the observations to the radio source parameters using the antenna ref-
erence frame and a model of the emission geometry. In their work, spin measurements from a synthetic
inclined dipole (here fulfilled by the WAVES S antenna) and a phase-shifted inclined dipole (S’) antenna
are demodulated and combined with a spin-axis-aligned (Z) antenna to derive the Stokes parameters (flux
density and the degrees of linear and circular polarization), angular coordinates, and the angular radius
of the source, so describing the state of a partially polarized extended source. To derive these parameters,
it is assumed that a single radio source is observed by the instrument and that the source parameters are
constant as the spacecraft completes a spin such that the modulation pattern can be inverted. For AKR this
assumption is often broken; either the intensity of the source is variable on timescales lower than that of
the spin or the spacecraft is observing emission from multiple sources in each measurement as it changes
position during a spin or a combination of the two (see Section 2.3). It is not possible to use the combination
of the WAVES antennae in this case as the exact variability over the modulation pattern cannot be deter-
mined analytically without a priori knowledge of the source parameters. However, the spin-axis-aligned Z
antenna can be used to determine the source flux density after modifications are made to the original GP
inversion. We assume that, for an AKR observation, the radio source is a point source and there is no linear
polarization. We also assume that the AKR will be circularly polarized, but the received Z antenna power
is independent of the source circular polarization using the inversion of Manning and Fainberg (1980). Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 has been determined, the relevant value is subtracted from each of the eight measurements made during a
spin period, implicitly assuming isotropy of the background source. If the data are negative, so unphysical,
following background subtraction, the background value at the given frequency is stored instead. has been determined, the relevant value is subtracted from each of the eight measurements made during a
spin period, implicitly assuming isotropy of the background source. If the data are negative, so unphysical,
following background subtraction, the background value at the given frequency is stored instead. 2.2.1. Radio Background The frequency range of the RAD1 receiver is such that background radio emission is present due to both the
local plasma environment and non-thermal emission from the galactic center or disk. At lower frequencies
(below 300
E
kHz), the thermal motion of charged particles in the plasma surrounding the spacecraft cre-
ates QTN (Meyer-Vernet & Perche, 1989) while emission from the galaxy dominates at higher frequencies
(Cane, 1979; Novaco & Brown, 1978). Previous examination of measurements across the entire WAVES
frequency range has consolidated the measured galactic spectrum with previously derived functional forms
(Dulk et al., 2001) and more recent measurements across the RAD1 receiver show agreement with a spec-
trum that falls off between 100 and 200 kHz (Hillan et al., 2010). Hillan et al. (2010) produced a complete
background spectrum, combining models of both the galactic background and a two-component model of
the QTN that defines the signal above and below the plasma frequency. As well as these sources of emis-
sion, instrumental noise is also present due to the electronics of the antenna system and the digitization of
the signal and can be derived from antenna-predeployment measurements; the galactic background (taken
from a quiet period above 500 kHz) is no more than double the median RAD1 receiver noise. We assume
that QTN at frequencies below 100 kHz will typically dominate the background spectrum. A similar method
to that used by Zarka et al. (2004) to determine the galactic background present in the Radio and Plasma
Wave Science (RPWS) instrument of the Cassini spacecraft is implemented here for all frequencies. A back-
ground spectrum is formed for every 24-hr period of RAD1 data by taking the 5% quantile at each frequency
channel. Although no explicitly quiet period is selected over which to take the quantile (as opposed to the
method of Zarka et al., 2004), the definition of the quantile imposes that the remaining 95% of received
signal is above this level. Although some examples of L2 data contain consistently high emission for the
corresponding day at many frequencies, background spectra produced in this way agree well with other
measured background levels observed by Wind, as well as producing the expected form due to the QTN
and galactic background source described previously (Hillan et al., 2010). Once the background spectrum WATERS ET AL. 4 of 26 Journal of Geophysical Research: Space Physics 2.3. Empirical Selection of AKR As mentioned in Section 2.1, the Wind/WAVES Z antenna is spin-axis aligned. As the spacecraft rotates,
antennae in the spin plane observe a modulating signal that is dictated by the rotation period and the
position of the antennae with respect to the source location and other parameters. While this modulation
can be used to derive source parameters using GP inversion as previously mentioned, these require that the
source parameters are constant during a spacecraft rotation; a constraint which is often broken for AKR. The spin-axis aligned Z antenna sees no such modulation due to the spacecraft rotation, and so any varia-
bility in the received power can be attributed to changes in the intensity of a radio source, assuming that a
single source is observed. It has been mentioned that the spacecraft measures a superposition of multiple
spatially separated sources, limiting the observations by the temporal and spectral resolution of the instru-
ment. Although this is less true for the spin period than it is for the sweep duration, it is possible that the
variability measured by the Z antenna for a spin is due to the more slowly varying intensity of separated
sources. Given the generation mechanism of AKR, however, it is likely that a single source will have a high-
ly varying amplitude on spin timescales of seconds. While it is nontrivial to discern between the two effects,
it is important to note that this may also lead to an overestimation of the AKR selection, although this effect
is negligible when data are averaged over the sweep duration. A statistical proxy for AKR can be derived from the Z antenna by modeling the 8 measurements made dur-
ing a single spin as a normal distribution centered on a mean intensity, with any variability then being de-
scribed by its standard deviation
E
. To be able to compare the standard deviation between sources of differ-
ent mean intensities, the measurements are normalized by the mean intensity of the spin. This gives Z
E
, the
standard deviation of the spin-normalized Z antenna measurements. Z
E
is calculated prior to background
subtraction, to retain the observed variability (it is assumed that any variability represented by Z
E
will be
predominantly influenced by the sources of the strongest intensity). Figure 1a shows the spin-normalized
measurements made by the S and Z antennae during an exemplary AKR burst. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 as given by the received power prior to antenna deployment, so the contribution from the galactic signal
cannot be determined. For this reason, the initial measurements of the instrumental characteristics are used
to determine the gain using as given by the received power prior to antenna deployment, so the contribution from the galactic signal
cannot be determined. For this reason, the initial measurements of the instrumental characteristics are used
to determine the gain using
2
2
0
a
eff
a
s
C
G
L
Z
C
C
(3) (3) where
0
120
E
Z
is the impedance of free space,
30
a
E
C
pF and
45
s
E
C
pF are the antenna and stray
capacitances, respectively, and
eff
E
L is the effective length of the antenna. Here, we use the physical length
(
4.65
p
L
m) of each monopole of the Z antenna, given that both electrical monopoles that comprise the Z
antenna are in the short-dipole regime, so that
eff
p
E
L
L . To check the validity of using calibrated measurements from a linear antenna as proxy for the true flux of a
radio source (here AKR), we compared observations of solar radio Type III bursts from Wind and Cassini. A modified calibration routine was prepared and applied to the linear Z antenna for these observations. We
compare the flux with independent values produced by a direction-finding inversion, derived from the same
initial method presented by Manning and Fainberg (1980) but bespoke to solar Type III burst observations
with Wind, giving the flux density, angular coordinates and angular extent of the source with only the S and
Z antennae. Initially, these independent measurements served as a scaling factor to be applied to Z
E
S from
Equation 2, using an average spectrum of peak fluxes across a set of Type III bursts. After discussion during
the review process, it became clear that this scaling factor is only relevant for Type III bursts, but not for
AKR, since it essentially corrects for the size of an extended radio source. AKR can be considered as coming
from a point-source when observed at large radial distances, which is why we present
Z
E
S as an accurate
(within instrumental uncertainties in the terms of Equation 3) measure of the AKR flux. Journal of Geophysical Research: Space Physics Appendix B gives
explicit details of this former processing step and is retained for the interest of the reader. 2.2.2. Calibration These have employed measurements of the galactic background to
determine a value of the instrument gain, using a model of the galactic emission to infer the observed flux
during a quiet period and then equate this to measurements (Zarka et al., 2004; Zaslavsky et al., 2011). The
shorter Z antenna typically measures the galactic background to be within 10 dB of the instrumental noise, WATERS ET AL. 5 of 26 5 of 26 of Geophysical Research: Space Physics
10.1029/2021JA029425 Journal of Geophysical Research: Space Physics 2.3. Empirical Selection of AKR Measurements ( S
E
P , and Z
E
P ) made by the synthetic-inclined (S) and spin-axis-aligned (Z) antennae of Wind/WAVES during a single spin, normalized
by the average received power during this time ( S
E
P , Z
E
P ). (a) Spin observations at 124 kHz, corresponding to a rotation during the burst of Auroral Kilometric
Radiation (AKR) emission between roughly 1800 and 2000 UT in panel (c). (b) Spin observations of an isolated Type III burst at 124 kHz, on 1999 day of year
(DOY) 232, illustrating the modulation pattern produced in the S antenna and the lack thereof in the Z antenna, observed for measurements of a near-constant
intensity source. The value of the selection metric, Z
E
, is given in the legend of the bottom panel for both (a) and (b). (c) Dynamic spectrograms showing 24 hr
(1999 DOY 228) of the power received by the S antenna, in dB, in the top panel. Only observations with a signal-to-noise ratio (SNR) of 25
E
dB are shown, for
clarity. The bottom panel shows the apparent azimuth of the radio source, determined by the application of a Goniopolarimetric (GP) inversion for use with
Wind AKR observations. Only observations with a signal-to-noise ratio (SNR) above 25 dB are shown. The azimuthal angle of the source is given in a non-
rotating coordinate system (see text) with angles of
0
E
indicating a source in the direction of the Sun, negative angles indicating a source to the right of the
Wind-Sun line and positive angles indicating a source to the left of the Wind-Sun line. For the period shown in panel (c), Earth is at approximately −
130
E
in this
coordinate system. shows similar data for an observation of a solar radio Type III burst, with the double-peaked modulation
pattern in the received power clearly visible in the top panel and the Z antenna measuring nearly constant
intensity emission; illustrating measurements of a radio source more appropriate for use with a GP in-
version. While a comprehensive study of the Z
E
distribution is not included, examination of the dynamic
spectrograms show that the Z antenna consistently measures higher variability (using Z
E
) during periods of
AKR bursts. 2.3. Empirical Selection of AKR It is not clear from the figure
that the S antenna is displaying an insufficient modulation pattern to derive the GP source parameters, and
an analytic relationship between the S and Z measurements is not known. However, the variability across
the Z antenna measurements shows that the observations do not meet the criteria of constant intensity for
GP inversion, and the Z
E
value for this spin is given in the legend of the bottom panel of Figure 1a. Figure 1b 6 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure 1. Measurements ( S
E
P , and Z
E
P ) made by the synthetic-inclined (S) and spin-axis-aligned (Z) antennae of Wind/WAVES during a single spin, normalized
by the average received power during this time ( S
E
P , Z
E
P ). (a) Spin observations at 124 kHz, corresponding to a rotation during the burst of Auroral Kilometric
Radiation (AKR) emission between roughly 1800 and 2000 UT in panel (c). (b) Spin observations of an isolated Type III burst at 124 kHz, on 1999 day of year
(DOY) 232, illustrating the modulation pattern produced in the S antenna and the lack thereof in the Z antenna, observed for measurements of a near-constant
intensity source. The value of the selection metric, Z
E
, is given in the legend of the bottom panel for both (a) and (b). (c) Dynamic spectrograms showing 24 hr
(1999 DOY 228) of the power received by the S antenna, in dB, in the top panel. Only observations with a signal-to-noise ratio (SNR) of 25
E
dB are shown, for
clarity. The bottom panel shows the apparent azimuth of the radio source, determined by the application of a Goniopolarimetric (GP) inversion for use with
Wind AKR observations. Only observations with a signal-to-noise ratio (SNR) above 25 dB are shown. The azimuthal angle of the source is given in a non-
rotating coordinate system (see text) with angles of
0
E
indicating a source in the direction of the Sun, negative angles indicating a source to the right of the
Wind-Sun line and positive angles indicating a source to the left of the Wind-Sun line. For the period shown in panel (c), Earth is at approximately −
130
E
in this
coordinate system. Figure 1. 2.3. Empirical Selection of AKR Two examples of application of the empirical selection detailed in Section 2.3 to 24 hr of Wind data (3- min resolution). For each example of panel
(a) (left) and panel (b) (right), the top panel shows flux density observed by Wind and derived by the method outlined in Section 2.2, the middle panel shows Z
E
,
the statistical proxy of the source amplitude variability, and the bottom panel shows the flux density with the selection mask applied (see Section 2.3). The lower
limit of the color bar of the middle panel is set at
2
10
E
for visual clarity. The radial distance, ecliptic latitude, and local time for each example are shown in the
ephemeris at the bottom of the plot. Figure 2. Two examples of application of the empirical selection detailed in Section 2.3 to 24 hr of Wind data (3- min resolution). For each example of panel
(a) (left) and panel (b) (right), the top panel shows flux density observed by Wind and derived by the method outlined in Section 2.2, the middle panel shows Z
E
,
the statistical proxy of the source amplitude variability, and the bottom panel shows the flux density with the selection mask applied (see Section 2.3). The lower
limit of the color bar of the middle panel is set at
2
10
E
for visual clarity. The radial distance, ecliptic latitude, and local time for each example are shown in the
ephemeris at the bottom of the plot. of solar radio Type III bursts (multiple examples between 100
E
–1,000 MHz, 0000–0400 UT, or at all frequen-
cies after 2000 UT) as well as AKR. Azimuthal angles of
0
E
indicate a source in the direction of the Sun,
negative angles indicate a source to the right of the Wind-Sun line, and positive angles indicate a source to
the left of the Wind-Sun line. The GP inversion is subject to a degeneracy in the wave vector direction, so
angles that suggest an unphysical source direction for AKR have been transformed appropriately; Earth is
at approximately
130
E
for the data shown. For the AKR between 0800 and 2000 UT, the azimuthal angle is
poorly constrained and has high variability during AKR observations due to the aforementioned variability
during the spacecraft rotation. 2.3. Empirical Selection of AKR To select regions that correspond to AKR emission, a numerical threshold is chosen based on
the visual identification of the dynamic spectrograms from Wind during the Cassini flyby; here
0.1
Z
E
. Given that the opposite limit of Z
E
selects sources that are less variable, Z
E
could be useful to select data that
are more appropriate for a GP inversion with Wind. See Appendix C for further justification of the choice
of the threshold value. Figure 1c shows 24 hr dynamic spectrograms of Wind AKR observations and their general unsuitability for
GP applications. The top panel shows a spectrogram of the measurements made by the S antenna; relatively
faint Type III bursts are seen throughout the day, whilst bursts of intense AKR are also observed. The bot-
tom panel shows the result of an attempt to apply the GP inversion of Manning and Fainberg (1980) to the
Wind observations. The azimuthal angle of the source is given in a fixed coordinate system, independent of
the spacecraft rotation that is defined by an x axis in the direction of the Sun with the x- and y axes in the
ecliptic plane, and a z axis that completes the orthonormal frame and is directed Southward of the ecliptic
plane. Given that the retrieval of direction-finding parameters for radio sources is dependent on a strong
signal, only observations with a signal-to-noise ratio (SNR) of 25
E
dB are shown, highlighting the presence WATERS ET AL. WATERS ET AL. 7 of 26 Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure 2. Two examples of application of the empirical selection detailed in Section 2.3 to 24 hr of Wind data (3- min resolution). For each example of panel
(a) (left) and panel (b) (right), the top panel shows flux density observed by Wind and derived by the method outlined in Section 2.2, the middle panel shows Z
E
,
the statistical proxy of the source amplitude variability, and the bottom panel shows the flux density with the selection mask applied (see Section 2.3). The lower
limit of the color bar of the middle panel is set at
2
10
E
for visual clarity. The radial distance, ecliptic latitude, and local time for each example are shown in the
ephemeris at the bottom of the plot. Figure 2. 2.3. Empirical Selection of AKR While Z
E
acts as a proxy for the radio source here, we note that without ac-
cess to the GP inversion and polarization information, we cannot make an exact physical inference and so
the selection is empirical. With average Z
E
spectra for each sweep, a mask can then be created and applied
to the calibrated flux densities to select data that meet this criteria; here the flux densities are also averaged
across the 3- min sweep cycle. In this case, the consideration of multiple spatially separated sources cannot
be ignored, and the flux spectra represent the spatial average of AKR emission across a relatively wide lon-
gitude as well as a temporal average. Figure 2 shows two examples, (a) and (b), of 24 hr of calibrated Wind/WAVES data (top panel) with the
variability proxy Z
E
(middle panel) and the application of the resulting mask (bottom panel). Wind obser-
vations in both (a) and (b) contain many Solar Type III bursts with various drift rates that at times cover
the entire RAD1 frequency range, as well as increases in QTN and emission at the plasma frequency at fre-
quencies
E
100 kHz. The middle panel shows the effectiveness of Z
E
as an identifier of AKR emission, with
observations of Type III bursts exhibiting a standard deviation less than that of the AKR by about an order
of magnitude. AKR is generally more intense than Type III bursts, and this couples with the aforemen-
tioned considerations of the AKR generation mechanism and viewing geometry to produce the observed
discrepancy in the Z
E
distributions of each source, as shown here by the middle panel of Figure 2. While
not shown here, the 52 kHz channel has persistently higher Z
E
due to radio frequency interference (RFI). In
Figure 2 (and Figure 5), the 52 kHz channel has been removed and the values of Z
E
in neighboring channels
used to interpolate an updated “background” value to increase visual clarity. For the remaining analysis,
after selecting the AKR data with the Z
E
criterion, flux densities from the 52 kHz channel are removed to
avoid contamination. AKR can be seen in both examples; in (a), Wind is approaching perigee at around WATERS ET AL. 2.3. Empirical Selection of AKR 8 of 26 Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 1600–1700 LT and
4
E
latitude, and emission is observed for 11 hr between
80
800
E
kHz; it exits perigee in (b), crossing 0800–0900 LT around
6
E
latitude and observing more sporadic emission patches throughout the
day across a narrower frequency range,
100
500
E
kHz. Given that the metric for selection, Z
E
is determined using the variance
of measurements made during a spin, there are other sources of emission
that could be responsible for the retention of a particular sample. Instru-
mental RFI is an example of this, but particularly rapid changes in in-
tensity due to energetic fluctuations in the local plasma can also produce
signatures similar to those produced by AKR. Particularly when Wind
travels through the turbulent, dense plasma in the magnetosheath (see
E
DOY 229–231 and 251–254 in Figure 5), the majority of the emission
at lower frequencies is retained. At times when Wind is on the dayside,
within the solar wind, emission is occasionally selected that has no ob-
served, corresponding AKR signal at higher frequencies and is assumed
to be caused by similar local and temporal variations in the plasma. Inten-
sification of the signal at other characteristic frequencies of the plasma
are also occasionally seen and retained by the selection, such as emission
at the plasma frequency. The retention of non-AKR signals is lessened at
higher frequencies, where Wind typically sees contributions from AKR,
Jovian hectometric or kilometric radiation, which is often faint (Zarka
et al., 2004), or solar radio bursts that have little variability across the
spacecraft spin period. As well as other sources of emission that could
be responsible for the variability, there is also the possibility that Wind
is subject to incident waves from multiple radio sources. Due to this, it is
not guaranteed that only AKR will be present in any of the selected data,
although the most intense emission determines the modulation pattern
in these cases. AKR is typically more intense than other radio sources for
Wind observations, and this is the case particularly when Wind is at a
favorable viewing position for AKR. Observations where solar radio type
III bursts are the most intense emission arriving at the Z antenna, for
example, are thus removed using the selection with Z
E
. 2.3. Empirical Selection of AKR The former is given by the model
of Shue et al. (1998), using solar wind data from OMNI with average
parameters. The latter surface is derived using similar data and the model
of Wu et al. (2000). 2.3. Empirical Selection of AKR AKR is typically more intense than other radio sources for
Wind observations, and this is the case particularly when Wind is at a
favorable viewing position for AKR. Observations where solar radio type
III bursts are the most intense emission arriving at the Z antenna, for
g the selection with Z
E
. Although fine structure and variability has been
II bursts and there is no complete way to discriminate between this vari-
AKR observations, applications of the selection such as those in Figure 2
ns where the Type III dominates are removed. Given the ubiquity of Type
ess variable emission and the simplicity of the Z
E
selection criteria used
dying AKR emission, as shown in the following section and conversely for
R in studies of solar radio bursts. Applying the flux-density calibration and
S observations since 1994 can form a unique data set to investigate AKR
takes advantage of the selection to make an initial comparison to AKR
Cassini in 1999 Figure 3. Orbital trajectory of Wind for 1999 day of year (DOY) 227–257,
projected onto the ecliptic plane. The start of each day for the Wind
trajectory is marked by crosses. Also shown in gray is the Cassini trajectory
for the closest approach, with the start of DOY 230 marked by the triangle. The Cassini trajectory can be found to a greater extent in figure 2a of Lamy
et al. (2010). The arrows indicate the direction of travel for both spacecraft
and the colored markers indicate the start of DOY 230. Average modeled
magnetopause and bowshock surfaces are shown as thin solid and dashed
lines, respectively; the Sun is to the right. The former is given by the model
of Shue et al. (1998), using solar wind data from OMNI with average
parameters. The latter surface is derived using similar data and the model
of Wu et al. (2000). trajectory is marked by crosses. Also shown in gray is the Cassini trajectory
for the closest approach, with the start of DOY 230 marked by the triangle. The Cassini trajectory can be found to a greater extent in figure 2a of Lamy
et al. (2010). The arrows indicate the direction of travel for both spacecraft
and the colored markers indicate the start of DOY 230. Average modeled
magnetopause and bowshock surfaces are shown as thin solid and dashed
lines, respectively; the Sun is to the right. 2.3. Empirical Selection of AKR Although fine structure and variability has been
observed in the spectra of Type III bursts and there is no complete way to discriminate between this vari-
ability and that exhibited during AKR observations, applications of the selection such as those in Figure 2
show that, on average, observations where the Type III dominates are removed. Given the ubiquity of Type
III bursts and sources of other less variable emission and the simplicity of the Z
E
selection criteria used
here, the technique is utile for studying AKR emission, as shown in the following section and conversely for
removing the contribution of AKR in studies of solar radio bursts. Applying the flux-density calibration and
selection of AKR to Wind/WAVES observations since 1994 can form a unique data set to investigate AKR
characteristics. The next section takes advantage of the selection to make an initial comparison to AKR
radio measurements obtained by Cassini in 1999. or 1999 day of year (DOY) 227–257,
start of each day for the Wind
hown in gray is the Cassini trajectory
of DOY 230 marked by the triangle. a greater extent in figure 2a of Lamy
irection of travel for both spacecraft
tart of DOY 230. Average modeled
are shown as thin solid and dashed
ht. The former is given by the model
data from OMNI with average
ed using similar data and the model E
E
Figure 3. Orbital trajectory of Wind for 1999 day of year (DOY) 227–257,
projected onto the ecliptic plane. The start of each day for the Wind
trajectory is marked by crosses. Also shown in gray is the Cassini trajectory
for the closest approach, with the start of DOY 230 marked by the triangle. The Cassini trajectory can be found to a greater extent in figure 2a of Lamy
et al. (2010). The arrows indicate the direction of travel for both spacecraft
and the colored markers indicate the start of DOY 230. Average modeled
magnetopause and bowshock surfaces are shown as thin solid and dashed
lines, respectively; the Sun is to the right. The former is given by the model
of Shue et al. (1998), using solar wind data from OMNI with average
parameters. The latter surface is derived using similar data and the model
of Wu et al. (2000). 2.3. Empirical Selection of AKR E
E 1600–1700 LT and
4
E
latitude, and emission is observed for 11 hr between
80
800 kHz; it exits perigee in (b), crossing 0800–0900 LT around
6
E
latitude and observing more sporadic emission patches throughout the
day across a narrower frequency range,
100
500
E
kHz. 1600–1700 LT and
4
E
latitude, and emission is observed for 11 hr between
80
800 kHz; it exits perigee in (b), crossing 0800–0900 LT around
6
E
latitude and observing more sporadic emission patches throughout the
day across a narrower frequency range,
100
500
E
kHz. Given that the metric for selection, Z
E
is determined using the variance
of measurements made during a spin, there are other sources of emission
that could be responsible for the retention of a particular sample. Instru-
mental RFI is an example of this, but particularly rapid changes in in-
tensity due to energetic fluctuations in the local plasma can also produce
signatures similar to those produced by AKR. Particularly when Wind
travels through the turbulent, dense plasma in the magnetosheath (see
DOY 229–231 and 251–254 in Figure 5), the majority of the emission
at lower frequencies is retained. At times when Wind is on the dayside,
within the solar wind, emission is occasionally selected that has no ob-
served, corresponding AKR signal at higher frequencies and is assumed
to be caused by similar local and temporal variations in the plasma. Inten-
sification of the signal at other characteristic frequencies of the plasma
are also occasionally seen and retained by the selection, such as emission
at the plasma frequency. The retention of non-AKR signals is lessened at
higher frequencies, where Wind typically sees contributions from AKR,
Jovian hectometric or kilometric radiation, which is often faint (Zarka
et al., 2004), or solar radio bursts that have little variability across the
spacecraft spin period. As well as other sources of emission that could
be responsible for the variability, there is also the possibility that Wind
is subject to incident waves from multiple radio sources. Due to this, it is
not guaranteed that only AKR will be present in any of the selected data,
although the most intense emission determines the modulation pattern
in these cases. 3.1. Spacecraft Ephemerides Entering the nightside magnetosphere for the second time
during the period, Wind reached a second perigee on DOY 252 at 0000 LT and close to the ecliptic plane. Wind then exited the magnetosphere once more, and the final observations that are conjunct with Cassini
are made at around 1000 LT with GSE latitude of
3.0
E
and a radial distance of 67
E
E
R . As mentioned in Section 1, GP inversions have been successfully applied to observations from Cassini and
allowed the circular polarization of the radio emission to be determined and thus the hemisphere of origin. For the empirical selection of AKR emission used here with Wind, there is no unambiguous way to deter-
mine circular polarization from flux measurements. Due to the anisotropic, widely beamed emission from
the AKR source regions, visibility of the emission from either pole is highly dependent on the magnetic lat-
itude of Wind and inferences of the origin of the emission can be made based on this. While Wind is on the
dayside, approximately between the two perigees at DOY 231 and DOY 252, it covers a range of low magnet-
ic latitudes in first the Southern then the Northern magnetic hemispheres, crossing the magnetic equator
near the apogee (see Figure 4). In both cases, where Wind crosses the nightside and where AKR is expected
to be most visible, the spacecraft approaches from the dusk flank in the Northern magnetic hemisphere and
crosses into the Southern magnetic hemisphere at perigee. Magnetic coordinates are as defined in Lamy
et al. (2010), with positive magnetic latitudes in the Southern geographic (Northern magnetic) hemisphere. The magnetic coordinate system used here has the z-direction oppositely defined to that in solar magnetic
(SM) coordinates. Given that the magnetic latitude does not exceed
30
E
, it is uncertain whether or not the
spacecraft will be in either or both of the regions illuminated by emission from either hemisphere. Previous
examination of the average AKR source region has suggested that emission from both hemispheres can
be observed at distances 12
E
E
R in the equatorial plane (Gallagher & Gurnett, 1979), with the approximate
perigee distance of Wind ( 13
E
E
R ) implying that this will be the case for all nightside observations for this
period. In their study, Lamy et al. 3.1. Spacecraft Ephemerides Figure 3 shows the Wind trajectory projected onto the ecliptic plane for the period studied here, as well as
part of the Cassini trajectory. The start of day of year (DOY) 230 is indicated in color for each spacecraft,
during which Cassini reached its closest approach to Earth at a radial distance of 1.2
E
E
R . After traversing the
dawn flank of the magnetosphere and passing Earth, Cassini continued downtail between 0100 and 0200
LT at 9 R
h
E / . Figure 4 shows the latitudes of both spacecraft in both geocentric solar ecliptic (GSE) and
magnetic coordinates. The latter refers to the coordinate system used in Lamy et al. (2010), which defines
positive latitudes as those in the Northern magnetic (Southern rotational) hemisphere. 9 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure 4. Latitudes of the Wind (a) and Cassini (b) spacecraft for the period shown in geocentric (GSE) coordinates
with the gray, dashed line and magnetic coordinates with the black, solid line. Magnetic coordinates are as defined in
Lamy et al. (2010), with positive magnetic latitudes in the Southern geographic (Northern magnetic) hemisphere. The
magnetic coordinate system used here has the z-direction oppositely defined to that in solar magnetic (SM) coordinates,
indicated by
SM
E
in the legend. Markers show the beginning of each day. Figure 4. Latitudes of the Wind (a) and Cassini (b) spacecraft for the period shown in geocentric (GSE) coordinates
with the gray, dashed line and magnetic coordinates with the black, solid line. Magnetic coordinates are as defined in
Lamy et al. (2010), with positive magnetic latitudes in the Southern geographic (Northern magnetic) hemisphere. The
magnetic coordinate system used here has the z-direction oppositely defined to that in solar magnetic (SM) coordinates,
indicated by
SM
E
in the legend. Markers show the beginning of each day. During Cassini's flyby of Earth and the 30- day period studied by Lamy et al. (2010), from August 15 to
September 14, 1999 (DOY 227–257), Wind completed close to two petal orbits with a perigee radii of 13
E
E
R
and apogee radii of 88
E
E
R . 3.1. Spacecraft Ephemerides At the start of this period, Wind approached its first perigee from a position
duskward of Earth at roughly 1500 LT on DOY 227, with a GSE latitude of
3.0
E
and a radial distance of 67
E
E
R . From there, Wind approached the magnetosphere and crossed the bow shock and magnetopause before the
first perigee was reached. Wind reached perigee around 0100 LT, at a GSE latitude of
1
E
, while traversing the
magnetotail. Wind then exited the magnetosphere, covering the dawn flank and reaching apogee on DOY
241 at a GSE latitude of
0.4
E
around 1200 LT. After 23 days, Wind reached 1500 LT once more at a closer ra-
dial distance of 44
E
E
R and a GSE latitude of
4.6
E
. Entering the nightside magnetosphere for the second time
during the period, Wind reached a second perigee on DOY 252 at 0000 LT and close to the ecliptic plane. Wind then exited the magnetosphere once more, and the final observations that are conjunct with Cassini
are made at around 1000 LT with GSE latitude of
3.0
E
and a radial distance of 67
E
E
R . During Cassini's flyby of Earth and the 30- day period studied by Lamy et al. (2010), from August 15 to
September 14, 1999 (DOY 227–257), Wind completed close to two petal orbits with a perigee radii of 13
E
E
R
and apogee radii of 88
E
E
R . At the start of this period, Wind approached its first perigee from a position
duskward of Earth at roughly 1500 LT on DOY 227, with a GSE latitude of
3.0
E
and a radial distance of 67
E
E
R . From there, Wind approached the magnetosphere and crossed the bow shock and magnetopause before the
first perigee was reached. Wind reached perigee around 0100 LT, at a GSE latitude of
1
E
, while traversing the
magnetotail. Wind then exited the magnetosphere, covering the dawn flank and reaching apogee on DOY
241 at a GSE latitude of
0.4
E
around 1200 LT. After 23 days, Wind reached 1500 LT once more at a closer ra-
dial distance of 44
E
E
R and a GSE latitude of
4.6
E
. 3.1. Spacecraft Ephemerides (2010) use the polarisation information to assess the average AKR power 10 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics
10.1029/2021JA029425 Journal of Geophysical Research: Space Physics Geophysical Research: Space Physics
10.1029/2021JA029425 10.1029/2021JA029425 Figure 5. Dynamic spectrogram showing the flux density measured by Wind/WAVES (top) and Cassini (bottom) for 1999 day of year (DOY) 227–257 and
normalized to a distance of 1 AU. The top panel shows the average flux density at a 3- min resolution as selected with the Z
E
threshold described in Section 2.3. The flux density is computed by calibrating the power received by the spin-axis aligned Z antenna, as outlined in Section 2.2.2. The bottom panel shows the flux
density observed by the Cassini spacecraft, namely the maximum of the left-handed circularly polarized or right-handed circularly polarized Auroral Kilometric
Radiation (AKR) emission of a given frequency at a 90- s resolution (for complete details of the calibration and selection of AKR with Cassini, see Lamy
et al., 2010). The radial distance, ecliptic latitude, and local time of each spacecraft are shown in the ephemeris at the bottom of each panel. Figure 5. Dynamic spectrogram showing the flux density measured by Wind/WAVES (top) and Cassini (bottom) for 1999 day of year (DOY) 227–257 and
normalized to a distance of 1 AU. The top panel shows the average flux density at a 3- min resolution as selected with the Z
E
threshold described in Section 2.3. The flux density is computed by calibrating the power received by the spin-axis aligned Z antenna, as outlined in Section 2.2.2. The bottom panel shows the flux
density observed by the Cassini spacecraft, namely the maximum of the left-handed circularly polarized or right-handed circularly polarized Auroral Kilometric
Radiation (AKR) emission of a given frequency at a 90- s resolution (for complete details of the calibration and selection of AKR with Cassini, see Lamy
et al., 2010). The radial distance, ecliptic latitude, and local time of each spacecraft are shown in the ephemeris at the bottom of each panel. from each hemisphere when Cassini is above a given magnetic latitude finding that LH AKR was close to 4
orders of magnitude weaker than the RH AKR when the spacecraft had a magnetic latitude
10
m
E
. 3.1. Spacecraft Ephemerides This
suggests that Wind is likely illuminated by emission from AKR sources in both hemispheres whilst near
the equatorial plane, with Southern, LH emission likely to be dominant prior to perigee and Northern, RH
emission afterward. 3.2. AKR Flux Density and Power Figure 5 shows the AKR flux density of both Wind and Cassini for the entire 30- day period studied here. The AKR flux density with Wind is obtained using the calibration and selection outlined in Section 2. The
AKR flux density with Cassini contains that of both LH- and RH-circularly polarized AKR, obtained using
a GP inversion technique and selecting data with | |
. V 0 2 , where
E
V is the normalized Stokes parameter
describing circular polarization (Lamy et al., 2010). The maximum of either the LH or RH AKR is shown
at 90 s resolution in the Cassini spectrogram. Both flux densities are scaled for the distance from the ap-
proximate source (Earth's center) and normalized to 1 AU to enable a comparison between the two data
sets. The general effect of viewing position on the AKR observations from each spacecraft can be seen here;
emission is stronger and more consistent for Cassini as it travels away from Earth downtail, remaining on
the nightside, while a periodic variability is seen in the Wind spectrogram as it passes the nightside during
its perigees. While the day-to-day variability in the observed emission is not studied here, it is interesting to
note differences between the two perigee observations. Wind sees more persistent, stronger emission for the
first perigee (
E
DOY 229) than the second (
E
DOY 251). While this variability between orbits is not surpris-
ing, given the changing solar wind conditions that affect AKR, it demonstrates the differences between ob-
servations made at different times, which will clearly bias any average result with a limited selection of data. Figure 6 shows AKR flux density spectra from both spacecraft given by statistical thresholds, namely the
median spectra and those for the 90% and 99% quantiles or increasing intensity thresholds. The top pan-
el shows Cassini flux densities for both LH and RH circularly polarized AKR, reproducing figure 6a of 11 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure 6. Reduced flux density spectra comparing Auroral Kilometric Radiation (AKR) observations from Cassini
during the whole period (top panel) with those made by Wind when in a comparable viewing position (middle
and bottom panels). For this, the Wind data were further selected such that the spacecraft was located from
23
16
m
and within 0000–0200 hr LT. 3.2. AKR Flux Density and Power Flux density data in each case are reduced to give the measured intensity
that reached 50% (median — black), 10% (red), and 1% (orange) of the time. The top panel shows spectra for both
the LH and RH circularly polarized AKR as given by the GP inversion applied to Cassini. The middle panel shows
AKR- and position-selected data from Wind during the 30-day period studied here. The bottom panel shows AKR- and
position-selected data from Wind for all of 1999, to increase the statistical rigor of the selection verification (see main
text). Figure 6. Reduced flux density spectra comparing Auroral Kilometric Radiation (AKR) observations from Cassini
during the whole period (top panel) with those made by Wind when in a comparable viewing position (middle
and bottom panels). For this, the Wind data were further selected such that the spacecraft was located from
23
16
m
and within 0000–0200 hr LT. Flux density data in each case are reduced to give the measured intensity
that reached 50% (median — black), 10% (red), and 1% (orange) of the time. The top panel shows spectra for both
the LH and RH circularly polarized AKR as given by the GP inversion applied to Cassini. The middle panel shows
AKR- and position-selected data from Wind during the 30-day period studied here. The bottom panel shows AKR- and
position-selected data from Wind for all of 1999, to increase the statistical rigor of the selection verification (see main
text). Lamy et al. (2010). The middle panel shows Wind flux densities returned by the selection (described in
Section 2.3) applied to data from 1999 DOY 227–257. Given the anisotropy of the AKR beaming and the
longitudinal distribution of AKR source regions, it cannot be assumed that each spacecraft will observe the
same emission region at a given time from different viewing positions in space. To elicit a valid comparison
of the reduced spectra between the spacecraft, we select Wind data such that only observations made from
a similar viewing position are included; Cassini was in the region with a magnetic latitude
23
16
m
E
and within 0000–0200 hr LT during its flyby. A complete discussion of the flux densities observed by Cassini
can be found in Lamy et al. (2010), but here we compare the main features with those of Wind. Lamy et al. (2010). Journal of Geophysical Research: Space Physics Again comparing the Wind spectra in the middle panel with Cassini in the top panel of Figure 6, the peak
of the Wind median spectrum agrees, existing at a frequency close to 200 kHz and between the peak flux
of the Cassini LH and RH AKR median spectra; also in agreement with initial AKR observations (Kaiser
& Alexander, 1977). While the differences at lower frequencies are likely due to contamination, the Wind
median spectrum falls off more rapidly than the RH median spectrum of Cassini and is more comparable to
the LH median spectrum. At frequencies 700
E
kHz, the Wind median spectrum is more closely comparable
to the RH AKR median spectrum, although the aforementioned limitations prevent close physical interpre-
tation of the differences or similarities between the spectra. Generally, however, the Wind median spectrum
has a minimum at the highest observed frequencies, which again agrees with the Cassini measurements. Each of the Wind spectra that show the higher intensity thresholds in the middle panel show generally
good agreement in magnitude with those of Cassini; a similar increase of 2 orders of magnitude between
the median and highest intensity spectra is seen in the selected Wind data. This is interesting considering
the small amount of time Wind spent in the region relative to Cassini and suggests that the limited Wind
measurements here are characteristic of the AKR that Cassini observes for the whole period. There is also
evidence of broadening of the spectral peaks to higher frequencies with increasing intensity in the middle
panel as observed by Cassini. Given that Wind spends the least amount of time on the nightside during perigee for this period, it is impor-
tant to consider the limiting effect of the position selection. To highlight this, while Wind spends 1.2%
E
of
the time in the specified region during this 30- day period, 5.1% of the AKR data selected here is observed in
this region. However, this increase shows the efficacy of the empirical selection in reflecting the preferential
location of the nightside for observing AKR emission and the AKR sources themselves. Although we cannot
compare the Cassini spectra with Wind observations made outside of the temporal range covered by the
Cassini flyby, increasing the scope of the data included can allow us to characterize the selected data more
rigorously by comparing the general features of the spectra. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 the viewing of high altitude, low frequency AKR sources. The Z
E
selection is limited at low frequencies
due to contamination by QTN and local plasma waves; although we assume that the aforementioned effect
dominates, given that Wind is likely inside the magnetosphere for the selected observations (as shown by
the average magnetopause boundary in Figure 3), where these emissions have less of a presence than in
other regions. Figure 6 also shows better agreement between the two spacecraft at 100
E
kHz, the resulting
range including the typical spectral peak of AKR. The AKR emission at higher frequencies is known to be
more temporally consistent and can be said to be better representative of the average AKR signal compared
between remotely observing spacecraft. For these reasons, in the following, only the selected signal above
100 kHz is considered. At frequencies higher than this, discrepancies between the spectra may exist simply
due to the two spacecraft primarily observing different AKR source regions as we do not expect the AKR
spectrum to be constant at all LT. the viewing of high altitude, low frequency AKR sources. The Z
E
selection is limited at low frequencies
due to contamination by QTN and local plasma waves; although we assume that the aforementioned effect
dominates, given that Wind is likely inside the magnetosphere for the selected observations (as shown by
the average magnetopause boundary in Figure 3), where these emissions have less of a presence than in
other regions. Figure 6 also shows better agreement between the two spacecraft at 100
E
kHz, the resulting
range including the typical spectral peak of AKR. The AKR emission at higher frequencies is known to be
more temporally consistent and can be said to be better representative of the average AKR signal compared
between remotely observing spacecraft. For these reasons, in the following, only the selected signal above
100 kHz is considered. At frequencies higher than this, discrepancies between the spectra may exist simply
due to the two spacecraft primarily observing different AKR source regions as we do not expect the AKR
spectrum to be constant at all LT. 3.2. AKR Flux Density and Power The middle panel shows Wind flux densities returned by the selection (described in
Section 2.3) applied to data from 1999 DOY 227–257. Given the anisotropy of the AKR beaming and the
longitudinal distribution of AKR source regions, it cannot be assumed that each spacecraft will observe the
same emission region at a given time from different viewing positions in space. To elicit a valid comparison
of the reduced spectra between the spacecraft, we select Wind data such that only observations made from
a similar viewing position are included; Cassini was in the region with a magnetic latitude
23
16
m
E
and within 0000–0200 hr LT during its flyby. A complete discussion of the flux densities observed by Cassini
can be found in Lamy et al. (2010), but here we compare the main features with those of Wind. While the Cassini spectra for both LH and RH AKR fluxes see a mostly shallow increase up to the peak at
200 kHz, this is not the case for Wind. A consistent plateau is seen in each of the spectra in the middle
panel below 50 kHz, after which the flux density increases more sharply for each quantile. Discrepancies
in the spectra can be seen at lower frequencies, which is likely due to a combination of the nature of low
frequency AKR emission and the fragmented viewing by Wind when in the appropriate position. While
Cassini makes 30 days of remote observations in this magnetic latitude and LT range, Wind spends
E
9 hr
in the same position, with each observation
E
20 hr apart. Without considering the viewing effects, the
transience of AKR below 100 kHz alone could produce the discrepancies in the average spectra. As well as
this, Wind is closer Earth and passes the nightside while crossing the magnetic equator, which could affect 12 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics 3.3. AKR Viewing Geometry Figure 7 shows the integrated power data described in the previous Sec-
tion 3.2 after taking the mean power in 1 hr spacecraft LT (GSE) bins and
plotting the
10
log
E
power as a rose plot; the noon and midnight sectors are
on the right and left of the figure, respectively, and the dawn and dusk
sectors are at the bottom and on the top of the figure, respectively. A large
asymmetry can be seen in the selected power with a 3–4 order of mag-
nitude increase of the LT bins between 1700 and 0300 over those on the
dayside that have the lowest powers, namely the LT sector at 1100 hr. The
broad picture of Figure 7 is thus consistent with previous findings, which
suggest that the source regions are located on the nightside and beam ani-
sotropically (Alexander & Kaiser, 1976; Gallagher & Gurnett, 1979; Mutel
et al., 2004, 2008). Also of interest here are the bins at 2100 and 2200 hr
LT, in the center of the range of intense emission. This corresponds to previous observations of the LT of the
source regions most favored by AKR sources (Mutel et al., 2004; Panchenko, 2003), as well as the average
LT of the most intense AKR source region at 2200 MLT (Green, 2004). Given the illumination region of an
AKR source, and that the observations here are made from comparatively large radial distances and with a
swept frequency receiver, it is expected that the emission from an AKR source could be measured by Wind
from a neighboring LT sector. At Saturn, this longitudinal difference has been observed to be up to 2 hr LT
(Kimura et al., 2013; Lamy, Zarka, Cecconi, Prangé, et al., 2008). The location of the centroid of the most
intense average power in Figure 7 is an indication of the effectiveness of the AKR selection used here. ted across the range 100–650 kHz
AKR) flux (as selected by 2.3) and
wide. The sun and noon sector is to
to the left. Colors show the number
etained by the empirical selection in Figure 7. Log power in
1
E
Wsr integrated across the range 100–650 kHz
for the Auroral Kilometric Radiation (AKR) flux (as selected by 2.3) and
averaged in local time (LT) bins 1 hr wide. The sun and noon sector is to
the right, while the midnight sector is to the left. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 E
Figure 7. Log power in
1
E
Wsr integrated across the range 100–650 kHz
for the Auroral Kilometric Radiation (AKR) flux (as selected by 2.3) and
averaged in local time (LT) bins 1 hr wide. The sun and noon sector is to
the right, while the midnight sector is to the left. Colors show the number
of 3-minute-resolution observations, retained by the empirical selection in
each LT bin. the integrated powers of Wind and Cassini, it enables general characteris-
tics of the AKR, such as the viewing geometry and temporal modulations,
to be studied. With a more refined selection of AKR signal at frequencies
below 100 kHz, the power can be integrated over a frequency range such
as 30–100 kHz to investigate the lower frequency AKR component. Given
that the integration time of each flux density measurement is the spin
period of the spacecraft, the power can be integrated by simply taking the
mean of the flux densities and integrating over the frequency channels. The flux densities have been normalized to 1 AU, so this distance is used
as the effective area for the integration. Although we derive the AKR flux
as that from a point source, the AKR is emitted in a wide geometry and
so we present the AKR power as a fraction of the true beaming in units
of
1
Wsr . Journal of Geophysical Research: Space Physics For this reason, the bottom panel of Figure 6
shows spectra defined by the same thresholds but applied to Wind data from the entirety of 1999 after select-
ing the AKR as described. Although the magnitude of the spectra is lower (which is expected as more AKR
emission is included, assuming that the more extreme events will happen less regularly), the broadening of
the spectral peak to higher frequencies with increasing intensity is present. There is a larger increase of 3
orders of magnitude between the median and highest quantile spectra in the bottom panel, suggesting that
the observations made in the 30- day period here are more intense than other times in the same year. There
is also a separate, much shorter peak around 30–40 kHz that exists in the highest intensity spectra of the
bottom panel, which could be indicative of the average state of the magnetosphere or solar wind throughout
1999 as consistent Langmuir wave excitations may be seen close to the local plasma frequency in this region. The AKR source region, as discussed in Section 1, is typically found at altitudes of roughly 2,000–10,000 km
along a given field line, corresponding to emission at frequencies 100–800 kHz. This higher frequency emis-
sion is much less transient than that of higher altitude sources that emit between
30
100
E
kHz and are
well correlated with substorm onset (Morioka et al., 2007). To characterize the AKR observed by Wind and
facilitate the comparison between the two spacecraft, the selected flux data are integrated over the frequen-
cy range 100–650 kHz. While the frequency range used by Lamy et al. (2010) (30–650 kHz) encompasses
both the lower frequency and main band of AKR, we increase the lower frequency limit here to mitigate the
inclusion of spurious data as mentioned above. While this does not allow for a direct comparison between WATERS ET AL. 13 of 26 Journal of Geophysical Research: Space Physics Journal of Geophysical Research: Space Physics Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 E
Figure 8. Distribution of Auroral Kilometric Radiation (AKR) power
(100–650 kHz) with magnetic latitude. The color bar shows the local
time (LT) of Wind in geocentric-solar-ecliptic (GSE) coordinates, with
observations in the Northern magnetic hemisphere made from the dusk
flank, prior to perigee, and those in the Southern hemisphere from
the dawn sector. The top panel shows all selected observations from
day of year (DOY) 227–257, whilst the bottom panel shows a subset of
observations made between 1900 and 0100 LT to account for poor viewing. The dashed black line shows the mean of the log-power after binning
in 5° wide latitude bins. The solid black lines show linear-log fits to the
average data for negative and positive magnetic latitudes, where we expect
dominant emission from left-handed circularly polarized (LH) to right-
handed circularly polarized (RH) AKR, respectively. The legend indicates
the coefficients (in ascending rank order) of the linear-log fit of the form
shown in Equation 4. The dotted black line in each panel shows the
analytic form found for Cassini RH AKR observations (see Equation 4; A
4.2, B = 0.29) (Lamy et al., 2010). E LT 0600 ) are retained by the selection. The variation in the number of
selected data in the noon sector in Figure 7 shows that the distribution
here may not be indicative of the true average AKR power, as temporal
variability of the state of the magnetosphere system will bias this count as
the spacecraft crosses the dayside once during the 30- day period studied
here. As discussed in Section 3.1, Wind crosses the nightside twice during
this period, so the data contributing to the average on the nightside are
comprised of two separate samples of this region. Further discussion of
the power distributions that produced the averages for each LT bin can be
found in Appendix D. In addition to the viewing constraints introduced by the interaction of
the terrestrial magnetosphere with the solar wind in Figure 7, the latitu-
dinal distribution of AKR sources is such that we expect better viewing of
AKR from individual magnetic hemispheres at higher latitudes. Journal of Geophysical Research: Space Physics Figure 8
shows the distribution of AKR power with magnetic latitude with the LT
of Wind indicated; while Wind was at relatively low magnetic latitudes
for the period, it approached the nightside from the dusk flank at increas-
ingly higher magnetic latitudes in the Northern magnetic hemisphere
before crossing the magnetic equator and traveling to mid-latitudes as it
leaves via the dusk flank. This can be seen in the top panel of Figure 8,
which shows all selected data for the period. While powers were often
observed as low as
2
1
10 Wsr
E
for all LT, the azimuthal viewing constraints
of AKR are also seen as the average AKR power in the Southern magnetic
hemisphere is relatively constant, indicating that Wind is not best situat-
ed to observe the most intense LH emission as it travels to the dayside,
as shown also in Figure 7. The bottom panel of Figure 8 shows a smaller
subset of the selected AKR data and attempts to mitigate the effect of
the LT viewing, with only observations made between 1900 and 0100 LT
included. While this LT range is slightly more restrictive than suggested
by the distribution in Figure 7, it is chosen for a better characterization of
the AKR for these observations. In both plots, the mean of the log-power
observations made in 5° wide magnetic latitude bins is shown, with a
linear-logarithmic fit of the form used in equation 1 of Lamy et al. (2010),
repeated here Figure 8. Distribution of Auroral Kilometric Radiation (AKR) power
(100–650 kHz) with magnetic latitude. The color bar shows the local
time (LT) of Wind in geocentric-solar-ecliptic (GSE) coordinates, with
observations in the Northern magnetic hemisphere made from the dusk
flank, prior to perigee, and those in the Southern hemisphere from
the dawn sector. The top panel shows all selected observations from
day of year (DOY) 227–257, whilst the bottom panel shows a subset of
observations made between 1900 and 0100 LT to account for poor viewing. The dashed black line shows the mean of the log-power after binning
in 5° wide latitude bins. The solid black lines show linear-log fits to the
average data for negative and positive magnetic latitudes, where we expect
dominant emission from left-handed circularly polarized (LH) to right-
handed circularly polarized (RH) AKR, respectively. Journal of Geophysical Research: Space Physics The legend indicates
the coefficients (in ascending rank order) of the linear-log fit of the form
shown in Equation 4. The dotted black line in each panel shows the
analytic form found for Cassini RH AKR observations (see Equation 4; A
4.2, B = 0.29) (Lamy et al., 2010).
,
log
W m
P
A
B
(4) (4) where
E
P is the AKR power for a given hemisphere (e.g., LH or RH emis-
sion) in
1
Wsr
E
, and
,
W m
E
is the magnetic latitude of Wind in degrees. Lamy et al. (2010) found, using the polarization to characterize each
hemisphere, that the average emission from the Northern magnetic hem-
isphere, when integrated over 15 minutes, gave values A
E
4.2, B = 0.29. Close to the magnetic equator, it is expected that AKR from both hem-
ispheres will be observed, but their observations also showed that RH
emission can be observed at
2
1
10 Wsr
E
from magnetic latitudes of up to
5
E
in the opposite hemisphere of origin (Southern). Without the polar-
ization state we cannot discern the exact origin of emission, so the fit in Equation 4 is performed on data
subset by negative or positive magnetic latitude, corresponding to assumed LH and RH AKR emission,
respectively. The observations in the Southern hemisphere, made mostly on the dawn flank, show little
dependence with latitude for reasons previously discussed. The differences between the positions of the
spacecraft and the LT of Wind also clearly affect the observations made at positive magnetic latitudes, seen
by the difference between the fit to positive latitudes in the two panels of Figure 8. The bottom panel shows
better agreement with the RH power dependence observed by Cassini, with a shallower increase of the av-
erage power with latitude. In addition to Cassini being at a much greater distance from Earth and therefore,
observing less low power AKR bursts, poorer temporal and spatial sampling from ideal viewing positions by
g p
g
ck lines show linear-log fits to the
magnetic latitudes, where we expect
circularly polarized (LH) to right-
R, respectively. 3.3. AKR Viewing Geometry Colors show the number
of 3-minute-resolution observations, retained by the empirical selection in
each LT bin. While AKR has been previously observed from the dayside, it can be difficult, without polarization infor-
mation, to discern whether this emission is attributable to the illumination of the spacecraft by a source
on the nightside via either emission viewing geometry or scattering or that of a dayside source (Hanasz
et al., 2003; Mutel et al., 2004; Schreiber et al., 2017). Deducing the exact origin of the source of emission is
complex and is not possible within the scope of this study. However, the dynamic spectrogram in Figure 5
as well as the distribution of average power in Figure 7 show that we can observe AKR at all LT, with some
of the most intense observations on the dayside made when Wind was within the LT sector 1300–1400 hrs
and near the ecliptic plane. The color of each LT bin reflects the number of data used to compute the average, where each data point
represents the power of each 3- min frequency sweep. The orbital dynamics of the spacecraft produce the
overall color distribution, with perigee on the nightside limiting the number of observations that can be
made and vice versa on the dayside. For this reason, more total observations will be made on the dayside,
but fewer of those observations will be selected given the preferred nightside location of the AKR source
regions. This is seen when taking the ratio of the number of observations made in a local time sector with
the number of selected data from the same sector. For the observations made on the dayside (
0600
E
LT
1800 ), an average of 38% of data is retained by the selection, while 83% of nightside observations (
1800
E WATERS ET AL. 14 of 26 Journal of Geophysical Research: Space Physics The legend indicates
der) of the linear-log fit of the form
k line in each panel shows the
KR observations (see Equation 4; A where
E
P is the AKR power for a given hemisphere (e.g., LH or RH emis-
sion) in
1
Wsr
E
, and
,
W m
E
is the magnetic latitude of Wind in degrees. Lamy et al. (2010) found, using the polarization to characterize each
hemisphere, that the average emission from the Northern magnetic hem-
isphere, when integrated over 15 minutes, gave values A
E
4.2, B = 0.29. Close to the magnetic equator, it is expected that AKR from both hem-
ispheres will be observed, but their observations also showed that RH
emission can be observed at
2
1
10 Wsr
E
from magnetic latitudes of up to
5
E
in the opposite hemisphere of origin (Southern). Without the polar-
ization state we cannot discern the exact origin of emission, so the fit in Equation 4 is performed on data
subset by negative or positive magnetic latitude, corresponding to assumed LH and RH AKR emission,
respectively. The observations in the Southern hemisphere, made mostly on the dawn flank, show little
dependence with latitude for reasons previously discussed. The differences between the positions of the
spacecraft and the LT of Wind also clearly affect the observations made at positive magnetic latitudes, seen
by the difference between the fit to positive latitudes in the two panels of Figure 8. The bottom panel shows
better agreement with the RH power dependence observed by Cassini, with a shallower increase of the av-
erage power with latitude. In addition to Cassini being at a much greater distance from Earth and therefore,
observing less low power AKR bursts, poorer temporal and spatial sampling from ideal viewing positions by
g p
g
k lines show linear-log fits to the
magnetic latitudes, where we expect
circularly polarized (LH) to right-
R, respectively. The legend indicates
der) of the linear-log fit of the form
k line in each panel shows the
KR observations (see Equation 4; A g
p
5
E
in the opposite hemisphere of origin (Southern). Without the polar-
ization state we cannot discern the exact origin of emission, so the fit in Equation 4 is performed on data
subset by negative or positive magnetic latitude, corresponding to assumed LH and RH AKR emission,
respectively. 3.4. AKR Temporal Modulation To quantify the temporal variability of the AKR whilst accounting for
the viewing, we perform a Fourier analysis on the entire time series as
well as three subsets that comprise the two nightside passes/perigees
of Wind during DOY 228–233 and 250–255, defined by a five-day peri-
od approximately centered on the midnight meridian and the dayside
traversal during DOY 232–251. Figure 9 shows the result of a fast fourier
transform (FFT) when applied to the Wind AKR power, integrated over
100–650 kHz, for the four aforementioned timeframes. The AKR power
is initially averaged over a 3- hr window to smooth the data and remove
local temporal variability. Given that the integrated power can vary over
several orders of magnitude, the FFT is performed after log-transform-
ing the data to reduce the weight of this variability on the analysis. The
relative spectral power is shown, having normalized the FFT output by
the maximum spectral power found at the maximum period relevant to
each timeframe. For example, the FFT output of the entire period in Fig-
ure 9a has the maximum peak at a period of 24 days (576 hr), denoted by
the vertical gray dotted line and corresponding to the approximate orbital
period of Wind during this time. The presence of a peak at this period
can be explained with reference to Figures 3b and 5; the perigee of Wind
precesses downward across the nightside magnetosphere, measuring in-
tensifications in the AKR as it passes the nightside across two to three
days, separated by the dayside apogee. We do not comment on the origin
of the maximum peaks of the FFT in Figures 9b–9d. The vertical dashed gray line in each panel of Figure 9 indicates a period
of 24 hr. For Figure 9a, covering the entire 30- day period, the FFT output
is noisy, particularly at lower frequencies but also at periods between 1
and 24 days. A peak of comparable power to the maximum at a 24- day
period is seen at a period of 24 hr, showing the observation of the diurnal
modulation of AKR. Figures 9b and 9d, including data corresponding to
the two nightside perigees, also both show peaks at 24- hr periods, with
the spectral resolution being limited by the length of these time series. Journal of Geophysical Research: Space Physics The observations in the Southern hemisphere, made mostly on the dawn flank, show little
dependence with latitude for reasons previously discussed. The differences between the positions of the
spacecraft and the LT of Wind also clearly affect the observations made at positive magnetic latitudes, seen
by the difference between the fit to positive latitudes in the two panels of Figure 8. The bottom panel shows
better agreement with the RH power dependence observed by Cassini, with a shallower increase of the av-
erage power with latitude. In addition to Cassini being at a much greater distance from Earth and therefore,
observing less low power AKR bursts, poorer temporal and spatial sampling from ideal viewing positions by WATERS ET AL. 15 of 26 Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure 9. Fast Fourier Transforms (FFT) of the Auroral Kilometric
Radiation (AKR) power, integrated over 100–650 kHz, for the whole
30- day period (a), a 5- day period that spans Wind's first nightside perigee
(b), a 19- day period spanning Wind's apogee on the dayside (c) and a
5- day period spanning Wind's second nightside perigee (d). The legends
in each panel show the 1999 day of year (DOY) for each subset, exclusive
of the last date in each case. The integrated power is input at a 3- min
resolution; data where no AKR is present are set to
8
1
10
Wsr
E
P
to
include them in the analysis. Analysis is performed on the integrated
powers after applying a 3- hr rolling window and log-transforming
the data. The relative spectral power is shown; data of each panel are
normalized by the value at the respective peak. The vertical gray dotted
line is at a period of 24 days, the approximate orbital period of Wind,
highlighting the peak period of Panel (a). The vertical gray dashed line
shows a period of 24 hr. Wind are assumed to produce the observed discrepancy. A full statistical
characterization of the latitudinal dependence is out of the scope of this
study and is not included. 3.4. AKR Temporal Modulation Figure 9c, corresponding to apogee on the dayside, also shows a diurnal
modulation; each period was tested for statistical significance with boot-
strapping, where the time series is shuffled randomly before undergoing
the same analysis and comparing the spectral peak, allowing the null hy-
pothesis to be tested. We found that the peak at 24 hr for each panel in
Figure 9 has a p-value of
5
10
E
and so is significant. While the presence
of diurnal modulation has been previously observed and is a validation
of the empirical selection used here in itself, a significant peak in Wind
observations on the dayside further corroborates the hypothesis that the
diurnal modulation is predominantly due to a geometric viewing effect. Given that the diurnal modulation is seen during observations near noon,
and near the magnetic equator, we expect that intrinsic variability of the
AKR sources is unobservable and so such a modulation is likely due to
the extremes of the emission cones illuminating Wind as the magnetic
dipole tilts. Figure 9. Fast Fourier Transforms (FFT) of the Auroral Kilometric
Radiation (AKR) power, integrated over 100–650 kHz, for the whole
30- day period (a), a 5- day period that spans Wind's first nightside perigee
(b), a 19- day period spanning Wind's apogee on the dayside (c) and a
5- day period spanning Wind's second nightside perigee (d). The legends
in each panel show the 1999 day of year (DOY) for each subset, exclusive
of the last date in each case. The integrated power is input at a 3- min
resolution; data where no AKR is present are set to
8
1
10
Wsr
E
P
to
include them in the analysis. Analysis is performed on the integrated
powers after applying a 3- hr rolling window and log-transforming
the data. The relative spectral power is shown; data of each panel are
normalized by the value at the respective peak. The vertical gray dotted
line is at a period of 24 days, the approximate orbital period of Wind,
highlighting the peak period of Panel (a). The vertical gray dashed line
shows a period of 24 hr. 16 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure 10. Comparative time series of Auroral Kilometric Radiation (AKR) power for the eight days (day of year
[DOY] 227–235) that comprise Wind's first perigee, taking it across the nightside. 3.4. AKR Temporal Modulation The top panel shows the Cassini
integrated power (30–650 kHz) averaged over a moving 3- hr window and including both left-handed circularly
polarized (LH) and left-handed circularly polarized (RH) emission. The middle panel shows the 3-hour-averaged
Wind integrated power (100–650 kHz). Shown in orange on the right ordinate of both the top and middle panels is
the magnetic latitude of the respective spacecraft. Also shown in the top and middle panels are lines indicating the
magnetic equator and
5
E
. The bottom panel shows the linear cross-correlation between the AKR power as observed by
Wind and the magnetic latitude of the spacecraft, with a 24- hr moving window. Figure 10. Comparative time series of Auroral Kilometric Radiation (AKR) power for the eight days (day of year
[DOY] 227–235) that comprise Wind's first perigee, taking it across the nightside. The top panel shows the Cassini
integrated power (30–650 kHz) averaged over a moving 3- hr window and including both left-handed circularly
polarized (LH) and left-handed circularly polarized (RH) emission. The middle panel shows the 3-hour-averaged
Wind integrated power (100–650 kHz). Shown in orange on the right ordinate of both the top and middle panels is
the magnetic latitude of the respective spacecraft. Also shown in the top and middle panels are lines indicating the
magnetic equator and
5
E
. The bottom panel shows the linear cross-correlation between the AKR power as observed by
Wind and the magnetic latitude of the spacecraft, with a 24- hr moving window. For a highly directional emission such as AKR, with spatially complex source regions and triggering via
coupling to the dynamic magnetosphere, we can examine the temporal variability observed from each
spacecraft's position to attempt to further explain these diurnal modulations. Figure 10 shows time series
of the AKR power observed by Wind and Cassini for DOY 227–235, during which Wind traveled across the
nightside from the dusk to dawn sectors, crossing the magnetic equator around DOY 231. The power shown
for Cassini in the top panel is for both LH and RH AKR, is integrated over the range 30–650 kHz, and is
averaged similarly over a 3- h window. 3 h averages of the Wind AKR power are shown in the middle panel,
but again integrated over the range 100–650 kHz for reasons given in Section 3.2. 3.4. AKR Temporal Modulation A particularly strong example of this is seen in the peak
3
1
10 Wsr
E
in the AKR power
observed by Wind when between −
20
E
and −
30
E
magnetic latitude, centered on DOY 233.5, whilst Cassini
sees a peak of
7
1
10 Wsr
E
whilst close to the magnetic equator at positive latitudes. the contamination from low frequencies. Given the dependence of viewing of the AKR from a particular
hemisphere on the magnetic latitude as observed by Cassini and shown in figure 8 of Lamy et al. (2010), we
can assume that the dominant AKR observed by a spacecraft at a magnetic latitude |
|
m
5 will be of the
corresponding magnetic hemisphere, with little contribution from the other hemisphere if observed. Visual
inspection of the AKR power from both spacecraft shows that the bursts are not only seen to be antiphased
when in opposite hemispheres, but that they can also be phased on various timescales regardless of the
spacecraft position. A particularly strong example of this is seen in the peak
3
1
10 Wsr
E
in the AKR power
observed by Wind when between −
20
E
and −
30
E
magnetic latitude, centered on DOY 233.5, whilst Cassini
sees a peak of
7
1
10 Wsr
E
whilst close to the magnetic equator at positive latitudes. Given the significant diurnal modulation, we can attempt to discern its origin by examining the correlation
of the AKR bursting with the magnetic latitude of the observing spacecraft, here Wind. The bottom panel
of Figure 10 shows the linear cross-correlation of the AKR power with the magnetic latitude over a 24- hr
moving window. While a similar analysis is performed over a 5- day window in Lamy et al. (2010), the data
coverage of Wind while in an appropriate viewing position is insufficient for this. While the choice of the
window size is arbitrary, this was chosen to examine correlation features on a similar timescale to the mod-
ulation in question. 3.4. AKR Temporal Modulation While the correlation fluctuates, the AKR power is mostly correlated positively with
the magnetic latitude of Wind, with the correlation increasing as Wind travels to higher latitudes in the
Northern magnetic hemisphere, away from the region in which the emission from either hemisphere is ob-
servable and of a comparable intensity (cf., figure 8 of Lamy et al. (2010)). Once wind crosses the magnetic
equator at the start of DOY 231, the AKR power becomes anti-correlated with Wind's magnetic latitude after
perigee; whilst the AKR power decreases as Wind travels away from the nightside and into the dawn sector,
the time series clearly shows the dominant emission from the Southern magnetic hemisphere after Wind
crosses the magnetic equator. These observations are consistent with those of Cassini, which showed an
anti-correlated diurnal modulation of the RH and LH AKR power, with each correlating with the magnetic
latitude of the corresponding magnetic hemisphere. This was interpreted as a result of the diurnal rocking
of the AKR source region and the beaming pattern, and this is assumed to be the dominant source of the
modulation observed here. On the other hand, the presence of phased bursts in observations of both space-
craft regardless of magnetic latitude is contrary to this. While AKR observations with Wind alone appear to
be consistent with those of Cassini, with peak AKR power observed at extremes of the spacecraft magnetic
latitude and suggesting dominance of a viewing effect, the phasing between AKR bursts observed by both
spacecraft brings another new and important constraint to the origin of the diurnal modulation. While the
combination of the Wind and Cassini observations here has again illustrated the value of multipoint meas-
urements of AKR, the detailed investigation of the burst phasing is beyond the scope of this study. 3.4. AKR Temporal Modulation Although we expect some
discrepancy in the magnitude of the average power for this reason, the effects of this will be negligible
compared to those introduced by the viewing positions and it is preferable to compare this range to reduce For a highly directional emission such as AKR, with spatially complex source regions and triggering via
coupling to the dynamic magnetosphere, we can examine the temporal variability observed from each
spacecraft's position to attempt to further explain these diurnal modulations. Figure 10 shows time series
of the AKR power observed by Wind and Cassini for DOY 227–235, during which Wind traveled across the
nightside from the dusk to dawn sectors, crossing the magnetic equator around DOY 231. The power shown
for Cassini in the top panel is for both LH and RH AKR, is integrated over the range 30–650 kHz, and is
averaged similarly over a 3- h window. 3 h averages of the Wind AKR power are shown in the middle panel,
but again integrated over the range 100–650 kHz for reasons given in Section 3.2. Although we expect some
discrepancy in the magnitude of the average power for this reason, the effects of this will be negligible
compared to those introduced by the viewing positions and it is preferable to compare this range to reduce 17 of 26 WATERS ET AL. WATERS ET AL. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 the contamination from low frequencies. Given the dependence of viewing of the AKR from a particular
hemisphere on the magnetic latitude as observed by Cassini and shown in figure 8 of Lamy et al. (2010), we
can assume that the dominant AKR observed by a spacecraft at a magnetic latitude |
|
m
5 will be of the
corresponding magnetic hemisphere, with little contribution from the other hemisphere if observed. Visual
inspection of the AKR power from both spacecraft shows that the bursts are not only seen to be antiphased
when in opposite hemispheres, but that they can also be phased on various timescales regardless of the
spacecraft position. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 of the spectral peak at around 200 kHz in the median spectrum to higher frequencies for the most intense
emission, agreeing with the accepted AKR spectrum and the previous Cassini observations. of the spectral peak at around 200 kHz in the median spectrum to higher frequencies for the most intense
emission, agreeing with the accepted AKR spectrum and the previous Cassini observations. Accounting for the aforementioned limitations, we integrate the flux densities measured by Wind between
100 and 650 kHz for each 3- min sweep to represent the confident selection of AKR, covering the main
frequency range and allowing a comparison with previous results from Cassini. We have accounted for the
viewing geometry of AKR in the observations by averaging the integrated power measured in each one-
hour LT bin shown in Figure 7. This reproduces quantitatively the day-night asymmetry that can be seen
in Figure 5 and is again expected, with a 4 order of magnitude increase from
4
8
1
10
10 Wsr
E
. This also
provides confidence in the selection of AKR by this method, given that it also reproduces the dawn-dusk
asymmetry associated with the close correlation between the AKR source region and the auroral region
in the ionosphere. Emission is selected at all LTs, showing that we can observe AKR from many of Wind's
various viewing positions in the magnetosphere and solar wind and shows promise for future studies where
the selection can be applied to a larger Wind data set and aid statistical analyses of events. We also examine
in Figure 8 the dependence of the average AKR power with the magnetic latitude of the observation. While
we cannot confirm a latitudinal dependence of the AKR power for sources observed from the dayside, Wind
observations made at ideal LT show general agreement with the relationship found for RH AKR observed
by Cassini in the Northern magnetic hemisphere. Using the selected integrated power, we examined the temporal variability of the Wind AKR observations,
confirming the presence of a diurnal modulation with an FFT analysis shown in Figure 9. Journal of Geophysical Research: Space Physics We observe a
statistically significant (
5
10
E
p
) peak at 24 hr for the entire period, as well as for three subsets of the data
corresponding to the first perigee from DOY 228–233, the traversal of the dayside from DOY 232–251 and
the second perigee from DOY 250 to 255. In Figure 10, we compared in more detail the AKR power between
Wind and Cassini during the first perigee of Wind, which placed it ideally to observe intrinsic AKR modu-
lation over a few days. A linear cross-correlation between the Wind AKR power and the magnetic latitude
of the spacecraft showed that the AKR is generally correlated in the Northern magnetic hemisphere and
then anti-correlated as it crosses into the Southern, lending weight to the visibility of the AKR emission
cone in each hemisphere as the predominant source of the diurnal modulation. On the contrary, however,
AKR bursts are also observed that are in phase whilst the spacecraft are in separate magnetic hemispheres,
although only a short time period is shown here and further inference is out of the scope of the study. Given
the ease of masking the Wind data with this technique, longer-term studies of diurnal and semi-diurnal
modulations can be conducted with Wind alone, which has 2
E
decades of observations from a variety of po-
sitions. With the verification of the empirical selection as seen here, statistical analyses can also be conduct-
ed between resulting AKR data set and lists of substorm onsets that cover decades and are complimentary
to Wind's lifetime. 4. Conclusion We have described a new method of selecting AKR emission from the complex radio environment observed
by Wind, using a statistical measure of the variability of radio flux across the spin-axis-aligned Z antenna
during a spacecraft spin. Examination of individual spins and the flux density dynamic spectrograms during
a 30- day trajectory of Wind shows that the selection is effective at removing ubiquitous solar Type III bursts
from the data and isolating AKR (Figures 1 and 2). Although there are limitations at lower frequencies
as RFI and sources of high temporal variability from the local plasma can contaminate the selection, the
selection criterion employed here is based on a simple numeric threshold and can be readily applied to the
extensive data set of Wind. Here, we applied the AKR selection to Wind data for an interval overlapping
with the Earth flyby of the Cassini spacecraft. The Cassini data have previously been treated with a full GP
inversion (Lamy et al., 2010), but here they provide context for the sensitivity of radio observations to the
viewing position of the spacecraft. After considering the discrepancies between the viewing positions of the
two spacecraft during the period (Figures 3 and 4), the flux density dynamic spectrograms of the 30- day
period between Wind and Cassini are compared in Figure 5. This shows the expected reduction in observed
emission as Wind traverses the dayside and is no longer illuminated by the most intense AKR sources
located on the nightside. Examining the data more closely, we compare the flux density spectra of Wind
observations made from a comparable region to that of Cassini for the period and find that the general char-
acteristics of the AKR spectrum are reproduced well at frequencies
100E kHz. Figure 6 shows the broadening 18 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics Appendix A: Errors Due to Assumption of Source Direction As described in Section 2.2.2, we do not have an exact indicator of the AKR emission hemisphere and expect
that both LH and RH AKR will illuminate Wind during certain times is dependent on its viewing position. AKR source regions are known to be confined to nightside LT along high latitude magnetic field lines,
which allow the geographic or magnetic poles to be used as a reasonable assumption for the source center. While an appropriate pole could be chosen based on the sign of the spacecraft magnetic latitude, for exam-
ple, it is favourable to apply a consistent assumption to all observations for this general selection algorithm. Figure A1 shows the distribution of errors introduced by using the Earth's center over the poles. P
E
, the
apparent latitude of Wind when translating the ecliptic plane to either geographic pole, gives a proxy of the
geographic pole direction from Wind. From Equation 2, we compare the ratio
2
2
cos
cos
P
GSE
E
to characterize the
implicit error introduced here and find that the maximum value in the distribution is 1.2%. GSE
mplicit error introduced here and find that the maximum value in the distribution is 1.2%. 19 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure A1. Statistical characterization of the error implicit in the assumption of Earth's center as the direction of the
Auroral Kilometric Radiation (AKR) source. Presented data relates only to the 30- day period studied here and shows
the fraction of Wind observations that would be affected by a given error factor.
2
cos
GSE
E
is the term used in Equation 2,
while
2
cos
P
E
is the term calculated using the apparent latitude of Wind with respect to geographic poles. Figure A1. Statistical characterization of the error implicit in the assumption of Earth's center as the direction of the
Auroral Kilometric Radiation (AKR) source. Presented data relates only to the 30- day period studied here and shows
the fraction of Wind observations that would be affected by a given error factor.
2
cos
GSE
E
is the term used in Equation 2,
while
2
cos
P
E
is the term calculated using the apparent latitude of Wind with respect to geographic poles. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure B1. Comparing flux densities of a single Type III burst at comparable frequency channels between spacecraft
(left) and the resulting ratio between the two datasets from Wind, using the peak flux spectra from the Type III burst
(right). Included in the left panel are data derived from Wind using the calibration method described in Section 2.2.2
( Z
S , blue circles), modified to account for the change in radio source (see Appendix B), data from Cassini using a GP
inversion that treats Type III bursts (green crosses) and data from Wind using a similarly modified GP inversion at
the original 90 s resolution of the frequency channel (
T
III
E
S
), orange triangles. The panel on the right shows the ratio
Z
T
III
S
S
, where each data point is given by the ratio of the peak flux between data sets during DOY 240 18:00–18:30. The
gray, horizontal dashed line is at unity. Figure B1. Comparing flux densities of a single Type III burst at comparable frequency channels between spacecraft
(left) and the resulting ratio between the two datasets from Wind, using the peak flux spectra from the Type III burst
(right). Included in the left panel are data derived from Wind using the calibration method described in Section 2.2.2
( Z
S , blue circles), modified to account for the change in radio source (see Appendix B), data from Cassini using a GP
inversion that treats Type III bursts (green crosses) and data from Wind using a similarly modified GP inversion at
the original 90 s resolution of the frequency channel (
T
III
E
S
), orange triangles. The panel on the right shows the ratio
Z
T
III
S
S
, where each data point is given by the ratio of the peak flux between data sets during DOY 240 18:00–18:30. The
gray, horizontal dashed line is at unity. Figure B1 shows the comparison of calibrated flux densities for an example of a Type III burst observed by
Wind and Cassini during 1999 DOY 240. The Wind observations are given at different resolutions; the data
used here are averaged over the 3- min sweep, while the original resolution of each frequency channel is
retained in the data from the Type III GP inversion with Wind. Appendix B: Cross-Checking Flux Densities Using Type III Bursts Appendix B: Cross-Checking Flux Densities Using Type III Bursts As mentioned in Section 2.2.2, we initially compared the flux density resulting from Equation 2, derived
from the linear Z antenna, with those from a full GP inversion. Although the scaling factor that results from
this work is not applied, we retain the results here as a point of interest, given the observed discrepancies. We have access to results from a GP inversion that assumes the source parameters of a solar radio Type III
burst (namely that they are unpolarized) and utilizes the Wind/WAVES system such that the total flux den-
sity is retrieved. The S’ antenna, used explicitly to retrieve the degree of circular polarization, is thus ignored
in this inversion. To compare the fluxes from the Z antenna to GP fluxes, we must omit the
2
cos
E
term from
Equation 2 to reflect the fact that the source direction is no longer assumed to be at Earth, and the Type
III burst source region is sufficiently far enough away and close to the ecliptic plane that the Z antenna is
always perpendicular to the emission. Explicitly, the Z antenna is pre-calibrated using 1
2
Z
Z
P
GS
(B1) 1
2
Z
Z
P
GS (B1) for the observations presented in this section. The fluxes from the Type III inversion with Wind are derived
using a calibration from Zarka et al. (2004), which has since been corrected by a factor 2 by Zaslavsky
et al. (2011) and is accounted for here. The fluxes from the Type III inversion with Cassini are similarly
derived but have already accounted for this factor (Cecconi et al., 2017). for the observations presented in this section. The fluxes from the Type III inversion with Wind are derived
using a calibration from Zarka et al. (2004), which has since been corrected by a factor 2 by Zaslavsky
et al. (2011) and is accounted for here. The fluxes from the Type III inversion with Cassini are similarly
derived but have already accounted for this factor (Cecconi et al., 2017). 20 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics Journal of Geophysical Research: Space Physics The peak of the primary Type III burst at
272 kHz is seen close to 18:10 UT in this example, and while good agreement is seen between the Type III
GP inversions with Cassini and Wind, the Z antenna-calibrated data have an approximately constant offset
following the peak. By defining the bounding UT of the Type III burst as well as its frequency limits fol-
lowing visual examination of the relevant dynamic spectrogram, we can track the peak flux of the Type III
burst for each set of fluxes and produce a spectrum of the ratio
Z
T
III
S
E
S
, where Z
E
S is the flux from Equation B1 Figure B1 shows the comparison of calibrated flux densities for an example of a Type III burst observed by
Wind and Cassini during 1999 DOY 240. The Wind observations are given at different resolutions; the data
used here are averaged over the 3- min sweep, while the original resolution of each frequency channel is
retained in the data from the Type III GP inversion with Wind. The peak of the primary Type III burst at
272 kHz is seen close to 18:10 UT in this example, and while good agreement is seen between the Type III
GP inversions with Cassini and Wind, the Z antenna-calibrated data have an approximately constant offset
following the peak. By defining the bounding UT of the Type III burst as well as its frequency limits fol-
lowing visual examination of the relevant dynamic spectrogram, we can track the peak flux of the Type III
burst for each set of fluxes and produce a spectrum of the ratio
Z
T
III
S
E
S
, where Z
E
S is the flux from Equation B1 and
T
III
E
S
is the flux from the Type III GP inversion with Wind. The example in Figure B1 shows the entire
Wind/WAVES RAD1 spectrum, including the lower frequencies that the Type III emission does not reach
and showing the discrepancy between the two data below 70
E
kHz. While we do not explore it in detail, it
is interesting to note that the Cassini observations, derived with an inversion adapted to AKR sources, sees
good agreement with the Wind observations from the Type III inversion. 21 of 26 WATERS ET AL. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure B2. Journal of Geophysical Research: Space Physics The fact that the linear Z antenna observes calibrated fluxes
larger than those from two independent sets of observations using GP inversions with Wind and Cassini is
puzzling, but we do not explore the details for this here. Journal of Geophysical Research: Space Physics Spectrum of the average ratio between peak flux spectra for a total of 19 Type III bursts. As detailed
in section Appendix B, each Type III example is described by a start and end time as well as its frequency limits. A
spectrum is formed for each example by taking the ratio of the peak fluxes in each channel between the bounding times
(see text). The average spectrum shows the mean of the ratios of each frequency channel, with error bars showing the
standard error of the mean. Figure B2. Spectrum of the average ratio between peak flux spectra for a total of 19 Type III bursts. As detailed
in section Appendix B, each Type III example is described by a start and end time as well as its frequency limits. A
spectrum is formed for each example by taking the ratio of the peak fluxes in each channel between the bounding times
(see text). The average spectrum shows the mean of the ratios of each frequency channel, with error bars showing the
standard error of the mean. Figure B2. Spectrum of the average ratio between peak flux spectra for a total of 19 Type III bursts. As detailed
in section Appendix B, each Type III example is described by a start and end time as well as its frequency limits. A
spectrum is formed for each example by taking the ratio of the peak fluxes in each channel between the bounding times
(see text). The average spectrum shows the mean of the ratios of each frequency channel, with error bars showing the
standard error of the mean. Figure B2 shows the mean
Z
T
III
S
E
S
spectrum from a set of 19 Type III bursts. The uncertainties on the
cross-calibration spectrum are given by the standard error of the mean and show the better-constrained val-
ues at frequencies 50
E
kHz for which the majority of the selected Type III bursts are emitting. Z
T
III
S
E
S
tends T
III
to increase at the lowest frequencies, with the most pronounced increase seen at 20 kHz. This is likely due
to the inclusion of spurious emission from the visual examination, as well as the limited number of Type III
bursts (7) that were emitting at this frequency. Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure C1. Distribution of Z
E
values for all observations made at 272 kHz during the 30- day period studied here. The
black, vertical dashed line shows the value of the threshold (
0.1
Z
E
) chosen to select Auroral Kilometric Radiation
(AKR) data. Figure C1. Distribution of Z
E
values for all observations made at 272 kHz during the 30- day period studied here. The
black, vertical dashed line shows the value of the threshold (
0.1
Z
E
) chosen to select Auroral Kilometric Radiation
(AKR) data. Appendix C: Z Threshold Justification Figure C1 shows the distribution of Z
E
values observed at 272 kHz and during the 30- day period stud-
ied here. This frequency channel was chosen to present as it is a good representation of the typical peak
frequency of the AKR spectrum. Shown in the plot is the value used to select AKR data as described in
Section 2.3; at values lower than this the majority of the emission is found, with a strong Gaussian profile
centered roughly on
1.5
10
E
representing the majority of other emission such as Type III bursts and back-
ground sources, while at values higher than
1
10
E
, a second population is seen that contains AKR as well
as low frequency contaminants. While determining the exact Z
E
distribution of AKR observations for the
entire spectral range is out of the scope of this study, examinations of this metric at other frequencies exhibit
similar distributions that lend weight to this choice of the threshold. 22 of 26 WATERS ET AL. Appendix D: AKR Power Distributions With Spacecraft LT Figure D1 shows the distribution of integrated power observations (100–650 kHz) for each LT bin used
to compute the average values for Figure 7. From the top and bottom rows, corresponding mostly to LT
sectors that Wind traveled through on two, separate occasions, evidence can be seen that suggests that the
distributions are comprised of two separate events of AKR emission which differ in intensity, whether due
to intrinsic differences due to the current state of the magnetosphere or other effects. Some of the bins
exhibit two distributions that are separated by 6 orders of magnitude in some cases (e.g., 01–02 LT), as well
as non-Gaussian distributions (e.g., 08–09 LT). Applying the selection technique over a longer period will
remove some of these local effects and better characterize the statistical AKR power distribution with LT. Taking the mean of the distributions here gives an average that is skewed toward higher values and repre-
sents more closely the larger extreme of the total distribution of data, as seen by its position with respect to
the 75% quantile in most panels of Figure D1. The median of these distributions would be a more statistical-
ly rigorous measure of the average. Here, however, where the aim is to demonstrate the empirical selection
of AKR data and not to rigorously define the average AKR power of these observations with LT, the mean
is sufficient. WATERS ET AL. 23 of 26 Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Figure D1. Normalized histograms showing the distribution of log integrated power in each 1 hr local time (LT) bin used to create Figure 7. Each histogram
has black dashed and red dashed vertical lines to represent the median and lower and upper quartiles of the distributions, while the black dotted line shows the
mean. Figure D1. Normalized histograms showing the distribution of log integrated power in each 1 hr local time (LT) bin used to create Figure 7. Each histogram
has black dashed and red dashed vertical lines to represent the median and lower and upper quartiles of the distributions, while the black dotted line shows the
mean. Data Availability Statement The Cassini RPWS data from the GP inversion during the period studied here are included in Lamy
et al. (2010) and can be found online (https://doi.org/10.25935/5JFX-DH49 (Cecconi et al., 2017)). The data
used in this study can be found online (https://doi.org/10.25935/wxv0-vr90), as can the code used to cali-
brate and apply the AKR selection (https://github.com/WatersJE/WindWaves_AKR_calibration_selection). References Acknowledgments
J. E. Waters's work was supported by
the EPSRC Centre for Doctoral Training
in Next Generation Computational
Modelling Grant No. EP/L015382/1. C. M. Jackman's work is supported by the
Science Foundation Ireland Grant 18/
FRL/6199. D. K. Whiter was supported
by the Natural Environment Research
Council of the UK under grant NE/
S015167/1. The authors acknowledge
CNES (Centre National d'Etudes
Spatiales), CNRS (Centre National de la
Recherche Scientifique), and Observa-
toire de Paris for support to the Wind/
Waves team and the CDPP (Centre de
Données de la Physique des Plasmas)
for the provision of the Wind/Waves
RAD1 L2 data. The authors acknowl-
edge support from Paris Astronomical
Data Centre (PADC) for the preparation
and distribution of the data collection. Akasofu, S. I. (1964). The development of the auroral substorm. Planetary and Space Science, 12(4), 273–282. https://doi. org/10.1016/0032-0633(64)90151-5 Alexander, J. K., & Kaiser, M. L. (1976). Terrestrial kilometric radiation, 1. Spatial structure studies. Journal of Geophysical Research, 81(34),
5948–5956. https://doi.org/10.1029/ja081i034p05948 Anderson, R. R., Matsumoto, H., Hashimoto, K., Kojima, H., Kasaba, Y., Kaiser, M. L., et al. (2005). Geotail, polar, and wind observation
Auroral kilometric radiation. COSPAR Colloquia Series, 16(C), 205–219. https://doi.org/10.1016/S0964-2749(05)80032-0 Auroral kilometric radiation. COSPAR Colloquia Series, 16(C), 205 219. https://doi.org/10.1016/S0964 2749(05)80032 0
Bougeret, J. L., Kaiser, M. L., Kellogg, P. J., Manning, R., Goetz, K., Monson, S. J., et al. (1995). Waves: The radio and plasma wave investi-
gation on the wind spacecraft. Space Science Reviews, 71(1–4), 231–263. https://doi.org/10.1007/BF00751331
Cane, H. V. (1979). Spectra of the non-thermal radio radiation from the galactic polar regions. Monthly Notices of the Royal Astronomical
Society, 189(3), 465–478. https://doi.org/10.1093/mnras/189.3.465 q
,
( ),
p //
g/
/
(
)
Bougeret, J. L., Kaiser, M. L., Kellogg, P. J., Manning, R., Goetz, K., Monson, S. J., et al. (1995). Waves: The radio and plasma wave investi-
gation on the wind spacecraft. Space Science Reviews, 71(1–4), 231–263. https://doi.org/10.1007/BF00751331
Cane, H. V. (1979). Spectra of the non-thermal radio radiation from the galactic polar regions. Monthly Notices of the Royal Astronomical q
,
( ),
p
g
(
)
Bougeret, J. L., Kaiser, M. L., Kellogg, P. J., Manning, R., Goetz, K., Monson, S. J., et al. (1995). Waves: The radio and plasma wave investi-
gation on the wind spacecraft. Space Science Reviews, 71(1–4), 231–263. https://doi.org/10.1007/BF00751331 g
p
p
,
(
),
p //
g/
/
Cane, H. V. (1979). References Spectra of the non-thermal radio radiation from the galactic polar regions. Monthly Notices of the Royal Astronomical
Society, 189(3), 465–478. https://doi.org/10.1093/mnras/189.3.465 Cecconi, B. (2019). Polarization in low frequency radio astronomy (Vol. 1–26). Retrieved from http://arxiv.org/abs/1901.03599
Cecconi, B., Lamy, L., & Zarka, P. (2017). Cassini/rpws/hfr lesia/kronos n3d data collection (version 1.0) [data set]. PADC. https://doi. org/10.25935/5JFX-DH49 Cecconi, B., & Zarka, P. (2005). Direction finding and antenna calibration through analytical inversion of radio measurements performed
using a system of two or three electric dipole antennas on a three-axis stabilized spacecraft. Radio Science, 40(3), 1–20. https://doi. org/10.1029/2004RS003070 Dulk, G. A., Erickson, W. C., Manning, R., & Bougeret, J.-L. (2001). Calibration of low-frequency radio telescopes using the galactic back-
ground radiation. Astronomy and Astrophysics, 365(2), 294–300. https://doi.org/10.1051/0004-6361:20000006 Gallagher, D. L., & Gurnett, D. A. (1979). Auroral kilometric radiation: Time-averaged source location. Journal of Geophysical Resea
84(A11), 6501–6509. https://doi.org/10.1029/JA084iA11p06501 llagher, D. L., & Gurnett, D. A. (1979). Auroral kilometric radiation: Time-averaged source location. Journal of Geophysical Research,
84(A11), 6501–6509. https://doi.org/10.1029/JA084iA11p06501 Green, J. L. (2004). Seasonal and solar cycle dynamics of the auroral kilometric radiation source region. Journal of Geophysical Research,
109(A5), A05223. https://doi.org/10.1029/2003ja010311 WATERS ET AL. WATERS ET AL. 24 of 26 Journal of Geophysical Research: Space Physics Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Green, J. L., Gurnett, D. A., & Shawhan, S. D. (1977). The angular distribution of auroral kilometric radiation. Journal of Geophysical Re-
search, 82(13), 1825–1838. https://doi.org/10.1029/ja082i013p01825 Green, J. L., Gurnett, D. A., & Shawhan, S. D. (1977). The angular distribution of auroral kilometric radiation. Journal of Geophysical Re-
search, 82(13), 1825–1838. https://doi.org/10.1029/ja082i013p01825 Gurnett, D. A. (1974). The Earth as a radio source: Terrestrial kilometric radiation. Journal of Geophysical Research, 79(28), 4227–4238. https://doi.org/10.1029/ja079i028p04227 Gurnett, D. A. (1974). The Earth as a radio source: Terrestrial kilometric radiation. Journal of Geophysical Research, 79(28), 4227–4238. https://doi.org/10.1029/ja079i028p04227 Hanasz, J., Panchenko, M., De Feraudy, H., Schreiber, R., & Mogilevsky, M. M. (2003). Occurrence distributions of the auroral kilometri
diation ordinary and extraordinary wave modes. Journal of Geophysical Research, 108(A11), 1408. https://doi.org/10.1029/2002JA009 Hanasz, J., Panchenko, M., De Feraudy, H., Schreiber, R., & Mogilevsky, M. M. (2003). Occurrence distributions of the auroral kilometric ra-
diation ordinary and extraordinary wave modes. Journal of Geophysical Research, 108(A11), 1408. https://doi.org/10.1029/2002JA009579
Hillan, D. S., Cairns, I. H., Robinson, P. A., & Mohamed, A. (2010). Prediction of background levels for the wind waves instrument and im-
plications for the galactic background radiation. Journal of Geophysical Research, 115(A6), 1–11. https://doi.org/10.1029/2009ja014714
Juusola, L., Østgaard, N., Tanskanen, E., Partamies, N., & Snekvik, K. (2011). Earthward plasma sheet flows during substorm phases. Journal of Geophysical Research 116(A10) A10228 https://doi org/10 1029/2011JA016852 diation ordinary and extraordinary wave modes. Journal of Geophysical Research, 108(A11), 1408. https://doi.org/10.1029/2002JA009579
Hillan, D. S., Cairns, I. H., Robinson, P. A., & Mohamed, A. (2010). Prediction of background levels for the wind waves instrument and im-
plications for the galactic background radiation. Journal of Geophysical Research, 115(A6), 1–11. https://doi.org/10.1029/2009ja014714
Juusola, L., Østgaard, N., Tanskanen, E., Partamies, N., & Snekvik, K. (2011). Earthward plasma sheet flows during substorm phases. Hillan, D. S., Cairns, I. H., Robinson, P. A., & Mohamed, A. (2010). Prediction of background levels for the wind waves instrument and im-
plications for the galactic background radiation. Journal of Geophysical Research, 115(A6), 1–11. https://doi.org/10.1029/2009ja014714 p
g
g
f
p y
p
g
j
Juusola, L., Østgaard, N., Tanskanen, E., Partamies, N., & Snekvik, K. (2011). Earthward plasma sheet flows during substorm phases. Journal of Geophysical Research, 116(A10), A10228. https://doi.org/10.1029/2011JA016852 Juusola, L., Østgaard, N., Tanskanen, E., Partamies, N., & Snekvik, K. (2011). Earthward plasma sheet flows during substorm ph
Journal of Geophysical Research, 116(A10), A10228. https://doi.org/10.1029/2011JA016852 Kaiser, M. Journal of Geophysical Research: Space Physics A., & Sigwarth, J. B. (2011). Simultaneous radio and optical observations of
auroral structures: Implications for AKR beaming. Journal of Geophysical Research, 116(12), 1–9. https://doi.org/10.1029/2011JA017168
Meyer Vernet N Hoang S Issautier K Maksimovic M Manning R Moncuquet M & Stone R (1998) Measuring plasma parame p
g
f
p y
(
)
p
g
Meyer-Vernet, N., Hoang, S., Issautier, K., Maksimovic, M., Manning, R., Moncuquet, M., & Stone, R. (1998). Measuring plasma pa
ters with thermal noise spectroscopy. Measurement Techniques in Space Plasmas. Meyer-Vernet, N., Issautier, K., & Moncuquet, M. (2017). Quasi-thermal noise spectroscopy: The art and the practice. Journal of Geophysi-
cal Research: Space Physics, 122(8), 7925–7945. https://doi.org/10.1002/2017JA024449 Meyer-Vernet, N., Issautier, K., & Moncuquet, M. (2017). Quasi-thermal noise spectroscop
cal Research: Space Physics, 122(8), 7925–7945. https://doi.org/10.1002/2017JA024449 g
Meyer-Vernet, N., & Perche, C. (1989). Tool kit for antennae and thermal noise near the plasma frequency. Journal of Geophysical Research,
94(A3), 2405. https://doi.org/10.1029/ja094ia03p02405 Morioka, A., Miyoshi, Y., Kurita, S., Kasaba, Y., Angelopoulos, V., Misawa, H., & McFadden, J. P. (2013). Universal time control of
AKR: Earth is a spin-modulated variable radio source. Journal of Geophysical Research: Space Physics, 118(3), 1123–1131. https://doi. org/10.1002/jgra.50180 Morioka, A., Miyoshi, Y., Tsuchiya, F., Misawa, H., Kasaba, Y., Asozu, T., & Reinisch, B. W. (2011). On the simultaneity of substorm
between two hemispheres. Journal of Geophysical Research, 116(4), A04211. https://doi.org/10.1029/2010JA016174 orioka, A., Miyoshi, Y., Tsuchiya, F., Misawa, H., Sakanoi, T., Yumoto, K., & Donovan, E. F. (2007). Dual structure of auroral acceleration
regions at substorm onsets as derived from auroral kilometric radiation spectra. Journal of Geophysical Research, 112(6), 1–13. https://
doi.org/10.1029/2006JA012186 Mutel, R. L., Christopher, I. W., & Pickett, J. S. (2008). Cluster multispacecraft determination of AKR angular beaming. Geophysical Re-
search Letters, 35(7), 1–6. https://doi.org/10.1029/2008GL033377 Mutel, R. L., Gumett, D. A., Christopher, I. W., Pickett, J. S., & Schlax, M. (2003). Locations of auroral kilometric radiation bursts inferred
from multispacecraft wideband Cluster VLBI observations. 1: Description of technique and initial results. Journal of Geophysical Re-
search, 108(A11), 1–13. https://doi.org/10.1029/2003JA010011 Mutel, R. L., Gurnett, D. A., & Christopher, I. W. (2004). Spatial and temporal properties of AKR burst emission derived from Cluster W
VLBI studies. Annales Geophysicae, 22(7), 2625–2632. https://doi.org/10.5194/angeo-22-2625-2004 Novaco, J. C., & Brown, L. W. (1978). Nonthermal galactic emission below 10 megahertz. The Astrophysical Journal, 221(A6), 114. http
doi.org/10.1086/156009 Panchenko, M. (2003). Direction finding of AKR sources with three orthogonal antennas. Radio Science, 38(6), 1099. Journal of Geophysical Research: Space Physics L., & Alexander, J. K. (1977). Terrestrial kilometric radiation III: Average spectral properties. Journal of Geophysical Resea
22, 82. Kaiser, M. L., Alexander, J. K., Riddle, A. C., Pearce, J. B., & Warwick, J. W. (1978). Direct measurements by Voyagers 1 and 2 of the po
zation of terrestrial kilometric radiation. Geophysical Research Letters, 5(10), 857–860. https://doi.org/10.1029/gl005i010p00857 Kaiser, M. L., Alexander, J. K., Riddle, A. C., Pearce, J. B., & Warwick, J. W. (1978). Direct measurements by Voyagers 1 and 2 of the polari-
zation of terrestrial kilometric radiation. Geophysical Research Letters, 5(10), 857–860. https://doi.org/10.1029/gl005i010p00857 Kasaba, Y., Matsumoto, H., Hashimoto, K., & Anderson, R. R. (1997). The angular distribution of auroral kilometric radiation observe
the GEOTAIL spacecraft. Geophysical Research Letters, 24(20), 2483–2486. https://doi.org/10.1029/97gl02599 Kasaba, Y., Matsumoto, H., Hashimoto, K., & Anderson, R. R. (1997). The angular distribution of auroral kilometric radiation observed by
the GEOTAIL spacecraft. Geophysical Research Letters, 24(20), 2483–2486. https://doi.org/10.1029/97gl02599 Kepko, L., McPherron, R. L., Amm, O., Apatenkov, S., Baumjohann, W., Birn, J., & Sergeev, V. (2015). Substorm current wedge revis
Space Science Reviews, 190(1–4), 1–46. https://doi.org/10.1007/s11214-014-0124-9 Kepko, L., McPherron, R. L., Amm, O., Apatenkov, S., Baumjohann, W., Birn, J., & Se
Space Science Reviews, 190(1–4), 1–46. https://doi.org/10.1007/s11214-014-0124-9 Kimura, T., Lamy, L., Tao, C., Badman, S. V., Kasahara, S., Cecconi, B., & Fujimoto, M. (2013). Long-term modulations of Saturn's aur
radio emissions by the solar wind and seasonal variations controlled by the solar ultraviolet flux. Journal of Geophysical Research: S
Physics, 118(11), 7019–7035. https://doi.org/10.1002/2013JA018833 radio emissions by the solar wind and seasonal variations controlled by the solar ultraviolet flux. Journal of Geophysical Research: Space
Physics, 118(11), 7019–7035. https://doi.org/10.1002/2013JA018833
Krupar V Maksimovic M
Kontar E P Zaslavsky A
Santolik O Soucek J & Szabo A (2018) Interplanetary type III bursts and Physics, 118(11), 7019 7035. https://doi.org/10.1002/2013JA018833
Krupar, V., Maksimovic, M., Kontar, E. P., Zaslavsky, A., Santolik, O., Soucek, J., & Szabo, A. (2018). Interplanetary type III bursts and
l
t
d
it fl
t
ti
i
th
l
i d Th A
h
i
l J
l 857(2) 82 htt
//d i
/10 3847/1538 4357/
b60f Krupar, V., Maksimovic, M., Kontar, E. P., Zaslavsky, A., Santolik, O., Soucek, J., & Szabo, A. (2018). Interplanetary type III bursts
electron density fluctuations in the solar wind. The Astrophysical Journal, 857(2), 82. https://doi.org/10.3847/1538-4357/aab60f electron density fluctuations in the solar wind. The Astrophysical Journal, 857(2), 82. Journal of Geophysical Research: Space Physics https://doi.org/10.3847/1538 4357/aab60f
Lamy, L., Zarka, P., Cecconi, B., Hess, S., & Prangé, R. (2008). Modeling of Saturn kilometric radiation arcs and equatorial shadow zone. Journal of Geophysical Research, 113(10), 1–10. https://doi.org/10.1029/2008JA013464 y
p y
p
g
Lamy, L., Zarka, P., Cecconi, B., Hess, S., & Prangé, R. (2008). Modeling of Saturn kilometric radiation arcs and equatorial shadow z
(
) Lamy, L., Zarka, P., Cecconi, B., Hess, S., & Prangé, R. (2008). Modeling of Saturn kilometric
Journal of Geophysical Research, 113(10), 1–10. https://doi.org/10.1029/2008JA013464 L., Zarka, P., Cecconi, B., Hess, S., & Prangé, R. (2008). Modeling of Saturn kilometric radiation arcs and equatorial shadow zone. nal of Geophysical Research, 113(10), 1–10. https://doi.org/10.1029/2008JA013464 y
g
g
q
Journal of Geophysical Research, 113(10), 1–10. https://doi.org/10.1029/2008JA013464 Lamy, L., Zarka, P., Cecconi, B., & Prangé, R. (2010). Auroral kilometric radiation diurnal, semidiurnal, and shorter-term modulations
disentangled by Cassini. Journal of Geophysical Research, 115(A9), A09221. https://doi.org/10.1029/2010ja015434 Lamy, L., Zarka, P., Cecconi, B., Prangé, R., Kurth, W. S., & Gurnett, D. A. (2008). Saturn kilometric radiation: Average and statistical p
erties. Journal of Geophysical Research, 113(A7), A07201. https://doi.org/10.1029/2007ja012900 Lamy, L., Zarka, P., Cecconi, B., Prangé, R., Kurth, W. S., & Gurnett, D. A. (2008). Saturn kilometri
erties. Journal of Geophysical Research, 113(A7), A07201. https://doi.org/10.1029/2007ja01290 Liou, K. (2002). Magnetic dipolarization with substorm expansion onset. Journal of Geophysical Research, 107(A7), 1131. https://
org/10.1029/2001ja000179 Liou, K., Meng, C.-I., Lui, A. T. Y., Newell, P. T., & Anderson, R. R. (2000). Auroral kilometric radiation at substorm onset. Journal of
physical Research, 105(A11), 25325–25331. https://doi.org/10.1029/2000ja000038 Manning, R., & Fainberg, J. (1980). A new method of measuring radio source parameters of a partially polarized distributed source f
spacecraft observations. Space Science Instrumentation, 5, 161–181. McPherron, R. L., Russell, C. T., & Aubry, M. P. (1973). Satellite studies of magnetospheric substorms on August 15, 1968: 9. P
logical model for substorms. Journal of Geophysical Research, 78(16), 3131–3149. https://doi.org/10.1029/ja078i016p03131 Menietti, J. D., Mutel, R. L., Christopher, I. W., Hutchinson, K. A., & Sigwarth, J. B. (2011). Simultaneous radio and optical obs
auroral structures: Implications for AKR beaming Journal of Geophysical Research 116(12) 1 9 https://doi org/10 1029/20 Menietti, J. D., Mutel, R. L., Christopher, I. W., Hutchinson, K. A., & Sigwarth, J. B. (2011). Simultaneous radio and optical observations of
auroral structures: Implications for AKR beaming. Journal of Geophysical Research, 116(12), 1–9. https://doi.org/10.1029/2011JA017168 Menietti, J. D., Mutel, R. L., Christopher, I. W., Hutchinson, K. Journal of Geophysical Research: Space Physics https://
org/10.1029/2003rs002929 Panchenko, M., Khodachenko, M. L., Kislyakov, A. G., Rucker, H. O., Hanasz, J., Kaiser, M. L., & Goetz, K. (2009). Daily variations of auro-
ral kilometric radiation observed by STEREO. Geophysical Research Letters, 36(6), 2–5. https://doi.org/10.1029/2008gl037042 Pulupa, M., Bale, S. D., Badman, S. T., Bonnell, J. W., Case, A. W., de Wit, T. D., & Whittlesey, P. (2019). Statistics and polarization of
type III radio bursts observed in the inner heliosphere. The Astrophysical Journal — Supplement Series, 246(2), 49. https://doi. org/10.3847/1538-4365/ab5dc0 g
Reiner, M. J., Fainberg, J., Kaiser, M. L., & Bougeret, J. L. (2007). Circular polarization observed in interplanetary type III radio storms. Solar Physics, 241(2), 351–370. https://doi.org/10.1007/s11207-007-0277-8 WATERS ET AL. 25 of 26 Zhao, W., Liu, S., Zhang, S., Zhou, Q., Yang, C., He, Y., & Xiao, F. (2019). Global occurrences of auroral kilometric radiation related t
prathermal electrons in radiation belts. Geophysical Research Letters, 2, 7230–7236. https://doi.org/10.1029/2019GL083944 ue, J.-H., Song, P., Russell, C. T., Steinberg, J. T., Chao, J. K., Zastenker, G., & Kawano, H. (1998). Magnetopause location under extreme
solar wind conditions. Journal of Geophysical Research, 103(A8), 17691–17700. https://doi.org/10.1029/98ja01103 u, D. J., Chao, J. K., & Lepping, R. P. (2000). Interaction between an interplanetary magnetic cloud and the Earth's magnetosphere: Mo-
tions of the bow shock. Journal of Geophysical Research, 105(A6), 12627–12638. https://doi.org/10.1029/1999ja000265 Zaslavsky, A., Meyer-Vernet, N., Hoang, S., Maksimovic, M., & Bale, S. D. (2011). On the antenna calibration of space radio in
ments using the galactic background: General formulas and application to stereo/waves. Radio Science, 46(2), 1–7. https:/
org/10.1029/2010RS004464 f
p y
p
g
j
ots, G. R., Gurnett, D. A., & Akasofu, S. I. (1977). Auroral kilometric radiation as an indicator of auroral magnetic disturbances. Journal
of Geophysical Research, 82(16), 2259–2266. https://doi.org/10.1029/ja082i016p02259 rka, P., Cecconi, B., & Kurth, W. S. (2004). Jupiter's low-frequency radio spectrum from cassini/radio and plasma wave science (RPWS)
absolute flux density measurements. Journal of Geophysical Research, 109(A9), 1–18. https://doi.org/10.1029/2003ja010260 Wu, C. S., & Lee, L. C. (1979). A theory of the terrestrial kilometric radiation. The Astrophysical Journal, 230, 621. https://doi.
org/10.1086/157120 hreiber, R., Panchenko, M., Hanasz, J., Mutel, R., & Christopher, I. (2017). Beaming of intense AKR seen from the Interball-2 spacecraft.
Journal of Geophysical Research: Space Physics, 122(1), 249–257. https://doi.org/10.1002/2015JA022197 Shue, J.-H., Song, P., Russell, C. T., Steinberg, J. T., Chao, J. K., Zastenker, G., & Kawano, H. (1998). Magnetopause location under
l
i d
di i
J
l f G
h
i
l R
h 103(A8) 1 691 1
00 h
//d i
/10 1029/98j 01103 Journal of Geophysical Research: Space Physics 10.1029/2021JA029425 Schreiber, R., Panchenko, M., Hanasz, J., Mutel, R., & Christopher, I. (2017). Beaming of intense AKR seen from the Interball-2 spacecraft. Journal of Geophysical Research: Space Physics, 122(1), 249–257. https://doi.org/10.1002/2015JA022197 f
p y
p
g
j
p
Wu, C. S., & Lee, L. C. (1979). A theory of the terrestrial kilometric radiation. The Astrophysical Journal, 230, 621. https://doi. org/10.1086/157120 Zhao, W., Liu, S., Zhang, S., Zhou, Q., Yang, C., He, Y., & Xiao, F. (2019). Global occurrences of auroral kilometric radiation related to su-
prathermal electrons in radiation belts. Geophysical Research Letters, 2, 7230–7236. https://doi.org/10.1029/2019GL083944 WATERS ET AL. 26 of 26
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Kirchhoff Biharmonic System with Choquard Nonlinearity and Singular Weights
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Asian Journal of Mathematics and Computer Research Asian Journal of Mathematics and Computer Research Volume 31, Issue 2, Page 8-28, 2024; Article no.AJOMCOR.12012 Volume 31, Issue 2, Page 8-28, 2024; Article no.AJOMCOR.12012
ISSN: 2456-477X KirchhoffBiharmonic System with
Choquard Nonlinearity and Singular
Weights aSchool of Mathematics and Statistics, Southwest University, 400715, China. p
y
This journal follows the Advanced Open Peer Review policy. Identity of the Reviewers, Editor(s) and
additional Reviewers, peer review comments, different versions of the manuscript, comments of the editors, etc
are available here:
https://prh.ikprress.org/review-history/12012 Received: 20/01/2024
Accepted: 27/03/2024
Published: 08/04/2024 Received: 20/01/2024
Accepted: 27/03/2024
Original Research Article
Published: 08/04/2024 Original Research Article *Corresponding author: E-mail: wuwuluying@163.com; *Corresponding author: E-mail: wuwuluying@163.com; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024 Abstract The aim of this paper is to find the existence of solutions for the following Kirchhofftype biharmonic system
with exponential nonlinearity and singular weights
m
∥u∥2 + ∥v∥2
∆2u =
h
Iµ ∗F (x,u,v)
|x|α
i
f1(x,u,v)
|x|α
in
Ω;
m
∥u∥2 + ∥v∥2
∆2v =
h
Iµ ∗F (x,u,v)
|x|α
i
f2(x,u,v)
|x|α
in
Ω;
u = 0,
v = 0,
∇u = 0,
∇v = 0
on
∂Ω, where Ωis a bounded domain in R4 containing the origin with smooth boundary, µ ∈(0, 4), 0 < α <
µ
2 ,
Iµ(x) =
1
|x|4−µ , m is a Kirchhofftype function, ∥u∥2 =
R
Ω|∆u|2dx, fi behaves like eβ0s2 when |s| →∞for
some β0 > 0, and there is C1 function F : R2 →R such that
∂F (x,u,v)
∂u
, ∂F (x,u,v)
∂v
= (f1(x, u, v), f2(x, u, v)). We establish sufficient conditions for the solutions of the above system by using variational methods with
Adams inequality. *Corresponding author: E-mail: wuwuluying@163.com; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024 Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Keywords: Biharmonic equation; Kirchhofftype system; choquard nonlinearity; critical exponential growth. 2010 Mathematics Subject Classification: 35J35, 35B33. Keywords: Biharmonic equation; Kirchhofftype system; choquard nonlinearity; critical exponential growth. 1
Introduction In this paper, we are concerned with the existence of solutions for the following biharmonic Kirchhoffsystem
with exponential nonlinearity and singular weights
m
∥u∥2 + ∥v∥2
∆2u =
h
Iµ ∗F (x,u,v)
|x|α
i
f1(x,u,v)
|x|α
in
Ω;
m
∥u∥2 + ∥v∥2
∆2v =
h
Iµ ∗F (x,u,v)
|x|α
i
f2(x,u,v)
|x|α
in
Ω;
u = 0,
v = 0,
∇u = 0,
∇v = 0
on
∂Ω,
(1.1) (1.1) where Ωis a bounded domain in R4 containing the origin with smooth boundary, µ ∈(0, 4), 0 < α < µ
2 , and
∥u∥2 =
R
Ω|∆u|2dx. Iµ is defined as Iµ(x) =
1
|x|4−µ . m : R+ →R+ is a Kirchhofftype function. F satisfies
suitable growth assumptions and f1 = ∂F
∂u , f2 = ∂F
∂v . where Ωis a bounded domain in R4 containing the origin with smooth boundary, µ ∈(0, 4), 0 < α < µ
2 , and
∥u∥2 =
R
Ω|∆u|2dx. Iµ is defined as Iµ(x) =
1
|x|4−µ . m : R+ →R+ is a Kirchhofftype function. F satisfies
suitable growth assumptions and f1 = ∂F
∂u , f2 = ∂F
∂v . Problems involving biharmonic equations have been studied extensively by many researchers until now. For
instance, Rani and Goyal in [1] considered the following biharmonic critical Choquard equation: Problems involving biharmonic equations have been studied extensively by many researchers until now. For
instance, Rani and Goyal in [1] considered the following biharmonic critical Choquard equation:
∆2u = λf(x)|u|q−2u + g(x)
R
Ω
g(y)|u(y)|2∗
α
|x−y|α
dy
|u|2∗
α−2u,
in Ω;
u = 0, ∇u = 0,
on ∂Ω,
(1.2) (1.2) where Ωis a bounded domain in RN (N ≥5) with smooth boundary, 1 < q < 2, 0 < α < N, 2∗
α =
2N−α
N−4
and f, g : ¯Ω→R are continuous sign-changing weight functions. They proved the existence of two nontrivial
solutions for the problem (1.2) in a suitable range of λ. Specifically the readers expressing an interest in the
above part we refer to [2, 3, 4, 5, 6, 7] and the references therein for the existence and multiplicity of solutions
for biharmonic equations. 1
Introduction 8-28, 2024; Article no.AJOMCOR.12012 where ζn,m is sharp and given by where ζn,m is sharp and given by where ζn,m is sharp and given by ζn,m =
n
ωn−1
πn/22mΓ( m+1
2 )
Γ( n−m+1
2
)
n
n−m
when m is odd,
n
ωn−1
πn/22mΓ( m
2 )
Γ( n−m
2
)
n
n−m
when m is even. when m is odd, when m is even. And the symbol ∇mu denotes the mth-order gradient of u and is defined as ∇mu =
(
∇∆(m−1)/2u;
if m is odd,
∆(m)/2u;
if m is even, if m is even, where ∆and ∇denote the usual Laplacian and gradient operators respectively. With regard to the problem
(1.1) in this paper, we consider the case m = 2, n = 4, and we will use the following inequality [11]: sup
u∈H2
0 (Ω),∥∆u∥L2(Ω)≤1
Z
Ω
exp
β|u|2
dx < ∞,
for all 0 < β ≤32π2, Ω⊂R4. Moreover, in the case n = 4, m = 2, we say that f(t) has critical exponential growth at infinity if there exists
β0 > 0 such that lim
|t|→∞
|f(t)|
eβt2
= 0,
for all
β > β0;
and
lim
|t|→∞
|f(t)|
eβt2
= ∞,
for all
β < β0. At this point, if Ωis a smooth bounded domain in R4, in [12], Robert and Struwe considered the biharmonic
equations involving critical exponential growth
∆2uϵ = λuϵe32π2u2
ϵ,
in Ω;
uϵ = ∂uϵ
∂n = 0,
on ∂Ω,
uϵ = ∂uϵ
∂n = 0,
on ∂Ω, where λ ∈R. They described the asymptotics of uϵ as ϵ →0, supposing that uϵ →0 weakly in a suitable
space H2
2,0(Ω) when supΩuϵ →∞. As for the whole Euclidean space R4, we refer the reader to [13, 14] for the
existence results on biharmonic equations with critical exponential nonlinearities. where λ ∈R. They described the asymptotics of uϵ as ϵ →0, supposing that uϵ →0 weakly in a suitable
space H2
2,0(Ω) when supΩuϵ →∞. As for the whole Euclidean space R4, we refer the reader to [13, 14] for the
existence results on biharmonic equations with critical exponential nonlinearities. 1
Introduction where Ωis a bounded domain in RN (N ≥5) with smooth boundary, 1 < q < 2, 0 < α < N, 2∗
α =
2N−α
N−4
and f, g : ¯Ω→R are continuous sign-changing weight functions. They proved the existence of two nontrivial
solutions for the problem (1.2) in a suitable range of λ. Specifically the readers expressing an interest in the
above part we refer to [2, 3, 4, 5, 6, 7] and the references therein for the existence and multiplicity of solutions
for biharmonic equations. Biharmonic equations involving critical exponential nonlinearities have been also investigated recently. In fact,
let Ωbe a smooth bounded domain in Rn, we know the classical Sobolev space embedding shows that W 1,p
0
(Ω) ,→L¯p(Ω)
if n > p, where ¯p =
np
n −p. W 1,p
0
(Ω) ,→L¯p(Ω)
if n > p, where ¯p =
np
n −p. As for n = p, we say W 1,n
0
(Ω) ,→Ls(Ω) for all 1 ≤s < ∞, however L∞(Ω) does not hold. Later, Pohozaev[8]
and Trudinger[9] found the function φ(t) = e|t|
n
n−1 −1 such that sup
∥u∥W 1,n
0
(Ω)≤1
Z
Ω
φ(u)dx < ∞. Then Moser in [10] further improved the above result and obtained the following inequality Then Moser in [10] further improved the above result and obtained the following inequality sup
∥u∥W 1,n
0
(Ω)≤1
Z
Ω
exp
β|u|
n
n−1
dx < ∞,
u ∈W 1,n
0
(Ω),
if and only if β ≤βn, sup
u∥W 1,n(Ω)≤1
Z
Ω
exp
β|u|
n
n−1
dx < ∞,
u ∈W 1,n
0
(Ω),
if and only if β ≤βn, where Ω⊂Rn is a bounded domain, βn = nω
1
n−1
n
and ωn is the surface area for unit ball of Rn. After that,
Adams [11] extended this result to higher order Sobolev spaces. That is, let Ωbe a bounded domain in Rn and
n, m ∈N satisfying m < n, then for all 0 ≤ζ ≤ζn,m and u ∈W
m, n
m
0
(Ω), it follows that sup
∥∇mu∥
L
n
m (Ω)
≤1
Z
Ω
exp
ζ|u|
n
n−m
dx < ∞, 9 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 1
Introduction Due to the nonlocal term m
∥u∥2 + ∥v∥2
, Kirchhoffproblems were firstly mentioned in 1883 by Kirchhoff, see
[15], which the typical equation is known as follows ρ∂2u
∂t2 −
P0
h + E
2L
Z L
0
∂u
∂x
2
dx
! ∂2u
∂x2 = g(x, u), where ρ is the mass density, P0 is the inital tension, h is the area of cross-section, E is the Young modulus of
the material and L is the length of the string. Besides this, some problems concerning the nonlocal term are
also applied in various fields, mostly in biological and physical domains. The readers interested in these aspects
we refer to the articles [16, 17, 18, 19]. Actually new problems involved with Kirchhofftype emerged from
the above researches and authors obtained the existence results of solutions for the Kirchhofftype equations
involving critical exponential nonlinearities via variational methods. In relation to Kirchhoffproblems, the
existence and multiplicity of solutions for elliptic equations inolving critical exponential nonlinearity can be
found in the literatures [20, 21] and a class of elliptic equations with a small nonhomogeneous term was studied
in the articles [22, 23, 24] in a bounded domain of R2. For biharmonic equations we refer to [25, 26] in the whole
Euclidean space R4. where ρ is the mass density, P0 is the inital tension, h is the area of cross-section, E is the Young modulus of
the material and L is the length of the string. Besides this, some problems concerning the nonlocal term are
also applied in various fields, mostly in biological and physical domains. The readers interested in these aspects
we refer to the articles [16, 17, 18, 19]. Actually new problems involved with Kirchhofftype emerged from
the above researches and authors obtained the existence results of solutions for the Kirchhofftype equations
involving critical exponential nonlinearities via variational methods. In relation to Kirchhoffproblems, the
existence and multiplicity of solutions for elliptic equations inolving critical exponential nonlinearity can be
found in the literatures [20, 21] and a class of elliptic equations with a small nonhomogeneous term was studied
in the articles [22, 23, 24] in a bounded domain of R2. For biharmonic equations we refer to [25, 26] in the whole
Euclidean space R4. Another common nonlocal problem is the Choquard nonlinear term. 1
Introduction Later, L¨u [27] studied the non-degenerate
Choquard equation with Kirchhofffunction in R3 and obatined the ground state solution via the method of Nehari
manifold. Meanwhile, Arora et al. in [28] established the existence of solutions for the Kirchhoff-Choquard type 10 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 problem involving critical exponential nonlinearities by using the Mountain-pass theorem and the boundness
of the corresponding Palais-Smale sequence. We recall that the existence solutions for the nonlinear Choquard
N-Laplacian equation in a bounded domain of RN can be found in [28], and for the polyharmonic problem we
refer to [29, 30]. problem involving critical exponential nonlinearities by using the Mountain-pass theorem and the boundness
of the corresponding Palais-Smale sequence. We recall that the existence solutions for the nonlinear Choquard
N-Laplacian equation in a bounded domain of RN can be found in [28], and for the polyharmonic problem we
refer to [29, 30]. Recently, applications of system involving critical exponential nonlinearity had attracted many researchers to
join in this field. In [31], Arora et al. infered the relevant Adams-Moser inequality in W
m, n
m
0
(Ω) × W
m, n
m
0
(Ω). And they established the existence solutions for the following Kirchhoffsystem by using the method of Nehari
manifold
−m
R
Ω|∇u|ndx
∆nu =
R
Ω
F (y,u,v)
|x−y|µ dy
f1(x, u, v), u > 0
in
Ω;
−m
R
Ω|∇v|ndx
∆nv =
R
Ω
F (y,u,v)
|x−y|µ dy
f2(x, u, v), v > 0
in
Ω;
u = 0,
v = 0,
on
∂Ω, where Ωis a bounded domain, n ≥2, 0 < µ < n, m : R+ →R+ is a continuous function, ∆nu :=
div(|∇u|n−2∇u), F satisfies suitable growth assumptions and f1 =
∂F
∂u , f1 =
∂F
∂v . Furthermore, in [23], the
authors extended to k(∈N) equations for singular Trudinger-Moser growth in Ωwhich is a smooth bounded
domain in R2 containing the origin with smooth boundary. And they obtained the multiplicity of solutions of
the following elliptic Kirchhoffsystem
−m
Pk
i=1(
R
Ω|∇uj|2dx)
∆u = fi(x,u1,...,uk)
|x|β
+ εhi(x)
in
Ω; i = 1..., k,
u1 = u2 = ... 1
Introduction = uk = 0,
on
∂Ω, where β ∈[0, 2), m is a continuous function, fi behaves like eα0s2 when |s| →∞for some α0 > 0, and there is
C1 function F : Ω× Rk →R such that
∂F
∂u1 , ..., ∂F
∂uk
= (f1, ..., fk), hi ∈((H1
0(Ω))∗, ∥· ∥∗), ε is a small positive
parameter. We also refer to [21] for Kirchhofftype elliptic system involving critical exponential growth. where β ∈[0, 2), m is a continuous function, fi behaves like eα0s2 when |s| →∞for some α0 > 0, and there is
C1 function F : Ω× Rk →R such that
∂F
∂u1 , ..., ∂F
∂uk
= (f1, ..., fk), hi ∈((H1
0(Ω))∗, ∥· ∥∗), ε is a small positive
parameter. We also refer to [21] for Kirchhofftype elliptic system involving critical exponential growth. Motivated by the above results, in this paper, we consider the existence of solutions for the Kirchhofftype
biharmonic system (1.1). Then the Kirchhoffterm is a difficulty which implies that the equation in problem (1.1)
is no longer a pointwise identity. It means that we need to overcome the lack of compactness due to Choquard
nonlinearity involving critical exponential growth as well as the Kirchhoffterm. Especially important, we firstly
need to obtain the improved Adams-Trudinger inequality involving two variables. In order to treat the system problem (1.1), now we give some definitions as follows. We introduce H2
0(Ω) with
the scalar product
Z ⟨u, v⟩=
Z
Ω
∆u∆vdx for each u, v ∈H2
0(Ω). Then we denote for each u, v ∈H2
0(Ω). Then we denote H2
0(Ω, R2) := H2
0(Ω) × H2
0(Ω), endowed with the scalar product ⟨U, V ⟩=
Z
Ω
∆u1∆v1dx +
Z
Ω
∆u2∆v2dx, where U = (u1, u2) and V = (v1, v2), to which corresponds the norm ∥U∥= ⟨U, U⟩1/2 = (∥u1∥2 + ∥u2∥2)1/2,
then H2
0(Ω, R2) is well defined and also a Hilbert space. That is, for any (u, v) ∈H2
0(Ω, R2), where U = (u1, u2) and V = (v1, v2), to which corresponds the norm ∥U∥= ⟨U, U⟩1/2 = (∥u1∥2 + ∥u2∥2)1/2,
then H2
0(Ω, R2) is well defined and also a Hilbert space. That is, for any (u, v) ∈H2
0(Ω, R2), ∥(u, v)∥= (∥u1∥2
H2
0 (Ω) + ∥u2∥2
H2
0 (Ω))
1
2 , where ∥u∥H2
0 (Ω) =
R
Ω|∆u|2dx
1/2. 1
Introduction Moreover, for all 1 ≤p < ∞we define Lp(Ω, R2) as
Lp(Ω, R2) := Lp(Ω) × Lp(Ω), where ∥u∥H2
0 (Ω) =
R
Ω|∆u|2dx
1/2. Moreover, for all 1 ≤p < ∞we define Lp(Ω, R2) as
Lp(Ω, R2) := Lp(Ω) × Lp(Ω), where ∥u∥H2
0 (Ω) =
R
Ω|∆u|2dx
1/2. Moreover, for all 1 ≤p < ∞we define Lp(Ω, R2) as
Lp(Ω, R2) := Lp(Ω) × Lp(Ω), 11 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 where Lp(Ω) is the standard Lp-space, we can know Lp(Ω, R2) is well defined and for any (u, v) ∈Lp(Ω, R2), we
define ∥(u, v)∥p =
Z
Ω
|u|pdx +
Z
Ω
|v|pdx
1
p
,
and |(u, v)| =
|u|2 + |v|2 1
2 . For any 1 ≤p < ∞, by Sobolev embedding theorem, we can know that the embedding H2
0(Ω, R2) ,→Lp(Ω, R2)
is compact. Now, let us introduce the precise assumptions under what our problem is studied. For this, we define M(t) =
R t
0 m(s)ds, the primitive of m so that M(0) = 0. The hypotheses on Kirchhofffunction m : R+ →R+ are the
following: (m1) There exists m0 > 0 such that m(t) ⩾m0 for t ⩾0 and m(t) is non-decreasing on [0, +∞); (m2) There exists θ > 1 such that m(t)
tθ−1 is non-increasing for all t ∈(0, +∞). Remark. (1) By m(t) is nondecreasing for t ≥0, we have
R t1+t2
t1
m(s)ds ≥
R t2
0 m(s)ds for all t1, t2 ≥0, then it
holds that
R t1
0 m(s)ds +
R t1+t2
t1
m(s)ds ≥
R t1
0 m(s)ds +
R t2
0 m(s)ds, i.e. M(t1 + t2) ≥M(t1) + M(t2). (2) From (m2), we can see that Remark. (1) By m(t) is nondecreasing for t ≥0, we have
R t1+t2
t1
m(s)ds ≥
R t2
0 m(s)ds for all t1, t2 ≥0, then it
holds that
R t1
0 m(s)ds +
R t1+t2
t1
m(s)ds ≥
R t1
0 m(s)ds +
R t2
0 m(s)ds, i.e. M(t1 + t2) ≥M(t1) + M(t2). (2) From (m ) we can see that θM(t) −m(t)t ≥0,
for all t ≥0. θM(t) −m(t)t ≥0,
for all t ≥0. 1
Introduction (f1) fi(x, t, s) = 0 when either t ≤0 or s ≤0 and fi(x, t, s) > 0 when t, s > 0 for all x ∈Ωand i = 1, 2. (f2) For i = 1, 2, fi has critical exponential growth at infinity, that is, there exists β0 > 0 such that (f2) For i = 1, 2, fi has critical exponential growth at infinity, that is, there exists β0 > 0 s f2) For i = 1, 2, fi has critical exponential growth at infinity, that is, there exists β0 > 0 such that lim
|(t,s)|→+∞
|fi(x, t, s)|
eβ|(t,s)|2
=
(
0,
∀β > β0;
+∞,
∀β < β0. lim
|(t,s)|→+∞
|fi(x, t, s)|
eβ|(t,s)|2
=
(
0,
∀β > β0;
+∞,
∀β < β0. lim
|(t,s)|→+∞
eβ|(t,s)|2
=
(
+∞,
∀β < β0. (f3) There exists l > θ such that the maps u 7→
f1(x,t,s)
|t|l
, v 7→
f2(x,t,s)
|s|l
are increasing functions of t and s
respectively. (f3) There exists l > θ such that the maps u 7→
f1(x,t,s)
|t|l
, v 7→
f2(x,t,s)
|s|l
are increasing functions of t
respectively. (f3) There exists l > θ such that the maps u 7→
f1(x,t,s)
|t|l
, v 7→
f2(x,t,s)
|s|l
are increasing functions of t and s
respectively. (f4) There exist q ∈(0, 1], a0, b0, M0 > 0 such that 0 < |t|qF(x, t, s) ≤M0f1(x, t, s) for all |t| ⩾a0 and
0 < |s|qF(x, t, s) ≤M0f2(x, t, s) for all |s| ⩾b0 uniformly in x ∈Ω. (f4) There exist q ∈(0, 1], a0, b0, M0 > 0 such that 0 < |t|qF(x, t, s) ≤M0f1(x, t, s) for all |t| ⩾a0 and
0 < |s|qF(x, t, s) ≤M0f2(x, t, s) for all |s| ⩾b0 uniformly in x ∈Ω. (f5) There exists r > 0 such that lim|(t,s)|→(0,0)
fi(x,t,s)
|t|r+|s|r = 0 holds for i = 1, 2. (f5) There exists r > 0 such that lim|(t,s)|→(0,0)
fi(x,t,s)
|t|r+|s|r = 0 holds for i = 1, 2. lim inf
t,s→∞
(|t| + |s|)F(x, t, s)
eβ0(|t|2+|s|2)
> κ >
4π2(4 + µ −2α)e
21(4+µ−2α)−8
8
m
4π2(4+µ−2α)
β0
β2
0Cµd4+µ−2α
1
2 Uniformly in x ∈Ω, where Cµ =
24π4
µ(µ+1)(µ+2)(µ+3)(µ+4), and 2d is the radius of the largest open ball
containing the origin contained in Ω. Remark. 1
Introduction (1.3) (1.3) Indeed, for any 0 < t1 < t2, we deduce that θM(t1) −m(t1)t1 = θM(t2) −θ
Z t2
t1
m(t)dt −m(t1)
tθ−1
1
tθ
1
⩽θM(t2) −m(t2)
tθ−1
2
(tθ
2 −tθ
1) −m(t2)
tθ−1
2
tθ
1 = θM(t2) −m(t2)t2. = θM(t2) −m(t2)t2. Therefore, θM(t) −m(t)t is nondecreasing for t ≥0. In particular,
θM(t) −m(t)t ≥0
for all t ≥0. θM(t) −m(t)t ≥0
for all t ≥0. θM(t) −m(t)t ≥0
for all t ≥0. M(t) ≥M(1)tθ
for
0 ≤t ≤1;
M(t) ≤M(1)tθ
for
t ≥1. M(t) ≤C1tθ + C2,
for all t ≥0. M(t) ≤C1tθ + C2,
for all t ≥0. (1.4) (1.4) Moreover, by (m2), for t1, t2 > 0 one has M(t1 + t2) =
Z t1+t2
0
m(s)ds =
Z t1
0
m(s)ds +
Z t1+t2
t1
m(s)ds
= M(t1) +
Z t2
0
m(t1 + s)ds ≤M(t1) + m(t1)
tθ−1
1
Z t2
0
(t1 + s)θ−1ds
= M(t1) + t1m(t1)
θ
"
1 + t2
t1
θ
−1
#
. (1.5) Remark. A typical example of a function m satisfying the conditions (m1)−(m2) is given by m(t) = m0+atθ−1
with θ > 1 and a ≥0. Remark. A typical example of a function m satisfying the conditions (m1)−(m2) is given by m(t) = m0+atθ−1
with θ > 1 and a ≥0. Throughout this paper, we assume fi: Ω× R2 →R for i = 1, 2 are continuous functions satisfying the following
conditions: Throughout this paper, we assume fi: Ω× R2 →R for i = 1, 2 are continuous functions satisfying the fo
conditions: Throughout this paper, we assume fi: Ω× R2 →R for i = 1, 2 are continuous functions satisfying the following
conditions: 12 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 (f1) fi(x, t, s) = 0 when either t ≤0 or s ≤0 and fi(x, t, s) > 0 when t, s > 0 for all x ∈Ωand i = 1, 2. (f2) For i = 1, 2, fi has critical exponential growth at infinity, that is, there exists β0 > 0 such that (f1) fi(x, t, s) = 0 when either t ≤0 or s ≤0 and fi(x, t, s) > 0 when t, s > 0 for all x ∈Ωand i = 1, 2. 1
Introduction In view of the above results, we found that It means that we can derive tF(x, t) ≥K−ε
2β0 eβ0t2 when f(x, t) ≥(K −ϵ)eβ0t2 for t large enough and ε > 0 small
enough. In view of the above results, we found that lim inf
t→∞
tf(x, t)F(x, t)
e2β0t2
> K2
2β0 . lim inf
t→∞
tf(x, t)F(x, t)
e2β0t2
> K2
2β0 . Then according to the above analysis, for the system (1.1) we know (f6) is weaker than (1.6). Theorem 1.1. Suppose that m satisfies (m1) −(m2), f satisfies (f1) −(f6). Then (1.1) has a ground state
solution (u, v) ∈N such that Φ(u, v) = b := infN Φ, where N = {(u, v) ∈H2
0(Ω, R2)\{(0, 0)} : ⟨Φ′(u, v), (u, v)⟩= 0}. (1.7) (1.7) The remainder of this paper is organized as follows. We prove the Adams inequality and the version of Lion’s
Lemma in the Sobolev spaces, namely H2
0(Ω, R2) in Section 2. In Section 3, we give the energy functional
and prove that the system (1.1) satisfies the geometric conditions of the Mountain-pass theorem and the
corresponding Palais-Smale sequence is bounded. In this article, we denote that C, Ci, ci are some positive
constants. 1
Introduction By (f3), for any 1 < p ≤l, it holds that tf1(x, t, s) −pF(x, t, s) > 0, sf2(x, t, s) −pF(x, t, s) > 0, for
all (x, t, s) ∈Ω× R2. In fact, for any 1 < p ≤l, from (f3) we have f1(x,t,s)
tp−1
is increasing functions of t > 0 uniformly of s > 0. Let
s > 0 and 0 < t1 < t2 be fixed, then it holds that t1f1(x, t1, s) −pF(x, t1, s) < f1(x, t2, s)
tp−1
2
tp
1 −pF(x, t2, s) + p
Z t2
t1
f1(x, t, s)dt. On the other hand, p
Z t2
t1
f1(x, t, s)dt < pf1(x, t2, s)
tp−1
2
Z t2
t1
tp−1dt = f1(x, t2, s)
tp−1
2
(tp
2 −tp
1). From the above inequalities, we derive that t1f1(x, t1, s) −pF(x, t1, s) < t2f1(x, t2, s) −pF(x, t2, s). Then we obtain tf1(x, t, s) −pF(x, t, s) > 0 for all (x, t, s) ∈Ω× R2. Similarly, we also obtain sf2(x, t, s) −
pF(x, t, s) > 0 for all (x, t, s) ∈Ω× R2. Remark. Here in [31], the condition for the estimate on energy level is as follows lim
t,s→∞
(f1(x, t, s)t + f2(x, t, s)s) F(x, t, s)
exp(q(|t|
n
n−1 + |s|
n
n−1 ))
= ∞
uniformly
in
x ∈Ω,
(1.6) lim
t,s→∞
(f1(x, t, s)t + f2(x, t, s)s) F(x, t, s)
exp(q(|t|
n
n−1 + |s|
n
n−1 ))
= ∞
uniformly
in
x ∈Ω,
(1.6) (1.6) for some q > 2. For a single equation, we know if the condition for the estimation method is lim inf
t→∞
f(x, t)
eβ0t2
> K > 0, lim inf
t→∞
f(x, t)
eβ0t2
> K > 0, then we obtain then we obtain lim inf
t→∞
tF(x, t)
eβ0t2
≥lim inf
t→∞
R t
0 sf(x, s)ds
eβ0t2
= lim inf
t→∞
f(x, t)
2β0eβ0t2 . 13 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 It means that we can derive tF(x, t) ≥K−ε
2β0 eβ0t2 when f(x, t) ≥(K −ϵ)eβ0t2 for t large enough and ε > 0 small
enough. 2
Preliminaries and Auxiliary Results In this section, we introduce some famous inequalities as follows, and inspired by these we conclude some similar
forms of inequalities and give some preliminaries. Lemma 2.1. ([11]) For each u ∈H2
0(Ω), Ω⊂R4 is a bounded domain, then for any β > 0, Z
Ω
exp
β|u|2
dx < ∞. Moreover, we have sup
∥u∥⩽1
Z
Ω
exp
β|u|2
dx < ∞,
provided
β ≤32π2. Lemma 2.2. For each (u, v) ∈H2
0(Ω, R2), Ω⊂R4 is a bounded domain, then for any β > 0,
Z
Ω
exp
β
|u|2 + |v|2
dx < ∞. Lemma 2.2. For each (u, v) ∈H2
0(Ω, R2), Ω⊂R4 is a bounded domain, then for any β > 0,
Z
Ω
exp
β
|u|2 + |v|2
dx < ∞. Lemma 2.2. For each (u, v) ∈H2
0(Ω, R2), Ω⊂R4 is a bounded domain, then for any β > 0, Moreover, we have sup
∥(u,v)∥=1
Z
Ω
exp
β
|u|2 + |v|2
dx < ∞,
provided
β ≤32π2. Proof. From Lemma 2.1 and Young’s inequality, for each (u, v) ∈H2
0(Ω, R2), and for any β > 0, we obtain Proof. From Lemma 2.1 and Young’s inequality, for each (u, v) ∈H2
0(Ω, R2), and for any β > 0, we obta Z
Ω
eβ(|u|2+|v|2)dx =
Z
Ω
eβ|u|2eβ|v|2dx ≤
Z
Ω
e2β|u|2dx +
Z
Ω
e2β|v|2dx < ∞. Now for any (u, v) ∈H2
0(Ω, R2) satisfying ∥(u, v)∥= 1, then ∥u∥2, ∥v∥2 ⩽1. Let r1 = ∥u∥2, r2 = ∥v∥2, then we
know r1 + r2 = 1. Hence by using H¨older inequality and Lemma 2.1 we obtain Z
Ω
eβ(|u|2+|v|2)dx ⩽
Z
Ω
eβ|u|2/r1dx
r1 Z
Ω
eβ|v|2/r2dx
r2
< C, thus the proof is completed. thus the proof is completed. 14 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Lemma 2.3. Let {(un, vn)} be a sequence in H2
0(Ω, R2) satisfying ∥(un, vn)∥= 1 such that (un, vn) ⇀(u, v) ̸= 0
weakly in H2
0(Ω, R2). Then for any 0 < β <
32π2
1−∥(u,v)∥2 , we have Lemma 2.3. Let {(un, vn)} be a sequence in H2
0(Ω, R2) satisfying ∥(un, vn)∥= 1 such that (un, vn) ⇀(u, v) ̸= 0
weakly in H2
0(Ω, R2). Then for any 0 < β <
32π2
1−∥(u,v)∥2 , we have sup
n∈N
Z
Ω
exp
β
|un|2 + |vn|2
dx < ∞. 2
Preliminaries and Auxiliary Results then we obtain
R
Ωexp
β
|un|2 + |vn|2
dx is bounded, and this lemma is proved. then we obtain
R
Ωexp
β
|un|2 + |vn|2
dx is bounded, and this lemma is proved. Lemma 2.4. For any (u, v) ∈H2
0(Ω, R2), if β > 0, s > 0 satisfying ∥(u, v)∥⩽M such that βM 2 < 32π2, then
there exists C = C(β, M, s) > 0 such that ma 2.4. For any (u, v) ∈H2
0(Ω, R2), if β > 0, s > 0 satisfying ∥(u, v)∥⩽M such that βM 2 < 32π2, then
xists C = C(β, M, s) > 0 such that 2.4. For any (u, v) ∈H2
0(Ω, R2), if β > 0, s > 0 satisfying ∥(u, v)∥⩽M such that βM 2 < 32π2, then
s C = C(β, M, s) > 0 such that Z
Ω
|(u, v)|seβ|(u,v)|2dx ⩽C∥(u, v)∥s. Proof. For each (u, v) ∈H2
0(Ω, R2) satisfying ∥(u, v)∥⩽M, we choose r > 1 close to 1 such that rβM 2 ⩽32π2
and sq > 1, where q =
s
s−1. By using H¨older inequality and Lemma 2.2, we obtain Proof. For each (u, v) ∈H2
0(Ω, R2) satisfying ∥(u, v)∥⩽M, we choose r > 1 close to 1 such that rβM 2 ⩽32π2
and sq > 1, where q =
s
s−1. By using H¨older inequality and Lemma 2.2, we obtain Proof. For each (u, v) ∈H2
0(Ω, R2) satisfying ∥(u, v)∥⩽M, we choose r > 1 close to 1 such that rβM 2 ⩽32π2
and sq > 1, where q =
s
s−1. By using H¨older inequality and Lemma 2.2, we obtain Z
Ω
|(u, v)|seα|(u,v)|2dx ⩽
Z
Ω
erβ|(u,v)|2dx
1/r
∥(u, v)∥s
qs ⩽C∥(u, v)∥s
qs. Since sq > 1, using the continuous embedding H2
0(Ω, R2) ,→Lqs(Ω, R2), we finish the proof. g the continuous embedding H2
0(Ω, R2) ,→Lqs(Ω, R2), we finish the proof. Since sq > 1, using the continuous embedding H2
0(Ω, R2) ,→Lqs(Ω, R2), we finish the proof. Proposition 2.5. ([32]) Let t, r > 1 and 0 < µ < N with m, n ⩾0, 1
t + µ+m+n
N
+ 1
r = 2, µ + m + n ⩽N. Then
there exists a constant C(m, n, t, µ, r) > 0 which is dependent of f ∈Lt(RN), h ∈Lr(RN) such that Proposition 2.5. 2
Preliminaries and Auxiliary Results sup
n∈N
Z
Ω
exp
β
|un|2 + |vn|2
dx < ∞. sup
n∈N
Z
Ω
exp
β
|un|2 + |vn|2
dx < ∞. Proof. For (un, vn) ⇀(u, v) ̸= 0 in H2
0(Ω, R2) satisfying ∥(un, vn)∥= 1, it is easy to see that
lim
n→∞∥(un −u, vn −v)∥2 = lim
n→∞
1 −2⟨un, u⟩−2⟨vn, v⟩+ ∥(u, v)∥2
= 1 −∥(u, v)∥2 < 32π2
β
,
(2.1) (2.1) and u2
n ≤(un −u)2 + ϵu2
n + Cϵu2, and
u2
n ≤(un −u)2 + ϵu2
n + Cϵu2,
(2.2)
f
ll
h
h
C
l
d
h
b
(
)
h u2
n ≤(un −u)2 + ϵu2
n + Cϵu2,
(2.2) (2.2) for ϵ small enough, where Cϵ is a positive constant related to ϵ. Then by using (2.2) we have ough, where Cϵ is a positive constant related to ϵ. Then by using (2.2) we have Z
Ω
eβ(|un|2+|vn|2)dx ≤
Z
Ω
eβ((un−u)2+(vn−v)2)eβϵ(u2
n+v2
n)eβCϵ(u2+v2)dx. Now we take r1, r2, r3 > 1 such that
1
r1 +
1
r2 +
1
r3 = 1, and by using H¨older inequality we obtain Now we take r1, r2, r3 > 1 such that
1
r1 +
1
r2 +
1
r3 = 1, and by using H¨older inequality we obtain e r1, r2, r3 > 1 such that
1
r1 +
1
r2 +
1
r3 = 1, and by using H¨older inequality we obtain Z
Ω
eβ(|un|2+|vn|2)dx ≤
Z
Ω
eβr1((un−u)2+(vn−v)2)dx
1/r1 Z
Ω
eϵβr2(u2
n+v2
n)dx
1/r2
×
Z
Ω
eβCϵr3(u2+v2)dx
1/r3
. Using Lemma 2.2, then we can choose ϵ small enough such that Z
Ω
eϵβr2(u2
n+v2
n)dx ≤C,
Z
Ω
eβCϵr3(u2+v2)dx ≤C. Z
Ω
Z
Ω
Moreover, we choose r1 > 1 close to 1 such that βr1∥(un −u, vn −v)∥2 < 32π2, then according to (2.1) and
Lemma 2.2 we obtain Moreover, we choose r1 > 1 close to 1 such that βr1∥(un −u, vn −v)∥2 < 32π2, then according to (2.1) and
Lemma 2.2 we obtain Z
Ω
exp
βr1
(un −u)2 + (vn −v)2
dx
=
Z
Ω
exp
"
βr1
un −u
∥(un −u, vn −v)∥
2
+
vn −v
∥(un −u, vn −v)∥
2! ∥(un −u, vn −v)∥2
#
dx
< C, then we obtain
R
Ωexp
β
|un|2 + |vn|2
dx is bounded, and this lemma is proved. 3
The Variational Framework and the Minimax Estimate 3 We now consider the energy functional Φ(u, v) given by Φ(u, v) = 1
2M
∥(u, v)∥2
−1
2
Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx. (3.1) (3.1) Lemma 3.1. Assume that (f2) and (f3) hold, then we have that Φ(u, v) is well defined on H2
0(Ω, R2). Moreover, ⟨Φ′(u, v), (φ, ψ)⟩= m
∥(u, v)∥2 Z
Ω
∆u∆φdx +
Z
Ω
∆v∆ψdx
−
Z
Ω
Iµ ∗F(x, u, v)
|x|α
(f1(x, u, v)φ + f2(x, u, v)ψ
|x|α
dx,
(3.2) (3.2) for any (φ, ψ) ∈H2
0(Ω, R2). for any (φ, ψ) ∈H2
0(Ω, R2). Proof. For (u, v) ∈H2
0(Ω, R2), we know fi has critical exponential growth, then by (f2) we choose β > β0 and
there exists C1 > 0 such that |fi(x, u, v)| ⩽C1eβ|(u,v)|2,
for all (x, u, v) ∈Ω× R2, i = 1, 2. (3.3)
given ϵ > 0 there exist C2, C3 > 0 and δ > 0 such that (3.3) |fi(x, u, v)| ⩽C1e
,
for all (x, u, v) ∈Ω× R , i
1, 2. (3.3)
Moreover, by (f3), given ϵ > 0 there exist C2, C3 > 0 and δ > 0 such that
f1(x, u, v) ≤C2|u|,
f2(x, u, , v) ≤C3|v|
always that |u|, |v| ≤δ. (3.4)
Then combing (3.3) and (3.4), we have f1(x, u, v) ≤C2|u|,
f2(x, u, , v) ≤C3|v|
always that |u|, |v| ≤δ. (3.4)
Then combing (3.3) and (3.4), we have f1(x, u, v) ≤C2|u|,
f2(x, u, , v) ≤C3|v|
always that |u|, |v| ≤δ. (3.4)
Then combing (3.3) and (3.4), we have (3.4) |F(x, u, v)| ⩽C4|(u, v)|eβ|(u,v)|2 + C5|(u, v)|2,
(3.5) |F(x, u, v)| ⩽C4|(u, v)|eβ|(u,v)|2 + C5|(u, v)|2,
(3.5)
for all (u v) ∈H2
0(ΩR2)
Now using (3 5) and Proposition 2 5 with N = 4 t = r =
8
and m = n = α (3.5) for all (u, v) ∈H2
0(Ω, R2). Now using (3.5) and Proposition 2.5 with N = 4, t = r =
8
4+µ−2α and m = n = α,
we obtain for all (u, v) ∈H2
0(Ω, R2). 2
Preliminaries and Auxiliary Results ([32]) Let t, r > 1 and 0 < µ < N with m, n ⩾0, 1
t + µ+m+n
N
+ 1
r = 2, µ + m + n ⩽N. Then
there exists a constant C(m, n, t, µ, r) > 0 which is dependent of f ∈Lt(RN), h ∈Lr(RN) such that Z
RN
Z
RN
f(x)h(y)
|x −y|µ|y|m|x|n dxdy ⩽C(m, n, t, µ, r)∥f∥Lt(RN )∥h∥Lr(RN ). Z
RN
Z
RN
f(x)h(y)
|x −y|µ|y|m|x|n dxdy ⩽C(m, n, t, µ, r)∥f∥Lt(RN )∥h∥Lr(RN ). 15 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Lemma 3.2. Under the assumptions (m1), (m2) and (f1).
(i) there exists R0, Υ > 0 such that Φ(u, v) ⩾Υ for any (u, v) ∈H2
0(Ω, R2) satisfying ∥(u, v)∥= R0.
(ii) there exists a (eu, ev) ∈H2
0(Ω, R2) with ∥(eu, ev)∥> R0 such that Φ(eu, ev) < 0. there exists R0, Υ > 0 such that Φ(u, v) ⩾Υ for any (u, v) ∈H2
0(Ω, R2) satisfying ∥(u, v)∥= R0.
) there exists a (eu, ev) ∈H2
0(Ω, R2) with ∥(eu, ev)∥> R0 such that Φ(eu, ev) < 0. (i) there exists R0, Υ > 0 such that Φ(u, v) ⩾Υ for any (u, v) ∈H2
0(Ω, R2) satisfying ∥(u, v)∥= R0.
(ii) th
i t
(e e) ∈H2(ΩR2)
ith ∥(e e)∥> R
h th t Φ(e e) < 0 ( )
0,
( , ) ⩾
f
y ( , )
0( ,
)
fy
g ∥( , )∥
0
(ii) there exists a (eu, ev) ∈H2
0(Ω, R2) with ∥(eu, ev)∥> R0 such that Φ(eu, ev) < 0. 3
The Variational Framework and the Minimax Estimate Now using (3.5) and Proposition 2.5 with N = 4, t = r =
8
4+µ−2α and m = n = α,
we obtain Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx
⩽C(µ, α)∥F(x, u, v)∥2
8
4+µ−2α
⩽C(µ, α)
Z
Ω
|(u, v)|2 + |(u, v)| exp
β|(u, v)|2
8
4+µ−2α dx
4+µ−2α
4
⩽C(µ, α)
Z
Ω
|(u, v)|
16
4+µ−2α dx +
Z
Ω
|(u, v)|
16
4+µ−2α exp
8β|(u, v)|2
4 + µ −2α
dx
4+µ−2α
4
. According to Lemma 2.4 and the continuous embedding H2
0(Ω, R2) ,→Ls(Ω, R2) with s ≥1, we know Φ(u, v)
is well defined, and we can see Φ ∈C1(H2
0(Ω, R2), R). According to Lemma 2.4 and the continuous embedding H2
0(Ω, R2) ,→Ls(Ω, R2) with s ≥1, we know Φ(u, v)
is well defined, and we can see Φ ∈C1(H2
0(Ω, R2), R). From Lemma 3.1, we have that critical points of the functional Φ are precisely weak solutions of problem (1.1). Then we will verify that the functional Φ satisfies the conditions of Mountain-pass theorem. 16 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Proof. Let (u, v) ∈H2
0(Ω, R2) such that ∥(u, v)∥= R0. Similarly, taking Proposition 2.5 with N = 4, t = r =
8
4+µ−2α and m = n = α, by (3.5) and H¨older inequality we obtain Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx
⩽C(µ, α)∥F(x, u, v)∥2
8
4+µ−2α
⩽C(µ, α)
Z
Ω
|(u, v)|
16
4+µ−2α dx +
Z
Ω
|(u, v)|
16
4+µ−2α exp
8β|(u, v)|2
4 + µ −2α
dx
4+µ−2α
4
⩽C(µ, α)
(Z
Ω
|(u, v)|
16
4+µ−2α dx +
Z
Ω
|(u, v)|
32
4+µ−2α dx
1
2
×
"Z
Ω
exp
16β∥(u, v)∥2
4 + µ −2α
|(u, v)|
∥(u, v)∥
2! dx
# 1
2
4+µ−2α
4
. 3
The Variational Framework and the Minimax Estimate Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx
⩽C(µ, α)∥F(x, u, v)∥2
8
4+µ−2α
⩽C(µ, α)
Z
Ω
|(u, v)|
16
4+µ−2α dx +
Z
Ω
|(u, v)|
16
4+µ−2α exp
8β|(u, v)|2
4 + µ −2α
dx
4+µ−2α
4
⩽C(µ, α)
(Z
Ω
|(u, v)|
16
4+µ−2α dx +
Z
Ω
|(u, v)|
32
4+µ−2α dx
1
2
×
"Z
Ω
exp
16β∥(u, v)∥2
4 + µ −2α
|(u, v)|
∥(u, v)∥
2! dx
# 1
2
4+µ−2α
4
. ⩽C(µ, α)∥F(x, u, v)∥
8
4+µ−2α
⩽C(µ, α)
Z
Ω
|(u, v)|
16
4+µ−2α dx +
Z
Ω
|(u, v)|
16
4+µ−2α exp
8β|(u, v)|2
4 + µ −2α
dx
4+µ−2α
4
⩽C(µ, α)
(Z
Ω
|(u, v)|
16
4+µ−2α dx +
Z
Ω
|(u, v)|
32
4+µ−2α dx
1
2
×
"Z
Ω
exp
16β∥(u, v)∥2
4 + µ −2α
|(u, v)|
∥(u, v)∥
2! dx
# 1
2
4+µ−2α
4
. Now we choose suitable R0 > 0 such that
16βR2
0
4+µ−2α ⩽32π2, then by using Sobolev imbedding and Lemma 2.2
we have Now we choose suitable R0 > 0 such that
16βR2
0
4+µ−2α ⩽32π2, then by using Sobolev imbedding and Lemma 2.2
h Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx ⩽C(µ, α)
∥(u, v)∥
16
4+µ−2α + ∥(u, v)∥
16
4+µ−2α
4+µ−2α
4
⩽C(µ, α)∥(u, v)∥4. Then for any ∥(u, v)∥= R0 <
q
2π2(4+µ−2α)
β
, by (m1) we know Φ(u, v) ⩾m0
2 ∥(u, v)∥2 −C(µ, α)∥(u, v)∥4. Φ(u, v) ⩾m0
2 ∥(u, v)∥2 −C(µ, α)∥(u, v)∥4. Φ(u, v) ⩾m0
2 ∥(u, v)∥2 −C(µ, α)∥(u, v)∥4. So we choose ∥(u, v)∥= R0 small enough so that Φ(u, v) ⩾Υ for some Υ > 0 and hence (i) follows. So we choose ∥(u, v)∥= R0 small enough so that Φ(u, v) ⩾Υ for some Υ > 0 and hence (i) follows. Now we choose q ∈R such that θ < q < l in Remark 1, then we obtain tf1(x, t, s) −qF(x, t, s) > 0 and
sf2(x, t, s) −qF(x, t, s) > 0 for all (x, t, s) ∈Ω× R2. 3
The Variational Framework and the Minimax Estimate So we obtain So we choose ∥(u, v)∥= R0 small enough so that Φ(u, v) ⩾Υ for some Υ > 0 and h Now we choose q ∈R such that θ < q < l in Remark 1, then we obtain tf1(x, t, s) −qF(x, t, s) > 0 and
sf2(x, t, s) −qF(x, t, s) > 0 for all (x, t, s) ∈Ω× R2. So we obtain F(x, u, v) ≥c1|u|q −c2,
F(x, u, v) ≥c3|v|q −c4, thus we conclude that F(x, u, v) ≥c1|u|q + c3|v|q −c5,
for all (x, u, v) ∈Ω× R2. (3.6) (3.6) Then using (3.6) it follows that Z
Ω
Iµ ∗F(x, tu, tv)
|x|α
F(x, tu, tv)
|x|α
dx ⩾
Z
Ω
Z
Ω
(c1|tu|q + c3|tv|q −c4)2
|x|α|y|α|x −y|µ
dxdy
⩾c6t2q −c7tq + c8. By using (1.4) we have M(t) ≤C1tθ + C2, then using (3.1) we obtain By using (1.4) we have M(t) ≤C1tθ + C2, then using (3.1) we obtain Φ(tu, tv) ⩽c9t2θ −c10t2q + c11tq −c12. Φ(tu, tv) ⩽c9t2θ −c10t2q + c11tq −c12. Since q > θ we obtain Φ(tu, tv) →−∞as t →∞. Then there exists (eu, ev) = (t0u, t0v) ∈H2
0(Ω, R2) with t0
large enough such that ∥(eu, ev)∥> R0 and Φ(eu, ev) < 0, hence (ii) holds. Then according to Lemma 3.2, we know Φ(u, v) satisfies the geometric conditions of the Mountain-pass theorem,
let Then according to Lemma 3.2, we know Φ(u, v) satisfies the geometric conditions of the Mountain-pass theorem,
let c∗= inf
γ∈Γ max
t∈[0,1] Φ(γ(t)) > 0
(3.7) (3.7) 17 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 be the minimax level of Φ, where be the minimax level of Φ, where Γ = {γ ∈C([0, 1], H2
0(Ω, R2)) : γ(0) = 0, Φ(γ(1)) < 0}. Then there exists a Palais-Smale sequence {(un, vn)} ⊂H2
0(Ω, R2) satisfying
Φ(un, vn) →c∗,
Φ′(un, vn) →0,
(3.8) (3.8) as n →∞. as n →∞. as n →∞. Lemma 3.3. Assume that (f3) and (m1) hold, then every Palais-Smale sequence of Φ is bounded in H2
0(Ω, R2). Proof. Let {(un, vn)} be a Palais-Smale sequence of Φ for c∗∈R in H2
0(Ω, R2), then it follows that
Φ(un, vn) →c∗,
Φ′(un, vn) →0
as
n →∞. 3
The Variational Framework and the Minimax Estimate Therefore we have Φ(un, vn) = 1
2M
∥(un, vn)∥2
−1
2
Z
Ω
Iµ ∗F(x, un, vn)
|x|α
F(x, un, vn)
|x|α
dx = c∗+ δn,
(3.9)
where δn →0 as n →∞, and (3.9) ⟨Φ′(un, vn), (φ, ψ)⟩= m
∥(un, vn)∥2 Z
Ω
(∆un∆φ + ∆vn∆ψ) dx
−
Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)φ + f2(x, un, vn)ψ
|x|α
dx
⩽ϵn∥(φ, ψ)∥,
(3.10) for all (φ, ψ) ∈H2
0(Ω, R2). By Remark 1, we obtain that for all (φ, ψ) ∈H2
0(Ω, R2). By Remark 1, we obtain that lF(x, t, s) ⩽uf1(x, t, s), and lF(x, t, s) ⩽vf2(x, t, s) for all (x, t, s) ∈Ω× R2. (3.11)
Then by (1.3), (3.9), (3.10), (3.11) and (m1), for large n we have lF(x, t, s) ⩽uf1(x, t, s), and lF(x, t, s) ⩽vf2(x, t, s) for all (x, t, s) ∈Ω× R2. (3.11)
Then by (1.3), (3.9), (3.10), (3.11) and (m1), for large n we have lF(x, t, s) ⩽uf1(x, t, s), and lF(x, t, s) ⩽vf2(x, t, s) for all (x, t, s) ∈Ω× R2. (3.11)
Then by (1.3), (3.9), (3.10), (3.11) and (m1), for large n we have (3.11) c∗+ ϵn∥(un, vn)∥≥Φ(un, vn) −1
4l ⟨Φ′(un, vn), (un, vn)⟩
= 1
2M
∥(un, vn)∥2
−1
4l m
∥(un, vn)∥2
∥(un, vn)∥2 −1
2
Z
Ω
Iµ ∗F(x, un, vn)
|x|α
F(x, un, vn)
|x|α
dx
+ 1
4l
Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)un + f2(x, un, vn)vn
|x|α
dx
⩾1
2M
∥(un, vn)∥2
−1
4l m
∥(un, vn)∥2
∥(un, vn)∥2
+ 1
4l
Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)un + f2(x, un, vn)vn −2lF(x, un, vn)
|x|α
dx
⩾1
2θ
θM
∥(un, vn)∥2
−m
∥(un, vn)∥2
∥(un, vn)∥2
+
1
2θ −1
4l
m
∥(un, vn)∥2
∥(un, vn)∥2
⩾
1
2θ −1
4l
m0∥(un, vn)∥2, thus we know {(un, vn)} is bounded in H2
0(Ω, R2) with l > θ. thus we know {(un, vn)} is bounded in H2
0(Ω, R2) with l > θ. 18 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Now we give a precise estimation about the Mountain pass level c∗defined by (3.7). 3
The Variational Framework and the Minimax Estimate Inspired by [33] and [14],
we give the definite Adams functions eφn(x) supported in B2d(0) ⊂Ωas follows. Now we give a precise estimation about the Mountain pass level c∗defined by (3.7). Inspired by [33] and [14],
we give the definite Adams functions eφn(x) supported in B2d(0) ⊂Ωas follows. eφn(x) =
q
ln n
8π2 −
n2
δ2√
32π2 ln n|x|2 +
1
√
32π2 ln n,
for |x| ⩽d
n;
ln(d/|x|)
√
8π2 ln n,
for d
n < |x| ⩽d;
ηn(x),
for d < |x| ≤2d;
0,
for |x| > 2d,
(3.12) (3.12) where ηn(x) = −
1
2
√
2π2 ln nd3 (|x| −d)3 +
1
√
2π2 ln nd2 (|x| −d)2 −
1
2
√
2π2 ln nd(|x| −d) and d was given in (f6). Moreover, ηn(x) is a radial function on annulus B2d \ Bd satisfying the boundary condition where ηn(x) = −
1
2
√
2π2 ln nd3 (|x| −d)3 +
1
√
2π2 ln nd2 (|x| −d)2 −
1
2
√
2π2 ln nd(|x| −d) and d was given in (f6). Moreover, ηn(x) is a radial function on annulus B2d \ Bd satisfying the boundary condition ηn(x)|∂Bd = 0,
∂ηn(x)
∂ν
|∂Bd = −
4
d
√
128π2 ln n
, ηn(x)|∂Bd = 0,
∂ηn(x)
∂ν
|∂Bd = −
4
d
√
128π2 ln n
, and and
ηn(x)|∂B2d = 0,
∂ηn(x)
∂ν
|∂B2d = 0. and
ηn(x)|∂B2d = 0,
∂ηn(x)
∂ν
|∂B2d = 0. ηn(x)|∂B2d = 0,
∂ηn(x)
∂ν
|∂B2d = 0. a d
ηn(x)|∂B2d = 0,
∂ηn(x)
∂ν
|∂B2d = 0. Then straightforward calculations show that Then straightforward calculations show that Then straightforward calculations show that ∥eφn∥2 = 1 +
21
8 ln n. (3.13)
φn(x) =
eφn(x)
∥eφn∥
, ∥eφn∥2 = 1 +
21
8 ln n. (3.13) ∥eφn∥2 = 1 +
21
8 ln n. (3.13)
Now we set
φn(x) =
eφn(x)
∥eφn∥
,
then it follows that
∥φ ∥= 1
(3 14) ∥eφn∥2 = 1 +
21
8 ln n. ∥eφn∥2 = 1 +
21
8 ln n. ( ∥eφn∥2 = 1 +
21
8 ln n. (3.13)
Now we set
e (3.13) Now we set then it follows that then it follows that
∥φn∥= 1. (3.14) then it follows that
∥φn∥= 1. (3.14) then it follows that
∥φn∥= 1. 3
The Variational Framework and the Minimax Estimate (3.14)
M
i
d b
[20]
h
h
f ll
i
l Motivated by [20], we have the following lemma: Motivated by [20], we have the following lemma: Motivated by [20], we have the following lemma: Lemma 3.4. Assume that (m1), (m2) and (f1) −(f6) hold. Then there exists n ∈N such that Lemma 3.4. Assume that (m1), (m2) and (f1) −(f6) hold. Then there exists n ∈N such that c∗⩽max
t⩾0 Φ
√
2
2 tφn(x),
√
2
2 tφn(x)
< 1
2M
4π2(4 + µ −2α)
β0
. (3.15) (3.15) Proof. By a straight estimation, we have Z
Bd/n
1
|y|α dy
Z
Bd/n
1
|x|α|x −y|4−µ dx = d4+µ−2α
Z
B1/n
1
|y|α dy
Z
B1/n
1
|x|α|x −y|4−µ dx
⩾d4+µ−2α
1
n
−2α Z
B1/n
dx
Z
B1/n
1
|x −y|4−µ dy
⩾d4+µ−2α
1
n
−2α Z
B1/n
dx
Z
B1/n
1
|z|4−µ dz
⩾d4+µ−2α
1
n
−2α Z
B1/n
dx
Z
B1/n−|x|
1
|z|4−µ dz
= d4+µ−2α
1
n
−2α 4π4
µ
Z
1
n
0
1
n −r
µ
r3dr
=
24π4
µ(µ + 1)(µ + 2)(µ + 3)(µ + 4)
d
n
4+µ−2α
. 19 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Briefly, we deduce
Z
Bd/n
1
|y|α dy
Z
Bd/n
1
|x|α|x −y|4−µ dx ⩾Cµ
d
n
4+µ−2α
,
(3.16)
where Cµ =
24π4
µ(µ+1)(µ+2)(µ+3)(µ+4). According to the Remark 1 and (f6), we know
lim inf
t,s→∞
(|t| + |s|)F(x, t, s)
eβ0(|t|2+|s|2)
> κ,
for any x ∈Ω,
where
4π2(4 + µ −2α)e
21(4+µ−2α)−8
8
m
4π2(4+µ−2α)
β
1
2 Briefly, we deduce
Z
Bd/n
1
|y|α dy
Z
Bd/n
1
|x|α|x −y|4−µ dx ⩾Cµ
d
n
4+µ−2α
,
(3.16)
where Cµ =
24π4
µ(µ+1)(µ+2)(µ+3)(µ+4). According to the Remark 1 and (f6), we know
(|t| + | |)F(
t
) Briefly, we deduce Briefly, we deduce
Z
Bd/n
1
|y|α dy
Z
Bd/n
1
|x|α|x −y|4−µ dx ⩾Cµ
d
n
4+µ−2α
,
(3.16)
24
4 Z
Bd/n
1
|y|α dy
Z
Bd/n
1
|x|α|x −y|4−µ dx ⩾Cµ
d
n
4+µ−2α
,
(3.16) (3.16) Z
Bd/n |y|α
Z
Bd/n |x|α|x −y|4
µ
n
where Cµ =
24π4
µ(µ+1)(µ+2)(µ+3)(µ+4). According to the Remark 1 and (f6), we know ere Cµ =
24π4
µ(µ+1)(µ+2)(µ+3)(µ+4). 3
The Variational Framework and the Minimax Estimate According to the Remark 1 and (f6), we know lim inf
t,s→∞
(|t| + |s|)F(x, t, s)
eβ0(|t|2+|s|2)
> κ,
for any x ∈Ω, lim inf
t,s→∞
(|t| + |s|)F(x, t, s)
eβ0(|t|2+|s|2)
> κ,
for any x ∈Ω, κ >
4π2(4 + µ −2α)e
21(4+µ−2α)−8
8
m
4π2(4+µ−2α)
β0
β2
0Cµd4+µ−2α
1
2 in (f6), we choose ε > 0 such that in (f6), we choose ε > 0 such that in (f6), we choose ε > 0 such that (κ −ε)2
(1 + ε)2 > 4π2(4 + µ −2α)e
21(4+µ−2α)
8
β2
0Cµd4+µ−2αe
m
4π2(4 + µ −2α)
β0
(3.17)
21(4 + µ −2α)
8
+ ln
4π2(1 + ε)2(4 + µ −2α)m
4π2(4+µ−2α)
β0
(κ −ε)2β2
0Cµd4+µ−2α
< 1 −ε
1 + ε. (3.18) (κ −ε)2
(1 + ε)2 > 4π2(4 + µ −2α)e
21(4+µ−2α)
8
β2
0Cµd4+µ−2αe
m
4π2(4 + µ −2α)
β0
(3.17) (3.17) and 21(4 + µ −2α)
8
+ ln
4π2(1 + ε)2(4 + µ −2α)m
4π2(4+µ−2α)
β0
(κ −ε)2β2
0Cµd4+µ−2α
< 1 −ε
1 + ε. (3.18) (3.18) Using (f6), we know that there exists tε > 0 such that Using (f6), we know that there exists tε > 0 such that (|t1| + |t2|)F(x, t1, t2) ⩾(κ −ε)eβ0|(t1,t2)|2,
∀x ∈Ω, |t1|, |t2| ⩾tε. (3.19) (3.19) er are four possible cases as follows. From now on, in the sequel, all inequalities hold for large n ∈N.
q
Case i) t ∈
0,
q
2π2(4+µ−2α)
β0
. Then it follows that Case i) t ∈
0,
q
2π2(4+µ−2α)
β0
. Then it follows that
Φ
√
2
2 tφn,
√
2
2 tφn
= 1
2M
t2∥φn∥2
−1
2
Z
Ω
"
Iµ ∗F(x,
√
2
2 tφn,
√
2
2 tφn)
|x|α
#
F(x,
√
2
2 tφn,
√
2
2 tφn)
|x|α
dx
≤1
2M
2π2(4 + µ −2α)
β0
. Clearly, there exists n ∈N such that (3.15) holds. Clearly, there exists n ∈N such that (3.15) holds. Case ii) t ∈
q
2π2(4+µ−2α)
β0
,
q
4π2(4+µ−2α)
β0
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N, from
(f6), (3.12), (3.16) and (3.19), it follows that Clearly, there exists n ∈N such that (3.15) holds. 3
The Variational Framework and the Minimax Estimate (3.22)
sing (3.22) we obtain m(t2
n) =
Cµβ2
0(κ −ε)2d4+µ−2α(ln n)2
π2(4 + µ −2α) (4(ln n)2 + 4 ln n + 1) n4+µ−2α e(4π2∥eφn∥2)−1β0t2
n ln n. (3.22) m(t2
n) =
Cµβ2
0(κ −ε)2d4+µ−2α(ln n)2
π2(4 + µ −2α) (4(ln n)2 + 4 ln n + 1) n4+µ−2α e(4π2∥eφn∥2)−1β0t2
n ln n. (3.22) (3.22) Then by using (3.22) we obtain
lim
n→∞t2
n = 4π2(4 + µ −2α)
β0
. (3.23) Then by using (3.22) we obtain Then by using (3.22) we obtain
lim
n→∞t2
n = 4π2(4 + µ −2α)
β0
. (3.23) lim
n→∞t2
n = 4π2(4 + µ −2α)
β0
. (3.23) Set Set Set
A := ln
4π2(1 + ε)(4 + µ −2α)m
4π2(4+µ−2α)
β0
Cµβ2
0(κ −ε)2d4+µ−2α
. (3.24) Set
A := ln
4π2(1 + ε)(4 + µ −2α)m
4π2(4+µ−2α)
β0
Cµβ2
0(κ −ε)2d4+µ−2α
. (3.24)
Then (3.17) and (3.18) show that A := ln
4π2(1 + ε)(4 + µ −2α)m
4π2(4+µ−2α)
β0
Cµβ2
0(κ −ε)2d4+µ−2α
. (3.24) Cµβ2
0(κ −ε)2d4+µ−2α
(
)
Then (3.17) and (3.18) show that Then (3.17) and (3.18) show that Then (3.17) and (3.18) show that Then (3.17) and (3.18) show that (1 + ε) max
21(4 + µ −2α)
8
+ A, 0
−(1 −ε) < 0. (3.25) (3.25) From (3.22), (3.23) and (3.24), we have From (3.22), (3.23) and (3.24), we have t2
n = 4π2(4 + µ −2α)∥eφn∥2
β0
"
1 + ln
(4 + µ −2α)π2m(t2
n)
4(ln n)2 + 4 ln n + 1
(4 + µ −2α) ln n
−ln((ln n)2) + ln
Cµβ0(κ −ε)2d4+µ−2α
(4 + µ −2α) ln n
#
⩽4π2(4 + µ −2α)
β0
+ 4π2A
β0 ln n + 21(4 + µ −2α)π2
2β0 ln n
+ O
1
(ln n)2
(3.26) #
⩽4π2(4 + µ −2α)
β0
+ 4π2A
β0 ln n + 21(4 + µ −2α)π2
2β0 ln n
+ O
1
(ln n)2
(3.26) and
ϕn(t) ⩽ϕn(tn) = 1
2M(t2
n) −2π2∥eφn∥2m(t2
n)
β0 ln n
,
∀t ≥0. (3.27) and and
ϕn(t) ⩽ϕn(tn) = 1
2M(t2
n) −2π2∥eφn∥2m(t2
n)
β0 ln n
,
∀t ≥0. (3.27) ϕn(t) ⩽ϕn(tn) = 1
2M(t2
n) −2π2∥eφn∥2m(t2
n)
β0 ln n
,
∀t ≥0. 3
The Variational Framework and the Minimax Estimate Case ii) t ∈
q
2π2(4+µ−2α)
β0
,
q
4π2(4+µ−2α)
β0
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N, from
(f6), (3.12), (3.16) and (3.19), it follows that Case ii) t ∈
q
2π2(4+µ−2α)
β0
,
q
4π2(4+µ−2α)
β0
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N, from
(f6), (3.12), (3.16) and (3.19), it follows that Case ii) t ∈
q
2π2(4+µ−2α)
β0
,
q
4π2(4+µ−2α)
β0
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N, from
(f6), (3.12), (3.16) and (3.19), it follows that Z
Ω
"
Iµ ∗F(x,
√
2
2 tφn,
√
2
2 tφn)
|x|α
#
F(x,
√
2
2 tφn,
√
2
2 tφn)
|x|α
dx
⩾
Z
Bd/n
Z
Bd/n
F(x,
√
2
2 tφn(x),
√
2
2 tφn(x))F(y,
√
2
2 tφn(y),
√
2
2 tφn(y))
|x|α|x −y|4−µ|y|α
dxdy
⩾(κ −ε)2
2t2
Z
Bd/n
Z
Bd/n
eβ0t2φ2
n(x)+β0t2φ2
n(y)
φn(x)φn(y)|x|α|x −y|4−µ|y|α dxdy
⩾
β0(κ −ε)2
8π2(4 + µ −2α)
Z
Bd/n
Z
Bd/n
eβ0t2φ2
n(x)+β0t2φ2
n(y)
φn(x)φn(y)|x|α|x −y|4−µ|y|α dxdy
⩾
4Cµβ0∥eφn∥2(κ −ε)2d4+µ−2α ln n
(4 + µ −2α) (4(ln n)2 + 4 ln n + 1) n4+µ−2α e(4π2∥eφn∥2)−1β0t2 ln n. (3.20) (3.20) 20 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Then from (3.1), (3.14) and (3.20), it holds that Then from (3.1), (3.14) and (3.20), it holds that Then from (3.1), (3.14) and (3.20), it holds that Φ
√
2
2 tφn,
√
2
2 tφn
= 1
2M
t2∥φn∥2
−1
2
Z
Ω
"
Iµ ∗F(x,
√
2
2 tφn,
√
2
2 tφn)
|x|α
#
F(x,
√
2
2 tφn,
√
2
2 tφn)
|x|α
dx
⩽1
2M(t2) −
2Cµβ0∥eφn∥2(κ −ε)2d4+µ−2α ln n
(4 + µ −2α) (4(ln n)2 + 4 ln n + 1) n4+µ−2α e(4π2∥eφn∥2)−1β0t2 ln n
=: ϕ(t). (3.21) (3.21) Let tn > 0 such that ϕ′
n(tn) = 0, thus Let tn > 0 such that ϕ′
n(tn) = 0, thus m(t2
n) =
Cµβ2
0(κ −ε)2d4+µ−2α(ln n)2
π2(4 + µ −2α) (4(ln n)2 + 4 ln n + 1) n4+µ−2α e(4π2∥eφn∥2)−1β0t2
n ln n. M(t1 + t2) ⩽M(t1) + t1
θ
"
1 + t2
t1
θ
−1
#
m(t1),
∀t1, t2 > 0. 3
The Variational Framework and the Minimax Estimate
Clearly, in this case, the above estimate implies that there exists n large enough such that (3.15) holds.
ii) t ∈
q
4π2(4+µ−2α)
β0
,
q
4π2(4+µ−2α)
β0
(1 + ε)
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N,
f6), (3.12), (3.16) and (3.19), the process is similar to case ii, we delete it.
Case iii) t ∈
q
4π2(4+µ−2α)
β0
,
q
4π2(4+µ−2α)
β0
(1 + ε)
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N,
from (f6), (3.12), (3.16) and (3.19), the process is similar to case ii, we delete it. Case iv) t ∈
q
4π2(4+µ−2α)
β0
(1 + ε), +∞
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N, from
(3.1), (3.12), (3.14), (3.16) and (3.19), it follows that Case iii) t ∈
q
4π2(4+µ−2α)
β0
,
q
4π2(4+µ−2α)
β0
(1 + ε)
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N,
from (f6), (3.12), (3.16) and (3.19), the process is similar to case ii, we delete it. Case iv) t ∈
q
4π2(4+µ−2α)(1 + ε) +∞
Then
√
2tφ (x) ⩾t
for x ∈B
(0) and for large n ∈N from
from (f6), (3.12), (3.16) and (3.19), the process is similar to case ii, we delete it. Case iv) t ∈
q
4π2(4+µ−2α)
β0
(1 + ε), +∞
. Then
√
2
2 tφn(x) ⩾tε for x ∈Bd/n(0) and for large n ∈N, from
(3.1), (3.12), (3.14), (3.16) and (3.19), it follows that Φ
√
2
2 tφn,
√
2
2 tφn
= 1
2M(t2∥φn∥2) −1
2
Z
Ω
"
Iµ ∗F(x,
√
2
2 tφn,
√
2
2 tφn)
|x|α
#
F(x,
√
2
2 tφn,
√
2
2 tφn)
|x|α
dx
⩽1
2M(t2) −8Cµπ2∥eφn∥2(κ −ε)2d4+µ−2α ln n
(4(ln n)2 + 4 ln n + 1) t2n4+µ−2α e(4π2∥eφn∥2)−1β0t2 ln n
⩽1
2M
4π2(4 + µ −2α)(1 + ε)
β0
−2Cµβ0 ln n∥eφn∥2(κ −ε)2d4+µ−2αe
(8ε ln n−21)(4+µ−2α) ln n
8 ln n+21
(4 + µ −2α)(1 + ε) (4(ln n)2 + 4 ln n + 1)
⩽1
3M
4π2(4 + µ −2α)
β0
, then there exists n ∈N such that (3.15) holds. 3
The Variational Framework and the Minimax Estimate In the above derivation process, we use the fact that the function
1
2M(t2) −8Cµπ2∥eφn∥2(κ−ε)2d4+µ−2α ln n
(4(ln n)2+4 ln n+1)t2n4+µ−2α e(4π2∥eφn∥2)−1β0t2 ln n is decreasing on t ∈
q
4π2(4+µ−2α)
β0
(1 + ε), +∞
, (
)
since its stagnation points tend to
q
4π2(4+µ−2α)
β0
as n →∞. (
)
since its stagnation points tend to
q
4π2(4+µ−2α)
β0
as n →∞. 3
The Variational Framework and the Minimax Estimate (3.27) (3.27) By (1.5) in Remark 1, we know By (1.5) in Remark 1, we know M(t1 + t2) ⩽M(t1) + t1
θ
"
1 + t2
t1
θ
−1
#
m(t1),
∀t1, t2 > 0. 21 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Then using (m1), (1.5), (3.23), (3.26) and (3.27), we obtain Then using (m1), (1.5), (3.23), (3.26) and (3.27), we obtain Then using (m1), (1.5), (3.23), (3.26) and (3.27), we obtain (m1), (1.5), (3.23), (3.26) and (3.27), we obtain
ϕn(t) ⩽ϕn(tn) = 1
2M(t2
n) −2π2∥eφn∥2m(t2
n)
β0 ln n
⩽1
2M
4π2(4 + µ −2α)
β0
+ 4π2A
β0 ln n + 21(4 + µ −2α)π2
2β0 ln n
+ O
1
(ln n)2
−
2π2(1 −ε)m
4π2(4+µ−2α)
α0
β0 ln n
⩽1
2M
4π2(4 + µ −2α)
β0
+
(1 + ε) max
n
21(4+µ−2α)
8
+ A, 0
o
−(1 −ϵ)
β0 ln n
× 2π2m
4π2(4 + µ −2α)
β0
+ O
1
(ln n)2
. (3.28) ϕn(t) ⩽ϕn(tn) = 1
2M(t2
n) −2π2∥eφn∥2m(t2
n)
β0 ln n
⩽1
2M
4π2(4 + µ −2α)
β0
+ 4π2A
β0 ln n + 21(4 + µ −2α)π2
2β0 ln n
+ O
1
(ln n)2
−
2π2(1 −ε)m
4π2(4+µ−2α)
α0
β0 ln n ⩽1
2M
4π2(4 + µ −2α)
β0
+
(1 + ε) max
n
21(4+µ−2α)
8
+ A, 0
o
−(1 −ϵ)
β0 ln n
× 2π2m
4π2(4 + µ −2α)
β0
+ O
1
(ln n)2
. (3 ⩽1
2M
4π2(4 + µ −2α)
β0
+
(1 + ε) max
n
21(4+µ−2α)
8
+ A, 0
o
−(1 −ϵ)
β0 ln n × 2π2m
4π2(4 + µ −2α)
β0
+ O
1
(ln n)2
. (3.28) (3.28) Hence, combining (3.21) with (3.28), one has Hence, combining (3.21) with (3.28), one has Φ
√
2
2 tφn,
√
2
2 tφn
⩽1
2M
4π2(4 + µ −2α)
β0
+
(1 + ε) max
n
21(4+µ−2α)
8
+ A, 0
o
−(1 −ε)
β0 ln n
× 2π2m
4π2(4 + µ −2α)
β0
+ O
1
(ln n)2
. early, in this case, the above estimate implies that there exists n large enough such that (3.15) holds. 4
The proof of Theorem 1.1 In this section, we will give the proof of Theorem 1.1. 22 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Lemma 4.1. Assume that (m2) and (f3) hold, then c∗⩽b, where b = infN Φ in (1.7). Lemma 4.1. Assume that (m2) and (f3) hold, then c∗⩽b, where b = infN Φ in (1.7). Proof. For each (u, v) ∈N, then it follows that ⟨Φ′(u, v), (u, v)⟩= 0. Now we define the continuous map
g : (0, +∞) →R such that g(t) = Φ(tu, tv). By using (3.2) we have g′(t) = m
∥(tu, tv)∥2
∥(u, v)∥2t −
Z
Ω
Iµ ∗F(x, tu, tv)
|x|α
f1(x, tu, tv)u + f2(x, tu, tv)v
|x|α
dx, g′(t) = m
∥(tu, tv)∥2
∥(u, v)∥2t −
Z
Ω
Iµ ∗F(x, tu, tv)
|x|α
f1(x, tu, tv)u + f2(x, tu, tv)v
|x|α
dx, for all t ∈(0, +∞) and g′(t) = g′(t) −t2θ−1⟨Φ′(u, v), (u, v)⟩
= m
∥(tu, tv)∥2
∥(u, v)∥2t −t2θ−1m
∥(u, v)∥2
∥(u, v)∥2
+ t2θ−1
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u + f2(x, u, v)v
|x|α
dx
−
Z
Ω
Iµ ∗F(x, tu, tv)
|x|α
f1(x, tu, tv)u + f2(x, tu, tv)v
|x|α
dx
= t2θ−1
"
m
∥(tu, tv)∥2
(∥(tu, tv)∥2)θ−1 −m
∥(u, v)∥2
(∥(u, v)∥2)θ−1
#
∥(u, v)∥2θ
+ t2θ−1
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u + f2(x, u, v)v
|x|α
dx
−1
t2θ
Z
Ω
Iµ ∗F(x, tu, tv)
|x|α
f1(x, tu, tv)tu + f2(x, tu, tv)tv
|x|α
dx
. From Remark 1, we choose p = θ < l, then we derive that From Remark 1, we choose p = θ < l, then we derive that From Remark 1, we choose p = θ < l, then we derive that tf1(x, t, s) −θF(x, t, s) > 0,
sf2(x, t, s) −θF(x, t, s) > 0, for all (x, t, s) ∈Ω× R2, along with (f3) which shows that for all (x, t, s) ∈Ω× R2, along with (f3) which shows that t 7→F(x, tu, tv)
tθ
is nondecreasing for
t > 0. (4.1) t 7→F(x, tu, tv)
tθ
is nondecreasing for
t > 0. 4
The proof of Theorem 1.1 (4.1) (4.1) Then for 0 < t ⩽1, x ∈Ωfrom (f3) and (4.1) , we obtain Then for 0 < t ⩽1, x ∈Ωfrom (f3) and (4.1) , we obtain Then for 0 < t ⩽1, x ∈Ωfrom (f3) and (4.1) , we obtain g′(t) ⩾t2θ−1
m
∥(tu, tv)∥2
(∥(tu, tv)∥2)θ−1 −m
∥(u, v)∥2
(∥(u, v)∥2)θ−1
! ∥(u, v)∥2θ
+ t2θ−1
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u
uθ
−f1(x, tu, tv)tu
(tu)θ
uθdx
+
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f2(x, u, v)v
vθ
−f2(x, tu, tv)tv
(tv)θ
vθdx
⩾0. This shows that g′(t) ⩾0 for 0 < t ⩽1 and g′(t) < 0 for t > 1. So we obtain g(1) = maxt⩾0 Φ(tu, tv), thus
Φ(u, v) = maxt⩾0 Φ(tu, tv). Now we define h : [0, 1] →H2
0(Ω, R2) as h(t) = (t0u, t0v)t where t0 > 1 is such that
Φ(t0u, t0v) < 0. So, h ∈Γ which implies that This shows that g′(t) ⩾0 for 0 < t ⩽1 and g′(t) < 0 for t > 1. So we obtain g(1) = maxt⩾0 Φ(tu, tv), thus
Φ(u, v) = maxt⩾0 Φ(tu, tv). Now we define h : [0, 1] →H2
0(Ω, R2) as h(t) = (t0u, t0v)t where t0 > 1 is such that
Φ(t0u, t0v) < 0. So, h ∈Γ which implies that c∗⩽max
t∈[0,1] Φ(h(t)) ⩽max
t⩾0 Φ(tu, tv) = Φ(u, v). c∗⩽max
t∈[0,1] Φ(h(t)) ⩽max
t⩾0 Φ(tu, tv) = Φ(u, v). Since (u, v) ∈N is arbitrary, we get c∗⩽b. 23 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 Lemma 4.2. Assume that (f4) holds and let {(un, vn)} ∈H2
0(Ω, R2) be a Palais-Smale sequence for Φ, i.e. Φ(un, vn) →c∗, Φ′(un, vn) →0
as
n →∞. 4
The proof of Theorem 1.1 Then there exists (u, v) ∈H2
0(Ω, R2) such that, up to subaequence, (un, vn) ⇀(u, v) weakly in H2
0(Ω, R2) Then there exists (u, v) ∈H2
0(Ω, R2) such that, up to subaequence, (un, vn) ⇀(u, v) weakly in H2
0(Ω, R2),
Z
I
F(x, un, vn) fi(x, un, vn)
d
Z
I
F(x, u, v) fi(x, u, v)
d
(4 2) Ω
Iµ ∗F(x, un, vn)
|x|α
fi(x, un, vn)
|x|α
ϕdx →
Z
Ω
Iµ ∗F(x, u, v)
|x|α
fi(x, u, v)
|x|α
ϕdx
(4.2) Z
Ω
Iµ ∗F(x, un, vn)
|x|α
fi(x, un, vn)
|x|α
ϕdx →
Z
Ω
Iµ ∗F(x, u, v)
|x|α
fi(x, u, v)
|x|α
ϕdx
(4.2)
for all ϕ ∈C∞
0 (Ω) and i = 1 2 and (4.2) for all ϕ ∈C∞
0 (Ω) and i = 1, 2, and Z
Ω
Iµ ∗F(x, un, vn)
|x|α
F(x, un, vn)
|x|α
dx →
Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx. Proof. Similar to [31, Lemma 3.3], so we delete the proof. Proof. Similar to [31, Lemma 3.3], so we delete the proof. ow we are ready to give the proof of our main result. Now we are ready to give the proof of our main result. Proof of Theorem 1.1. Let {(un, vn)} be a Palais Smale sequence at the Mountain pass level c∗. By using
Lemma 3.3, we know {(un, vn)} is bounded, then there exists u, v ∈H2
0(Ω) such that, up to subsequence,
un ⇀u, vn ⇀v weakly in H2
0(Ω) as n →∞. Next we will make some claims as follows. Claim 1: u, v ̸≡0. ,
̸
If u = 0 or v = 0, by using Lemma 4.2 we obtain ,
̸
If u = 0 or v = 0, by using Lemma 4.2 we obtain Z
Ω
Iµ ∗F(x, un, vn)
|x|α
F(x, un, vn)
|x|α
dx →0
as n →∞. (4.3) (4.3) From (3.9) and (4.3) we know limn→∞Φ(un, vn) =
1
2 limn→∞M
∥(un, vn)∥2
= c∗. Now from (3.15) and
m(t) > 0 for t ≥0 which implies M(t) is strictly increasing we obtain From (3.9) and (4.3) we know limn→∞Φ(un, vn) =
1
2 limn→∞M
∥(un, vn)∥2
= c∗. 4
The proof of Theorem 1.1 Now from (3.15) and
m(t) > 0 for t ≥0 which implies M(t) is strictly increasing we obtain ∥(un, vn)∥2 < 4π2(4 + µ −2α)
β0
, ∥(un, vn)∥2 < 4π2(4 + µ −2α)
β0
, for n large enough, and this shows that supn
R
Ω(fi(un, vn))qdx < +∞for some q >
8
4+µ−2α, i = 1, 2. Besides
this, from Lemma 2.2, Proposition 2.5, (3.2) and Vitali’s convergence theorem we derive that for n large enough, and this shows that supn
R
Ω(fi(un, vn))qdx < +∞for some q >
8
4+µ−2α, i = 1, 2. Besides
this, from Lemma 2.2, Proposition 2.5, (3.2) and Vitali’s convergence theorem we derive that Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)un + f2(x, un, vn)vn
|x|α
dx →0
as n →∞. Then from (3.8), we know limn→∞⟨Φ′(un, vn), (un, vn)⟩= 0, hence we obtain Then from (3.8), we know limn→∞⟨Φ′(un, vn), (un, vn)⟩= 0, hence we obtain lim
n→∞m
∥(un, vn)∥2
∥(un, vn)∥2 = 0. lim
n→∞m
∥(un, vn)∥2
∥(un, vn)∥2 = 0. From (f1), we know it is obvious that limn→∞∥(un, vn)∥2 = 0. Then (3.9) and (4.3) show that c∗= limn→∞Φ(un, vn) =
0, which contradicts c∗> 0. Hence we claim that u, v ̸≡0, now we assume that ∥(un, vn)∥2 →σ2 as n →∞. From Lemma 4.2 we obtain Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)φ + f2(x, un, vn)ψ
|x|α
dx
→
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)φ + f2(x, u, v)ψ
|x|α
dx,
as n →∞, and m(σ2)
Z
Ω
(∆u∆φ + ∆v∆ψ)dx =
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)φ + f2(x, u, v)ψ
|x|α
dx,
(4.4) m(σ2)
Z
Ω
(∆u∆φ + ∆v∆ψ)dx =
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)φ + f2(x, u, v)ψ
|x|α
dx,
(4.4) (4.4) 24 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 for all φ, ψ ∈H2
0(Ω). Indeed, if we take φ = u−and ψ = 0 in (4.4), we have m
σ2
∥u−∥= 0. By using (m1),
we get that u−= 0 a.e. in Ω. Therefore u, v ≥0 a.e. in Ω. for all φ, ψ ∈H2
0(Ω). 4
The proof of Theorem 1.1 Indeed, if we take φ = u−and ψ = 0 in (4.4), we have m
σ2
∥u−∥= 0. By using (m1),
we get that u−= 0 a.e. in Ω. Therefore u, v ≥0 a.e. in Ω. Claim 2: m
∥(u, v)∥2
∥(u, v)∥2 ⩾
R
Ω
h
Iµ ∗F (x,u,v)
|x|α
i
f1(x,u,v)u+f2(x,u,v)v
|x|α
dx. Claim 2: m
∥(u, v)∥2
∥(u, v)∥2 ⩾
R
Ω
h
Iµ ∗F (x,u,v)
|x|α
i
f1(x,u,v)u+f2(x,u,v)v
|x|α
dx. Supposing by contradiction that m
∥(u, v)∥2
∥(u, v)∥2 <
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u + f2(x, u, v)v
|x|α
dx,
(4.5) (4.5) let h(t) = ⟨Φ′(tu, tv), (tu, tv)⟩, then from (3.2) and (4.5) we know h(1) = ⟨Φ′(u, v), (u, v)⟩< 0. Then for t > 0
small enough, using (f5) and Remark 1, we obtain that let h(t) = ⟨Φ′(tu, tv), (tu, tv)⟩, then from (3.2) and (4.5) we know h(1) = ⟨Φ′(u, v), (u, v)⟩< 0. Then for t > 0
small enough, using (f5) and Remark 1, we obtain that ⟨Φ′(tu, tv), (tu, tv)⟩
⩾m0t2∥(u, v)∥2 −1
2
Z
Ω
Z
Ω
(f1(x, tu, tv)tu + f2(x, tu, tv)tv) (f1(y, tu, tv)tu + f2(y, tu, tv)tv)
|x −y|4−µ|x|α|y|α
dxdy
⩾m0t2∥(u, v)∥2 −t2r+2
2
Z
Ω
Z
Ω
(ur + vr)u + (ur + vr)v
|x −y|4−µ|y|α
dy
(ur + vr)u + (ur + vr)v
|x|α
dx
> 0 ⟨Φ′(tu, tv), (tu, tv)⟩ > 0. Since r > 0, then the above inequality shows that h(t) > 0 for t small enough. So there exists a t∗∈(0, 1) such
that h(t∗) = ⟨Φ′(t∗u, t∗v), (t∗u, t∗v)⟩= 0, i.e. (t∗u, t∗v) ∈N. So using (3.1), (3.2), Lemma 4.1 and the lower semicontinuity we get Since r > 0, then the above inequality shows that h(t) > 0 for t small enough. So there exists a t∗∈(0, 1) such
that h(t∗) = ⟨Φ′(t∗u, t∗v), (t∗u, t∗v)⟩= 0, i.e. (t∗u, t∗v) ∈N. 4
The proof of Theorem 1.1 So using (3.1), (3.2), Lemma 4.1 and the lower semicontinuity we get (
)
⟨
(
,
), (
,
)⟩
,
(
,
)
ng (3.1), (3.2), Lemma 4.1 and the lower semicontinuity we get c∗⩽b ⩽Φ(t∗u, t∗v) −1
2θ ⟨Φ′(t∗u, t∗v), (t∗u, t∗v)⟩
= 1
2M
∥(t∗u, t∗v)∥2
−1
2
Z
Ω
Iµ ∗F(x, t∗u, t∗v)
|x|α
F(x, t∗u, t∗v)
|x|α
dx
−1
2θ m
∥(t∗u, t∗v)∥2
∥(t∗u, t∗v)∥2
+ 1
2θ
Z
Ω
Iµ ∗F(x, t∗u, t∗v)
|x|α
f1(x, t∗u, t∗v)t∗u + f2(x, t∗u, t∗v)t∗v
|x|α
dx
< 1
2M
∥(u, v)∥2
−1
2θ m
∥(u, v)∥2
∥(u, v)∥2
+ 1
2θ
Z
Ω
Iµ ∗F(x, t∗u, t∗v)
|x|α
f1(x, t∗u, t∗v)t∗u + f2(x, t∗u, t∗v)t∗v −θF(x, t∗u, t∗v)
|x|α
dx
⩽1
2M
∥(u, v)∥2
−1
2θ m
∥(u, v)∥2
∥(u, v)∥2
+ 1
2θ
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u + f2(x, u, v)v −θF(x, u, v)
|x|α
dx
⩽lim inf
n→∞
1
2M
∥(un, vn)∥2
−1
2θ m
∥(un, vn)∥2
∥(u, v)∥2
+ 1
2θ
Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)u + f2(x, un, vn)vn −θF(x, un, vn)
|x|α
dx
= lim inf
n→∞
Φ(un, vn) −1
2θ ⟨Φ′(un, vn), (un, vn)⟩
= c∗. 4
The proof of Theorem 1.1 c∗⩽b ⩽Φ(t∗u, t∗v) −1
2θ ⟨Φ′(t∗u, t∗v), (t∗u, t∗v)⟩
= 1
2M
∥(t∗u, t∗v)∥2
−1
2
Z
Ω
Iµ ∗F(x, t∗u, t∗v)
|x|α
F(x, t∗u, t∗v)
|x|α
dx
−1
2θ m
∥(t∗u, t∗v)∥2
∥(t∗u, t∗v)∥2 2θ
+ 1
2θ
Z
Ω
Iµ ∗F(x, t∗u, t∗v)
|x|α
f1(x, t∗u, t∗v)t∗u + f2(x, t∗u, t∗v)t∗v
|x|α
dx
< 1
2M
∥(u, v)∥2
−1
2θ m
∥(u, v)∥2
∥(u, v)∥2 + 1
2θ
Z
Ω
Iµ ∗F(x, t∗u, t∗v)
|x|α
f1(x, t∗u, t∗v)t∗u + f2(x, t∗u, t∗v)t∗v −θF(x, t∗u, t∗v)
|x|α
dx
⩽1
2M
∥(u, v)∥2
−1
2θ m
∥(u, v)∥2
∥(u, v)∥2 + 1
2θ
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u + f2(x, u, v)v −θF(x, u, v)
|x|α
dx
⩽lim inf
n→∞
1
2M
∥(un, vn)∥2
−1
2θ m
∥(un, vn)∥2
∥(u, v)∥2
+ 1
2θ
Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)u + f2(x, un, vn)vn −θF(x, un, vn)
|x|α
dx
= lim inf
n→∞
Φ(un, vn) −1
2θ ⟨Φ′(un, vn), (un, vn)⟩
= c∗.
+ 1
2θ
Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)u + f2(x, un, vn)vn −θF(x, un, vn)
|x|α
dx
= lim inf
n→∞
Φ(un, vn) −1
2θ ⟨Φ′(un, vn), (un, vn)⟩
= c∗. This gives a contradiction and completes the proof of Claim 2. Claim 3: Φ(u, v) = c∗. (
)
By using the weakly lower semicontinuity of norms we know Φ(u, v) ⩽limn→+∞Φ(un, vn) = c∗. If Φ(u, v) < c∗, By using the weakly lower semicontinuity of norms we know Φ(u, v) ⩽limn→+∞Φ(un, vn) = c∗. If Φ(u, v) < c∗, 25 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 then from (3.1) and Lemma 4.2 we know M(∥(u, v)∥2) < limn→+∞M(∥(un, vn)∥2). Since M(t) is increasing
and continuous and limn→∞∥(un, vn)∥2 = σ2, we obtain ∥(u, v)∥2 < σ2. Moreover, from (3.1), (3.8) and Lemma
4.2 we derive that then from (3.1) and Lemma 4.2 we know M(∥(u, v)∥2) < limn→+∞M(∥(un, vn)∥2). Since M(t) is increasing
and continuous and limn→∞∥(un, vn)∥2 = σ2, we obtain ∥(u, v)∥2 < σ2. Now let (eun, evn) =
un
∥(un, vn)∥,
vn
∥(un, vn)∥
, obviously we obtain ∥(eun, evn)∥= 1 and (eun, evn) ⇀(eu, ev) = ( u
σ , v
σ ) weakly in H2
0(Ω, R2). From Lemma 2.3, we
have that
Z
32
2 obviously we obtain ∥(eun, evn)∥= 1 and (eun, evn) ⇀(eu, ev) = ( u
σ , v
σ ) weakly in H2
0(Ω, R2). From Lemma 2.3, we
have that
Z
32
2 we obtain ∥(eun, evn)∥= 1 and (eun, evn) ⇀(eu, ev) = ( u
σ , v
σ ) weakly in H2
0(Ω, R2). From Lemma 2.3, we sup
n∈N
Z
Ω
exp
β(|eun|2 + |evn|2)
dx < +∞, for 1 < β <
32π2
1 −∥(eu, ev)∥2 . Then from (1.3), (3.1) and Claim 2 we obtain Then from (1.3), (3.1) and Claim 2 we obtain Then from (1.3), (3.1) and Claim 2 we obtain Φ(u, v) = 1
2M
∥(u, v)∥2
−1
2
Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx
≥1
2M
∥(u, v)∥2
−1
2
Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx −1
2θ m
∥(u, v)∥2
∥(u, v)∥2
+ 1
2θ
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u + f2(x, u, v)v
|x|α
dx
= 1
2θ
θM
∥(u, v)∥2
−m
∥(u, v)∥2
∥(u, v)∥2
+ 1
2θ
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u + f2(x, u, v)v −θF(x, u, v)
|x|α
dx
≥0, and from Remak 1, (3.1), Lemma 3.4 and (4.6) we get and from Remak 1, (3.1), Lemma 3.4 and (4.6) we get and from Remak 1, (3.1), Lemma 3.4 and (4.6) we get M
σ2
= 2c∗+
Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx
= 2c∗−2Φ(u, v) + M
∥(u, v)∥2
< M
4π2(4 + µ −2α)
β0
+ M
∥(u, v)∥2
⩽M
4π2(4 + µ −2α)
β0
+ ∥(u, v)∥2
. For the monotonicity of the function M(t) we know For the monotonicity of the function M(t) we know For the monotonicity of the function M(t) we know σ2 <
1
1 −∥(eu, ev)∥2
4π2(4 + µ −2α)
β0
. σ2 <
1
1 −∥(eu, ev)∥2
4π2(4 + µ −2α)
β0
. 4
The proof of Theorem 1.1 Moreover, from (3.1), (3.8) and Lemma
4.2 we derive that M
σ2
= lim
n→∞M
∥(un, vn)∥2
= 2
c∗+ 1
2
Z
Ω
Iµ ∗F(x, u, v)
|x|α
F(x, u, v)
|x|α
dx
. (4.6) (4.6) Now let Now let Thus for n ∈N large enough it is possible p > β0 and p close to β0 such that Thus for n ∈N large enough it is possible p > β0 and p close to β0 such that 8
4 + µ −2αp∥(un, vn)∥2 ⩽
32π2
1 −∥(eu, ev)∥2 . 8
4 + µ −2αp∥(un, vn)∥2 ⩽
32π2
1 −∥(eu, ev)∥2 . From Lemma 2.3, there exists C > 0 such that Z
Ω
exp
8
4 + µ −2αp
|un|2 + |vn|2
⩽C 26 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 and Z
Ω
Iµ ∗F(x, un, vn)
|x|α
f1(x, un, vn)un + f2(x, un, vn)vn
|x|α
dx
→
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)u + f2(x, u, v)v
|x|α
dx, as n →∞, which implies (un, vn) →(u, v) strongly in H2
0(Ω, R2). Hence Φ(u, v) = c∗which gives a contradiction
and completes the proof of Claim 3. as n →∞, which implies (un, vn) →(u, v) strongly in H2
0(Ω, R2). Hence Φ(u, v) = c∗which gives a contradiction
and completes the proof of Claim 3. Finalizing the proof of Theorem 1.1: By Claim 3, we deduce that lim
n→∞M
∥(un, vn)∥2
= M
∥(u, v)∥2
which
indicates (un, vn) →(u, v) in H2
0(Ω, R2). Then finally we have m
∥(u, v)∥2 Z
Ω
(∆u∆φ + ∆v∆ψ)dx =
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)φ + f2(x, u, v)ψ
|x|α
dx, m
∥(u, v)∥2 Z
Ω
(∆u∆φ + ∆v∆ψ)dx =
Z
Ω
Iµ ∗F(x, u, v)
|x|α
f1(x, u, v)φ + f2(x, u, v)ψ
|x|α
dx, for all φ, ψ ∈H2
0(Ω). That is, (u, v) is a solution of problem (1.1) satisfying Φ(u, v) = c∗and according to
Lemma 4.1, the proof of our main result is completed. Competing Interests Author has declared that no competing interests exist. Author has declared that no competing interests exist. References [1] Rani A, Goyal S. Multiple solutions for biharmonic critical Choquard equation involving sign-changing
weight functions. Topol. Methods Nonlinear Anal. 2022;59(1):221-260. [1] Rani A, Goyal S. Multiple solutions for biharmonic critical Choquard equation involving sign-changing
weight functions. Topol. Methods Nonlinear Anal. 2022;59(1):221-260. [2] Cosner C, Schaefer PW. A comparison principle for a class of of fourth-order elliptic operators. J. Math. Anal. Appl. 1987;128(2):488-494. [2] Cosner C, Schaefer PW. A comparison principle for a class of of fourth-order elliptic operators. J. Math. Anal. Appl. 1987;128(2):488-494. [3] Guo Z, Liu Z. Liouville type results for semilinear biharmonic problems in exterior domains. Calc. Var. Partial Differential Equations. 2020;59(2);66:26. [3] Guo Z, Liu Z. Liouville type results for semilinear biharmonic problems in exterior domains. Calc. Var. Partial Differential Equations. 2020;59(2);66:26. [4] Guo Y, Wei J. Supercritical biharmonic elliptic problems in domains with small holes. Math. Nachr. 2009;282(12):1724-1739 [5] Mareno A. Maximum principles and bounds for a class of fourth order nonlinear elliptic equations. J. Math. Anal. Appl. 2011;377(2):495-500. [6] Micheletti AM, Pistoia A. Multiplicity results for a fourth-order semilinear elliptic problem. Nonlinear Anal. 1998;31(7):895-908 ] Micheletti AM, Pistoia A. Nontrivial solutions for some fourth order semilinear elliptic problems. Nonlin
Anal. 1998;34(4):509-523 ] Pohozaev SI. The Sobolev embedding in the case. Proc. Tech. Sci. Conf. Adv. Sci. Res. 1965;1964:158-1 ] Trudinger NS. On embedding into Orlicz space and some applications. J. Math. Mech. 1967;17:473-484 ] Moser J. A sharp form of an inequality by N. Trudinger. Indiana Univ. Math. J. 1970/71;20:1077-1092 [11] Adams DR. A sharp inequality of J. Moser for higher order derivatives. Annals of Mathematics. 1988 Sep
1;128(2):385-98. [12] Robert F, Struwe M. Asymptotic profile for a fourth order PDE with critical exponential growth in
dimension four. Adv. Nonlinear Stud. 2004;4(4):397-415. [13] Sani F. A biharmonic equation in mathbb R 4 involving nonlinearities with critical exponential growth. Commun. Pure Appl. Anal. 2013;12(1):405-428. 27 Wu; Asian J. Math. Comp. Res., vol. 31, no. 2, pp. 8-28, 2024; Article no.AJOMCOR.12012 [14] Yang Y. Adams and type inequalities and related elliptic partial differential equations in dimension four. J. Differential Equations. 2012;252(3):2266-2295. [15] KirchhoffG. Mechanik, Teubner, Leipzig; 1883. [16] Andrade D, Ma TF. An operator equation suggested by a class of stationary problems. Comm. Appl. Nonlinear Anal. 1997;4:65-71. [17] Alves CO, Corrˆea FJ, Ma TF. Positive solutions for a quasilinear elliptic equation of Kirchhofftype. Computers and Mathematics with Applications. 2005 Jan 1;49(1):85-93. © Copyright (2024): Author(s). The licensee is the journal publisher. This is an Open Access article distributed under
the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits
unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Peer-review history:
The peer review history for this paper can be accessed here (Please copy paste the total link in your browser address
bar)
https://prh.ikprress.org/review-history/12012 References [18] Cavalcanti MM, Domingos Cavalcanti VN, Soriano JA. Global existence and uniform decay rates for the
Kirchhoff-Carrier equation with nonlinear dissipation . Adv. Differential Equations. 2001;6(6):701-730. [19] Antonio I, Antonio N, Daniele R. Kirchhoffscattering from fractal and classical rough surfaces: Physical
interpretation. IEEE Trans. Antennas and Propagation. 2013;61(4):2156-2163. [20] Chen S, Tang X, Wei J. Improved results on planar Kirchhoff-type elliptic problems with critical expo
growth. Z. Angew. Math. Phys. 2021;72(1);38:18. [21] Tian X. Kirchhofftype elliptic systems with exponential growth nonlinearities. Topol. Methods Nonlinear
Anal. 2022;59(2B):757-777. [22] Chen W, Yu F. On a nonhomogeneous Kirchhoff-type elliptic problem with critical exponential in dimension
two . Appl. Anal. 2022;101(2):421-436 [23] Deng S, Tian X. On a nonhomogeneous Kirchhofftype elliptic system with the singular Trudinger-Moser
growth. Discrete Contin. Dyn. Syst. 2022;42(10):4761-4786 [24] Figueiredo GM, Severo UB. Ground state solution for a Kirchhoffproblem with exponential critical growth. Milan J. Math. 2016;84(1):23-39 [25] Liu Y, Qi S. The ground state solution for biharmonic Kirchhoff-Schr¨odinger equations with singular
exponential nonlinearities in R4. Ann. Funct. Anal. 2022;13(3);42:21. [26] Aouaoui S. Multiplicity result to some Kirchhoff-type biharmonic equation involving exponential growth
conditions. Bulletin of the Iranian Mathematical Society. 2016 Dec 18;42(6):1559-69. ] LD. A note on Kirchhoff-type equations with Hartree-type nonlinearities. Nonlinear Anal. 2014;99:35-4 LD. A note on Kirchhoff-type equations with Hartr [28] Arora R, Giacomoni J, Mukherjee T, Sreenadh K. n-Kirchhoff–Choquard equations with exponential
nonlinearity. Nonlinear Analysis. 2019 Sep 1;186:113-44. [29] Arora R, Giacomoni J, Mukherjee T, Sreenadh K. Polyharmonic Kirchhoffproblems involving exponential
non-linearity of Choquard type with singular weights. Nonlinear Anal. 2020;196;111779:24. [30] Alves CO, Cassani D, Tarsi C, Yang M. Existence and concentration of ground state solutions for a critical
nonlocal Schr¨odinger equation in R2. Journal of Differential Equations. 2016 Aug 5;261(3):1933-72. [31] Arora R, Giacomoni J, Mukherjee T, Sreenadh K. Adams–Moser–Trudinger inequality in the Cartesian
product of Sobolev spaces and its applications. Revista de la Real Academia de Ciencias Exactas, F´ısicas
y Naturales. Serie A. Matem´aticas. 2020 Jul;114:1-26. [32] Stein EM, Weiss G. Fractional integrals on n-dimensional Euclidean space. J. Math. Mech. 1958;7:503-514. [33] Chen L, Lu G, Zhu M. Ground states of bi-harmonic equations with critical exponential growth involving
constant and trapping potentials. Calc. Var. Partial Differential Equations. 2020;59(6);185:38. 28
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English
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Potent cytotoxic effects of Calomeria amaranthoides on ovarian cancers
|
Journal of experimental & clinical cancer research
| 2,011
|
cc-by
| 5,609
|
© 2011 van Haaften et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. Abstract 50
μg
(
μg
)
Both, the crude plant extract as well as EPD killed the cancer cells at a final concentration of 10 μg/mL and 5 μg/
mL respectively, while in normal cells only 20% cell killing effect was observed. EPA had no cytotoxic effects. Changes in abdomen size for control versus Cisplatin treated mice were significantly different, P = 0.023, as were
control versus EPD treated mice, P = 0.025, whereas, EPD versus Cisplatin treated mice were not significantly
different, P = 0.13. Conclusions: For the first time both crude plant extract from Calomeria amaranthoides and EPD have been shown
to have potent anti-cancer effects against ovarian cancer. In 2004 the genus Haeckeria was reassessed by Orch-
ard as C. amaranthoides and since then C. amar-
anthoides belongs to the genus Calomeria of the family
Asteraceae (Compositae) [4]. As a biennial plant it can
grow to more than three metres high, with flowers as
waving plume bushes and wrinkly leaves with an aro-
matic scent. It is also called incense plant. Potent cytotoxic effects of Calomeria
amaranthoides on ovarian cancers Caroline van Haaften1*, Colin C Duke2, Arij M Weerheim3, Nico PM Smit4, Paul MM van Haard5, Firouz Darroudi6,
Baptist JMZ Trimbos1 * Correspondence: carocell@planet.nl
1Department of Gynaecology, Leiden University Medical Center, The
Netherlands
Full list of author information is available at the end of the article van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 Abstract Background: Ovarian cancer remains the leading cause of death from gynaecological malignancy. More than 60%
of the patients are presenting the disease in stage III or IV. In spite of combination of chemotherapy and surgery
the prognosis stays poor for therapy regimen. Methods: The leaves of a plant endemic to Australia, Calomeria amaranthoides, were extracted and then
fractionated by column chromatography. In vitro cytotoxicity tests were performed with fractions of the plant
extract and later with an isolated compound on ovarian cancer cell lines, as well as normal fibroblasts at
concentrations of 1-100 μg/mL (crude extract) and 1-10 μg/mL (compound). Cytotoxicity was measured after 24,
48 and 72 hours by using a non-fluorescent substrate, Alamar blue. In vivo cytotoxicity was tested on ascites, developed in the abdomen of nude mice after inoculation with human
OVCAR3 cells intraperitoneally. The rate of change in abdomen size for the mice was determined by linear
regression and statistically evaluated for significance by the unpaired t test. In vivo cytotoxicity was tested on ascites, developed in the abdomen of nude mice after inoculation with human
OVCAR3 cells intraperitoneally. The rate of change in abdomen size for the mice was determined by linear
regression and statistically evaluated for significance by the unpaired t test. Results: Two compounds were isolated by chromatographic fractionation and identified by 1H-NMR, 13C-NMR and
mass spectrometry analyses, EPD, an a-methylene sesquiterpene lactone of the eremophilanolide subtype, and
EPA, an a-methylene carboxylic acid. y
y
Cytotoxicity of EPD for normal fibroblasts at all time points IC50 was greater than 10 μg/mL, whereas, for OVCAR3
cells at 48 hours IC50 was 5.3 μg/mL (95% confidence interval 4.3 to 6.5 μg/mL). Cytotoxicity of EPD for normal fibroblasts at all time points IC50 was greater than 10 μg/mL, whereas, for OVCAR3
cells at 48 hours IC50 was 5.3 μg/mL (95% confidence interval 4.3 to 6.5 μg/mL). Both, the crude plant extract as well as EPD killed the cancer cells at a final concentration of 10 μg/mL and 5 μg/
mL respectively, while in normal cells only 20% cell killing effect was observed. EPA had no cytotoxic effects. Changes in abdomen size for control versus Cisplatin treated mice were significantly different, P = 0.023, as were
control versus EPD treated mice, P = 0.025, whereas, EPD versus Cisplatin treated mice were not significantly
different, P = 0.13. Cell lines and cell cultures Cells used in the assays were five ovarian cell lines (JV,
JG, JC, JoN, NF), which were earlier established [9,10],
two cell lines OVCAR3 and SKOV3 from the American
Type Culture Collection (ATCC) as well as epithelial
cells from the ovary (serous papillary cystadenomas) [11]
and human dermal fibroblasts primary cultures [12]. Graphs and Statistics Graphs and Statistics
Graphing and statistical evaluations were carried out
with GraphPad Prism 5 for Windows. Graphing and statistical evaluations were carried out
with GraphPad Prism 5 for Windows. 1H-NMR and 13C-NMR analyses
1
13 1H-NMR and 13C-NMR spectroscopy was performed on
those plant fractions with clear cytotoxicity effects. 1H-
NMR, 13C-NMR and Correlation Spectroscopy (COSY)
were performed using a Varian Gemini 300 MHz instru-
ment (Palo Alto, CA, USA). The spectra were measured
in parts per million (ppm) and were referenced to tetra-
methylsilane (TMS = 0 ppm). For the first time we have studied C. amaranthoides
for its possible anti-tumor activity. An SL (EPD) and a
structurally related sesquiterpene (EPA) have been
found, extracted and purified. Among them EPD has
shown in vitro and in vivo (mice) high toxicity in ovar-
ian cancers. Electrospray ionisation in positive and negative mode
(ESI) mass spectrometry analyses were performed using
a TSQ 7000 Liquid Chromatography Mass Spectrometer
(LC-MS/MS; Thermo, San Jose, CA, USA), equipped
with Xcalibur data acquisition and processing software. Short-Column Vacuum Chromatography (SCVC) was
performed using a column packed with TLC-grade silica
gel H60 (Merck, Darmstadt, Germany)) and applying a
step-wise gradient of solvents with increasing polarity. Substances were detected by TLC performed on silica
gel coated TLC plates (H60 F254, Merck, Germany) and
by
1H-NMR spectroscopy. Structures of purified
compounds were determined by mass spectrometry and
1H-NMR and 13C-NMR spectroscopy. In vitro cytotoxicity tests with different fractions of C.
amaranthoides In vitro cytotoxicity tests were performed using a non-
fluorescent substrate, Alamar blue (BioSource Invitro-
gen, UK), as described by Pagé et al. [13]. Ovary cells
(1 × 104 or 5 × 104) were seeded in 24-wells plates
(Costar, USA) and grown in RPMI-1640, supplemented
with 6 mM L-glutamine, 10% fetal calf serum (FCS)
(Gibco, Invitrogen, UK) and penicillin (100 units/mL)
and streptomycin (100 μg/mL), while normal fibroblasts
were grown in Dulbecco’s modified Eagle medium
(DMEM), also supplemented with L-glutamine and FCS. The cultures were maintained in a humidified atmo-
sphere of 5% CO2 at 37°C. Fractionation of extracts by column chromatography Fractionation of extracts by column chromatography
Dried plant material (350 g), cut in small pieces was
soaked in chloroform (CHCl3) at room temperature. After 24-48 hours a crude extract of the leaves was
removed and evaporated under reduced pressure (21.3
grams, 6.0%). The residue, re-dissolved in CHCl3 (30
mL) was applied to a column (21 cm × 5 cm i.d.) filled
with Silicagel (Lichroprep Si 60, particle size 15-25 μm;
Merck, Germany). Elution was carried out with a step-
wise gradient consisting of hexane:dioxane, 98:2 (v/v
400 mL); hexane:chloroform:dioxane, 88:10:2 (v/v 600
mL); hexane:chloroform:dioxane:ethyl acetate:2-propa-
nol, 80:10:2:6:1, (v/v 600 mL) and hexane:chloroform:
acetone:methanol, 56:20:16:8, (v/v 400 mL). A total of
157 fractions (10 mL each) were collected and combined
into groups based on HPLC analysis. The combined
group of fractions showing the highest toxicity towards
ovarian cancer cells was further fractionated by short
column vacuum chromatography. Methods A voucher specimen of Calomeria amaranthoides, col-
lected near Old Bell’s Line of Road, Mount Tomah
NSW 2758, Australia, is held in the John Ray Herbar-
ium, University of Sydney, Collection number: Silvester
110118-01. Leaves of C. amaranthoides, gathered in the Blue
Mountains (Mount Tomah, NSW, Australia) were air-
dried while protected from sunlight. Background Calomeria amaranthoides, described both by Ventenat
and Smith in 1804 [1,2] as Humea elegans belonging to
the genus Haeckeria in the tribe of Inuleae was grown
in France and England from seeds originating from the
Blue Mountains, New South Wales (NSW) in Australia. The plant is of a monotypic genus, endemic to NSW
and Victoria, Australia [3]. The plant family of Asteraceae are known for their
natural products. One type includes sesquiterpene lac-
tones (SL) which to date is of great interest for their
potential as anti-cancer agents as reviewed by Heinrich
et al. and Zhang et al. [5,6]. * Correspondence: carocell@planet.nl
1Department of Gynaecology, Leiden University Medical Center, The
Netherlands
Full list of author information is available at the end of the article van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 Page 2 of 6 Page 2 of 6 Ovarian cancer is the fifth leading cause of death in
women and remains the leading cause of death from
gynaecological malignancy in many countries, in spite of
chemotherapy with Platinum derivates and/or Taxol
after surgery. Of the malignant epithelial tumors (>90%
of all ovarian cancers), the serous papillary variants
form the largest subgroup [7,8]. Due to its dismal prog-
nosis there is an urgent need for new treatment strategy
for ovarian cancer. dioxane (0.5 mL). The first 10 minutes the column was
eluted at a flow rate of 0.5 mL/min with eluent A, fol-
lowed by 30 minutes with eluent B: hexane (85 mL)-
diethyl ether (10 mL)-ethanol (5 mL). 1H-NMR and 13C-NMR analyses
1
13 In vivo pilot experiment An in vivo pilot experiment was performed with 20
BALB/c nude mice (Charles River Laboratories, France). In order to mimic advanced ovarian cancer the mice
were injected intraperitoneally (i.p.) with 107 OVCAR3
cells (ATCC) into the abdominal cavity to form ascites. Three groups of mice were examined: 6 control mice
(no treatment), 6 mice treated with Cisplatin and 6 mice
treated with EPD after ascites had formed. Cells of
ascites of two mice were frozen and stored for future
experiments. To study reduction of the swollen abdo-
men 5 mg/kg Platosin (Cisplatin, Pharma Chemie, The
Netherlands) and the isolated compound EPD at a final
concentration of 20 mg/kg were administered i.p. A small sample of freshly dried leaves (1.63 g) was
extracted with dichloromethane (100 mL), filtered and
the dichloromethane removed under reduced pressure
leaving a dark green residue (62.6 mg, yield 3.9%). Quantitative 1H-NMR analysis of a CDCl3 solution
showed EPD 44%, EPA 31% and a complex mixture of
unidentified constituents 25%. A small sample of dried leaves (10.31 g), that had been
stored in the dark under ambient conditions for
3.5 years was extracted with CHCl3 (100 mL, 48 hours)
filtered and the CHCl3 removed under reduced pressure
leaving a dark green-brown residue (0.62 g, yield 6.0%). Quantitative 1H-NMR analysis of a CDCl3 solution
showed that EPD and EPA were almost completely
absent and a very complex mixture of unidentified con-
stituents made up the bulk of the material. High-performance liquid chromatography (HPLC) HPLC analyses were carried out using the Akta purifier
(Amersham Pharmacia Biotech, Sweden) with a HPLC-
column (150 mm × 4.6 mm i.d. plus pre-column; Grace,
The Netherlands), filled with HS Silica (particle size
3 μm), UV detection at 214 nm, 254 nm and 280 nm. Ten μL of the fractionated extract was injected, after
dilution to 100 μL with eluent A: hexane (99.5 mL)- van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 Page 3 of 6 Page 3 of 6 Cell cultures, in triplicates, in exponential growth were
treated with the different dried fractions of the plant
extract, redissolved in dimethyl sulfoxide (DMSO) and
added at final concentrations of 1, 10 and 100 μg/mL. The control cultures had 0.02% (1 μg/mL) 0.2% (10 μg/
mL) and 2% (100 μg/mL) DMSO added to the medium. In 2 mL medium/well 10% Alamar blue was added and
100 μl of the supernatants of the 24-well plates after 24,
48 and 72 hrs incubations were pipetted into 96-well
plates (Costar, USA). Cell viability was measured with a
96-well plate reader (Molecular Devices Ltd, UK). In a
later stage, after identifying fractions with high cytotoxic
effects, the final concentrations of extracts tested ranged
from 1-10 μg/mL, with final concentrations of 0.02 up
to 0.2% DMSO. fractions, see above) as the fraction with most of the
cytotoxicity and its main chemical constituent was iden-
tified as EPD. A second main non-cytotoxic constituent,
present mostly in Fractions 7 to 9 was identified as EPA
(137 mg, 91% purity by NMR and MS analyses). Again, fractionation was applied to fraction 4
(enriched in EPD) using normal-phase short-column
vacuum chromatography (silica gel H; column dimen-
sions 18 mm × 65 mm i.d.), eluting with stepwise sol-
vent gradients of hexane:dichloromethane, 2:1 v/v (100
mL); hexane: dichloromethane, 1:1 v/v (2 × 50 mL); hex-
ane:dichloromethane, 1:2 v/v (2 × 50 mL); dichloro-
methane (2 × 50 mL); dichloromethane: ethyl acetate
4:1 (2 × 50 mL); dichloromethane: ethyl acetate, 1:1 v/v
(2 × 50 mL) to give the main chemical constituent,
identified as an SL, EPD (93 mg, 90% purity by NMR
and MS analyses) and containing lipids and waxes (10%
by NMR analyses). Results Fractionation of extracts by column chromatography
In total 157 fractions were sampled and, based on HPLC
analyses, divided into four groups of combined fractions
(fractions: 1-6, 60-70, 90-100 and 120-130) and then
tested in vitro against ovarian cancer cell lines and nor-
mal cells. Group 2 (fractions: 60-70) showed the stron-
gest cytotoxicity, killing all ovarian cancer cells at 10 μg/
mL but not at 1 μg/mL. Other fractions did not show
significant activities. This second group of fractions
60-70 (1.30 g, 0.37% yield from crude extract) was
further fractionated by normal-phase short-column
vacuum chromatography on silica gel H (column dimen-
sions 18 mm × 65 mm i.d.), eluted with stepwise solvent
gradients of hexane: dichloromethane, 1:1 v/v (100 mL
and 50 mL); dichloromethane (2 × 50 mL); dichloro-
methane: ethyl acetate, 4:1 v/v (2 × 50 mL); dichloro-
methane: ethyl acetate, 1:1 v/v (2 × 50 mL); ethyl
acetate (2 × 50 mL). From each fraction (12 in total)
solvent was evaporated under reduced pressure and the
residue was weighed. 1H-NMR and 13C-NMR analyses
Eremophila-1(10)-11(13)-dien-12,8b-olide (EPD)
(3aa,4aa,5a,9aa)-3a,4,4a,5,6,7,9,9a-octahydro-4a,5-
dimethyl-3-methylenenaphtho[2,3-b]furan-2(3H)-2-one 1H-NMR and 13C-NMR analyses
Eremophila-1(10)-11(13)-dien-12,8b-olide (EPD)
(3aa,4aa,5a,9aa)-3a,4,4a,5,6,7,9,9a-octahydro-4a,5-
dimethyl-3-methylenenaphtho[2,3-b]furan-2(3H)-2-one (3aa,4aa,5a,9aa)-3a,4,4a,5,6,7,9,9a-octahydro-4a,5-
dimethyl-3-methylenenaphtho[2,3-b]furan-2(3H)-2-one
C15H20O2 colourless liquid; 1H-NMR (CDCl3): δ0.92
(s, H-14), 0.93 (d, J4,15 = 6.8 Hz, H-15), 1.50 (m, H-3),
1.60 (m, H-4), 1.70 (m, H-6), 2.03 (m, H-2), 2.30 (m, H-
9), 2.58 (dd, J9,9’ = 12.6 Hz, J8,9’ = 7.7 Hz, H-9’), 2.92 (m,
H-7), 4.53 (dt, J7,8 = 9.6 Hz, J8,9 = 7.4 Hz, H-8), 5.48 (br
t, J1,2 = 3.4 Hz, H-1), 5.59 (d, J13,13’ = 2.2 Hz, H-13’),
6.23 (d, J13,13’ = 2.2 Hz, H-13); 13C-NMR (CDCl3):
δ16.08, 20.59, 25.03, 26.72, 34.69, 34.91, 36.63, 37.01,
38.73, 79.00, 121.82, 124.57, 138.32, 139.36, 170.65. Posi-
tive ion ESI-MS [M+Na]+ 255 (100), [M+H]+ 233 (65). Xanthanodien or EPD is an a-methylene SL [14]. van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 Results Eremophila-1(10),11(13)-dien-12-oic acid (EPA)
C15H22O2 colourless liquid; 1H-NMR (CDCl3): δ0.85 (d,
J4,15 = 6.4 Hz, H-15), 0.91 (s, H-14), 1.45 (m, H-6), 1.50
(m, H-4), 1.55 (m, H-3), 1.60 (m, H-8), 1.85 (m, H-9), C15H20O2 colourless liquid; 1H-NMR (CDCl3): δ0.92
(s, H-14), 0.93 (d, J4,15 = 6.8 Hz, H-15), 1.50 (m, H-3),
1.60 (m, H-4), 1.70 (m, H-6), 2.03 (m, H-2), 2.30 (m, H-
9), 2.58 (dd, J9,9’ = 12.6 Hz, J8,9’ = 7.7 Hz, H-9’), 2.92 (m,
H-7), 4.53 (dt, J7,8 = 9.6 Hz, J8,9 = 7.4 Hz, H-8), 5.48 (br
t, J1,2 = 3.4 Hz, H-1), 5.59 (d, J13,13’ = 2.2 Hz, H-13’),
6.23 (d, J13,13’ = 2.2 Hz, H-13); 13C-NMR (CDCl3):
δ16.08, 20.59, 25.03, 26.72, 34.69, 34.91, 36.63, 37.01,
38.73, 79.00, 121.82, 124.57, 138.32, 139.36, 170.65. Posi-
tive ion ESI-MS [M+Na]+ 255 (100), [M+H]+ 233 (65). Xanthanodien or EPD is an a-methylene SL [14]. Eremophila 1(10) 11(13) dien 12 oic acid (EPA) p
C15H22O2 colourless liquid; 1H-NMR (CDCl3): δ0.85 (d,
J4,15 = 6.4 Hz, H-15), 0.91 (s, H-14), 1.45 (m, H-6), 1.50
(m, H-4), 1.55 (m, H-3), 1.60 (m, H-8), 1.85 (m, H-9), Bioassays with ovarian cancer cells indicated fraction 4
(309 mg, 0.09% of the dried plant; out of the twelve Page 4 of 6 Page 4 of 6 van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 Table 1 Cell viability with EPD treatment of normal
fibroblasts, OVCAR3 and SKOV3 cancer cells (average (AV)
and standard deviation (SD))
% cell viability: average and standard deviation
EPD Conc
24 hours
48 hours
72 hours
μg/mL
AV
SD
AV
SD
AV
SD
Normal fibroblasts
1
102
2.5
107
3.9
105
3.3
5
105
6.3
108
1.6
72
2.1
10
101
10.1
112
1.8
47
4.6
OVCAR3
1
96
5.1
101
7.4
109
29.2
5
87
6.7
67
4.5
50
14.4
10
70
7.4
23
0.9
21
6.4
SKOV3
1
103
5.0
123
8.2
119
6.0
5
102
4.0
96
18.2
69
16.5
10
86
11.6
31
36.0
23
1.8
IC50 for OVCAR3 at 24 hours was 13 μg/mL (95% C.I. 10 to 18 μg/mL), at 48
hours 6.4 μg/mL (95% C.I. 5.3 to 7.8 μg/mL) and at 72 hours 5.3 μg/mL (95%
C.I. 4.3 to 6.5 μg/mL). IC50 for SKOV3 at 24 hours was 16 μg/mL (95% C.I. for OVCAR3 and SKOV3 cells showed that more than
50% and 80% of cells were killed at doses of 5 and
10 μg/mL, respectively. The screening test for the JC cells with doses of 1, 10
and 100 μg/mL measured for 1 μg/mL: after 24 hours
showed cell viability of 98%; after 48 hours 97%; and
after 72 hours 70%; for 10 μg/mL: after 24 hours cell
viability showed 85%; after 48 hours 84%; and after
72 hours 21%; for 100 μg/mL: after 24 hours cell viabi-
lity showed 77%; after 48 hours 84%; and after 72 hours
8%. At the time points 24 and 48 hours IC50 was greater
than 100 μg/mL and at 72 hours IC50 was 2.5 μg/mL
(95% confidence interval (C.I.) 0.22 to 28 μg/mL). Results 9.4 to 27 μg/mL), at 48
hours 8.4 μg/mL (95% C.I. 6.7 to 11 μg/mL) and at 72 hours 6.5 μg/mL (95%
C.I. 5.2 to 8.3 μg/mL). Table 1 Cell viability with EPD treatment of normal
fibroblasts, OVCAR3 and SKOV3 cancer cells (average (AV)
and standard deviation (SD)) 2.01 (m, H-2), 2.40 (m, H-9’), 2.55 (m, H-7), 5.38 (br t,
J1,2 = 3.4 Hz, H-1), 5.66 (br s, H-13’), 6.29 (br s, H-13);
13C-NMR (CDCl3): δ16.08, 20.59, 25.03, 26.72, 34.69,
34.91, 36.63, 37.01, 38.73, 79.00, 121.82, 124.57, 138.32,
139.36, 170.65. Negative ion ESI-MS [M-H]- 233 (100)
EPA, is an a-methylene carboxylic acid [15]. 2.01 (m, H-2), 2.40 (m, H-9’), 2.55 (m, H-7), 5.38 (br t,
J1,2 = 3.4 Hz, H-1), 5.66 (br s, H-13’), 6.29 (br s, H-13);
13C-NMR (CDCl3): δ16.08, 20.59, 25.03, 26.72, 34.69,
34.91, 36.63, 37.01, 38.73, 79.00, 121.82, 124.57, 138.32,
139.36, 170.65. Negative ion ESI-MS [M-H]- 233 (100)
EPA, is an a-methylene carboxylic acid [15]. The remaining impurities in the purified sample of
EPD and EPA (Figures 1A and 1B) were identified as
waxes and lipids. No other sesquiterpenoid substances
of similar structure to EPD and EPA were detected. In vitro cytotoxicity tests Cell viability of normal skin fibroblasts and of cells of
the ovarian cell line JC treated with the crude plant
extract for 24, 48 and 72 hours at final concentrations
of 1, 10 and 100 μg/mL was as follows: The screening test for the fibroblasts with doses of 1,
10 and 100 μg/mL measured for 1 μg/mL: after 24
hours showed cell viability of 104%; after 48 hours 97%;
and after 72 hours 98%; for 10 μg/ml: after 24 hours cell
viability showed 100%; after 48 hours 96%; and after 72
hours 80%; and for 100 μg/mL: after 24 hours cell viabi-
lity showed 98%; after 48 hours 83%; and after 72 hours
65%. At all time points (24, 48 and 72 hours) IC50 was
greater than 100 μg/mL. for OVCAR3 and SKOV3 cells showed that more than
50% and 80% of cells were killed at doses of 5 and
10 μg/mL, respectively. van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 Discussion q
p
g
y
In 1972 a diastereoisomer of EPD, (3ab,4aa,5a,9ab)-
3a,4,4a,5,6,7,9,9a octahydro4a,5-dimethyl-3-methylene-
naphtho[2,3-b]furan-2(3H)-2-one, has been described as
“naphthofuranone” by the National Cancer Institute
(NCI) in their “in vivo“ anti-tumor screening data, test-
ing the drug against P388 Leukemia in CD2F1 mice,
however, no final conclusive results were reported [17]. An allergenic sesquiterpene lactone, Alantolactone,
found in “Elfdock” Inula helenium has been shown to
be toxic to leukocytes. Although with the same molecu-
lar weight and molecular formula as EPD it belongs to
the eudesmanolide structure sub-type [18]. This SL has
a different chemical structure from EPD, with different
positions of one methyl and one double bond. The chemical constituents composition of aerial parts of
C. amaranthoides have been examined once before by
Zdero et al. [16]. None of the constituents reported by
them were identified in the C. amaranthoides described
in this study. The three constituents reported [16] are
isomeric with the two major constituents reported in
this study, EDP and EPA. The different constituents
reported previously may be due to incomplete isolation
and analyses or possibly the result of variation in consti-
tuent profiles of plant phenotypes. Another possible
explanation is degradation on storage. Our studies have
shown that freshly dried plant material is necessary as
dried plant material stored for over three years was
found to yield less than one-tenth of the normal yield of
EDP and EPA. In the present study, EPA, the other sesquiterpene iso-
lated and identified, did not show cytotoxic effects on
the ovarian cancer at concentrations up to 10 μg/mL of
purified compound. For the first time the anti-cancer activity of C. amar-
anthoides has been examined. Two major sesquiterpenes
with the eremophilanolide structure sub-type were Besides the cytotoxic effects of the crude extract of C. amaranthoides with clear effects at 10 μg/mL (cell
reduction >80%), the isolated biologically active com-
pound EPD has been shown to have high cytotoxicity
(>50%) for ovarian cancer cells at lower concentrations
of 5 μg/mL (72 hours) and increased (> 60%) with a
dose of 10 μg/mL (at 48 hours; Table 1). Interestingly,
both the crude plant extract and EPD did show only a
slight cytotoxic effect (20%-30%) on normal fibroblasts
in vitro at a concentration of 10 μg/mL (at 72 hours). In vivo pilot experiment Control mice only injected with the OVCAR3 cells, were
killed when the ascites became a burden. EPD (at final
concentration of 20 mg/kg b.w.) was administered i.p. twice/week for six weeks and Cisplatin (at final concen-
tration of 5 mg/kg b.w.) was administered i.p. during
4 weeks, once/week. In general a similar cytotoxic effect
was observed between EPD and Cisplatin on the
OVCAR3 cells. However, mice treated with EPD could
be kept for a much longer period of time than those
mice treated with Cisplatin, for the latter the mice had
lost weight significantly and had to be sacrificed after
the fourth week. Moreover, following EPD treatment for A similar type of biological assay was performed with
the purified compound EPD at final concentrations of 1,
5 and 10 μg/mL for 24, 48 and 72 hours (Table 1). Per-
cent of cell reduction for normal fibroblasts at 72 hours
at the highest dose (10 μg/mL) was approximately 30%,
while IC 50 was greater than 10 μg/mL. Screening tests O
H
H
O
H
COOH
1
2
3
4
5 6 7
8
9
10
11
12
13
14
15
EPD
EPA
1
2
3
4
5 6
7
8
9
10
11
12
13
14
A
B
15
Figure 1 Chemical structures. A. Chemical structure of an a-methylene sesquiterpene lactone, EPD. B. Chemical structure of an a-methylene
carboxylic acid, EPA. Page 5 of 6 Page 5 of 6 van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 identified by 1H-NMR and 13C-NMR and by mass spec-
trometry and by comparison with published 1H-NMR
partial spectra as eremophila-1(10)-11(13)-dien-12,8b-
olide (EPD or Xanthanodien) and eremophila-1(10),11
(13)-dien-12-oic acid (EPA) [14,15]. Belonging to the
family of Asteraceae, this family has contributed a large
number of natural products including SL’s. The alpha-
methylene gamma-lactone ring is responsible for their
bioactivity. Various SL’s have demonstrated their anti-
cancer capability in in vitro cell culture and by preven-
tion of metastasis in in vivo animal models [6]. Thus, it
is not surprising that C. amaranthoides extract can kill
cancer cells, given the fact that one of the two isolated
sesquiterpenes, EPD, shows high toxicity. 6 weeks, three mice were kept alive for another month
to see if the reduced abdomen would stay of normal
size. In vivo pilot experiment Two mice kept their normal size abdomen,
whereas, after 6 weeks the abdomen of the third mouse
started to increase in size (Table 2). The rate of change in abdomen size for the mice was
determined by linear regression (Figure 2) and statisti-
cally evaluated for significance by the unpaired t test. Control versus Cisplatin treated mice were significantly
different, P = 0.023, as were control versus EPD treated
mice, P = 0.025, whereas, EPD versus Cisplatin treated
mice were not significantly different, P = 0.13. 1.
Ventenat EP: ’Jardin de la Malmaison’. De Crapelet and Orchard (Paris);
18041,2. 1. Ventenat EP: ’Jardin de la Malmaison’. De Crapelet and Orchard (Paris);
18041,2. 2. Smith JE: ’Exotic botany’. Taylor R & Co. (London); 18041. 2. Smith JE: ’Exotic botany’. Taylor R & Co. (London); 18041. 3. Puttock CF: Calomeria. In Flora of Victoria. Volume 4. Edited by: Walsh NG
and Entwistle TJ. Melbourne, Inkata Press; 1993. 4. Orchard AE: A reassessment of the genus Haeckeria (Asteraceae:
Gnaphalieae), with definition of new species in Cassinia. Australian
Systematic Botany 2004, 17:447-449. Systematic Botany 2004, 17:447-449. 5. Heinrich M, Robles M, West JE, Ortiz de Montellano BR, Rodriguez E:
Ethnopharmacology of Mexican Asteraceae (Compositae). Annual Reviews
1998 38:539-565 5. Heinrich M, Robles M, West JE, Ortiz de Montellano BR, Rodriguez E:
Ethnopharmacology of Mexican Asteraceae (Compositae). Annual Reviews
1998, 38:539-565. 5. Heinrich M, Robles M, West JE, Ortiz de Montellano BR, Rodriguez E:
Ethnopharmacology of Mexican Asteraceae (Compositae). Annual Review
1998, 38:539-565. 6. Zhang S, Won Y-K, Ong C-N, Shen H-M: Anti-Cancer potential of
sesquiterpene lactones: Bioactivity and molecular mechanisms. Curr Med
Chem-Anti-Cancer Agents 2005, 5:239-249. 6. Zhang S, Won Y-K, Ong C-N, Shen H-M: Anti-Cancer potential of
sesquiterpene lactones: Bioactivity and molecular mechanisms. Curr Med
Chem-Anti-Cancer Agents 2005, 5:239-249. 7. Scully RE, Young RH, Clement PB: Tumors of the ovary, maldeveloped
gonads, fallopian tube, and broad ligament. In Atlas of Tumor Pathology. Volume Third. Edited by: Scully RE, Young RH, Clement PB. Washington, DC,
Armed Forces Institute of Pathology; 1998. 7. Scully RE, Young RH, Clement PB: Tumors of the ovary, maldeveloped
gonads, fallopian tube, and broad ligament. In Atlas of Tumor Pathology. Volume Third. Edited by: Scully RE, Young RH, Clement PB. Washington, DC,
Armed Forces Institute of Pathology; 1998. 8. The Merck Manual of Diagnosis and Therapy, Gynecology And
Obstetrics. Gynecol Neoplasms 2006, 241(18). Figure 2 Changes in abdomen size for control and treated
mice. 9. Van Haaften-Day C, Russell P, Rugg C, Wills EJ, Tattersall MHN: Flow
cytometric and morphological studies of ovarian carcinoma cell lines
and xenografts. Cancer Res 1983, 43:3725-3731. In spite of the introduction of new drugs into the
management of ovarian cancer there is still need for
more novel treatments. 10. Van Haaften-Day C, Russell P, Brammah-Carr S: Two homologous mixed
Müllerian tumor lines of the ovary and their characteristics. Cancer 1990,
65:1753-1761. 11. Van Haaften-Day C, Russell P, Davies S, Brammah-Carr S: An in vitro study
of ovarian atypical proliferating (borderline) serous tumors. Discussion The in vivo pilot experiment with BALB/c nude mice
(Table 2, Figure 2) did show that both EPD and Cispla-
tin reduced the size of the abdomen. The difference,
however, was that mice treated with Cisplatin were in
poor condition and became wasted compared with the
EPD treated mice. Table 2 Average abdomen size and standard deviation of
BALB/c nude mice
Average abdomen size and standard deviation (cm)
Control
cisplatin
EPD
Days
AV
SD
AV
SD
AV
SD
1
2.1
0.173
2.567
0.115
2.333
0.115
7
2.4
0.173
8
2.333
0.153
2.525
0.33
12
2.367
0.231
14
2.5
0.258
16
2.767
0.153
19
2.475
0.222
2.267
0.058
21
3
0.346
2.5
0.183
26
3.1
0.141
2.1
0.1
1.967
0.208
33
2
0
36
2.267
0.058
61
2.467
0.289
63
2.533
0.321
68
2.7
0.794 Table 2 Average abdomen size and standard deviation of
BALB/c nude mice Ovarian cancer has a poor prognosis. With more than
60% of the patients presenting the disease in stage III or
IV, combination chemotherapy with Platinum and Taxol
after cytoreductive surgery gives the most tolerated stan-
dard regimen [19,20]. Page 6 of 6 Page 6 of 6 Page 6 of 6 van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 van Haaften et al. Journal of Experimental & Clinical Cancer Research 2011, 30:29
http://www.jeccr.com/content/30/1/29 control
cisplatin
EPD
-0.02
0.00
0.02
0.04
0.06
change in abdomen size cm/day
Figure 2 Changes in abdomen size for control and treated
mice. Authors’ contributions Data were extracted by CvH and CCD and analyzed by FD and NPMS. CCD
and AWW contributed substantially to data acquisition and analysis. The
paper was written by CvH and critically revised by FD and approved by all
other authors including BJMZT. Revision of the manuscript was largely
performed by CvH and CCD. All authors have read and approved the final
manuscript. 1.
Ventenat EP: ’Jardin de la Malmaison’. De Crapelet and Orchard (Paris);
18041,2. Int J Gynecol
Cancer 1992, 2:41-48. Acknowledgements y
,
17. NCI: In Vivo Antitumor Screening Data. Cancer Chemotherapy Reports 1973, 2:3. y
,
17. NCI: In Vivo Antitumor Screening Data. Cancer Chemotherapy Reports 1973, 2:3. g
We thank Fred Romijn, Wouter Temmink (LUMC, Leiden) and Alma Edelman
(RDGG, Delft) for their technical assistance. We thank Fred Romijn, Wouter Temmink (LUMC, Leiden) and Alma Edelman
(RDGG, Delft) for their technical assistance. 18. Dupuis G, Brisson J: Toxic effect of alantolactone and
dihydroalantolactone in in vitro cultures of leukocytes. Chem Biol Interact
1976, 15:205-217. 18. Dupuis G, Brisson J: Toxic effect of alantolactone and
dihydroalantolactone in in vitro cultures of leukocytes. Chem Biol Interact
1976, 15:205-217. A European patent was recently granted for the crude extract of Calomeria
amaranthoides: EP 1843759 19. Markman M: Optimizing primary chemotherapy in ovarian cancer. Hematol Oncol Clin N Am 2003, 17:957-968. 19. Markman M: Optimizing primary chemotherapy in ovarian cancer. Hematol Oncol Clin N Am 2003, 17:957-968. Competing interests
Th
h
d
l
h The authors declare that they have no competing interests. Received: 16 November 2010 Accepted: 14 March 2011
Published: 14 March 2011 Received: 16 November 2010 Accepted: 14 March 2011
Published: 14 March 2011 Conclusion The compound EPD has shown unique cytotoxicity
effects on both in vitro (ovarian cancer cell lines) as well
as in vivo (mice). Interestingly, it had low cytotoxic
effects on normal cells. 12. Brookes S, Rowe J, Ruas M, Llianos S: INK4a-deficient human diploid
fibroblasts are resistant to RAS-induced senescence. The EMBO Journal
2002, 21:2936-2945. 13. Pagé B, Pagé M, Noel C: A new fluorometric assay for cytotoxicity
measurements in vitro. Int J Oncol 1993, 3:473-476. More studies in vivo are required to verify the
mechanisms and mode of action of EPD, and to further
validate the potential of EPD as an anti-cancer drug in
ovarian cancer and other types of cancer. 14. Tanaka N, Yazawa T, Aoyama K, Murakami T: Chemische untersuchungen
der inhaltsstoffe von Xanthium canadense Mill. Chem Pharm Bull 1976,
24:1419-1421. 15. Bohlmann F, Zdero C, Silva M: Two further eremophilane derivatives from
Tessaria absynthioides. Phytochem 1977, 16:1302-1303. 16. Zdero C, Bohlmann F, Anderberg A, King RM: Eremophilane derivates and
other constituents from Haeckeria species and further Australian
Inuleae. Phytochem 1991, 30:2643-2650. 16. Zdero C, Bohlmann F, Anderberg A, King RM: Eremophilane derivates and
other constituents from Haeckeria species and further Australian
Inuleae. Phytochem 1991, 30:2643-2650. 1Department of Gynaecology, Leiden University Medical Center, The
Netherlands. 2Faculty of Pharmacy, University of Sydney, NSW 2006, Australia.
3Skin Research Laboratory, Leiden University Medical Center, Leiden, The
Netherlands. 4Department of Clinical Chemistry, Leiden University Medical
Center, Leiden, The Netherlands. 5Department of Clinical Chemistry, Medical
Laboratories, Reinier de Graaf Group of Hospitals, Delft, The Netherlands.
6Department of Toxicogenetics, Leiden University, Medical Center Leiden,
The Netherlands. References 1. Ventenat EP: ’Jardin de la Malmaison’. De Crapelet and Orchard (Paris);
18041,2. Author details
1 20. Bookman MA, Greer BE, Ozols RF: Optimal therapy of advanced ovarian
cancer: carboplatin and placitaxel (GOG158) and an update on
GOG0182-ICON5. Int J Gynecol Cancer 2003, 13:149-155. 1Department of Gynaecology, Leiden University Medical Center, The
Netherlands. 2Faculty of Pharmacy, University of Sydney, NSW 2006, Australia. 3Skin Research Laboratory, Leiden University Medical Center, Leiden, The
Netherlands. 4Department of Clinical Chemistry, Leiden University Medical
Center, Leiden, The Netherlands. 5Department of Clinical Chemistry, Medical
Laboratories, Reinier de Graaf Group of Hospitals, Delft, The Netherlands. 6Department of Toxicogenetics, Leiden University, Medical Center Leiden,
The Netherlands. doi:10.1186/1756-9966-30-29
Cite this article as: van Haaften et al.: Potent cytotoxic effects of
Calomeria amaranthoides on ovarian cancers. Journal of Experimental &
Clinical Cancer Research 2011 30:29.
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https://openalex.org/W4287193850
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https://cris.unibo.it/bitstream/11585/845633/1/jimaging-07-00099-v2.pdf
|
English
| null |
Directional TGV-based image restoration under Poisson noise
|
arXiv (Cornell University)
| 2,021
|
cc-by
| 9,923
|
Citation: di Serafino, D.; Landi, G.;
Viola, M. Directional TGV-Based
Image Restoration under Poisson
Noise. J. Imaging 2021, 7, 99. https://
doi.org/10.3390/jimaging7060099 Journal of
Imaging Journal of
Imaging Journal of
Imaging Journal of
Imaging Article Daniela di Serafino 1
, Germana Landi 2,*
and Marco Viola 3 Daniela di Serafino 1 1
Department of Mathematics and Applications “R. Caccioppoli”, University of Naples Federico II, 1
Department of Mathematics and Applications “R. Caccioppoli”, University of Naples Federico II,
80126 Naples, Italy; daniela.diserafino@unina.it p
,
y;
2
Department of Mathematics, University of Bologna, 40126 Bologna, Italy
3
Department of Mathematics and Physics, University of Campania “L. Vanvitelli”, 81100 Caserta, Italy;
marco viola@unicampania it p
y
2
Department of Mathematics, University of Bologna, 40126 Bologna, Italy *
Correspondence: germana.landi@unibo.it Abstract: We are interested in the restoration of noisy and blurry images where the texture mainly
follows a single direction (i.e., directional images). Problems of this type arise, for example, in
microscopy or computed tomography for carbon or glass fibres. In order to deal with these problems,
the Directional Total Generalized Variation (DTGV) was developed by Kongskov et al. in 2017 and
2019, in the case of impulse and Gaussian noise. In this article we focus on images corrupted by
Poisson noise, extending the DTGV regularization to image restoration models where the data fitting
term is the generalized Kullback–Leibler divergence. We also propose a technique for the identifica-
tion of the main texture direction, which improves upon the techniques used in the aforementioned
work about DTGV. We solve the problem by an ADMM algorithm with proven convergence and
subproblems that can be solved exactly at a low computational cost. Numerical results on both
phantom and real images demonstrate the effectiveness of our approach. Keywords: directional image restoration; Poisson noise; DTGV regularization; ADMM method
Citation: di Serafino, D.; Landi, G.;
Viola, M. Directional TGV-Based
Image Restoration under Poisson
Noise. J. Imaging 2021, 7, 99. https://
doi.org/10.3390/jimaging7060099
Academic Editor: Nicolas Papadakis
Received: 30 April 2021
Accepted: 11 June 2021
Published: 16 June 2021 Article
Directional TGV-Based Image Restoration under Poisson Noise Daniela di Serafino 1
, Germana Landi 2,*
and Marco Viola 3 1. Introduction Poisson noise appears in processes where digital images are obtained by the count
of particles (generally photons). This is the case of X-ray computed tomography, positron
emission tomography, confocal and fluorescence microscopy and optical/infrared astro-
nomical imaging, to name just a few applications (see, e.g., [1] and the references therein). In this case, the object to be restored can be represented as a vector u ∈Rn and the data
can be assumed to be a vector b ∈Nn
0, whose entries bj are sampled from n independent
Poisson random variables Bj with probability Academic Editor: Nicolas Papadakis Published: 16 June 2021 P(Bj = bj) =
e−(Au+γ)j(Au + γ)
bj
j
bj! . Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. The matrix A = (aij) ∈Rn×n models the observation mechanism of the imaging
system and the following standard assumptions are made: aij ≥0 for all i, j,
n
∑
i=1
aij = 1 for all j. (1) (1) Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https:// The vector γ ∈Rn, with γ > 0, models the background radiation detected by
the sensors. The vector γ ∈Rn, with γ > 0, models the background radiation detected by
the sensors. By applying a maximum-likelihood approach [1,2], we can estimate u by minimizing
the Kullback–Leibler (KL) divergence of Au + γ from b: DKL(Au + γ, b) =
n
∑
i=1
bi ln
bi
[Au + γ]i
+ [Au + γ]i −bi
,
(2) (2) creativecommons.org/licenses/by/ 4.0/). 60099
https://www.mdpi.com/journal/jimaging https://www.mdpi.com/journal/jimaging J. Imaging 2021, 7, 99. https://doi.org/10.3390/jimaging7060099 2 of 18 J. Imaging 2021, 7, 99 where we set where we set bi ln
bi
[Au + γ]i
= 0
if bi = 0. Regularization is usually introduced in (2) to deal with the ill-conditioning of this
problem. The Total Variation (TV) regularization [3] has been widely used in this context,
because it preserves edges and is able to smooth flat areas of the image. However, since
it may produce staircase artifacts, other TV-based regularizers have been proposed. 1. Introduction For
example, the Total Generalized Variation (TGV) has been proposed and applied in [4–7] to
overcome the staircasing effect while keeping the ability of identifying edges. On the other
hand, to improve the quality of restoration for directional images, the Directional TV (DTV)
regularization has been considered in [8], in the discrete setting. In [9,10], a regularizer
combining DTV and TGV, named Directional TGV (DTGV), has been successfully applied
to directional images affected by impulse and Gaussian noise. g
y
p
Given an image u ∈Rn, the discrete second-order Directional TGV of u is defined as DTGV2(u) = min
w∈R2n α0
e∇u −w
2,1|R2n + α1
eEw
2,1|R4n,
(3) (3) where w ∈R2n, e∇∈R2n×n and eE ∈R4n×2n are the discrete directional gradient operator
and the directional symmetrized derivative, respectively, and α0, α1 ∈(0, +∞). For any
vector v ∈R2n we set ∥v∥2,1|R2n =
n
∑
j=1
q
v2
j + v2
n+j,
(4) (4) and for any vector y ∈R4n we set and for any vector y ∈R4n we set and for any vector y ∈R4n we set ∥y∥2,1|R4n =
n
∑
j=1
q
y2
j + y2
n+j + y2
2n+j + y2
3n+j. (5) (5) Given an angle θ ∈[−π, π] and a scaling parameter a > 0, we have that the discrete
directional gradient operator has the form e∇=
Dθ
Dθ⊥
=
cos(θ)DH + sin(θ)DV
a(−sin(θ)DH + cos(θ)DV)
, where Dθ, Dθ⊥∈Rn×n represent the forward finite-difference operators along the di-
rections determined by θ and θ⊥= θ + π
2 , respectively, and DH, DV ∈Rn×n represent
the forward finite-difference operators along the horizontal and the vertical direction,
respectively. Moreover, the directional symmetrized derivative is defined in block-wise
form as where Dθ, Dθ⊥∈Rn×n represent the forward finite-difference operators along the di-
rections determined by θ and θ⊥= θ + π
2 , respectively, and DH, DV ∈Rn×n represent
the forward finite-difference operators along the horizontal and the vertical direction,
respectively. Moreover, the directional symmetrized derivative is defined in block-wise
form as eE =
Dθ
0
1
2 Dθ⊥
1
2 Dθ
1
2 Dθ⊥
1
2 Dθ
0
Dθ⊥
. It is worth noting that, by fixing θ = 0 and a = 1, we have Dθ = DH and Dθ⊥= DV,
and the operators e∇and eE define the TGV2 regularization [4]. p
g
We observe that the definition of both the matrix A and the finite difference operators
DH and DV depend on the choice of boundary conditions. We make the following assumption Assumption 1. We assume that periodic boundary conditions are considered for A, DH and DV. Therefore, those matrices are Block Circulant with Circulant Blocks (BCCB). Assumption 1. We assume that periodic boundary conditions are considered for A, DH and DV. Therefore, those matrices are Block Circulant with Circulant Blocks (BCCB). In this work we focus on directional images affected by Poisson noise, with the aim
of assessing the behaviour of DTGV in this case. Besides extending the use of DTGV J. Imaging 2021, 7, 99 3 of 18 3 of 18 to Poisson noise, we introduce a novel technique for estimating the main direction of
the image, which appears to be more efficient than the techniques applied in [9,10]. We
solve the resulting optimization problem by using a customized version of the Alternating
Direction Method of Multipliers (ADMM). 2. The KL-DTGV2 Model We briefly describe the KL-DTGV2 model for the restoration of directional images
corrupted by Poisson noise. Let b ∈Rn be the observed image. We want to recover the
original image by minimizing a combination of the KL divergence (2) and the DTGV2
regularizer (3), i.e., by solving the optimization problem min
u,w
λ DKL(Au + γ, b) + α0
e∇u −w
2,1|R2n + α1
eEw
2,1|R4n
s.t. u ≥0,
(6) (6) where u ∈Rn, A ∈Rn×n, γ, b ∈Rn, w ∈R2n, and e∇∈R2n×n and eE ∈R4n×2n are
the linear operators defining the DTGV2 regularization. The parameters λ ∈(0, +∞)
and α0, α1 ∈(0, 1) determine the balance between the KL data fidelity term and the two
components of the regularization term. We note that problem (6) is a nonsmooth convex optimization problem because of the
properties of the KL divergence (see, e.g., [11]) and the DTGV operator (see, e.g., [10]). and for any vector y ∈R4n we set We note that all the ADMM subproblems can be
solved exactly at a low cost, thanks also to the use of FFTs, and that the method has proven
convergence. Finally, we show the effectiveness of our approach on a set of test images,
corrupted by out-of-focus and Gaussian blurs and noise with different signal-to-noise
ratios. In particular, the KL-DTGV model of our problem is described in Section 2 and the
technique for estimating the main direction is presented in Section 3. A detailed description
of the ADMM version used for the minimization is given in Section 4 and the results of the
numerical experiments are discussed in Section 5. Conclusions are given in Section 6. Throughout this work we denote matrices with uppercase lightface letters, vectors
with lowercase boldface letters and scalars with lowercase lightface letters. All the vectors
are column vectors. Given a vector v, we use vi or (v)i to denote its i-th entry. We use
R+ to indicate the set of real nonnegative numbers and ∥· ∥to indicate the two-norm. For brevity, given any vectors v and w we use the notation (v, w) instead of [v⊤w⊤]⊤. Likewise, given any scalars v and w, we use (v, w) to indicate the vector [v w]⊤. We also
use the notation ([v]1, [v]2) to highlight the subvectors [v]1 and [v]2 forming the vector v. Finally, by writing v > 0 we mean that all the entries of v are nonnegative and at least one
of them is positive. 3. Efficient Estimation of the Image Direction An essential ingredient in the DTGV regularization is the estimation of the angle θ
representing the image texture direction. In [10], an estimation algorithm based on the
one in [12] is proposed, whose basic idea is to compute a pixelwise direction estimate and
then θ as the average of that estimate. In [9], which focuses on impulse noise removal, a
more efficient and robust algorithm for estimating the direction is presented, based on
the Fourier transform. The main idea behind this algorithm is to exploit the fact that two-
dimensional Fourier basis functions can be seen as images with one-directional patterns. However, despite being very efficient from a computational viewpoint, this technique does
not appear to be fully reliable in our tests on Poissonian images (see Section 5.1). Therefore,
we propose a different approach for estimating the direction, based on classical tools of
image processing: the Sobel filter [13] and the Hough transform [14,15]. Our technique is based on the idea that if an image has a one-directional structure,
i.e., its main pattern consists of stripes, then the edges of the image mainly consist of lines
going in the direction of the stripes. The first stage of the proposed algorithm uses the Sobel
filter to determine the edges of the noisy and blurry image. Then, the Hough transform is
applied to the edge image in order to detect the lines. The Hough transform is based on J. Imaging 2021, 7, 99 4 of 18 the idea that each straight line can be identified by a pair (r, η) where r is the distance of
the line from the origin, and η is the angle between the x axis and the segment connecting
the origin with its orthogonal projection on the line. The output of the transform is a
matrix in which each entry is associated with a pair (r, η), i.e., with a straight line in the
image, and its value is the sum of the values in the pixels that are on the line. Hence, the
elements with the highest value in the Hough transform indicate the lines that are most
likely to be present in the input image. 3. Efficient Estimation of the Image Direction Because of its definition, the Hough transform tends
to overestimate diagonal lines in rectangular images (diagonal lines through the central
part of the image contain the largest number of pixels); therefore, before computing the
transform we apply a mask to the edge image, considering only the pixels inside the largest
circle centered in the center of the image. After the Hough transform has been applied,
we compute the square of the two-norm of each column of the matrix resulting from the
transform, to determine a score for each angle from −90◦to 90◦. Intuitively, the score for
each angle is related to the number of lines with that particular inclination which have
been detected in the image. Finally, we set the direction estimate θ ∈[−π, π] as θ =
90 −ηmax
180
π,
ηmax ≥0,
−90 −ηmax
180
π,
ηmax < 0. 180 where ηmax is the value of η corresponding to the maximum score. A pseudocode for the
estimation algorithm is provided in Algorithm 1 and an example of the algorithm workflow
is given in Figure 1. Algorithm 1 Direction estimation. 1: Use the Sobel operator to obtain the image e of the edges of the noisy and blurry image b. A
l
di k
k
di
l d
i
b
i i
d
i
e (Fi
1b p
g
g
y
y
2: Apply a disk mask to cut out some diagonal edges in e, obtaining a new edge image ee 2: Apply a disk mask to cut out some diagonal edges in e, obtaining a new edge image ee (Figure 1b). 3: Compute the Hough transform h(ee) (Figure 1c). 3: Compute the Hough transform h(ee) (Figure 1c). p
g
( ) (
g
)
4: Set ηmax as the value of η corresponding to the column of h(ee) with maximum 2-norm. (Figure 1d) p
g
( )
g
4: Set ηmax as the value of η corresponding to the column of h(ee) with maximum 2-norm. (Figure 1d) 5: Set θ =
(
90−ηmax
180
π,
ηmax ≥0,
−90−ηmax
180
π,
ηmax < 0. (yellow line in Figure 1a) (a) image
(b) edge detection (Sobel filter + mask)
-80
-60
-40
-20
0
20
40
60
80
-600
-400
-200
0
200
400
600
r
0
20
40
60
80
100
120
-80
-60
-40
-20
0
20
40
60
80
2
3
4
5
6
7
8
9
10
11
score
104
(c) Hough transform
(d) direction scoring
Figure 1. Workflow of Algorithm 1 on a random directional image. (b) edge detection (Sobel filter + mask) (a) image
-80
-60
-40
-20
0
20
40
60
80
-600
-400
-200
0
200
400
600
r
0
20
40
60
80
100
120
(c) Hough transform (b) edge detection (Sobel filter + mask) (a) image -80
-60
-40
-20
0
20
40
60
80
2
3
4
5
6
7
8
9
10
11
score
104
(d) direction scoring (c) Hough transform (d) direction scoring Figure 1. Workflow of Algorithm 1 on a random directional image. J. Imaging 2021, 7, 99 5 of 18 4. ADMM for Minimizing the KL-DTGV2 Model Although problem (6) is a bound-constrained convex optimization problem, the
nondifferentiability of the DTGV2 regularizer does not allow its solution by classical
optimization methods for smooth problems, such as gradient methods (see [16–18] and the
references therein). However, the problem can be solved by methods based on splitting
techniques, such as [19–23]. Here we solve (6) by the Alternating Direction Method of
Multipliers (ADMM) [20]. To this end, we first reformulate the problem as follows: min
u,w,z1,z2,z3,z4
λ DKL(z1 + γ, b) + α0 ∥z2∥2,1|R2n + α1 ∥z3∥2,1|R4n + χRn+(z4)
s.t. z1 = A u,
z2 = e∇u −w,
z3 = eEw,
z4 = u,
(7) (7) where z1 ∈Rn, z2 ∈R2n, z3 ∈R4n, z4 ∈Rn, and χRn+(z4) is the characteristic function
of the nonnegative orthant in Rn. A similar splitting has been used in [24] for TV-based
deblurring of Poissonian images. By introducing the auxiliary variables x = (u, w) and
z = (z1, z2, z3, z4) we can further reformulate the KL-DTGV2 problem as min
x,z
F1(x) + F2(z)
s.t. H x + G z = 0,
(8) min
x,z
F1(x) + F2(z)
s.t. H x + G z = 0,
(8) (8) where we set where we set F1(x) = 0,
F2(z) = λ DKL(z1 + γ, b) + α0 ∥z2∥2,1|R2n + α1 ∥z3∥2,1|R4n + χRn+(z4),
(9) F1(x) = 0,
F2(z) = λ DKL(z1 + γ, b) + α0 ∥z2∥2,1|R2n + α1 ∥z3∥2,1|R4n + χRn+(z4),
(9) F1(x) = 0,
F2(z) = λ DKL(z1 + γ, b) + α0 ∥z2∥2,1|R2n + α1 ∥z3∥2,1|R4n + χRn+(z4),
(9) (9) and we define the matrices H ∈R8n×3n and G ∈R8n×8n as H =
A
0
e∇
−I2n
0
eE
In
0
,
G =
−In
0
0
0
0
−I2n
0
0
0
0
−I4n
0
0
0
0
−In
. 4. ADMM for Minimizing the KL-DTGV2 Model (10) (10) We consider the Lagrangian function associated with problem (8), L(x, z, ξ) = F1(x) + F2(z) + ξ⊤(H x + G z),
(11) L(x, z, ξ) = F1(x) + F2(z) + ξ⊤(H x + G z),
(11)
where ξ
∈
R8n is a vector of Lagrange multipliers, and then the augmented
Lagrangian function L(x, z, ξ) = F1(x) + F2(z) + ξ⊤(H x + G z),
(11)
where ξ
∈
R8n is a vector of Lagrange multipliers, and then the augmented
Lagrangian function (11) where ξ
∈
R8n is a vector of Lagrange multipliers, and then the augmented
Lagrangian function LA(x, z, ξ; ρ) = F1(x) + F2(z) + ξ⊤(H x + G z) + ρ
2∥H x + G z∥2
2,
(12)
0 LA(x, z, ξ; ρ) = F1(x) + F2(z) + ξ⊤(H x + G z) + ρ
2∥H x + G z∥2
2,
(12) (12) Now we are ready to introduce the ADMM method for the solution of problem (8). Let x0 ∈R3n, z0 ∈R8n, ξ0 ∈R8n. At each step k > 0 the ADMM method computes the
new iterate
xk+1, zk+1, ξk+1
as follows: xk+1 = arg min
x∈R3n LA(x, zk, ξk; ρ),
zk+1 = arg min
z∈R8n LA(xk+1, z, ξk; ρ),
ξk+1 = ξk + ρ
H xk+1 + G zk+1
. (13) (13) Note that the functions F1(x) and F2(z) in (8) are closed, proper and convex. Moreover,
the matrices H and G defined in (10) are such that G = −I8n and H has full rank. Hence, J. Imaging 2021, 7, 99 6 of 18 the convergence of the method defined by (13) can be proved by applying a classical con-
vergence result from the seminal paper by Eckstein and Bertsekas [25] (Theorem 8), which
we report in a form that can be immediately applied to our reformulation of the problem. the convergence of the method defined by (13) can be proved by applying a classical con-
vergence result from the seminal paper by Eckstein and Bertsekas [25] (Theorem 8), which
we report in a form that can be immediately applied to our reformulation of the problem. Theorem 1. Let us consider a problem of the form (8) where F1(x) and F2(z) are closed, proper
and convex functions and H has full rank. Let x0 ∈R3n, z0 ∈R8n, ξ0 ∈R8n, and ρ > 0. 4. ADMM for Minimizing the KL-DTGV2 Model Suppose
{εk}, {νk} ⊂R+ are summable sequences such that for all k xk+1 −arg min
x∈R3n LA(x, zk, ξk; ρ)
≤εk,
zk+1 −arg min
z∈R8n LA(xk+1, z, ξk; ρ)
≤νk,
ξk+1 = ξk + ρ
H xk+1 + G zk+1
. If there exists a saddle point (x∗, z∗, ξ∗) of L(x, z, ξ), then xk →x∗, zk →z∗and ξk →ξ∗. If
such saddle point does not exist, then at least one of the sequences {zk} or {ξk} is unbounded. Since we are dealing with linear constraints, we can recast (13) in a more convenient
form, by observing that the linear term in (12) can be included in the quadratic one. By in-
troducing the vector of scaled Lagrange multipliers µk = 1
ρξk, the ADMM method becomes xk+1
=
arg min
x∈R3n
ρ
2
H x −zk + µk
2
2,
(14)
zk+1
=
arg min
z∈R8n F2(z) + ρ
2
H xk+1 −z + µk
2
2,
(15)
µk+1
=
µk + H xk+1 + G zk+1. (16) (14) (15) (16) In the next sections we show how the solutions to subproblems (14) and (15) can be
computed exactly with a small computational effort. 4.1. Solving the Subproblem in x 4.1. Solving the Subproblem in x p
p
y
Let F ∈Cn×n be the matrix representing the two-dimensional DFT operator, and let
F ∗denote its inverse, i.e., its adjoint. We can write H⊤H as Let F ∈Cn×n be the matrix representing the two-dimensional DFT operator, and let
F ∗denote its inverse i e its adjoint We can write H⊤H as p
g
p
F ∗denote its inverse, i.e., its adjoint. We can write H⊤H as 4.1. Solving the Subproblem in x By (18) and the definition of x, we can reformulate (17) as
Γ
−∆∗
θ
−∆∗
θ⊥
−∆θ
Φ11
Φ12
−∆θ⊥
Φ21
Φ22
F u
F w1
F w2
=
F [H⊤vk
x]1
F [H⊤vk
x]2
F [H⊤vk
x]3
,
(19) (19) where we split w and vk
x in two and three blocks of size n, respectively. Now we recall a result about the inversion of block matrices. Suppose that a square
matrix M is partitioned into four blocks, i.e., Now we recall a result about the inversion of block matrices. Suppose that a square
matrix M is partitioned into four blocks, i.e., M =
M11
M12
M21
M22
; then, if M11 and M22 are invertible, we have M−1 =
M11
M12
M21
M22
−1
=
M11 −M12M−1
22 M21
−1
0
0
M22 −M21M−1
11 M12
−1
"
I
−M12M−1
22
−M21M−1
11
I
#
. (20) 0
M22 −M21M−1
11 M12
−1
"
I
−M12M−1
22
−M21M−1
11
I
#
. (20) (20) By applying (20) to the matrix consisting of the second and third block rows and
columns of the matrix in (19), which we denote Φ, we get By applying (20) to the matrix consisting of the second and third block rows and
columns of the matrix in (19), which we denote Φ, we get Φ−1 =
Φ11
Φ12
Φ21
Φ22
−1
=
Φ11 −Φ12Φ−1
22 Φ21
−1
−
Φ11 −Φ12Φ−1
22 Φ21
−1
Φ12Φ−1
22
−
Φ22 −Φ21Φ−1
11 Φ12
−1
Φ21Φ−1
11
Φ22 −Φ21Φ−1
11 Φ12
−1
. (21) (21) To simplify the notation we set Ψ =
Ψ11
Ψ12
Ψ21
Ψ22
= Φ−1,
(22) (22) and observe that the matrices Ψij ∈Cn×n are diagonal. 4.1. Solving the Subproblem in x Problem (14) is an overdetermined least squares problem, since H is a tall-and-
skinny matrix with full rank. Hence, its solution can be computed by solving the normal
equations system H⊤H x = H⊤vk
x,
(17) (17) where we set vk
x = zk −µk. Starting from the definition of H given in (10), we have where we set vk
x = zk −µk. Starting from the definition of H given in (10), we have H⊤H
=
In + A⊤A + e∇⊤e∇
−e∇⊤
−e∇
I2n + eE⊤eE
=
=
In + A⊤A + e∇⊤e∇
−D⊤
θ
−D⊤
θ⊥
−Dθ
In + D⊤
θ Dθ + 1
2 D⊤
θ⊥Dθ⊥
1
2 D⊤
θ⊥Dθ
−Dθ⊥
1
2 D⊤
θ Dθ⊥
In + 1
2 D⊤
θ Dθ + D⊤
θ⊥Dθ⊥
. System (17) may be quite large and expensive, also for relatively small images. How-
ever, as pointed out in Assumption 1, A, Dθ and Dθ⊥have a BCCB structure, hence all the
blocks of H⊤H maintain that structure. By recalling that BCCB matrices can be diagonal-
ized by means of two-dimensional Discrete Fourier Transforms (DFTs), we show how the
solution to (17) can be computed expeditiously. Let F ∈Cn×n be the matrix representing the two-dimensional DFT operator, and let
F ∗denote its inverse, i.e., its adjoint. We can write H⊤H as Let F ∈Cn×n be the matrix representing the two-dimensional DFT operator, and let
F ∗denote its inverse i e its adjoint We can write H⊤H as J. Imaging 2021, 7, 99 7 of 18 H⊤H =
F ∗
0
0
0
F ∗
0
0
0
F ∗
Γ
−∆∗
θ
−∆∗
θ⊥
−∆θ
Φ11
Φ12
−∆θ⊥
Φ21
Φ22
F
0
0
0
F
0
0
0
F
,
(18) (18) where each block of the central matrix is the diagonal complex matrix associated with
the corresponding block in H⊤H, and ∆∗
θ, ∆∗
θ⊥denote the (diagonal) adjoint matrices of
∆θ, ∆θ⊥. We note that Ξ ∈Cn×n is diagonal (and its inversion is straightforward), while
Ω∈C2n×2n has a 2 × 2 block structure with blocks that are diagonal matrices belonging to
Cn×n. Thus, we can compute Υ = Ω−1 by applying (20): 4.1. Solving the Subproblem in x Hence, the matrices ∆, Γ,
Ψ, Ξ−1, and Υ can be computed only once before the ADMM method starts. This means that the
overall cost of the exact solution of (14) at each iteration reduces to six two-dimensional DFTs and
two matrix–vector products involving two 3 × 3 block matrices with diagonal blocks of dimension n. 4.2. Solving the Subproblem in z 4.1. Solving the Subproblem in x Letting ∆∗=
h
∆∗
θ
∆∗
θ⊥
i
, applying
the inversion formula (20) to the whole matrix in (19), and using (21) and (22), we get
Γ
−∆∗
−∆
Φ
−1
=
Ξ−1
0
0
Ω−1
In
−∆∗Ψ
−∆Γ−1
I2n
,
(23) (23) where Ξ = Γ −∆∗Ψ ∆= Γ −
∆∗
θ
∆∗
θ⊥
Ψ11
Ψ12
Ψ21
Ψ22
∆θ
∆θ∗
,
Ω= Φ −∆Γ−1∆∗=
Φ11
Φ12
Φ21
Φ22
−
∆θ
∆θ⊥
Γ−1
∆∗
θ
∆∗
θ⊥
. We note that Ξ ∈Cn×n is diagonal (and its inversion is straightforward), while
Ω∈C2n×2n has a 2 × 2 block structure with blocks that are diagonal matrices belonging to
Cn×n. Thus, we can compute Υ = Ω−1 by applying (20): J. Imaging 2021, 7, 99 8 of 18 Υ =
Υ11
Υ12
Υ21
Υ22
=
Ω11
Ω12
Ω21
Ω22
−1
=
Ω11 −Ω12Ω−1
22 Ω21
−1
−
Ω11 −Ω12Ω−1
22 Ω21
−1
Ω12Ω−1
22
−
Ω22 −Ω21Ω−1
11 Ω12
−1
Ω21Ω−1
11
Ω22 −Ω21Ω−1
11 Ω12
−1
(24) (24) =
Ω11 −Ω12Ω−1
22 Ω21
−1
−
Ω11 −Ω12Ω−1
22 Ω21
−1
Ω12Ω−1
22
−
Ω22 −Ω21Ω−1
11 Ω12
−1
Ω21Ω−1
11
Ω22 −Ω21Ω−1
11 Ω12
−1
(24) Summing up, by (19), (23) and (24), the solution to (17) can be obtained by computing
y1
y2
y3
=
Ξ−1
0
0
Υ
In
−∆⊤Ψ
−∆Γ−1
I2n
F [H⊤vk
x]1
F [H⊤vk
x]2
F [H⊤vk
x]3
,
(25) (25) and setting and setting uk+1 = F ∗y1,
wk+1
1
= F ∗y2,
wk+1
2
= F ∗y3. (26) (26) Remark 1. The only quantity in (25) that varies at each iteration is vk
x. Hence, the matrices ∆, Γ,
Ψ, Ξ−1, and Υ can be computed only once before the ADMM method starts. This means that the
overall cost of the exact solution of (14) at each iteration reduces to six two-dimensional DFTs and
two matrix–vector products involving two 3 × 3 block matrices with diagonal blocks of dimension n. Remark 1. The only quantity in (25) that varies at each iteration is vk
x. 4.2. Solving the Subproblem in z By looking at the form of F2(z)–see (9)–and by defining the vector vk
z = H xk+1 + µk,
we see that problem (15) can be split into the four problems zk+1
1
=
arg min
z1∈Rn λDKL(z1 + γ, b) + ρ
2
z1 −[vk
z]1
2
2,
(27)
zk+1
2
=
arg min
z2∈R2n α0∥z2∥2,1|R2n + ρ
2
z2 −[vk
z]2
2
2,
(28)
zk+1
3
=
arg min
z3∈R4n α1∥z3∥2,1|R4n + ρ
2
z3 −[vk
z]3
2
2,
(29)
zk+1
4
=
arg min
z4∈Rn χRn+(z4) + ρ
2
z4 −[vk
z]4
2
2,
(30) (27) (28) (29) (30) where vk
z = ([vk
z]1, [vk
z]2, [vk
z]3, [vk
z]4), with [vk
z]1 ∈Rn, [vk
z]2 ∈R2n,[vk
z]3 ∈R4n, and
[vk
z]4 ∈Rn. Now we focus on the solution of the four subproblems. where vk
z = ([vk
z]1, [vk
z]2, [vk
z]3, [vk
z]4), with [vk
z]1 ∈Rn, [vk
z]2 ∈R2n,[vk
z]3 ∈R4n, and
[vk
z]4 ∈Rn. Now we focus on the solution of the four subproblems. Since the objective function of this problem is strictly convex, its solution can be
determined by setting the gradient equal to zero, i.e., by solving 4.2.3. Update of z4 It is straightforward to verify that the update of z4 in (30) can be obtained as It is straightforward to verify that the update of z4 in (30) can be obtained as zk+1
4
= ΠRn+
[vk
z]4
, zk+1
4
= ΠRn+
[vk
z]4
, where ΠRn+ is the Euclidean projection onto the nonnegative orthant in Rn. 4.2.1. Update of z1 4.2.1. Update of z1 By the form of the Kullback–Leibler divergence in (2), the minimization problem (27)
is equivalent to min
z1∈Rn λ
n
∑
i=1
bi ln
bi
(z1)i + γi
+ (z1)i + γi −bi
+ ρ
2
n
∑
i=1
((z1)i −di)2,
(31) (31) where we set d = [vk
z]1 to ease the notation. From (31) it is clear that the problem in z1 can
be split into n problems of the form min
z∈R λ(−b ln(z + γ) + z) + ρ
2(z −d)2. (32) (32) Since the objective function of this problem is strictly convex, its solution can be
determined by setting the gradient equal to zero, i.e., by solving J. Imaging 2021, 7, 99 9 of 18 λ
−
b
z + γ + 1
+ ρ(z −d) = 0, which leads to the quadratic equation which leads to the quadratic equation z2 +
λ
ρ + γ −d
z −λ
ρ
ρ
λγd −γ + b
= 0. (33) (33) Since, by looking at the domain of the objective function in (32), z + γ has to be strictly
positive, we set each entry of zk+1
1
as the largest solution of the corresponding quadratic
Equation (33). 4.2.2. Update of z2 and z3 The minimization problems (28) and (29) correspond to the computation of the proximal
operators of the functions f (z2) = α0
ρ ∥z2∥2,1|R2n and g(z3) = α1
ρ ∥z3∥2,1|R4n, respectively. ρ
|
ρ
|
By the definitions given in (4) and (5), we see that the two (2,1)-norms correspond
to the sum of two-norms of vectors in R2 and R4, respectively. This means that the
computation of both the proximal operators can be split into the computation of n proximal
operators of functions that are scaled two-norms in either R2 or R4. p
The proximal operator of the function f (y) = c∥y∥, c > 0, at a vector d is proxc∥·∥(d) = arg min
y
c∥y∥+ 1
2∥y −d∥2. proxc∥·∥(d) = arg min
y
c∥y∥+ 1
2∥y −d∥2. It can be shown (see, e.g., [26] [Chapter 6]) that It can be shown (see, e.g., [26] [Chapter 6]) that proxc∥·∥(d) =
1 −
c
max{∥d∥, c}
d = max
∥d∥−c
∥d∥
, 0
d. (34) (34) Hence, for the update of z2 we proceed as follows. By setting d = [vk
z]2 and c = α0
ρ ,
for each i = 1, . . . , n we have Hence, for the update of z2 we proceed as follows. By setting d = [vk
z]2 and c = α0
ρ ,
for each i = 1, . . . , n we have
(zk+1
2
)i, (zk+1
2
)n+i
= proxc∥·∥((di, dn+i)). To update z3, we set d = [vk
z]3 and c = α1
ρ and compute
(zk+1
3
)i, (zk+1
3
)n+i, (zk+1
3
)2n+i, (zk+1
3
)3n+i
= proxc∥·∥((di, dn+i, d2n+i, d3n+i)). 4.2.3. Update of z4 Algorithm 2 ADMM for problem (7). Algorithm 2 ADMM for problem (7). 1: Let u0 ∈Rn, w0
1 = Dθu0, w0
2 = Dθ⊥u0, µ0 = 0, z0 = 0, λ, ρ ∈(0, +∞), α0, α1 ∈(0, 1)
2: Compute matrices ∆, Γ, Ψ, Ξ−1, and Υ as specified in Section 4.1
3: Let k = 0, u1 = u0, w1 = w0, stop = f alse, tol ∈(0, 1), kmax ∈N
4: while not stop and k ≤kmax do
5:
Compute zk+1 by solving the four subproblems (27)–(30)
6:
Compute µk+1 as in (16)
7:
k = k + 1
8:
Compute uk+1, wk+1
1
and wk+1
2
by (25) and (26)
9:
Set stop =
∥uk+1 −uk∥< tol ∥uk∥
10: end while g
p
( )
1: Let u0 ∈Rn, w0
1 = Dθu0, w0
2 = Dθ⊥u0, µ0 = 0, z0 = 0, λ, ρ ∈(0, +∞), α0, α1 ∈(0, 1)
2: Compute matrices ∆, Γ, Ψ, Ξ−1, and Υ as specified in Section 4.1
3: Let k = 0, u1 = u0, w1 = w0, stop = f alse, tol ∈(0, 1), kmax ∈N
4: while not stop and k ≤kmax do
5:
Compute zk+1 by solving the four subproblems (27)–(30)
6:
Compute µk+1 as in (16)
7:
k = k + 1
8:
Compute uk+1, wk+1
1
and wk+1
2
by (25) and (26)
9:
Set stop =
∥uk+1 −uk∥< tol ∥uk∥
10: end while g
p
( )
1: Let u0 ∈Rn, w0
1 = Dθu0, w0
2 = Dθ⊥u0, µ0 = 0, z0 = 0, λ, ρ ∈(0, +∞), α0, α1 ∈(0, 1)
2: Compute matrices ∆, Γ, Ψ, Ξ−1, and Υ as specified in Section 4.1
3: Let k = 0, u1 = u0, w1 = w0, stop = f alse, tol ∈(0, 1), kmax ∈N
4: while not stop and k ≤kmax do
5:
Compute zk+1 by solving the four subproblems (27)–(30)
6:
Compute µk+1 as in (16)
7:
k = k + 1
8:
Compute uk+1, wk+1
1
and wk+1
2
by (25) and (26)
9:
Set stop =
∥uk+1 −uk∥< tol ∥uk∥
10: end while 8:
Compute uk+1, wk+1
1
and wk+1
2
by (25) and (26) 4.3. Summary of the ADMM Method For the sake of clarity, in Algorithm 2 we sketch the ADMM version for solving
problem (7). In many image restoration applications, a reasonably good starting guess for u is
often available. For example, if A represents a blur operator, a common choice is to set
u0 equal to the the noisy and blurry image. We make this choice for u0. By numerical
experiments we also verified that once x = (u, w) has been initialized, it is convenient to
set u1 = u0, w1
1 = w0
1 and w1
2 = w0
2 and to shift the order of the updates in the ADMM
scheme (14)–(16), so that a “more effective” initialization of z and µ is performed. We see
from line 9 of Algorithm 2 that the algorithm stops when the relative change in the restored J. Imaging 2021, 7, 99 10 of 18 image u goes below a certain threshold tol ∈(0, 1) or a maximum number of iterations
kmax is reached. Finally, we note that for the case of the KL-TGV2 model, corresponding to
θ = 0 and a = 1, we have that Dθ = DH and Dθ⊥= DV; hence, we use the initialization
w0
1 = DHu0 and w0
2 = DVu0. image u goes below a certain threshold tol ∈(0, 1) or a maximum number of iterations
kmax is reached. Finally, we note that for the case of the KL-TGV2 model, corresponding to
θ = 0 and a = 1, we have that Dθ = DH and Dθ⊥= DV; hence, we use the initialization
w0
1 = DHu0 and w0
2 = DVu0. 5. Numerical Results All the experiments were carried out using MATLAB R2018a on a 3.50 GHz Intel Xeon
E3 with 16 GB of RAM and Windows operating system. In this section, we first illustrate
the effectiveness of Algorithm 1 for the estimation of the image direction by comparing it
with the one given in [9] and by analysing its sensitivity to the degradation in the image to
be restored. Then, we present numerical experiments that demonstrate the improvement
of the KL-DTGV2 model upon the KL-TGV2 model for the restoration of directional images
corrupted by Poisson noise. p
y
Four directional images named phantom (512 × 512), grass (375 × 600), leaves (203 ×
300) and carbon (247 × 300) were used in the experiments. The first image is a piecewise
affine fibre phantom image obtained with the fibre_phantom_pa MATLAB function avail-
able from http://www2.compute.dtu.dk/~pcha/HDtomo/ (accessed on 20 September
2020). The second and third images represent grass and veins of leaves, respectively, which
naturally exhibit a directional structure. The last image is a Scanning Electron Microscope
(SEM) image of carbon fibres. The images are shown in Figures 2–5. To simulate experimental data, each reference image was convolved with two PSFs,
one corresponding to a Gaussian blur with variance 2, generated by the psfGauss function
from [27], and the other corresponding to an out-of-focus blur with radius 5, obtained with
the function fspecial from the MATLAB Image Processing Toolbox. To take into account
the existence of some background emission, a constant term γ equal to 10−10 was added to
all pixels of the blurry image. The resulting image was corrupted by Poisson noise, using
the MATLAB function imnoise. The intensities of the original images were pre-scaled to
get noisy and blurry images with Signal to Noise Ratio (SNR) equal to 43 and 37 dB. We
recall that in the case of Poisson noise, which affects the photon counting process, the SNR
is estimated as [28] SNR = 10 log10
Nexact
q
Nexact + Nbackground
, SNR = 10 log10
Nexact
q
Nexact + Nbackground
, where Nexact and Nbackground are the total number of photons in the image to be recovered
and in the background term, respectively. Finally, the corrupted images were scaled to have
their maximum intensity values equal to 1. For each test problem, the noisy and blurry
images are shown in Figures 2–5. 5. Numerical Results 11 of 18 11 of 18 J. Imaging 2021, 7, 99 Figure 2. Test problem phantom: original and corrupted images. The yellow dash-dotted line indicates the direction
estimated by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 3. Test problem grass: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 2. Test problem phantom: original and corrupted images. The yellow dash-dotted line indicates the direction
estimated by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 2. Test problem phantom: original and corrupted images. The yellow dash-dotted line indicates the direction
estimated by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. estimated by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 3. Test problem grass: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 4. Test problem leaves: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 3. Test problem grass: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 3. Test problem grass: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. oblem grass: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
and the red dashed line the direction estimated by the method in [9]. by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 4. Test problem leaves: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 4. Test problem leaves: original and corrupted images. 5. Numerical Results The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 4. Test problem leaves: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. 12 of 18 J. Imaging 2021, 7, 99 Figure 5. Test problem carbon: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. Figure 5. Test problem carbon: original and corrupted images. The yellow dash-dotted line indicates the direction estimated
by Algorithm 1 and the red dashed line the direction estimated by the method in [9]. 5.2. Image Deblurring We compare the quality of the restorations obtained by using the DTGV2 and TGV2
regularizers and ADMM for the solution of both models. In all the tests, the value of the
penalty parameter was set as ρ = 10 and the value of the stopping threshold as tol = 10−4. A maximum number of kmax = 500 iterations was allowed. By following [9,10], the weight
parameters of DTGV were chosen as α0 = β and α1 = (1 −β) with β = 2/3. For each
test problem, the value of the regularization parameter λ was tuned by a trial-and-error
strategy. This strategy consisted in running ADMM with initial guess u0 = b several times
on each test image, varying the value of λ at each execution. For all the runs the stopping
criterion for ADMM and the values of α0, α1 and ρ were the same as described above. The
value of λ yielding the smallest Root Mean Square Error (RMSE) at the last iteration was
chosen as the “optimal” value. p
The numerical results are summarized in Table 1, where the RMSE, the Improved
Signal to Noise Ratio (ISNR) [29], and the structural similarity (SSIM) index [30] are used
to give a quantitative evaluation of the quality of the restorations. As a measure of the
computational cost, the number of iterations and the time in seconds are reported. Table 1
also shows, for each test problem, the values of the regularization parameter λ. The restored
images are shown in Figures 8–11. For the carbon test problem, Figure 12 shows the error
images, i.e., the images obtained as the absolute difference between the original image and
the restored one. The values of the pixels of the error images have been scaled in the range
[m, M] where m and M are the minimum and maximum pixel value of the DTGV2 and
TGV2 error images. From the results, it is evident that the DTGV2 model outperforms the TGV2 one in
terms of quality of the restoration. A visual inspection of the figures shows that the DTGV2
regularization is very effective in removing the noise, while for high noise levels the TGV2
reconstructions still exhibit noise artifacts. 5.1. Direction Estimation In Figures 2–5 we compare Algorithm 1 with the algorithm proposed in [9], showing
that Algorithm 1 always correctly estimates the main direction of the four test images. We also test the robustness of our algorithm with respect to noise and blur. In Figure 6
we show the estimated main direction of the phantom image corrupted by Poisson noise
with SNR = 35, 37, 39, 41, 43 dB and out-of-focus blurs with radius R = 5, 7, 9. In only one
case (SNR = 35, R = 7) Algorithm 1 fails, returning as estimate the orthogonal direction,
i.e., the direction corresponding to the large black line and the background color gradient. Finally, we test Algorithm 1 on a phantom image with vertical, horizontal and diagonal
main directions corresponding to θ = 0, 90, 45. The results, in Figure 7, show that our
algorithm is not sensitive to the specific directional structure of the image. Figure 6. Direction estimation for phantom with SNR = 35, 37, 39, 41, 43 dB (from left to right) and out-of-focus blur with
radius R = 5, 7, 9 (from top to bottom). Figure 6. Direction estimation for phantom with SNR = 35, 37, 39, 41, 43 dB (from left to right) and out-of-focus blur with
radius R = 5, 7, 9 (from top to bottom). 13 of 18 13 of 18 J. Imaging 2021, 7, 99 Figure 7. Direction estimation for phantom with SNR = 37, 43 (top, bottom) and out-of-focus blur with radius R = 5. Figure 7. Direction estimation for phantom with SNR = 37, 43 (top, bottom) and out-of-focus blur with radius R = 5. Figure 7. Direction estimation for phantom with SNR = 37, 43 (top, bottom) and out-of-focus blur with radius R = 5. 5.2. Image Deblurring Finally, by observing the “Iters” column of the
table, we can conclude that, on average, the TGV2 regularization requires less ADMM
iterations to achieve a relative change in the restoration that is below the fixed threshold. However, the computational time per iteration is very small and also ADMM for the
KL-DGTV2 regularization is efficient. Finally, to illustrate the behaviour of ADMM, in Figure 13 we plot the RMSE history
for the carbon test problem. A similar RMSE behaviour has been observed in all the
numerical experiments. J. Imaging 2021, 7, 99 14 of 18 Table 1. Numerical results for the test problems. 5.2. Image Deblurring Blur
SNR
Model
λ
RMSE
ISNR
MSSIM
Iters
Time
phantom
Out-of-focus
43
DTGV
57.5
2.2558 × 10−2
9.5472
9.3007 × 10−1
86
10.95
TGV
275
2.8043 × 10−2
7.6568
8.9887 × 10−1
89
11.33
37
DTGV
3.25
3.7573 × 10−2
7.4431
8.5823 × 10−1
122
15.45
TGV
22.5
4.1719 × 10−2
6.5339
8.4061 × 10−1
52
6.64
Gaussian
43
DTGV
25
1.5530 × 10−2
9.1966
9.7829 × 10−1
56
7.17
TGV
100
1.8100 × 10−2
7.8667
9.7200 × 10−1
45
5.76
37
DTGV
3
2.5498 × 10−2
9.0841
9.2994 × 10−1
90
11.41
TGV
17.5
3.0674 × 10−2
7.4788
9.0199 × 10−1
53
6.76
grass
Out-of-focus
43
DTGV
60
3.6313 × 10−2
7.7364
8.7262 × 10−1
136
15.55
TGV
550
3.6575 × 10−2
7.6738
8.7188 × 10−1
179
20.39
37
DTGV
50
5.6164 × 10−2
4.7390
7.6165 × 10−1
160
18.56
TGV
55
5.7604 × 10−2
4.5191
7.4566 × 10−1
72
8.31
Gaussian
43
DTGV
65
2.9883 × 10−2
6.3343
9.2764 × 10−1
106
12.08
TGV
650
3.0814 × 10−2
6.0676
9.2523 × 10−1
136
15.48
37
DTGV
5.5
4.2274 × 10−2
4.7973
8.5615 × 10−1
98
11.13
TGV
35
4.3936 × 10−2
4.4624
8.4795 × 10−1
54
6.18
leaves
Out-of-focus
43
DTGV
125
6.2767 × 10−2
7.4978
8.2099 × 10−1
251
31.18
TGV
1100
8.2397 × 10−2
5.1342
7.1557 × 10−1
435
53.74
37
DTGV
12.5
9.5597 × 10−2
4.1497
6.3065 × 10−1
257
31.87
TGV
90
1.1874 × 10−1
2.2665
4.3294 × 10−1
113
14.03
Gaussian
43
DTGV
150
7.3332 × 10−2
4.8675
7.7456 × 10−1
236
29.13
TGV
1750
8.0857 × 10−2
4.0190
7.3001 × 10−1
380
46.77
37
DTGV
12.5
9.0999 × 10−2
3.3907
6.6469 × 10−1
148
18.36
TGV
100
1.0308 × 10−1
2.3081
5.6534 × 10−1
103
12.85
carbon
Out-of-focus
43
DTGV
150
1.8360 × 10−2
1.2830 × 101
9.4734 × 10−1
331
13.78
TGV
850
2.3825 × 10−2
1.0567 × 101
9.3671 × 10−1
233
9.73
37
DTGV
20
3.1682 × 10−2
8.2416
8.6294 × 10−1
171
7.07
TGV
150
3.8840 × 10−2
6.4723
8.2237 × 10−1
155
6.55
Gaussian
43
DTGV
250
2.0453 × 10−2
8.6178
9.5974 × 10−1
305
12.53
TGV
950
2.4839 × 10−2
6.9302
9.5698 × 10−1
171
7.12
37
DTGV
15
2.7995 × 10−2
6.2017
9.3007 × 10−1
128
5.36
TGV
150
3.3061 × 10−2
4.7572
8.9690 × 10−1
118
4.73 Table 1. 5.2. Image Deblurring Numerical results for the test problems. 15 of 18 J. Imaging 2021, 7, 99 Figure 8. Test problem phantom: images restored with DTGV2 (top) and TGV2 (bottom). Figure 8. Test problem phantom: images restored with DTGV2 (top) and TGV2 (bottom). Figure 8. Test problem phantom: images restored with DTGV (top) and TGV (bottom). Figure 9. Test problem grass: images restored with DTGV2 (top) and TGV2 (bottom). Figure 10. Test problem leaves: images restored with DTGV2 (top) and TGV2 (bottom). Figure 9. Test problem grass: images restored with DTGV2 (top) and TGV2 (bottom). Figure 10. Test problem leaves: images restored with DTGV2 (top) and TGV2 (bottom). 16 of 18 J. Imaging 2021, 7, 99 Figure 11. Test problem carbon: images restored with DTGV2 (top) and TGV2 (bottom). Figure 11. Test problem carbon: images restored with DTGV2 (top) and TGV2 (bottom). Figure 12. Test problem carbon: difference images with DTGV2 (top) and TGV2 (bottom). Figure 12. Test problem carbon: difference images with DTGV2 (top) and TGV2 (bottom). Figure 13. Test problem carbon: RMSE history for the KL-DGTV2 (continuous line) and KL-TGV2 (dashed line) models. problem carbon: RMSE history for the KL-DGTV2 (continuous line) and KL-TGV2 (dashed line) models. Figure 13. Test problem carbon: RMSE history for the KL-DGTV2 (continuous line) and KL-TGV2 (dashe 6. Conclusions We dealt with the use of the Directional TGV regularization in the case of directional
images corrupted by Poisson noise. We presented the KL-DTGV2 model and introduced a
two-block ADMM version for its minimization. Finally, we proposed an effective strategy
for the estimation of the main direction of the image. Our numerical experiments show
that for Poisson noise the DTGV2 regularization provides superior restoration performance
compared with the standard TGV2 regularization, thus remarking the importance of taking
into account the texture structure of the image. A crucial ingredient for the success of the
model was the proposed direction estimation strategy, which proved to be more reliable
than those proposed in the literature. J. Imaging 2021, 7, 99 17 of 18 Possible future work includes the use of space-variant regularization terms and the
analysis of automatic strategies for the selection of the regularization parameters. Author Contributions: All authors have contributed equally to this work. All authors have read and
agreed to the published version of the manuscript. Funding: This research was partially supported by the Istituto Nazionale di Alta Matematica, Gruppo
Nazionale per il Calcolo Scientifico (INdAM-GNCS). D. di Serafino and M. Viola were also supported
by the V:ALERE Program of the University of Campania “L. Vanvitelli”. Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Not applicable. Data Availability Statement: Not applicable. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References 1. Bertero, M.; Boccacci, P.; Desiderà, G.; Vicidomini, G. Image deblurring with Poisson data: From cells to galaxies. Inverse Probl. 2009, 25, 123006. [CrossRef] 2. Shepp, L.A.; Vardi, Y. Maximum Likelihood Reconstruction for Emission Tomography. IEEE Trans. Med. Imaging 1982, 1, 113–122. [CrossRef] [
]
3. Rudin, L.I.; Osher, S.; Fatemi, E. Nonlinear total variation based noise removal algorithms. Physical D 1992, 60, 259–268. [CrossRef] ]
udin, L.I.; Osher, S.; Fatemi, E. Nonlinear total variation based noise removal algorithms. Physical D
rossRef] 3. Rudin, L.I.; Osher, S.; Fatemi, E. Nonlinear total variation based noise removal algorithms. Physical D 1992, 60, 259–268. [CrossRef] ]
es, K.; Kunisch, K.; Pock, T. Total generalized variation. SIAM J. Imaging Sci. 2010, 3, 492–526. [CrossRef] 4. Bredies, K.; Kunisch, K.; Pock, T. Total generalized variation. SIAM J. Imaging Sci. 2010, 3, 492–526 5. Bredies, K.; Holler, M. Regularization of linear inverse problems with total generalized variation. J. Inverse Ill-Posed Probl. 2014,
22, 871–913. [CrossRef] 6. Gao, Y.; Liu, F.; Yang, X. Total generalized variation restoration with non-quadratic fidelity. Multidimens. Syst. Signal Process. 2018, 29, 1459–1484. [CrossRef] 7. Di Serafino, D.; Landi, G.; Viola, M. TGV-based restoration of Poissonian images with automatic estimation of the regularization
parameter. In Proceedings of the 21th International Conference on Computational Science and Its Applications (ICCSA), Cagliari,
Italy, 5–8 July 2021. y
J
y
8. Bayram, I.; Kamasak, M.E. Directional Total Variation. IEEE Signal Process. Lett. 2012, 19, 781–784. [CrossRef] 9. Kongskov, R.D.; Dong, Y. Directional Total Generalized Variation Regularization for Impulse Noise Removal. In Scale Space
and Variational Methods in Computer Vision; Lauze, F., Dong, Y., Dahl, A., Eds.; SSVM2017; Lecture Notes in Computer Science;
Springer: Cham, Switzerland, 2017; Volume 10302, pp. 221–231. [CrossRef] Springer: Cham, Switzerland, 2017; Volume 10302, pp. 221–231. [CrossRef] p
g
pp
10. Kongskov, R.D.; Dong, Y.; Knudsen, K. Directional total generalized variation regularization. BIT 2019 10. Kongskov, R.D.; Dong, Y.; Knudsen, K. Directional total generalized variation regularization. BIT 2019, 59, 903–928. [CrossRef]
11. di Serafino, D.; Landi, G.; Viola, M. ACQUIRE: An inexact iteratively reweighted norm approach for TV-based Poisson image
restoration. Appl. Math. Comput. 2020, 364, 124678. [CrossRef] g
g
g
g
11. di Serafino, D.; Landi, G.; Viola, M. ACQUIRE: An inexact iteratively reweighted norm approach for TV-based Poisson image
restoration. Appl. Math. Comput. 2020, 364, 124678. [CrossRef] pp
p
12. Setzer, S.; Steidl, G.; Teuber, T. Restoration of images with rotated shapes. 24.
Setzer, S.; Steidl, G.; Teuber, T. Deblurring Poissonian images by split Bregman techniques. J. Vis. Commun. Image Represent. 2010,
21, 193–199. [CrossRef] 30.
Wang, Z.; Bovik, A.C.; Sheikh, H.R.; Simoncelli, E.P. Image quality assessment: From error visibility to structural similarity. IEEE
Trans. Image Process. 2004, 13, 600–612. [CrossRef] [PubMed] References Numer. Algorithms 2008, 48, pp
p
12. Setzer, S.; Steidl, G.; Teuber, T. Restoration of images with rotated shapes. Numer. Algorithms 2008, 48, 49–66. [CrossRef]
13. Kanopoulos, N.; Vasanthavada, N.; Baker, R. Design of an image edge detection filter using the Sobel operator. IEEE J. Solid-State
Circuits 1988, 23, 358–367. [CrossRef] 14. Hough, P. Method and Means for Recognizing Complex Patterns. U.S. Patent 3069654, 18 December 1962. Hough, P. Method and Means for Recognizing Com 15. Duda, R.O.; Hart, P.E. Use of the Hough transform to detect lines and curves in pictures. Commun. ACM 1972, 15, 11–15. [CrossRef] 16. Bonettini, S.; Zanella, R.; Zanni, L. A scaled gradient projection method for constrained image deblu
25, 015002. [CrossRef] 17. Birgin, E.G.; Martínez, J.M.; Raydan, M. Spectral Projected Gradient Methods: Review and Perspectives. J. Stat. Softw. 2014,
60, 1–21. [CrossRef] 18. di Serafino, D.; Ruggiero, V.; Toraldo, G.; Zanni, L. On the steplength selection in gradient methods for unconstrained optimization. Appl. Math. Comput. 2018, 318, 176–195. [CrossRef] pp
p
19. Goldstein, T.; Osher, S. The Split Bregman Method for L1-Regularized Problems. SIAM J. Imaging Sci. 20 19. Goldstein, T.; Osher, S. The Split Bregman Method for L1-Regularized Problems. SIAM J. Imaging Sci. 2009, 2, 323–343. [CrossRef]
20. Boyd, S.; Parikh, N.; Chu, E.; Peleato, B.; Eckstein, J. Distributed Optimization and Statistical Learning via the Alternating
Direction Method of Multipliers. Found. Trends Mach. Learn. 2011, 3, 1–122. [CrossRef] p
g
g
g
g
20. Boyd, S.; Parikh, N.; Chu, E.; Peleato, B.; Eckstein, J. Distributed Optimization and Statistical Learning via the Alternating
Direction Method of Multipliers. Found. Trends Mach. Learn. 2011, 3, 1–122. [CrossRef] p
, ,
[
]
21. Parikh, N.; Boyd, S. Proximal Algorithms. Found. Trends Optim. 2014, 1, 123–231. [CrossRef] p
21. Parikh, N.; Boyd, S. Proximal Algorithms. Found. Trends Optim. 2014, 1, 123–231. [CrossRef] y
g
p
22. Bonettini, S.; Loris, I.; Porta, F.; Prato, M. Variable Metric Inexact Line-Search-Based Methods for N
SIAM J. Optim. 2016, 26, 891–921. [CrossRef] p
23. De Simone, V.; di Serafino, D.; Viola, M. A subspace-accelerated split Bregman method for sparse data recovery with joint ℓ1-type
regularizers. Electron. Trans. Numer. Anal. 2020, 53, 406–425. [CrossRef] 18 of 18 18 of 18 J. Imaging 2021, 7, 99 24. Setzer, S.; Steidl, G.; Teuber, T. Deblurring Poissonian images by split Bregman techniques. J. Vis. Commun. Image Represent. 2010,
21, 193–199. [CrossRef] [
]
25. 25.
Eckstein, J.; Bertsekas, D.P. On the Douglas-Rachford splitting method and the proximal point algorithm for maximal monotone
operators. Math. Program. 1992, 55, 293–318. [CrossRef] 24.
Setzer, S.; Steidl, G.; Teuber, T. Deblurring Poissonian images by split Bregman techniques. J. Vis. Commun. Image Represent. 2010,
21, 193–199. [CrossRef]
25.
Eckstein, J.; Bertsekas, D.P. On the Douglas-Rachford splitting method and the proximal point algorithm for maximal monotone
operators. Math. Program. 1992, 55, 293–318. [CrossRef]
26.
Beck, A. First-Order Methods in Optimization; Society for Industrial and Applied Mathematics: Philadelphia, PA, USA, 2017;
[CrossRef]
27.
Nagy, J.G.; Palmer, K.; Perrone, L. Iterative methods for image deblurring: A Matlab object-oriented approach. Numer. Algorithms
2004, 36, 73–93. [CrossRef]
28.
Bertero, M.; Boccacci, P.; Ruggiero, V. Inverse Imaging with Poisson Data; IOP Publishing: Bristol, UK, 2018; pp. 2053–2563.
[CrossRef]
29.
Banham, M.; Katsaggelos, A. Digital image restoration. IEEE Signal Process. Mag. 1997, 14, 24–41. [CrossRef] 28.
Bertero, M.; Boccacci, P.; Ruggiero, V. Inverse Imaging with Poisson Data; IOP Publishing: Bristol, UK, 2018; pp. 2053–2563.
[CrossRef]
29
B
h
M K
l
A D
l
IEEE Si
l P
M
14 24 41 [C
R f] References Eckstein, J.; Bertsekas, D.P. On the Douglas-Rachford splitting method and the proximal point algorithm for maximal monotone
operators. Math. Program. 1992, 55, 293–318. [CrossRef] p
g
26. Beck, A. First-Order Methods in Optimization; Society for Industrial and Applied Mathematics: Philadelphia, PA, USA, 2017;
[CrossRef] 27. Nagy, J.G.; Palmer, K.; Perrone, L. Iterative methods for image deblurring: A Matlab object-oriented approach. Numer. Algorithms
2004, 36, 73–93. [CrossRef] 28. Bertero, M.; Boccacci, P.; Ruggiero, V. Inverse Imaging with Poisson Data; IOP Publishing: Bristol, UK, 2018; pp. 2053–2563. [CrossRef] gg
g
g
g
g
30. Wang, Z.; Bovik, A.C.; Sheikh, H.R.; Simoncelli, E.P. Image quality assessment: From error visibility to structural similarity. IEEE
Trans. Image Process. 2004, 13, 600–612. [CrossRef] [PubMed]
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English
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Characterization of oregano (Origanum vulgare) essential oil and definition of its antimicrobial activity against Listeria monocytogenes and Escherichia coli in vitro system and on foodstuff surfaces
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African journal of microbiology research
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Vol. 8(29), pp. 2746-2753, 16 July, 2014
DOI: 10.5897/AJMR2014.6677
Article Number: 1EFD8B446044
ISSN 1996-0808
Copyright © 2014
Author(s) retain the copyright of this article
http://www.academicjournals.org/AJMR
African Journal of Microbiology Research Vol. 8(29), pp. 2746-2753, 16 July, 2014
DOI: 10.5897/AJMR2014.6677
Article Number: 1EFD8B446044
ISSN 1996-0808
Copyright © 2014
Author(s) retain the copyright of this article
http://www.academicjournals.org/AJMR
African Journal of Microbiology Research African Journal of Microbiology Research g
p
Characterization of oregano (Origanum vulgare)
essential oil and definition of its antimicrobial activity
against Listeria monocytogenes and Escherichia coli in
vitro system and on foodstuff surfaces
Lorenzo Siroli1, Francesca Patrignani1*, Chiara Montanari2, Giulia Tabanelli2,
Eleonora Bargossi1, Fausto Gardini1 and Rosalba Lanciotti1 1Department of Agricultural and Food Sciences, P.zza Goidanich 60, 47521 Cesena (FC), Italy. 2Interdepartmental Centre for Industrial Agri-Food Research, P.zza Goidanich 60, 47521 Cesena (FC), Italy. Received 1 February, 2014; Accepted 23 June, 2014 First aim of this research was to characterize oregano (Origanum vulgare) essential oil and the
characterization of its minimum inhibitory concentration against the pathogenic species, Listeria
monocytogenes and Escherichia coli. Moreover, the oregano essential oil antimicrobial activity was
tested against these pathogenic species, inoculated onto wood and stainless steel surface. The GC/MS
profile of oregano essential oil revealed the presence of 34 compounds, principally terpinolene,
carvacrol and p-cymene accounting for about 70% of the total area of the identified molecules. Oregano
essential oil showed higher antimicrobial activity against L. monocytogenes in comparison with E. coli. In fact, the L. monocytogenes minimum inhibitory concentration ranged between 125 and 200 mg/L
while those for E. coli ranged between 250 and 350 mg/L. Regarding the decontamination efficacy, the
washing of the two surfaces with oregano fastened the viability decrease of both the inoculated
microorganisms over time. This phenomenon was more pronounced for wood as compared to steel. The data obtained suggests the great potential of this essential oil to be employed, as alternative to
traditional chemicals, and as sanitizing strategy for surfaces. Key words: Oregano essential oil, GC/MS, surface decontamination, minimum inhibitory concentration. INTRODUCTION Additionally, if
certain microorganisms remain on a given surface for a
relatively long time, they can continue to replicate and
eventually form biofilms (Uhlich et al., 2006). The
microbial attachment and the eventual biofilm formation,
acting as reservoir of spoilage and pathogenic species,
increase significantly the risk for food contamination
(Valeriano et al., 2012). In fact, microorganisms can be
easily detached from surfaces and/or biofilms and conta-
minate foods, causing reduced product shelf-life and
disease transmission (Shi and Zhu, 2009). Several
studies have shown that various foodborne pathogens
including Escherichia coli and Listeria monocytogenes
can survive for hours or even days on utensils and
equipment surfaces (Humphrey et al., 2001; Wilks et al.,
2005, 2006; Martinon et al., 2012). On the other hand, L. monocytogenes and E. coli are among the most
frequently involved bacterial species in foodborne
diseases (Scallan et al., 2011; Oliveira et al., 2012). Consequently, controlling the longevity of microorga-
nisms in surfaces is fundamental in reaching food safety
standards and improving food quality and shelf-life
(Nitschke et al., 2009). volatile, natural, complex compounds characterized by a
strong odor and formed by aromatic plants as secondary
metabolites. They have been studied for their antimi-
crobial activity against many microorganisms, including
several pathogens (Dorman and Deans, 2000; Delaquis
et al., 2002). )
The activity of oils from Lamiaceae (Tassou et al.,
2000; Gunduz et al., 2010) has been investigated in
model and real food systems in order to understand the
action of single constituents, their cell targets and to
balance their intrinsic variability. Moreover, EOs and their
bioactive components have been recently studied also for
their antibacterial activity on surface adherent microor-
ganisms in order to evaluate their potential as
disinfectants in the food industry (Chorianopoulos et al.,
2008; Oliveira et al., 2012) and as promising anti-biofilm
agents (Amalaradjou and Venkitanarayanan, 2011). Origanum vulgare essen-tial oil has been largely studied
for this purpose and its composition, in relation to its
geographical origin, dry and extraction methods, has
been investigated (Mockute et al., 2001; Teixeira et al.,
2013; Figiel et al., 2010). In fact, it is well known that the
oil composition, and particularly the presence of phenolic
content, can increase its antimicrobial properties. Thus,
information regarding the oil composition and the
effectiveness of its bioactive components in killing
pathogenic species on food contact surfaces is needed to
aid in the development of optimal sanitation conditions for
food industries. INTRODUCTION The adhesion and persistence of microorganisms in
equipment surfaces have the potential to spread
pathogens and spoilage microorganisms to foods,
influencing their shelf-life and safety (Bae et al., 2012). This is particularly significant in the food processing industry (Giaouris and Nychas, 2006) as well as in the
domestic environment (Humphrey et al., 2001; Choi et
al., 2012). The surfaces of equipment used for food
handling, processing and storage are considered as
major sources of microbial contamination (Bae et al., The adhesion and persistence of microorganisms in
equipment surfaces have the potential to spread
pathogens and spoilage microorganisms to foods,
influencing their shelf-life and safety (Bae et al., 2012). This is particularly significant in the food processing Siroli et al. Siroli et al. Siroli et al. 2747 2012). Several studies have shown the ability of
microorganisms to attach to surfaces commonly found in
the food processing environment, such as stainless steel,
polystyrene, hydroxyapatite, rubber, glass and wood
(Soares et al., 1992; Barnes et al., 1999). Additionally, if
certain microorganisms remain on a given surface for a
relatively long time, they can continue to replicate and
eventually form biofilms (Uhlich et al., 2006). The
microbial attachment and the eventual biofilm formation,
acting as reservoir of spoilage and pathogenic species,
increase significantly the risk for food contamination
(Valeriano et al., 2012). In fact, microorganisms can be
easily detached from surfaces and/or biofilms and conta-
minate foods, causing reduced product shelf-life and
disease transmission (Shi and Zhu, 2009). Several
studies have shown that various foodborne pathogens
including Escherichia coli and Listeria monocytogenes
can survive for hours or even days on utensils and
equipment surfaces (Humphrey et al., 2001; Wilks et al.,
2005, 2006; Martinon et al., 2012). On the other hand, L. monocytogenes and E. coli are among the most
frequently involved bacterial species in foodborne
diseases (Scallan et al., 2011; Oliveira et al., 2012). Consequently, controlling the longevity of microorga-
nisms in surfaces is fundamental in reaching food safety
standards and improving food quality and shelf-life
(Nitschke et al., 2009). 2012). Several studies have shown the ability of
microorganisms to attach to surfaces commonly found in
the food processing environment, such as stainless steel,
polystyrene, hydroxyapatite, rubber, glass and wood
(Soares et al., 1992; Barnes et al., 1999). Author(s) agree that this article remain permanently open access under the terms of the Creative Commons Attribution License 4.0
International License
Abbreviation: MIC, Minimum inhibitory concentration; MBC, minimum bactericidal concentration; EO, essential oil; SPME, solid
phase micro extraction. GC/MS-SPME characterization oregano essential oil Preliminarily, oregano EO was characterized using
GC/MS-SPME. This technique was chosen because it
gives a measure of the volatile molecules of the oil and
the preliminary condition for the antimicrobial effects of
EO is the contact between the antimicrobial molecule and
the target cells. The contact is favored if the molecules
are in their vapor phase, that corresponds to their most
hydrophobic state, because this improves their partition in
the cell membranes. In addition, this technique provides a
volatile profile fingerprinting fundamental to standardize
the EO composition in terms of the most effective
molecules and consequently to standardize antimicrobial
activity of the essential oils. In fact, the EO composition,
and consequently the volatile molecule profile, can
notably vary with plant variety and origin, extraction
modality, agronomic practices, etc (Nannapaneni et al.,
2009). Table 1 shows the total area of the GC peaks and
the percentage (on the basis of the relative peak area) of
each compound present in the headspace of the oregano Essential oils In this work, the oregano (Origanum vulgare) essential oil was
obtained from Flora s.r.l. (Pisa, Italy). INTRODUCTION (
)
Several chemical detergents and disinfectants are
commonly used and their application depends on their
efficacy, safety and toxicity, corrosive effects, ease of
removal and the subsequent sensory impact on the final
products (Møretrø et al., 2009). Many of these chemicals
are corrosive to equipment and toxic to humans if over
exposure occurs (Lee and Pascall, 2012). In addition,
conventional cleaning and disinfection regimes may also
contribute to antimicrobial resistance dissemination
(Lunden et al., 2003; Minei et al., 2008; Ryu and Beuchat
et al., 2005; Surdeau et al., 2006; Cruz and Fletcher,
2012). The aims of this study were:(i) to evaluate the efficacy
of killing L. monocytogenes and E. coli in solution, calcu-
lating the minimum inhibitory concentration (MIC) and
minimum bactericidal concentration (MBC) of oregano
essential oil, reported to have antimicrobial activity
against a large variety of microorganisms (Marino et al.,
2001; Viuda-Martos et al., 2007) and (ii) to evaluate the
oregano EO efficacy in reducing pathogenic cell loads on
food contact surfaces such as wood and stainless steel. Most of the food processing industry's surfaces such as
machinery, pipelines and working surfaces are made of
stainless steel. This material is traditionally selected in
the kitchen for food preparation because of its
mechanical strength, corrosion resistance and longevity
(Carrasco et al., 2012). Wood, although less employed in
food industry than in domestic food preparation, is often
used as cutting boards (Soares et al., 2012). Different
contamination
levels
and
contact
times
were )
Therefore, new sanitizing strategies based on the use
of bio-solutions containing enzymes, phages, inter-
species competitions, antimicrobials of microbial origin
and natural plant molecules are constantly emerging
(Simões et al., 2010; Chorianopoulos et al., 2008). The
growing negative consumer perception against synthetic
chemical compounds favors the research of such natural
alternatives (Davidson, 1997). Essential oils (EOs) are *Corresponding author. E-mail: francesca.patrignani@unibo.it. Tel: +39 0547 338133. Fax: +39 0547 382348. Author(s) agree that this article remain permanently open access under the terms of the Creative Commons Attribution License 4.0
International License
Abbreviation: MIC, Minimum inhibitory concentration; MBC, minimum bactericidal concentration; EO, essential oil; SPME, so
phase micro extraction. *Corresponding author. E-mail: francesca.patrignani@unibo.it. Tel: +39 0547 338133. Fax: +39 0547 382348. Afr. J. Microbiol. Res. Afr. J. Microbiol. Res. 2748 10 µL spot plated onto BHI agar. assessed for each tested surface. Characterization of oregano essential oil using GC/MS-solid
phase micro extraction (SPME) Oregano EO in amount of 0.5 mL was placed into a 10 mL vial and
sealed through a PTFE/silicon septum. Three different samples
were prepared for each EO. The samples were conditioned for 30
min at 25°C. An SPME fiber covered by 50 mm divinylbenzene-
carboxen-poly
(dimethylsiloxane)-
(DVB/CARBOXEN/PDMS
StableFlex) (Supelco, Steiheim, Germany) was exposed to each
sample at room temperature (25°C) for 20 min, and finally, the
adsorbed molecules were desorbed in the GC for 10 min. For peak
detection, an Agilent Hewlett-Packard 6890 GC gas-chromatograph
equipped with a MS detector 5970 MSD (Hewlett-Packard, Geneva,
Switzerland) and a Varian (50 m×320 µm×1.2 µm) fused silica
capillary column were used. The temperature program, starting
from 50°C, increased to 230°C at 3°C/min, this temperature was
maintained for 1 min. Injector, interface, and ion source
temperatures were 200, 200 and 230°C, respectively. Injections
were performed with a split ratio of 30:1 and helium as carrier gas
(1 mL/min). Compounds were identified by the use of the Agilent
Hewlett-Packard NIST 98 mass spectral database. Data processing and statistical analysis The cell load data were analyzed by means of ANOVA one way by
using Statistica for Windows. Strains L. monocytogenes Scott A and E. coli 555, used in this work,
belong to the strain collection of the Department of Agricultural and
Food Sciences, University of Bologna. The strains were maintained
at -80°C and cultured in brain heart infusion (BHI) broth (Oxoid,
Basingstoke, Humpshire, UK) for 24 h at 37°C. Before experiments,
the strains were sub-cultured, on BHI broth for 24 h. y
The target microorganisms chosen for this experiment were E. coli and L. monocytogenes. Both target microorganisms were
inoculated at a concentration of 6.2 log cfu/cm2 for wood and 7 log
cfu/cm2 for stainless steel. The inoculum was prepared from the
pre-inoculum by making serial dilution in aphysiological solution,
and the surfaces were inoculated with 10 (stainless steel) or 100 µL
(wood). The inoculated surfaces were dried at room temperature for
0, 15, 30 and 60 min before treatments with Oregano EO. The
treatments were performed by the immersion of the surfaces in 20
mL of Oregano EO solutions used at concentration of 125 mg/L for
the treatment of the surfaces inoculated with L. monocytogenes,
and 250 mg/L for the surfaces inoculated with E. coli. Oregano EO
was delivered through 1% of ethanol. The duration of treatments
was 10 min and the surfaces were removed from the solutions and
placed into 10 mL of physiological solution, to determine viable
bacteria by plate counting. E. coli was determined on Violet Red
Bile Agar (VRBA, Oxoid, Basingstoke, Hants, England) with
addition of MUG (Oxoid) supplement while Listeria Selective Agar
based (Oxford formuladion) (Oxoid, Basingstoke, Hants, England)
was used to detect L. monocytogenes. MATERIALS AND METHODS Stainless steel and wood surfaces were used for decontamination
experiment with EOs. The sizes of the surfaces were 1 and 2.25
cm2 for stainless steel and wood, respectively. Before use, the
surfaces were sterilized by autoclave at 121°C for 15 min. Minimum
inhibitory
concentration
(MIC)
and
minimum
bactericidal concentration (MBC) determination of oregano EO
against L. monocytogenes and E. coli For the determination of MIC values, 150 µL of BHI broth inoculated
at three different levels (2, 4 or 6 log cfu/mL) of the tested
pathogens (L. monocytogenes and E. coli), were added to 200 µL
microtiter wells (Corning Incorporated, NY, USA). Oregano
essential oil was properly diluted in ethanol 96% (VWR
international, PROLABO, France) and 50 µL of the different
dilutions were added in the microtiter wells, in order to obtain
oregano EO concentrations ranging between 50 and 400 mg/L. Microtiter plates were incubated at 37°C and checked after 48 h. The MBC were determined by spotting 10 µL of each well after 48
h, onto BHI agar plates. Minimum inhibitory concentration (MIC)
was defined as the lowest concentration of the compound
preventing visible growth of the inoculated cells after 48 h
(MIC48h). The MBC was defined as the lowest concentration of the
compound that caused the death of the inoculated cells and
therefore there was no growth after 48 h of incubation at 37°C of a 2749 Siroli et al. Table 1. GC/MS-SPME characterization of oregano (O. vulgare)
essential oil. essential oil. Minimum
inhibitory
concentration
(MIC)
and
minimum
bactericidal concentration (MBC) determination of oregano EO
against L. monocytogenes and E. coli Molecule
Total peak area
Area (%)
α-Pinene
29616709
3.43
Camphene
3431254
0.40
β-Pinene
1664439
0.19
3-Carene
1693569
0.20
β-Myrcene
22216747
2.57
α-Phellandrene
2456150
0.28
α-Terpinene
33644575
3.89
Limonene
8547408
0.99
β-Thujene
5079423
0.59
γ-Terpinene
72693569
8.41
p-Cymene
309885246
35.86
Terpinolene
3166331
0.37
Ylangene
1739261
0.20
α-Cubebene
7410171
0.86
β-Bourbonene
3635866
0.42
Linalol
322546
0.04
Caryophyllene
49654406
5.75
(+)-Aromadendrene
1836300
0.21
Carvone
122563
0.01
α-Caryophyllene
1293689
0.15
γ -Muurolene
2910065
0.34
α-Terpineol
140525
0.02
Borneol
1637263
0.19
Copaene
311791
0.04
β-Farnesene
1325112
0.15
α-Muurolene
237200
0.03
δ-Cadinene
3114797
0.36
γ-Cadinene
1189108
0.14
Anetol
529966
0.06
Calamenene
525772
0.06
p-Cymen-8-ol
244657
0.03
p-Timol
1092970
0.13
Thymol
41459717
4.80
Carvacrol
249347302
28.85 Molecule
Total peak area
Area (%)
α-Pinene
29616709
3.43
Camphene
3431254
0.40
β-Pinene
1664439
0.19
3-Carene
1693569
0.20
β-Myrcene
22216747
2.57
α-Phellandrene
2456150
0.28
α-Terpinene
33644575
3.89
Limonene
8547408
0.99
β-Thujene
5079423
0.59
γ-Terpinene
72693569
8.41
p-Cymene
309885246
35.86
Terpinolene
3166331
0.37
Ylangene
1739261
0.20
α-Cubebene
7410171
0.86
β-Bourbonene
3635866
0.42
Linalol
322546
0.04
Caryophyllene
49654406
5.75
(+)-Aromadendrene
1836300
0.21
Carvone
122563
0.01
α-Caryophyllene
1293689
0.15
γ -Muurolene
2910065
0.34
α-Terpineol
140525
0.02
Borneol
1637263
0.19
Copaene
311791
0.04
β-Farnesene
1325112
0.15
α-Muurolene
237200
0.03
δ-Cadinene
3114797
0.36
γ-Cadinene
1189108
0.14
Anetol
529966
0.06
Calamenene
525772
0.06
p-Cymen-8-ol
244657
0.03
p-Timol
1092970
0.13
Thymol
41459717
4.80
Carvacrol
249347302
28.85 EO, as well as the cumulative percentages of the classes
of
compounds
(monoterpenes,
sesquiterpenes,
oxygenated monoterpenes, aliphatic alcohols, aliphatic
aldehydes, esters and ketones). The volatile profiles of
the used oregano essential oil was characterized by the
presence of 34 identified molecules belonging to different
chemical classes. The main components of this type of
oregano were terpinolene, carvacrol and p-cymene
accounting for about 70% of the total area of the
identified molecules. These data are in agreement with
the data of Ortega-Nieblas et al. (2011), Russo et al. (1997) and Bisht (2009) who found carvacrol as one of EO, as well as the cumulative percentages of the classes
of
compounds
(monoterpenes,
sesquiterpenes,
oxygenated monoterpenes, aliphatic alcohols, aliphatic
aldehydes, esters and ketones). The volatile profiles of
the used oregano essential oil was characterized by the
presence of 34 identified molecules belonging to different
chemical classes. The main components of this type of
oregano were terpinolene, carvacrol and p-cymene
accounting for about 70% of the total area of the
identified molecules. These data are in agreement with
the data of Ortega-Nieblas et al. MIC and MBC determination The MICs and the MBCs of the oregano EO against L. monocytogenes Scott A and E. coli555 were assessed
after incubation at 37°C with three levels of the target
microorganisms (Table 2). Differences in the MICs and
MBCs were observed in relation to species and the
inoculum
level
taken
into
consideration. In
fact,
increasing the inoculation level increased the MIC and
MCB values for both microorganisms considered. This
data are in agreement with literature (Belletti et al., 2010). Oregano EO showed the highest antimicrobial activity
against L. monocytogenes with respect to E. coli. In fact,
the L. monocytogenes MIC ranged between 125 and 200
mg/L while those for E. coli ranged between 250 and 350
mg/L. This behavior for Gram-negative bacteria can be
due to the presence of the outer membrane, which acts
as
an
efficient
permeability
barrier
against
macromolecules and hydrophobic substances, as well as
to the high content in cyclopropane fatty acids of the
inner membrane (Chang and Cronan, 1999). The addition of oregano EO speed up the viability
decrease of both microorganisms. The treatment with
EO, at the concentration used, reduced, after 10 min of
contact, E. coli cell loads of 1.9 and 1.2 log cfu/cm2 in
steel and wood, respectively while L. monocytogenes,
immediately after the inoculation on steel and wood
coupons reduced its counts of about 2 and 1 log cfu/cm2,
respectively. Minimum
inhibitory
concentration
(MIC)
and
minimum
bactericidal concentration (MBC) determination of oregano EO
against L. monocytogenes and E. coli (2011), Russo et al. (1997) and Bisht (2009) who found carvacrol as one of the major components. Also, according to Teixeira et al. (2013), who studied the composition of oregano essential
oil from Portuguese origin, carvacrol, terpinene and
thymol were the main components. This is positive
because a wide literature attributed to carvacrol and to
monoterpenes the great antibacterial activity of oregano
EO (Burt, 2004; Gutierrez et al., 2008; Oussalah et al.,
2006). In fact, such molecules can interact with some
cellular structures causing the inhibition of cell growth or
cell death. However, according to Caccioni et al. (1998),
to evaluate the antimicrobial activity of an EO it is
fundamental to use a holistic approach due to 2750 Afr. J. Microbiol. Res. Table 2. Minimum inhibitory concentration (MIC) and minimum bactericidal concentration (MBC) of oregano (Origanum vulgare) essential oil
against L. monocytogenes and E. coli in relation to the inoculum level. Table 2. Minimum inhibitory concentration (MIC) and minimum bactericidal concentration (MBC) of oregano (Origanum vulgare) essential oil
against L. monocytogenes and E. coli in relation to the inoculum level. Microorganism
Cell concentration (log cfu/mL)
6 log cfu/mL
4 log cfu/mL
2 log cfu/mL
MIC 24 h (mg/L)
MBC (mg/L)
MIC 24 h (mg/L)
MBC (mg/L)
MIC 24 h (mg/L)
MBC (mg/L)
L. monocytogenes
175
225
175
225
125
150
E. coli
350
350
300
325
250
250 Table 2. Minimum inhibitory concentration (MIC) and minimum bactericidal concentration (MBC) of oregano (Origanum vulgare) essential oil
against L. monocytogenes and E. coli in relation to the inoculum level. determination of the surviving L. monocytogenes and E. coli cells. In Figures 1 and 2, the results obtained for E. coli and L. monocytogenes, respectively, are shown. A
decrease of viability over time was observed indepen-
dently of microorganisms and oregano EO supplemen-
tation. The viability decreases were more pronounced on
wood material than in steel coupons, independently of the
treatment time and EO supplementation. 60 min after
inoculation, E. coli and L. monocytogenes were present
on the control steel coupons (untreated) at cell loads of
6.6 and 5.9 log cfu/cm2, respectively. Significantly lower
counts (3.6 and 4.2 log cfu/cm2, for E. coli and L. monocytogenes, respectively) were recorded in the
control wood coupons 60 min after inoculation. Minimum
inhibitory
concentration
(MIC)
and
minimum
bactericidal concentration (MBC) determination of oregano EO
against L. monocytogenes and E. coli Earlier
research indicate that survival of microorganisms on
surfaces is affected by many factors including tempe-
rature, microbial species (Rusin et al., 2002), nature of
surfaces (Gill and Jones, 2002), time lapsed post-inocu-
lation, moisture level and inoculum size (Monville and
Schaffner, 2003). synergistic or antagonistic actions among the different
EO components. synergistic or antagonistic actions among the different
EO components. Effects of oregano EO in decontaminating stainless
steel
and
wood
surfaces
inoculated
with
L.
monocytogenes and E. coli When the treatment with the EO was performed after
30 and 60 min from the inoculation of the coupons, lower
microbial counts were recorded with respect to treatment
carried out immediately after the inoculation. This
phenomenon was more pronounced in wood in compa-
rison with steel. To evaluate the decontamination efficacy of oregano EO,
stainless steel and wood coupons previously sterilized
were inoculated at level of 7 and 6.2 log cfu/cm2 with L. monocytogenes and E. coli, respectively. Immediately
after the inoculation and after 15, 30, 60 min at room
temperature (about 25°C), the coupons were treated with
20 ml of oregano EO treatment solutions at concentration
of 125 ppm for L. monocytogenes, or 250 ppm for E. coli.,
corresponding to the MIC values previously determined in
antimicrobial assay. After 10 min of contact between the
coupons and the EO solution, the surfaces were removed
from treatment solutions and were placed into 10 ml of
physiological
solution,
which
was
used
for
the This result can be due to the porosity of the wood
where the microbial cells might penetrate under the
surface of the wood. On the other hand, several authors
make remarks on the problem of recovery of microor-
ganisms from porous or damaged surfaces (De Vere and
Purchase,
2003). Earlier
research
indicates
the
decreased number of microorganisms over time delibe-
rately inoculated on wood surfaces (Carpentier, 1997). For example Abrishami et al. (1994) observed a reduction
of 98% 2 h after inoculation of new wood by E. coli, 2751 Siroli et al. Figure 1. Recovery of Escherichia coli cell loads (log cfu/cm2) inoculated onto stainless steel (washed or not
with oregano essential oil) and wood coupons (washed with oregano essential oil or not ). The treatment
with oregano essential oil was performed for 10 min after that the recovery of the pathogenic strain was
performed immediately after treatment (0), after 15, 30, 60 min. For each group considered, different letter
represent significant differences (p<0.005). Figure 1. Recovery of Escherichia coli cell loads (log cfu/cm2) inoculated onto stainless steel (washed or not
with oregano essential oil) and wood coupons (washed with oregano essential oil or not ). The treatment
with oregano essential oil was performed for 10 min after that the recovery of the pathogenic strain was
performed immediately after treatment (0), after 15, 30, 60 min. For each group considered, different letter
represent significant differences (p<0.005). Figure 2. Conclusion y
Barnes LM, Lo MF, Adams MR, Chamberlain AHL (1999). Effect of milk
proteins on adhesion of bacteria to stainless steel surfaces. Appl. Environ. Microbiol. 65: 4543-4548. This research shows the good potential of the used
oregano essential oil to inhibit pathogenic microor-
ganisms both when tested as planctonic cells and when
inoculated onto surfaces of industrial interest. In
particular, the trials of surface decontamination have
highlighted the ability of this type of oregano essential oil
to inactivate L. monocytogenes and E. coli after just 10
min of contact, independently of the surface considered. The reductions obtained, representing more than 90% of
the population, are very promising, also taking into
account that the inoculation levels tested exceeded
significantly those present on industrial surfaces. The
American Public Health Association recommends that
chemical sanitizers are able to reduce the pathogenic
species and mesophilic bacteria of stainless steel
surfaces up to 0.3 log cfu/cm2. The trials we performed
inoculating L. monocytogenes and E. coli at level of 10-
100 cfu/cm2 of surface and treating with oregano
essential oil permitted reaching cell loads under the
detection limit after 10 min of contact. According to
APHA, the sanification level is acceptable when the
coliform cell loads are under 5 cfu/cm2 and acceptable
when
ranging
between
5-100 cfu/cm2. Moreover,
according to Lelieveld e al. (2003), an ideal sanitizer
should have characteristics such as wide action
spectrum,
environmental
resistance,
toxicity
and
corrosiveness absence. In our opinion, oregano essential
oil could be considered as new tool to prevent or delay
colonization of food contact surfaces. However, its use at
industrial level still requires additional investigations on
the ability of removing it and on its organoleptic impact. Belletti N, Sado Kamdem S, Tabanelli G, Lanciotti R, Gardini F (2010). Modeling of combined effects of citral, linalool and β-pinene used
against Saccharomyces cerevisiae in citrus-based beverages
subjected to a mild heat treatment. Int. J. Food Microbiol. 136:283-
289. Bisht D, Chanotiya CS, Rana M, Semwal M (2009). Variability in
essential oil and bioactive chiral monoterpenoid compositions of
Indian oregano (Origanum vulgare L.) populations from northwestern
Himalaya and their chemotaxonomy. Ind. Crops Prod. 30:422-426. Burt S (2004). Essential oils: Their antibacterial properties and potential
applications in foods: A review. Int. J. Food Microbiol. 94: 223-253. Caccioni DRL, Guizzardi M., Biondi DM, Renda A, Ruberto G (1998). Effects of oregano EO in decontaminating stainless
steel
and
wood
surfaces
inoculated
with
L.
monocytogenes and E. coli Recovery of Listeria monocytogenes cell loads (log cfu/cm2) inoculated onto stainless steel (washed or
not with oregano essential oil) and wood coupons (washed with oregano essential oil or not ). The treatment
with oregano essential oil was performed for 10 min after that the recovery of the pathogenic strain was performed
immediately after treatment (0), after 15, 30, 60 min. For each group considered, different letter represent significant
differences (p<0.005). Figure 2. Recovery of Listeria monocytogenes cell loads (log cfu/cm2) inoculated onto stainless steel (washed or
not with oregano essential oil) and wood coupons (washed with oregano essential oil or not ). The treatment
with oregano essential oil was performed for 10 min after that the recovery of the pathogenic strain was performed
immediately after treatment (0), after 15, 30, 60 min. For each group considered, different letter represent significant
differences (p<0.005). while Ak et al. (1994) observed a reduction of 99.9% of L. monocytogenes after 2 h. Also Milling et al. (2005)
showed a consistent viability loss of the inoculated micro-
organism on wood surfaces. These authors showed that
the survival of the bacteria on wood was dependent on
various factors such as the wood species, the type of the inoculated bacterium, the ambient temperature, and
humidity and attributed it to the better hygienic perfor-
mances of pine and oak with respect to plastic in
combination with the hygroscopic properties of wood and
the effect of wood extractives. Similar results were
observed by Gehrig et al. (2002) and Schonwalder et al. Afr. J. Microbiol. Res. 2752 Ak NO, Cliver DO, Kaspar CW (1994). Decontamination of plastic and
wooden cutting boards for kitchen use. J. Food Prot. 57: 23-30. (2002) who concluded with the possibility that bacteria
are transferred into the wood surface by absorption with
no evidence of a subsequent release. Amalaradjou MA, Venkitanarayanan K (2011). Effects of trans-
cyinnamaldehyde on inhibition and inactivation of Cronobacter
sakazakii biofilm on abiotic surface. J. Food Prot. 74:200-208. Bae YM Baek, SY, Lee SY (2012). Resistance of pathogenic bacteria
on the surface of stainless steel depending on attachment form and
efficacy of chemical sanitizers. Int. J. Food Microbiol. 153: 465-473. Conflict of Interest Delaquis PJ, Stanich K, Girard B, Mazza G (2002). Antimicrobial
activity of individual and mixed fractions of dill, cilantro, coriander and
eucalyptus essential oils. Int. J. Food Microbiol. 74: 101-109. The authors did not declare any conflict of interest. yp
Dorman HJD, Deans SG (2000). Antimicrobial agents from plants:
antibacterial activity of plant volatile oils. J. Appl. Microbiol. 88: 308-
31. Conclusion Relationship between volatile components of citrus fruit essential oils
and antimicrobial action on Penicillium digitatum and Penicillium
italicum. Int. J. Food Microbiol. 43:73-79. Carpentier B (1997). Sanitary quality of meat chopping board surfaces:
a bibliographical study Food Microbiol. 14:31-37. Carrasco E, Morales-Rueda A, García-Gimeno RM (2012). Cross-
contamination and recontamination by Salmonella in foods: A review. Food Res. Int. 45: 545-556. Chang Y, Cronan Jr JE (1999). Membrane cyclopropane fatty acid
content as a major factor in acid resistance of Escherichia coli. Molecular Microbiol. 33: 249-259. Choi Na-Y, Baek SY, Yoon JH, Choi MR, Kang DH, Lee SY (2012). Efficacy of aerosolized hydrogen peroxide-based sanitizer on the
reduction of pathogenic bacteria on a stainless steel surface. Food
Control 27: 57-63. Chorianopoulos NG, Giaouris ED, Skandamis PM, Haroutounian SA,
Nychas GJE (2008). Disinfectant test against monoculture and
mixed-culture biofilms composed of technological, spoilage and
pathogenic bacteria: Bactericidal effect of essential oil and hydrosol
of Satureja thymbra and comparison with standard acid-base
sanitizers. J.Appl. Microbiol. 104: 1586-1696. Cruz CD, Fletcher GC (2012). Assessing manufacturers’ recommended
concentrations of commercial sanitizers on inactivation of Listeria
monocytogenes. Food Control 26: 194-199. Davidson PM (1997). Chemical preservatives and natural antimicrobial
compounds. In: Food Microbiology Fundamentals and Frontiers, eds
Doyle MP, Beuchat LR, Montville TJ, pp. 520-556. New York: ASM
Press. ACKNOWLEDGMENT Figiel A, Szumny A, Gutiérrez-Ortíz A, Carbonell-Barrachina AA
(2010).Composition of oregano essential oil ( Origanum vulgare) as
affected by drying method. J. Food Eng. 98:240-247. This experimental research was supported by the national
project AGER-STAY FRESH 2010 2370 y
y g
g
Gehrig M, Schnell G, Zurcker E, Kucera LJ (2002). Hygienic aspects of
wood and polyethylene cutting boards regarding food contamination. A comparison. Holz Roh-Werkst 58: 265-269. Giaouris D, Nychas E (2006). The adherence of Salmonella enteritidis
PT4 to stainless steel: The importance of the air-liquid interface and
nutrient availability. Food Microbiol. 23: 747-752. Siroli et al. 2753 resistance of vegetative cells and spores to chlorine, chlorine dioxide,
and a peroxyacetic acid-based sanitizer. J. Food Protect. 68: 2614-
2622. resistance of vegetative cells and spores to chlorine, chlorine dioxide,
and a peroxyacetic acid-based sanitizer. J. Food Protect. 68: 2614-
2622. Gunduz GT, Gonul SA, Karapinar M (2010). Efficacy of sumac and
oregano
oil
in
the
inactivation
of
Salmonellatyphimuriumon
tomatoesInt. J. Food Microbiol. 141:39-44. Gutierrez J, Barry-Ryan C, Bourke P (2008). The antimicrobial efficacy
of plant essential oil combinations and interactions with food
ingredients. Int. J. Food Microbiol. 124: 91-97. Scallan E, Hoekstra RM, Angulo FJ, Tauxe RV, Widdowson MA, Roy
SL, Jones JL, Griffin PM (2011). Foodborne illness acquired in the Scallan E, Hoekstra RM, Angulo FJ, Tauxe RV, Widdowson MA, Roy
SL, Jones JL, Griffin PM (2011). Foodborne illness acquired in the
United States - major pathogens. Emerg. Infect. Dis. 17: 7-15. ates - major pathogens. Emerg. Infect. Dis. 17: 7-15. g
Humphrey TJ, Martin KW, Slader J, Durham K (2001). Campylobacter
spp. in the kitchen: spread and persistence. J. Appl. Microbiol. 90:
115S-120S. Schonwalder A, Kehr R, Wulf A, Smalla K (2002). Wooden boards
affecting the survival of bacteria? Holz als Roh- und Werkstoff
60:249-257. Shi X, Zhu X (2009). Biofilm formation and food safety in food
industries. Trends Food Sci. Tech. 20: 407-413. Lee J, Pascall MA (2012). Inactivation of Clostridium sporogenes
spores on stainless-steel using heat and an organic acidic chemical
agent. J. Food Eng. 110:493-496. Simões LC, Vieira MJ (2010). A review of current and emergent biofilm
control strategies.LWT - Food Sci.Technol. 43: 573-583. Lelieveld HLM, Mostert MA, Curiel GJ (2003). Hygenic Equipment
Design. In: Hygiene in Food Processing. CRC press 2003; 122-287. Edited by Lelieveld, Mostert, Holah, White. Soares BV, Morais SM, Oliveira dos Santos Fontenelle R, Queiroz VA,
Vila-Nova NS, Suárez B, Ferreirós CM, Criado MT (1992). Adherence of psychrotrophic bacteria to dairy equipment surfaces. J. Dairy Res. 59: 381-388. Lunden J, Autio T, Markkula A, Hellstrom S, Korkeala H (2003). Adaptive and cross-adaptive responses of persistent and non-
persistent Listeria monocytogenes strains to disinfectants. Int. J. Food Microbiol. 82: 265-272. y
Surdeau N, Laurent-Maquin D, Bouthors S, Gelle MP (2006). Sensitivity of bacterial biofilms and planktonic cells to a new
antimicrobial agent, Oxsil 320N. J. Hosp. Infect. 62: 487-493. Marino M, Bersani C, Comi G (2001). Siroli et al. Impedance measurements to
study the antimicrobial activity of essential oils from Lamiaceae and
Compositae. Int. J. Food Microbiol. 67:187-195. Tassou C, Koutsoumanis K, Nychas GJE (2000). Inhibition of
Salmonella enteritidis and Staphylococcus aureus in nutrient broth by
mint essential oil. Food Res. Int. 33:273-280 Martinon A, Cronin UP, Quealy J, Stapleton A, Wilkinson MG (2012). Swab sample preparation and viable real-time PCR methodologies
for the recovery of Escherichia coli,Staphylococcus aureus or Listeria
monocytogenes from artificially contaminated food processing
surfaces. Food Control 24: 86-94. Teixeira A, Marques A, Ramos C, Serrano C, Matos O, Neng NR,
Nogueira JMF, Saraiva JA, Nunes ML (2013). Chemical composition
and bioactivity of different oregano (Origanum vulgare) extracts and
essential oil. J. Sci. Food Agric. 93:2707-2714 Milling A, Kehr R, Wulf A, Smalla K (2005). Survival of bacteria on wood
and
plastic
particles:
dependence
on
wood
species
and
environmental conditions. Holzforschung 59:72-81. Uhlich GA, Cooke PH, Solomon EB (2006). Analyses of the red-dry-
rough phenotype of an Escherichia coli O157:H7 strain and its role in
biofilm formation and resistance to antibacterial agents. Appl. Environ. Microbiol. 4: 2564-2572. Minei CC, Gomes B C, Ratti R P, D’Angelis CE, De Martinis EC (2008). Influence of peroxyacetic acid and nisin and coculture with
Enterococcus faecium on Listeria monocytogenes biofilm formation. J. Food Protect. 71: 634-638. Valeriano C, de Oliveira TLC, de Carvalho SM, das Graças Cardoso M,
Alves E, Piccoli RH (2012). The sanitizing action of essential oil-
based solutions against Salmonella enteric serotype Enteritidis S64
biofilm formation on AISI 304 stainless steel. Food Control 25:673-
677. Mockute D, Bernotiene G, Judzentiene A (2001). The essential oil of
Origanum vulgareL. ssp vulgare growing wild in Vilnius district
(Lithuania). Phytochemistry 57:65-69. Viuda-Martos M, Ruíz-Navajas Y, Fernández-López J, Angel Pérez-
Álvarez J (2007). Chemical composition of the essential oils obtained
from some spices widely used in Mediterranean region. Acta Chim. Slov. 54: 921-926. (
)
y
y
Møretrø T, Vestby LK, Nesse LL, Storheim SE, Kotlarz K, Langsrud S
(2009). Evaluation of efficacy of disinfectants against Salmonella
from the feed industry. J Appl. Microbiol. 106: 1005-1012. Nannapaneni R, Chalova VI Crandall PG, Ricke SC, Johnson MG,
O'Bryan CA (2012). Campylobacter and Arcobacter species
sensitivity to commercial orange oil fractions. Int. J. Food Microbiol. 129:43-49. Wilks SA, Michels H, Keevil CW (2005). The survival of Escherichia coli
O157 on a range of metal surfaces. Int. J. Food Microbiol. 105:445-
454. Siroli et al. 2753 Siroli et al. REFERENCES Abrishami SH, Tall BD, Bruuresma TJ, Epstein PS, Shah DB (1994). Bacterial adherence and viability on cutting board surfaces J. Food
Safety 14:153-172. Gill CO, Jones T (2002). Effects of wearing knitted or rubber gloves on
the transfer of Escherichia coli between hands and meat. J. Food
Prot. 59: 453-459. Siroli et al. Wilks SA, Michels HT, Keevil CW (2006). Survival of Listeria
monocytogenes Scott A on metal surfaces: implications for cross-
contamination. Int. J. Food Microbiol. 111: 93-98. Nitschke M, Araujo LV, Costa SGVAO, Pires RC, Zeraik AE, Fernandes
ACLB, Freire DMG, Contiero J (2009). Surfactin reduces the
adhesion of food-borne pathogenic bacteria to solid surfaces. Lett. Appl. Microbiol. 49: 241-247. Oliveira MMM, Brugnera DF, do Nascimento JA, Hilsdorf Piccoli R
(2012). Control of planktonic and sessile bacterial cells by essential
oils. Food Bioprod. Process 90: 809-8. Ortega-Nieblas MM, Robles-Burgueño MR, Acedo-Félix E, González-
León A, Morales-Trejo A, Vázquez-Moreno L (2011). Chemical
composition and antimicrobial activity of oregano (Lippia palmeri S. WATS) essential oil. Rev. Fitotec. Mex. 34:11-17. Oussalah M, Caillet S, Salmiéri S, Saucier L, Lacroix M (2006). Antimicrobial effects of alginate-based film containing essential oils
for the preservation of whole beef muscle. J. Food Prot. 69:2364-
2369. Rusin P, Maxwell S, Gerba C (2002). Comparative surface-to-hand and
fingertip-to-mouth transfer efficiency of Gram-positive, Gram-negative
bacteria and phage. J. Appl. Microbiol. 93:585-592. p
g
pp
Russo M, Galletti GC, Bocchini P, Carnacini A (1998).Essential oil
chemical composition of wild populations of Italian oregano spice
(Origanum vulgare ssp. hirtum (Link) Ietswaart): A preliminary
evaluation of their use in chemotaxonomy by cluster analysis. 1. Inflorescences. J. Agric. Food Chem. 46:3741-3746. g
Ryu JH, Beuchat LR (2005). Biofilm formation and sporulation by
Bacillus cereus on a stainless steel surface and subsequent
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Living with an autonomous spatiotemporal home heating system: Exploration of the user experiences (UX) through a longitudinal technology intervention-based mixed-methods approach
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a r t i c l e
i n f o Article history:
Received 22 September 2016
Received in revised form
1 February 2017
Accepted 23 June 2017
Available online 27 July 2017
Keywords:
User-experience
UX
Design
Human-computer interaction
Hci
Spatiotemporal heating
Application
Interface
Longitudinal
Home heating
Technology intervention Rising energy demands place pressure on domestic energy consumption, but savings can be delivered
through home automation and engaging users with their heating and energy behaviours. The aim of this
paper is to explore user experiences (UX) of living with an automated heating system regarding expe-
riences of control, understanding of the system, emerging thermal behaviours, and interactions with the
system as this area is not sufficiently researched in the existing homes setting through extended
deployment. We present a longitudinal deployment of a quasi-autonomous spatiotemporal home
heating system in three homes. Users were provided with a smartphone control application linked to a
self-learning heating algorithm. Rich qualitative and quantitative data presented here enabled a holistic
exploration of UX. The paper's contribution focuses on highlighting key aspects of UX living with an
automated heating systems including (i) adoption of the control interface into the social context, (ii) how
users' vigilance in maintaining preferred conditions prevailed as a better indicator of system over-ride
than gross deviation from thermal comfort, (iii) limited but motivated proactivity in system-initiated
communications as best strategy for soliciting user feedback when inference fails, and (iv) two main
motivations for interacting with the interface e managing irregularities when absent from the house and
maintaining immediate comfort, latter compromising of a checking behaviour that can transit to a
system state alteration behaviour depending on mismatches. We conclude by highlighting the complex
socio-technical context in which thermal decisions are made in a situated action manner, and by calling
for a more holistic, UX-focused approach in the design of automated home systems involving user
experiences. Article history:
Received 22 September 2016
Received in revised form
1 February 2017
Accepted 23 June 2017
Available online 27 July 2017 Keywords:
User-experience
UX
Design
Human-computer interaction
Hci
Spatiotemporal heating
Application
Interface
Longitudinal
Home heating
Technology intervention © 2017 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license
(http://creativecommons.org/licenses/by/4.0/). heavily on fossil fuels in satisfying energy demands and these fuels
contribute significantly (74%) to global CO2 emissions (Sims et al.,
2007). a r t i c l e
i n f o In the UK, domestic energy use (26%) is the second largest
contributor by sector (Department of Energy and Climate Change,
2014) and the majority of that, at 66%, is required for space heat-
ing (Palmer et al., 2011). In order to reduce energy demands for
space
heating,
“occupants
need
better
guidance
and
vastly
improved systems” (Stevenson and Leaman, 2010). This highlights
the complexity of tackling domestic energy usage, with building
fabric, heating delivery systems and user interfaces (UI) (in this
research used to denote any tangible or graphical computer
mechanism for users to control the heating system) all playing a
role in satisfying users’ comfort requirements. Living with an autonomous spatiotemporal home heating system:
Exploration of the user experiences (UX) through a longitudinal
technology intervention-based mixed-methods approach Martin Kruusimagi a, *, Sarah Sharples a, Darren Robinson b
a University of Nottingham, England, United Kingdom
b University of Sheffield, England, United Kingdom Martin Kruusimagi a, *, Sarah Sharples a, Darren Robinson b
a University of Nottingham, England, United Kingdom
b University of Sheffield, England, United Kingdom a University of Nottingham, England, United Kingdom
b University of Sheffield, England, United Kingdom * Corresponding author.
E-mail address: martin@kruusimagi.com (M. Kruusimagi). Applied Ergonomics 65 (2017) 286e308 Applied Ergonomics 65 (2017) 286e308 Contents lists available at ScienceDirect E mail address: martin@kruusimagi.com (M. Kruusimagi).
http://dx.doi.org/10.1016/j.apergo.2017.06.017
0003-6870/© 2017 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). 1. Introduction Mankind is currently facing one of its greatest ever challenges in
climate change, which is primarily caused by human activity
resulting in large quantities of pollutants emitted to the atmo-
sphere. The Intergovernmental Panel on Climate Change (IPCC) has
suggested that in order to maintain global warming below 2 C over
21st century, a reduction of 40e70% of global anthropogenic
greenhouse gas (GHG) emissions by 2050 and reduction to near or
below zero emission levels by 2100 are required (Pachauri et al.,
2014). This poses great challenge as global population relies Research has shown that theoretical domestic energy usage
based on the building's and occupants' characteristics does not M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 287 arise. The implications of these factors and the users' experience of
them remains poorly explored in a true-to-life setting, limiting our
abilities as designers to be able to design systems that engage users
and nudge them towards more sustainable behaviour. often align with actual usage (Audenaert et al., 2011) and the poor
performance of many advanced buildings has been attributed to
poorly designed controls, occupants' inability to understand the
building's functionality, and lack of user control (Stevenson and
Rijal, 2010; Tuohy and Murphy, 2012). Peffer et al. reviewed a
large body of work into thermostat usability and user perceptions,
highlighting many misconceptions and usability barriers of regular
and programmable thermostats (Peffer et al., 2011). It has been
proposed that automation can solve these issues by operating
heating controls on the human's behalf and simulations have
demonstrated potential energy savings between 7 and 28% (Gao
and Whitehouse, 2009; Gupta et al., 2009; Krumm and Brush,
2011; Lu et al., 2010; Scott et al., 2011). These savings were pro-
posed to be achieved by minimising heating based on users' loca-
tion within and absences from home, as well as different
temperature setback settings. These authors share the belief in this
technology's promise for solving the complex issue as automation
can perform the tasks users are unwilling or unable to perform
(Parasuraman and Riley, 1997) as regulating heater settings forms a
minute part of a highly complex social, environmental, and tech-
nical setting in which occupants perform a multitude of activities. 2. Material and methods However, the notion of ‘ironies of automation’ (Bainbridge,
1983) has been widely recognised, highlighting unintended con-
sequences resulting from delegating human tasks to automation. In
this context, it has been suggested that if automation chooses on
the human's behalf to take environmentally friendly action, the
consequences, on top of reduced autonomy for the humans, may
include diminished understanding of their actions' impacts on the
environment (Jaffari and Matthews, 2009). Such disengagement
their energy and heating behaviour is likely to encourage “creative
ways of working around the system rather than straightforward,
energy-efficient compliance with it” (Jaffari and Matthews, 2009, p. 9). Disengagement poses a real threat as ambient intelligence or
ubiquitous computing systems (which include autonomous home
heating) fade into the fabric of life and thus aim for little to no
interaction with the end user (Borgmann, 1995). These interactions
(used here to denote actions that users take in order to control or
obtain information from their heating system, not to be confused
with interpersonal interactions) and their implications have not
been sufficiently researched in their correct context. Several ‘lab
homes’ have been built incorporating home automation technology
to investigate user experiences (AIRE Group MIT, 2012; Amigo
Project, 2012; Brown and Wyatt, 2010; Georgia Institute of
Technology, 2012; Herkel et al., 2008; Mozer, 2012; Ruyter and
Pelgrim, 2007; University of Essex, 2012; University of Florida,
2012), but this approach lacks ecological validity when one con-
siders the manner in which this technology penetrates mainstream. Already various home automation products are being commercially
introduced into everyday use such as smart thermostats (Ecobee,
2015; Nest, 2012), home security products (Glate, 2015; Kwikset,
2015; Nest, 2015), lighting solutions (Philips, 2015), wifi-enabled
plugs to turn standard home appliances ‘smart’, or general home-
automation products (Fibaro, 2015; Smartthings, 2015). This has
validated Rodden & Benford's argument that ‘smart’ homes (by
which we mean homes with computational capability to make
decisions on the occupant's behalf and act these out in the envi-
ronment) will be an evolution from existing homes, rather than a
revolution with new homes being built with the ‘smart’ infra-
structure built in (lab-homes). 2. Material and methods Furthermore, commercial devices
we see introduced rely heavily on smartphones and tablets as in-
terfaces for these systems, which introduces another interesting
dynamic e heating systems and their operation becomes more
invisible to us, while the control interfaces become more personal,
causing potential issues in multi-occupant households where
conflicts or unawareness as a result of multiple controllers may For reasons presented above, this methodology focuses on a
technological intervention approach situated in individuals' homes. This approach is very intensive in terms of technology deployment,
recruitment, and data collection, therefore typically involves a
small number of participants over an extended period of time. 1. Introduction Therefore, research for home automation systems needs to focus
on user experiences in the real world e in their own homes, as that
is where these devices will exist and the energy behaviour of their
users emerge. In this paper we present the results of a mixed-
methods study investigating the user experience of a quasi-
autonomous (system utilising sensory input from the environ-
ment and minimal occupant input through thermal feedback to
automatically create and implement a heating schedule matching
heating times to predicted occupant presence, while providing
users with input and over-ride capabilities) spatiotemporal heating
system in the wild. We present the highly ecologically valid
research methodology of a technology intervention utilising a
smartphone control application and a mixture of qualitative and
quantitative research methods to understand and explain the
emerging user experiences and their implications. 2.1. Participants Sampling was done on availability and self-selection basis. However, several requirements were posed to participants to be
eligible. Namely, (1) participants had to be responsible for their
household heating expenses, (2) preferably their existing heating
system was electricity based and not storage heating (electrical
heater storing thermal energy during low electricity cost at night
and releasing heat during the day), (3) they lived in a house/flat no
bigger than 5e6 rooms, (4) apartments had a minimum of 2 rooms,
and lastly, (5) to be eligible, participants were required to own and
use an iOS or Android operating system smartphone. While
electricity-heated households were preferred, (this was only due to
smaller differences in potential heating cost in comparison to par-
ticipants switching from gas-based to electric heaters), no limita-
tions to households with other fuel types were set. Participant
recruitment was done using the academic participant recruitment
service callforparticpants.com, by distributing the study page from
the site on University of Nottingham email mailing lists, and on
social media network Facebook. In total three households (see
Table 1 for full detail) were recruited out of several who showed
interest, but despite qualifying, chose not to take part. 2.3. Data capture The deployed technology acted as primary method for data
capture. Table 2 describes the captured data as various measures at
different intervals for different reasons were captured. These calculations were performed and acted out almost invis-
ibly to the user, except for feedback through the control application
interface. In addition, users were probed on using questionnaires, in-
terviews and depictive explanation tools. Prior to the experiment's
launch, an online-questionnaire was used to obtain algorithm's
training data from users. This questionnaire asked users to provide
the number and names of all rooms in their dwelling, preferred
temperatures for those rooms, and indicate in 1-h slots their
assumed presence. Over the course of the experiment interviews
were conducted to solicit participants' feedback regarding their UX
and ideas regarding the heating system functionality. The open-
ended questions of all three interviews can be seen in Tables 3, 4
and 6. Household-specific questions derived from Google Ana-
lytics app usage data for the second and third interview can be seen
in Tables 5 and 7. For the first interview, the participants were asked
to prepare a diagram explaining how they thought the heating
system worked. The interface, seen in Fig. 3, had three primary functions e (i)
providing users with thermal information about their house and
allowing manual over-rides if requested (a on Fig. 3), (ii) soliciting
thermal sensation & preference feedback as well as perceived
control votes (b on Fig. 3), and (iii) allowing users to create and
manage “away” schedules that denoted uncharacteristic absence
periods from home (c on Fig. 3). Two configurations of the application were deployed e the
“visible” version displayed a graph of thermal conditions in each
room 2 h into the past and 2 h into the future, which the “blind”
version did not (see Fig. 4 for comparison). This variation was used
to see whether differences in the user's understanding of the
heating system functionality, resulted from feedback or feed-
forward data provided by the interface. 2.2. Apparatus Participants’ houses were fitted with a spatiotemporal quasi-
autonomous heating system that consisted of stand-alone electric
convector heaters, Wi-Fi-enabled plugs and a Raspberry Pi com-
puter equipped with temperature and motion sensors, highlighted
in Fig. 1. Each room was fitted with a kit of these components that
all communicated to a central database on a university server that
also hosted the control algorithm for heating. Users were presented with a smartphone or tablet application
that acted as their interface for communicating with the heating
system. The heating algorithm (seen in Fig. 2), which was imple-
mented as a server-side script was a combination of existing
mathematical expressions and principles. It created a different M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 288 respectively (10 on Fig. 5). These were seen as methods for the user
to inform the heating system about irregularities in behaviour and
prevent heating when they were not around. Interface design was
not a key element in this study, but rather served its part as the
wider technological intervention that was used to explore UX. heating schedule for every day of the week and every room in the
house. Triggered every midnight and at key user interactions, the
algorithm calculated the presence probability in every room based
on previous calculations and motion sensor data (1 on Fig. 2) for
every 10-min time step that the day was divided into. Subsequently,
it assessed if the presence should be heated for (steps 2 and 3 on
Fig. 2) and so, a heating period was scheduled. The Raspberry Pi
computers retrieved these schedules and performed heating, using
an optimum start algorithm that determined the duration of pre-
heating prior to users’ predicted arrival in order to ensure suit-
able conditions for predicted presence. 2.4. Design Users were free to utilise the smartphone application as they
wished and Fig. 5 highlights all possible interactions and use cases. Initially, the app checked if the user was registered (1 on Fig. 5) to
keep user data private and differentiate between users. If this was
not true, the user was asked to enter information from the exper-
imenter to register their app (2 & 3 on Fig. 5). For registered users,
their house-specific data was retrieved and either a feedback screen
(used for asking feedback on heating decisions when users were
present in a room without the algorithm predicting their presence
(5 & 6 on Fig. 5)), or the home screen (5 on Fig. 5) displayed. On the
home screen, users could view different rooms in their house (8 on
Fig. 5), or alter the temperature in those rooms (7 on Fig. 5). The experiment was a semi-longitudinal experiment lasting Fig. 1. Illustrating system design of field study technology. Users also had the option to submit a vote (12 on Fig. 5), which
consisted of selecting the room they were providing feedback for,
indicating their thermal sensation and preference on the ASHRAE
scale (7-point likert scale: cold, cool, slightly cool, neutral, slightly
warm, warm, hot) (ASHRAE, 1966), and their perceived level of
control over the heating system (scale from 1 to 7 e no control at all
to absolute control, respectively). Users were also directed to this
screen after every temperature alteration, and an option to dismiss
the vote was provided. Lastly, Users could access the Diary screen (9
on Fig. 5) where they could create and delete (11 on Fig. 5) short and
long away schedules, which addressed “I am coming home later
than usual” and “I will be away for a couple of days” scenarios Fig. 1. Illustrating system design of field study technology. Table 1 Table 1
Displaying characteristics of participating households (all names are pseudonyms). Characteristics
House 1
House 2
House 3
Occupants
Postgraduate student (male) - Carl
1 postgraduate student (male) - Paul, 1
professional (female) - Diane
2 postgraduate students (1 male - John,
1 female - Mildred)
Heating strategy
Maximise comfort (algorithm aims for
‘neutral’ thermal sensation)
Minimise discomfort (algorithm aims
for ‘slightly cool’ thermal sensation)
Minimise discomfort (algorithm aims
for ‘slightly cool’ thermal sensation)
App visibility
Visible (app displays future
temperature predictions)
Blind (current temperature snapshot
only)
Visible (app displays future
temperature predictions)
Dwelling type
Purpose built flat
Converted flat
Converted flat
Rooms deployed
with equipment
5 rooms e Lounge, Bedroom, Second
bedroom, Bathroom, Kitchen
4 rooms e Lounge/kitchen, Bedroom,
Bathroom, Hallway
3 rooms e Lounge/kitchen, Bedroom,
Bathroom
Existing heating system
Gas central heating
Electric convector heaters
Electric convector heaters 289 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 Fig. 2. Depicting the functional flow of the proposed control algorithm. Fig. 2. Depicting the functional flow of the proposed control algorithm. 5e6 months. The multitude of different collected data facilitated an
explorative
study design,
rather
than a
strict
independent-
dependent variable isolation via highly controlled set-up. Regard-
less, the experiment can be described as utilising a between mea-
sures study design with two independent variables e smartphone
application condition (users' ability to see the feedback/feed-
forward graph - see Fig. 4 for graphic differentiation), and the
heating strategy condition (control algorithm opting to maximise
comfort or minimise discomfort). However, due to individual dif-
ferences between the usage of the systems and the algorithm's innate quality of adapting itself to its user, the conditions could not
be analysed directly and rigorous inferential statistical analysis was
impossible. Rather, the conditions were observed individually and
descriptive statistics used across conditions. Dependent variables
were the thermal experience of living with an automated heating
system, and the user experience of the heating system and control
interface. Due to the large amount of data collected, results
regarding the system technical performance, algorithm perfor-
mance, and thermal experience of different heating strategies are
omitted. Despite contributing to the home environment, these 290 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 Fig. 3. Illustrating the smartphone application given to study participants. Fig. 3. Illustrating the smartphone application given to study participants. Fig. 3. Illustrating the smartphone application given to study participants. Fig. 3. Table 4 Question number
Question
1
Is there anything you would like to add or change about
how the system works? 2
How do you as a household use the heating application? 3
How often have you changed the heating settings using the
app in comparison to other strategies such as adjusting your
clothing or having a hot or cold drink? 4
[Household-specific application usage questions e please
see Table 5 below for full detail] Question number
Question
1
Is there anything you would like to add or change about
how the system works? 2
How do you as a household use the heating application? 3
How often have you changed the heating settings using the
app in comparison to other strategies such as adjusting your
clothing or having a hot or cold drink? 4
[Household-specific application usage questions e please
see Table 5 below for full detail] Table 3 factors did not influence the questions asked of the data in this
paper. Out of 4 total conditions, only 3 were used due to the lack of
participating households. The maximise comfort e blind applica-
tion condition was not deployed (other conditions are detailed
above in Table 1). 2.5. Procedure Ethical approval for the technology intervention was gained
from the University of Nottingham Faculty of Engineering Ethics
Committee prior to commencement. The experiment took place Table 4
Detailing questions for field study Interview 2. Table 4
Detailing questions for field study Interview 2. Table 1 Illustrating the smartphone application given to study participants. Fig. 4. Comparing the 'visible' (left) and 'blind' (right) versions of the home screen. Fig. 4. Comparing the 'visible' (left) and 'blind' (right) versions of the home screen. M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 291 Fig. 5. Illustrating the user interaction flow and functional logic of the smartphone application. Fig. 5. Illustrating the user interaction flow and functional logic of the smartphone application. M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 292 Table 2
Detailing the quantitative data obtained during the field study experiment. Type of data (measure)
Method of obtaining
Reason of data gathering
Temperature (C)
Taken by Raspberry Pi every 10 min using temperature
sensor
Apparatus functioning (temperature set-point calculation
by algorithm)
Answering questions about thermal comfort
Presence (time start, time end)
Taken by Raspberry Pi when motion was detected using
motion sensor
Apparatus functioning (heating schedule creation by
algorithm)
Answering questions about algorithm functioning and user
experience
Calculated slopes (number)
Calculated & stored in database by system algorithm after
every time heating occurred
Apparatus functioning (heater optimum start calculation by
algorithm)
Answering questions about algorithm functioning
Thermal sensation votes (number)
Obtained from user whenever the user chose to submit
value
Apparatus functioning (temperature set-point calculation
by algorithm)
Answering questions about thermal comfort
Thermal preference votes (number)
Obtained from user whenever the user chose to submit
value
Answering questions about thermal comfort
Control votes (number)
Obtained from user whenever the user chose to submit
value
Answering questions about user experience
System set-point alterations (C)
Obtained from user whenever the user chose to change the
prevailing temperature in the room
Apparatus functioning (temperature set-point)
Away schedules (time values)
Obtained from user whenever the user chose to submit
value
Apparatus functioning (heating schedule creation by
algorithm)
Answering questions about user experience
Application launches (timed instances)
Automatically logged by Google Analytics when user
opened the smartphone application
Answering questions about user experience
Application page views (timed instances)
Automatically logged by Google Analytics when user used
the smartphone application
Answering questions about user experience
Application events (timed instances)
Automatically logged by Google Analytics when user
accepted or dismissed a suggested schedule, provided a
vote, changed temperature, provided or delete an away
schedule, or viewed a room overview in the smartphone
application
Answering questions about user experience Table 3
Detailing questions for field study Interview 1. Table 1 Question Number
Question
1
How would you describe your original heating
system, not the one we installed? 2
Could you please explain to me with the help of
your diagram, how the heating system works? over 6 months between February 2015 and July 2015 (inclusive). Potential participants were asked questions about the heating and
communications infrastructure in their homes to assure their
ability to partake. Suitable participants were asked to fill in the pre-
study questionnaire and the obtained data used to set up the
experimental equipment. Interview 1 was conducted 1e2 weeks
after deployment, second interview 2 months after deployment,
and third interview during equipment collection. Throughout the
experiment, check-up emails were sent to participants ensuring
everything was running as expected and to keep a dialogue with
participants. The researcher checked the experiment database daily
to make sure the system was functioning properly. When errors
occurred, the apparatus was restarted using built in remote trou-
bleshooting capabilities. If this was not possible, the participant
was contacted with a request to manually restart the equipment by
removing and replacing power supply. Participants were sent
reminder push notifications as means to prompt thermal comfort
vote submission. The rate of push notifications decayed over the
course of the experiment with a notification sent every 2 days in
February, every 3 days in March and every 4 days until the end of
the experiment thereafter. Following experiment completion, par-
ticipants were compensated with £20 Amazon shopping voucher
per month of participation. Table 3 3. Results The experiment generated a vast amount of quantitative and
qualitative data and subsequently, the results are divided into a
brief description of the user types that emerged, followed by a more
detail look at some of the potential user interactions and experi-
ences that emerged. Finally we explore the relationships between
some emerged interactions with the smartphone application and M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 293 Table 5
Detailing household-specific questions for field study Interview 2. Household number
Question
1
How do you decide when to change the temperature using the App? 1
When the app notifies you that it wasn't expecting you, how do you decide whether to accept or reject the suggestion or ignore the notification
altogether? 1
Have your habits in doing this changed over time? 1
Has the way you use the app or when you use the app changed over time? 1
Please describe how and when you use the away schedules? 2
Has the way you use the app or when you use the app changed over time? 2
Most of the temperature changes in the house are done from one device, does this mean that it is one user making the decisions, are devices
shared, or do you discuss temperature changes before putting them in the app? Could you describe how these changes happen between you as a
household? 2
Please describe how either of you use the app - when do you open the app, and what do you do when you have opened it? 2
You have a third device in the household, could you please describe how the app is used on it - who uses it, when etc.? 2
Over time the number of times you change the temperature has decreased a lot. Please describe how these changes have occurred and the
reasons behind them. 2
When the app notifies you that it wasn't expecting you, how do you decide whether to accept or reject the suggestion or ignore the notification
altogether? 3
Has the way you use the app or when you use the app changed over time? 3
Both of you have the heating application on your phones, could you describe how you as a household make any changes - do you consult among
each other before submitting anything to the app, is it individual, etc? Table 6 Question number
Question Table 7
Detailing household-specific questions for field study Interview 3. Household number
Question
1
You have told me over the last few interviews that you had a guest often stay with you. Could you describe the way in which your guest had any
control over the heating application? 1
Over time, your use of changing temperature on the app decreased. Was this due to warming weather or did anything else affect this? 2
You have used the long away schedules on occasion throughout the experiment. Could you describe why you have carried on using these while your
overall usage has decayed? 3
The one feature that you have used on occasion throughout the experiment was setting a long away schedule. Could you explain why this was a
feature that you used so often? 1
You have told me over the last few interviews that you had a guest often stay with you. Could you describe the way in which your guest had any
control over the heating application? 1
Over time, your use of changing temperature on the app decreased. Was this due to warming weather or did anything else affect this? 2
You have used the long away schedules on occasion throughout the experiment. Could you describe why you have carried on using these while your
overall usage has decayed? 3
The one feature that you have used on occasion throughout the experiment was setting a long away schedule. Could you explain why this was a
feature that you used so often? me over the last few interviews that you had a guest often stay with you. Could you describe the way in which your guest had any
he heating application? r use of changing temperature on the app decreased. Was this due to warming weather or did anything else affect this? the long away schedules on occasion throughout the experiment. Could you describe why you have carried on using these while your
has decayed? has decayed? e that you have used on occasion throughout the experiment was setting a long away schedule. Could you explain why this was a
u used so often? factors affecting those. confirmed this and showed distinctly different emerging thermal
preferences and thermal adaptation behavioural patterns. Explo-
ration of those establishes an understanding of the collected data
and sets the scene for exploring UX in more detail. Table 6 The emergent
user types of ‘fashion user’, ‘frugal user’ and ‘everything's fine’ user
were not attempts to classify all behaviours, but rather to explore
some typical and potential behaviours and interactions that may Table 5 12
Could you describe your overall experience in living with this type of a heating system? 13
How in control of the heating did you feel over the course of the experiment? 14
If this heating system was available on the market today, would you buy it for your home? Table 7
Detailing household-specific questions for field study Interview 3. Household number
Question
1
You have told me over the last few interviews that you had a guest often stay with you. Could you describe the way in which your guest had any
control over the heating application? 1
Over time, your use of changing temperature on the app decreased. Was this due to warming weather or did anything else affect this? 2
You have used the long away schedules on occasion throughout the experiment. Could you describe why you have carried on using these while your
overall usage has decayed? 3
The one feature that you have used on occasion throughout the experiment was setting a long away schedule. Could you explain why this was a
feature that you used so often? Table 6
Detailing questions for field study Interview 3 (Debrief interview). Question number
Question
1
For the last time, I would like for you to take a look at the diagram we have been working with and tell me whether you would like to add or change
anything about how in your mind the system works? 2
Did the heating system behave the way you expected it to behave? 3
[Household-specific questions e please see Table 7 below for full detail]
4
What would you say are the most important differences between this type of a system and conventional heating controls? 5
Did you encounter any funny incidents or disagreements over the course of the experiment regarding the heating? 6
If you had a choice, would you prefer to keep this type of a heating system or would you like to revert to your previous system and why? 7
Could you please describe the experience of controlling the heating through your phone rather than a more conventional method? 8
Similarly to the pre-study questionnaire, would you be able to estimate your expenditure on heating per month over the duration of the
experiment? 9
You were not the only one controlling your heating. A computer also made decisions about when to turn the heating on or off. 3. Results 3
Over time the number of times you change the temperature has been consistently low. Please describe how you decide when to change
temperature or when not to. 3
Please describe how you have used the away schedules? 3
When the app notifies you that it wasn't expecting you, how do you decide whether to accept or reject the suggestion or ignore the notification
altogether? 3
Please explain your usage of the voting - when do you submit a vote, when do you dismiss it and how do you decide which to do? Table 5 Table 5 Table 5
Detailing household-specific questions for field study Interview 2. es you that it wasn't expecting you, how do you decide whether to accept or reject the suggestion or ignore the notification y y
pp
y
pp
g
u have the heating application on your phones, could you describe how you as a household make any changes - do you consult among
before submitting anything to the app, is it individual, etc? the number of times you change the temperature has been consistently low. Please describe how you decide when to change
re or when not to. ? lain your usage of the voting - when do you submit a vote, when do you dismiss it and how do you decide which to do? Table 6
Detailing questions for field study Interview 3 (Debrief interview). Question number
Question
1
For the last time, I would like for you to take a look at the diagram we have been working with and tell me whether you would like to add or change
anything about how in your mind the system works? 2
Did the heating system behave the way you expected it to behave? 3
[Household-specific questions e please see Table 7 below for full detail]
4
What would you say are the most important differences between this type of a system and conventional heating controls? 5
Did you encounter any funny incidents or disagreements over the course of the experiment regarding the heating? 6
If you had a choice, would you prefer to keep this type of a heating system or would you like to revert to your previous system and why? 7
Could you please describe the experience of controlling the heating through your phone rather than a more conventional method? 8
Similarly to the pre-study questionnaire, would you be able to estimate your expenditure on heating per month over the duration of the
experiment? 9
You were not the only one controlling your heating. A computer also made decisions about when to turn the heating on or off. What do you think,
how did the heating system make these decisions? 10
[Researcher explained what how heating decision were made] How does it make you feel knowing that this was happening? 11
If you knew at the time that this was occurring, would you have done anything differently than you did now? Table 5 What do you think,
how did the heating system make these decisions? 10
[Researcher explained what how heating decision were made] How does it make you feel knowing that this was happening? 11
If you knew at the time that this was occurring, would you have done anything differently than you did now? 12
Could you describe your overall experience in living with this type of a heating system? 13
How in control of the heating did you feel over the course of the experiment? 14
If this heating system was available on the market today, would you buy it for your home? 3.1.1. The ‘fashion user’ The ‘fashion user’, Carl, was observed in House 1 and can be
characterised by his expectations of the heating system to deliver
thermal comfort to him, matching his chosen garment choices: Prevailing temperatures were slightly higher than measured for
fashion user, but frugal users had a very narrow range for neutral
sensation (Fig. 8), highlighting not only the conflicting views re-
ported by Diane, but also the manner in which they operated the
system e as a novel way to control heating (telling it to turn on
when they were cold and subsequently turning it off when they
were hot). Such operation also caused users to attribute automatic
heating periods to randomness or system errors and often leaving
them surprised at the outcome: “I'm very much with the approach that I will get to a comfortable
position clothing wise and then get the building to adjust around
me.” [Carl] Personal thermal adaptations such as clothing level alterations
or hot/cold drinks consumption were rarely utilised and subse-
quently, Carl was the heaviest user of both the interface and the
heating system. The user reported varying working-from-home
behaviour
and
life
patterns
greatly
around
work
demands
creating an erratic presence profiles across rooms (Fig. 6). “And then a couple of times, one time at the start when we came in
and it felt like we just went to the centre of the earth. And all of
them had been on … and we were like “oh wow”.” [Paul] Long periods in late afternoons can be observed, where the user
was recorded in different places. In addition, Carl sometimes had a
partner stay over for long weekends, who was often in the house
when Carl was in the office. These factors caused the control al-
gorithm to heat several rooms, which was perceived by the user as
having ‘made mistakes’. One user often worked from home while the other left for the
office on weekdays (Fig. 9 top), causing the algorithm to adapt to
various presence profiles. On weekends, the users preferred to
spend more time at home, which also gave the algorithm different
patterns for ‘start of day’ activities such as eating, washing and
dressing. Due to this, the heating system often resorted to unex-
pected presences, triggering push notifications to users that pro-
voked interesting social nuances regarding personal location data
protection as users became aware of each other's location. 3.1.2. The ‘frugal user’ House 2 were labelled ‘frugal users’ for their reported prioriti-
sation of avoiding expenditure on heating above other consider-
ations. This was reported collectively and retrospective, while
during usage, conflicts existed between Diane preferring higher
temperatures and Paul, who prioritised personal thermal adapta-
tion to save cost. Interestingly, this led to thermal feedback from the
application being used as justification for turning heating on: 3.1. Three behaviour types We
expected
some
difference
between
our
participating
households in their use of the automated system, reflecting existing
knowledge from classical heating system usage. The results M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 294 arise when a sub-set of users live in their natural environment with
a spatiotemporal heating system. Furthermore, despite having three devices equipped with the
control application (both users had a smart phone and a shared
tablet), only Diane ended up engaging with the interface, leading to
a dialogue between users regarding thermal behaviour and
preference. 3.1.1. The ‘fashion user’ 3.1.1. The ‘fashion user’ These
are discussed in more detail below. “The only reason why I have noticed this is because … I tend to
work at night. And if I was doing a lot of heavy working, and then
stopped, in the lounge it would turn on at like 2 in the morning
even though I was not up still.” [Carl] Such noticeable alterations in personal habits made Carl aware
of the system's intent to establish a schedule around his presence,
making him forgiving towards the system at times, but also frus-
trated when these changes occurred. 3.1.3. The ‘everything's fine’ user Users in House 3 were characterised by their lack of necessity to
engage with the heating system and control interface. Their flat's
building envelope and high heat gains from neighbouring flats
ensured their comfort expectations were naturally met and addi-
tional heating was rarely required (Fig. 10), but they could poten-
tially be re-classified to one of the other types if building
characteristics were different (most likely to frugal type due to
reported preference to personal thermal adaptation for cost
saving). Manual system state alterations were primarily motivated by
user's thermal sensations and wishes to match thermal conditions
to clothing choices, which provoked the formulation of a heater
state alteration decision prior to engaging with the application. User's responses to system-initiated contact (unexpected presence
notifications) were addressed based on their alignment with ther-
mal sensations and pre-existing alteration decisions. These in-
teractions delivered suitable conditions in the living quarters
(Fig. 7). As environment was matched to clothing choices, Carl
experienced different thermal sensations at same temperatures,
resulting in a varied thermal sensation distribution (Fig. 7) and
causing the heating algorithm to continuously adapt to ensure
user's comfort. E.g. the prevailing temperatures in the bathroom
(orange line in Fig. 7) showed that 75% of experiment duration, Carl
was most likely to experience a ‘cool’ or ‘slightly cool’ sensation. In
contrast, while in the lounge (green line) he was most likely to feel
a range of sensations between ‘slightly cool’ and ‘warm’. These users displayed a stark difference between weekday and
weekend presence (Fig. 11), displaying highly active mornings and
afternoons contrasted with absence during working hours on
weekdays. On weekends (Fig. 11 bottom), users had different times
of waking up, sometimes being out of the house, or spending
weekends in. The algorithm had to adapt to these behaviours and
subsequent differences in needs for thermal comfort. Long absence and little need for additional heating meant the
control interface was primarily used individually, often leaving
users unaware of each other's changes. Heating behaviour was
rarely discussed, with some conversations occurring when personal
thermal adaptations failed to deliver comfort. Initial excitement of
novel technology and testing of all features was replaced by
diminished interest in organic and system-initiated interaction. 3.1.4. Implications of emerged behaviours These results from a highly ecologically valid setting demon-
strate that given virtually identical equipment, three households
displayed vastly different system use strategies, thermal behaviour,
and thermal preference; each adjusting the manner of use to their
existing social, occupational, presence, and thermal adaptation
habits. Furthermore, the emerged behaviours did by no means
represent a full set of possible behaviours, highlighting that do-
mestic heating behaviour is indeed complex and highly personal. “Occasionally I use it to prove a point. Especially when it was really
cold and I would be like “Paul, it's really cold in here” and he'd be
like “No, it's fine, put a jumper on” and I would check the tem-
perature and use it that way.” [Diane] M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 295 Fig. 6. fashion user average measured presence profiles for all weekdays (top) and weekends (bottom). M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308
295 Fig. 6. fashion user average measured presence profiles for all weekdays (top) and weekends (bottom). Subsequently we explore the user experiences further across the
three behaviour types, answering questions formulated around
specific themes. automation. The indifference was attributed to the subtlety of the
graph as an explanatory tool within the interface. Furthermore, the
graph's forward planning based on predictions was not explicitly
communicated anywhere within the application, which meant that
users relied on other indicators to explain system's behaviour. This
filtered through to the occupants' use strategies of the system and
users' perceptions of the heating system and their use of it. These
were analysed through user-generated diagrams of how the system
worked and interview data from all three interviews, which was
used to extract their interaction strategy (Table 8). 3.2. Potential user experiences emerging from a spatiotemporal
home heating smartphone control app 3.2.1. Explaining heating system's operation & use strategies 3.2.1. Explaining heating system s operation & use strategies
The authors expected users to anticipate automation capabil-
ities from what little explanation was provided and for this to come
through in users' explanations of the system. Users of the ‘visible’
interface configuration were expected to provide more accurate
and extensive descriptions due to the forward-planning nature of
the graph. However, our results contradicted this and showed little
difference between ‘blind’ and ‘visible’ conditions in explaining the The explanations provided in Table 8 were reportedly based on
the hardware that users could observe. In addition, the ‘frugal
’users said the unexpected presence notifications made them
realise the system knew their location, and the ‘fashion’ user
noticed learning behaviour upon changing their daily routine. Fig. 7. fashion user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all rooms. M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308
296 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 296 Fig. 7. fashion user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative te ity distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all rooms. Fig. 7. fashion user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all rooms. Fig. 7. fashion user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all rooms. Fig. 8. frugal user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all rooms. Fig. 8. frugal user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all rooms. ability distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all rooms. Fig. 8. frugal user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative tem Because of the users’ low awareness of automation capabilities
of the heating system, the heating system was used as a temporal
solution. Meaning that users saw the control application as a novel
way to tell the heaters to turn on or turn off. 3.2. Potential user experiences emerging from a spatiotemporal
home heating smartphone control app Little interaction
prevailed regarding planning ahead, especially within the context
of a single day. All users except one noted not obtaining feedback of
the system activities or thermal conditions from the application
before any personal or system-related heating decisions were made
and all decisions were reached based on their sensation. model of the system functioning that was often inaccurate or
incomplete. The results above highlight that users who were pre-
sented with the thermal feedback-feedforward graph (Fig. 4) did
not explain system functioning through it, illustrating that pre-
vailing environmental conditions and heater system functionality
are not innately linked in the users’ perceptions. As the interface type seemed to have no effect on users' un-
derstanding of the system's capabilities, the conditions will not be
isolated in the rest of this article and all participants will be treated
as a single group. This data showed that even when users are not explicitly aware
of the capabilities of the automation, they can deduce its behaviour. However, lack of explanations regarding system functionality
meant that initially, users relied heavily on guess-work made
possible by opportunistic audible feedback from the Wi-Fi-plugs
switching on, or through delayed thermal feedback from the
environment. These elements allowed users to build a mental 3.2.2. Experience of control over the heating system through the
control application / Applied Ergonomics 65 (2017) 286e308
298 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 298 Fig. 10. Everything's fine user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all
rooms. “All I got at the start was... you sitting on this sofa and asking me
there “is the heater on?” and you'd put it on 3 minutes ago and it
wasn't on... “Has it gone off?” was another one so...” [Paul] autonomously and deviating from their expectations, causing
distrust in them towards the system: “…the few times when it came on when we weren't expecting it to... The first thing was to go on the app, try to turn it down from there,
vote that I didn't feel in control. I don't know why I did that, maybe I
thought that would have some immediate effect…” [Diane] “On the downside, it gives you a feeling of less direct control. So
when you are using the conventional you are cold, you just... [does
a flicking motion] whereas with this you are relying on a system
that you haven't actually...[prompt from researcher] It feels less
immediate. You are not in control of each immediately.” [John] “Yeah generally I felt in control. Every now and again there was the
odd random increase. And every now and again I would be sitting
there and be like “why have you turned the heating on”.” [Carl] These descriptions highlight how users used the interface,
environment, as well as lights and sounds from heaters to establish
an understanding of system state and how changes to it either
involving them or not, caused them to experience loss of control
when the system state didn't match their expectation. “For example I haven't ever put the heating on before I have come
back. I don't know whether that is out of not being aware of it, not
thinking about it or sort of hesitation that it might come on or
might not come on. 3.2.2. Experience of control over the heating system through the
control application It was expected based on automation literature that users
experienced diminished sense of control due to increased auto-
mation capability, which would be compensated by the interface's M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 297 Fig. 9. frugal user measured presence profiles for all weekdays (top) and weekends (bottom). M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286 308
297 Fig. 9. frugal user measured presence profiles for all weekdays (top) and weekends (bottom). Fig. 9. frugal user measured presence profiles for all weekdays (top) and weekends (bottom). explanations. However, the results showed this dynamic to be more
complex. “…when it did what I wanted it to do, straight away I was like
“Yeah very in control” and then again when it took a few minutes to
do it I was like “Not in control at all, I have no control.” But over
time that kind of steadied out and usually felt pretty in control”
[Diane] UX of control was analysed using interview data and user-
submitted control votes. Fig. 12 depicts an even distribution of
given control votes, highlighting that users experienced various
levels of control over the course of the experiment, with average
rating across participants at 4.3 (4.4 fashion user, 4.5 frugal user, 2.3
everything's fine user). “Because it was slow in the beginning I was getting angry at it. So at
first my scores were very low and I think somewhere along if you
look they would randomly flip to high. Because I realised I was
giving it low scores, because I had been giving it low scores. And
then I realised that most of the time it was alright.” [Carl] The users explained their control experience and voting reasons
as
diverse,
ranging
from
habit
to
system
functionality
or
responsiveness: “…because we were not really using it for turning on or turning off
the heaters, so control over the heaters was like not really control
because I am not doing anything.” [Mildred] Retrospectively, the users reported to experience a satisfactory
level of control, with all houses making reference to specific in-
stances
during
the
deployment
when
the
system
acting Fig. 10. Everything's fine user thermal sensation probability distribution based on user-given votes, with positive and negative accumulative temperature distributions fitted for all
rooms. M. Kruusimagi et al. 3.2.2. Experience of control over the heating system through the
control application Or just paranoid that it would turn the heater
on when you are not there and it would start a fire … I would only
put it on in the bedroom once I actually go to that room.” [Paul] Users' thermal sensation was neither a reliable indicator for loss
of control, despite feedback votes often being motivated by thermal
discomfort e i.e. discomfort caused alteration of system state,
which was followed by providing a vote. Fig. 14 highlights users’
thermal sensation during given votes and shows that discomforting
sensations dominated both high and low control experiences. These quotes highlight situations in which users’ expectations
did not match system functionality, causing experienced loss of
control. However, over the course of the experiment participants
did not consistently submit lower control votes during automati-
cally initiated system-planned heating periods (Fig. 13), meaning
loss of control was not solely a result of automation. In fact, during
automatically planned heating users were more likely to have a
slightly higher perceived level of control in comparison to non-
automatic heating periods (Fig. 13) suggesting other factors in
addition to system state influencing perception of control. It was also noted that certain interface features allowed users to
increase the level of control they felt, notably setting away sched-
ules when users were absent for longer periods of time: “I think it was just that security just to make sure it didn't come on
when you were away, because you weren't there to react and turn
it down. You could use the app to turn it down but I think it was just
that double security.” [Paul] “I think it was just that security just to make sure it didn't come on
when you were away, because you weren't there to react and turn
it down. You could use the app to turn it down but I think it was just
that double security.” [Paul] Interviews highlighted system responsiveness in combination
with feedback playing an important role. The relationship of which
was further complicated by the multiple channels of obtaining in-
formation for users. The interface gave them feedback on their
actions, but users additionally used environmental feedback, often
prompting multiple interactions with the interface and high-
lighting an added intricacy in the aspect of control for quasi-
autonomous heating: “Telling the system that you were not there was something that
gave us the feeling of control. 3.2.2. Experience of control over the heating system through the
control application Like, turning it off.” [John] “Telling the system that you were not there was something that
gave us the feeling of control. Like, turning it off.” [John] Furthermore, several users speculated that increased familiarity
with the automation could have inspired more trust in them,
allowing more autonomy for the without loss of experienced
control: M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 299 Fig. 11. Everything's fine user measured presence profiles for all weekdays (top) and weekends (bottom). Fig. 11. Everything's fine user measured presence profiles for all weekdays (top) and weekends (bottom). Fig. 11. Everything's fine user measured presence profiles for all weekdays (top) and weekends (bottom). “…maybe if you had it longer... like a year or two years, you would
trust the system more and trust the actual heaters more, then you
would be more inclined to then put it on like: “I'm going to be home
in 10 minutes and it is in the middle of the winter you knew it was
going to be cold”.” [Paul] experience of control, or the lack of, was the result of several
concurrent factors. Experiences of control can be most enhanced by
reducing mismatches between system state, thermal preference,
and feedback on user actions; and the user's expectations of these
factors, which supports existing knowledge (Bunt et al., 2012;
Kulesza, 2012; Lim et al., 2009) highlighting the value of system
rationale communication. In addition, we suggest explaining ther-
mal behaviour, as well as responsiveness in delivering feedback
throughout the observable environment in order to limit mis-
matches in expectations from occurring. “If I had known exactly how the system works, like time intervals
and things like that?… I don't know I would have trusted the sys-
tem instead of, for instance having tried to turn off the system at
some point, maybe would have just trusted that the system will
know that it needs to be turned on. Maybe knowing how the system
works would have given me more trust in it.” [John] 3.2.3. Social context of use and effects of introducing a smartphone
heating interface to the social environment 3.2.3. Social context of use and effects of introducing a smartphone
heating interface to the social environment These results show that increased autonomy alone does not
promote a UX low in control. 3.2.2. Experience of control over the heating system through the
control application “And then some level of variance
depending on whether it could see me or
not. Based on the motion” [Carl] Heating system as primary strategy to
achieve thermal comfort Heating system as primary strategy to
achieve thermal comfort Personal adaptation (clothing changes,
hot/cold drinks) as primary adaptation,
heating system as secondary Personal adaptation (clothing changes,
hot/cold drinks) as primary adaptation,
heating system as secondary for users, but poses questions regarding the appropriateness of
notifications for other user changes and whether this should be
configurable at the send or receive stage: better understanding of the social element of autonomous heating
systems as a whole. better understanding of the social element of autonomous heating
systems as a whole. In general, participants noted that there was a social element to
the control application use and some common traits to regular
heating system operation were reported. For example, in multi-
occupant households, participants reported conversing about de-
cisions to turn the heating on, which is assumed to be also the case
in a ‘standard’ heating control. The ‘frugal’ household installed the
application on 3 devices for 2 people, but only Diane ended up
performing bulk of the interactions. When Paul wished for alter-
ations, he usually asked Diane to perform them. This was reported
to be due to ‘being faster’ or simpler if one person performed the
actions. In the ‘everything's fine’ household, users had a more in-
dividual approach, but still noted making decisions jointly when
the social situation facilitated it: “Except for one night that I turned the heating on.” [John] “By the
app?” [Mildred] “Yeah!” [John] … “So it turned on?” [Mildred]
“Yeah. I had to do it twice.” [John] Furthermore, in some cases, the interface became a critical part
in discussions when disagreements occurred and was used to settle
arguments or justify heating behaviour: “Occasionally I use it to prove a point. Explanations of automation
after told a computer also
made decisions 3.2.2. Experience of control over the heating system through the
control application It has been demonstrated how the No specific elements of the social context were being observed
in isolation and the experiment was used as a way to establish a M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 300 Table 8 Everything's fine user am Diagram started with user thermal
discomfort, proceeding to explanations
how their interactions are translated
into environmental change. Researcher's explanation of
diagram More focused on the technical set-up of
the system as interacting with it was
less common in their home, making
references to all the different
functionality the phone application
offered and communications links
between components. Diagram started with user thermal
discomfort, proceeding to explanations
how their interactions are translated
into environmental change, referencing
communications between components. “The way it comes across to me is just
trying to work out when I am generally in
that room. … generally in the afternoon
all the rooms turn on. So I guess this is
generally when I come home. … the
bedroom for example, the master
bedroom, is off most of the time. … but I
have noticed that it has become quite
good at predicting vaguely when I am
going to be in my bedroom, but during the
day it seems to be just off, almost like a
timer system that it's trying to work out
for me.” [Carl] “The heaters, after a while they'll go. For
example if we put the temperature in the
bedroom to 18 degrees, it will come on for
a few minutes and then the heater will
click off. And then maybe a little while
later it will click on again. I guess it kind of
maintains the temperature that you've
asked.” [Diane] None provided, heating system was
described as a subservient only to their
commands through the application “It probably either learned our behaviour,
so maybe if we were in and if it was below
16 degrees it would maybe learned that
we were maybe would turn the heating
on in that instance.” [Diane] “…the only thing I can guess, is that from
the temperature and the answers that we
give to the app. I can't remember now, but
it was like if you feel warm cold... So I am
guessing that the system could try to fit
our ideal temperature, that's all I could
say.” [John] Suggested system was replicating their
input. 3.2.2. Experience of control over the heating system through the
control application Especially when it was really
cold and I would be like “Paul, it's really cold in here” and he'd be
like “No, it's fine, put a jumper on” and I would check the tem-
perature and use it that way.” [Diane] “for instance if we are watching TV and we are like with the
blankets and really-really cold, we talk to each other and say “okay
we need to do something because we are not like this” [John] Overall, users were inclined to think a smartphone control
application was a more social, yet personal experience for control-
ling heating, that may be particularly useful in shared households: However, these users also noted that generally they were very
individual in their actions as a result of not being together when
making these decisions. This even lead to unawareness of the
other's alterations, which could mean diminished understanding “I think it's more of a collaborative thing than normally if you turn
the heater on, it would be one person walking to the heater and
turn the heater on, but with this if you have different people M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 301 Fig. 12. Distribution of control votes for all houses (top-left), fashion user (bottom-left), frugal user (top right), and everything's fine user (bottom-right) from 1 e none to 7 e
complete control, with cumulative distribution function in both directions. Fig. 12. Distribution of control votes for all houses (top-left), fashion user (bottom-left), frugal user (top right), and everything's fine user (bottom-right) from 1 e none to 7 e
complete control, with cumulative distribution function in both directions. houses (top-left), fashion user (bottom-left), frugal user (top right), and everything's fine user (bottom-right) from 1 e none to 7 e
ion function in both directions. Fig. 13. Distribution of control votes, broken down by system state at the time of vote & cumulative distribution functions in both directions for either system state. tes, broken down by system state at the time of vote & cumulative distribution functions in both directions for either system state. Fig. 13. Distribution of control votes, broken down by system state at the time of vote & cumulative distribution functions in both d accessing the same thing on their own devices. 3.2.2. Experience of control over the heating system through the
control application And I was basically as
a safety blanket going - “Is that room the same temperature than
the other rooms, because if the temperature changed significantly
… between this room and the other rooms, something may be up. Because a window now has been opened and there is no reason for
a window to be opened. And this was particularly true before I got
my security system fixed.” [Carl] 3.2.2. Experience of control over the heating system through the
control application Or you know the
thing where you can give a vote, although we never really did that
because it was just me and Paul and we either wanted it on or we
didn't. But say in a shared housing if you had like 5 people I can see
it being used that way like “Okay, we will vote to have the heater on
or not.” or like the workplace or something, I guess that's more …
like a shared element.” [Diane] stay over for long weekends, which sometimes meant the user with
the control application was not home, when the guest was. Removing control from a physical location in the home meant the
user had to make a decision whether to involve the guest as a
member of the household and give them access to the house data: accessing the same thing on their own devices. Or you know the
thing where you can give a vote, although we never really did that
because it was just me and Paul and we either wanted it on or we
didn't. But say in a shared housing if you had like 5 people I can see
it being used that way like “Okay, we will vote to have the heater on
or not.” or like the workplace or something, I guess that's more …
like a shared element.” [Diane] “Generally, because it was my other half, I just said to her, if it is too
cold, just text me and I will turn it up. Just because it was easier
than to get her to install the app. Because it is just like, short periods
of time, it never seemed worth for her to get the app. Looking back
now, it probably would have been worth [it]” [Carl] However, this shared element created an interesting dynamic
for houseguests. The ‘fashion’ user occasionally had their partner M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 302 Fig. 14. Distribution of control votes, broken down by user's thermal sensation at the time of vote, size of node indicating probability sensation being felt and intensity of colour
indicating the probability perceived control vote given. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.) Fig. 14. 3.2.2. Experience of control over the heating system through the
control application Distribution of control votes, broken down by user's thermal sensation at the time of vote, size of node indicating probability sensation being felt and intensity of colour
indicating the probability perceived control vote given. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.) These results highlight important problems caused by the data
that this technology innately holds, as well as the privacy concerns
it raises. In contrast, remote control also provoked interesting
benefits as Carl reported utilising temperature readings as a home
security surveillance method: These results show that the control interface is used in various
social situations and subject to social and privacy dynamics. Mov-
ing the control interface from a shared physical location to personal
digital device means the user experience design needs to consider
the implications of dividing and distributing control over a shared
space in individual domains. Furthermore, the results highlight
how the interface can influence both heating behaviour and the
social interactions surrounding it. “… because of the way my house is laid out - the front-facing
windows to my lounge are road-side and the temperature sensor
for the lounge was semi-near a window. And so when I was away I
would check the temperature, because before [the weather] got
extremely hot, I was keeping all the doors shut so I was getting
almost complete separation between rooms. And I was basically as
a safety blanket going - “Is that room the same temperature than
the other rooms, because if the temperature changed significantly
… between this room and the other rooms, something may be up. Because a window now has been opened and there is no reason for
a window to be opened. And this was particularly true before I got
my security system fixed.” [Carl] “… because of the way my house is laid out - the front-facing
windows to my lounge are road-side and the temperature sensor
for the lounge was semi-near a window. And so when I was away I
would check the temperature, because before [the weather] got
extremely hot, I was keeping all the doors shut so I was getting
almost complete separation between rooms. 3.2.4. Unforeseen interactions that emerged from the application
use 16, which indicates the
number of ‘view room’ that occurred within a 10 min time step and
the volumes of these that translated into ‘change temperature’, and
‘submit vote’ events. From the graph, it is evident that two event
flows occurred: (1) there were many occasions when users viewed
one room and altered one room e they acted to make their im-
mediate surroundings comfortable. And (2) when users viewed
several rooms and altered one or more rooms e users acting to
establish an overview and potentially guide the system's overall
behaviour. Few interactions led to a submitted vote, indicating that
explicit feedback submission was not part of a natural interaction. “But I used it when I could remember to basically. So if I knew we
were going away for more than say 3e4 days, I used the away
feature then because I wanted to make sure the heating definitely
didn't come on basically.” [Diane] “…last week I went to London and then I programmed it and then
when I went to Spain I did it again. So at the beginning I wasn't
using it that much and within the last week I used it 3 times which
is more than usual.” [John] Analysis of the view room and change temperature events over
time (Fig. 17) showed that the checking behaviour was dominant
during the first months of the experiment with a high number of
view room events per change temperature event, followed by a
decay to similar levels. This was consistent with the users’ expla-
nations demonstrating initial learning period substituting with
more goal-orientated, controlling interactions. Fig. 15 left highlights that users primarily interacted with the
rooms and temperatures visible on the home screen, sometimes
managing away schedules, and almost never providing a vote
without being provoked for it. Fig. 15 right further illustrates this
and depicts the events that were logged on these screens e a large
majority of all events regarded clicking through rooms, which
sometimes led to a change temperature event. Interestingly, the
‘create long away schedule’ event was second lowest by occurrence,
yet all three households mentioned its importance in the in-
terviews. 3.4. Were specific interactions with the system dependent on
prevailing conditions? All users described discomfort as the catalyst for interaction, but
the ‘fashion’ and ‘frugal’ users also referred to the checking
behaviour as a key part of their interactions, while the ‘everything's
fine’ users experienced fatigue in this behaviour due to lack of
discomfort: In order to understand reasons behind users’ interactions with
the heating system, the prevailing conditions e both regarding the
environment and system functionality were mapped against the
most predominant interaction that altered system state e users
changing room temperature. “I am in a given room and I find the temperatures either too hot or
too cold. Which then proceeds to me checking the app. To adjust the
temperature in that given room. … So say I am sitting in the living
room, I think it is too cold, I go into the app to turn the heating up in
the living room and I will then instinctively go through all the other
rooms in the house. Just to see what the heating scenarios in those
rooms are. Just because I get very irritated if the heating is on in a
room that I am not in. … And then it should kind of, wait for a small
period of time to see if it adjusts or not.” [Carl] Firstly, data from different loggers (sensor data and user feed-
back data logged directly in experiment database, app interactions
logged via Google Analytics) was cleaned and thermal feedback
votes matched to existing change temperature events in the same
10-min time step. Only data with both matching entries (174 pairs
in total) were used. Interestingly, the temperature distribution (black lines) in Fig.18
highlight that there was around 70% probability that change tem-
perature events took place while the prevailing temperature in the
room was most likely to make the user feel sensations between
“slightly cool” and “slightly warm”. “…beyond actually like activating the heating or deactivating
depending on the temperature, I do find it quite interesting just to
monitor the temperature, just occasionally see what the tempera-
ture is. And I keep meaning to use it for the diary function.” [Carl] However, there was no significant change in the temperature
between the overall and temperature change-specific tempera-
tures, which meant that prevailing temperature was not solely a
useful indicator of an impending temperature change event. “So I just choose the room I want to look at. 3.2.4. Unforeseen interactions that emerged from the application
use Several unforeseen behaviours emerged, highlighting the un-
predictable nature in which users may adapt their use of a ‘con-
nected’ or ‘smart’ home. In the ‘frugal’ household, Paul often
worked from home, meaning the heating system experienced
variation in presence patterns and used push-notifications to solicit
users' feedback. This provoked interesting social nuances regarding
privacy: This highlights additional benefits for users merely stemming
from a technology intervention that they did not have available to
them before and how this enriched their UX adding value above the
system's function. “That's something quite funny because quite a lot of the time when I
am at work and Paul is at home, I know when he gets up, because
that notification come on. Like Paul goes in the bathroom and it's
like “Hey, should your heating be on?” and it is like half past ten in
the morning and I know he has just moved.” [Diane] The results demonstrate potential problems and opportunities
arising from increased sensory technology in people's homes,
suggesting that successful designs must navigate personal privacy
retention without compromising ability to explain system's func-
tional logic. This even prompted conflicts between users because of the
system disclosing presence data: “But like I know when Paul is like... you've said to me before that oh
“I will leave uni[versity] at 4 o'clock” and then I will get a notifi-
cation from home at half 3 and I know that you've left work early...”
[Diane] 3.3. Interactions with the smartphone control application The researchers were interested in gaining an insight into the M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 303 “…at first I always looked at it because it was so funny to see the
temperature but then at some point I stopped looking at it.”
[Mildred] dominant interactions with a smartphone heater control interface
that prevailed over long-term in-situ use. Three major use cases
prevailed e a checking behaviour (users would go through the
different rooms to monitor temperature and system state), a con-
trol behaviour (users would use the application as a control device
to change the temperature to eliminate discomfort), and pro-
gramming behaviour (this prevailed most dominantly for long
away schedules, motivated by a wish to ensure the heating stayed
off during absence). These results point to a common use case of checking and
alteration e better highlighted in Fig. 3.2.4. Unforeseen interactions that emerged from the application
use This reinforces an interesting dynamic in UI design where
usage
frequency and
importance
and
not synonymous
and
providing a meaningful user experience needs to observe a wider
array of interactions that may not prevail in a snapshot UI test
(households would not have required this feature if the system was
deployed for 1e4 weeks). Therefore, it has been demonstrated that users have two main
motivations for interacting with the interface e managing irregu-
larities when absent from the house and maintaining immediate
comfort. The latter compromises of a checking behaviour (domi-
nant during novelty or unfamiliarity with the system) that can
transit to a system state alteration behaviour depending on
mismatches. 3.4. Were specific interactions with the system dependent on
prevailing conditions? Number of times an event occurred in a 10-min time step, arranged in the designed dominant use case of viewing a room e changing the temperature e providing a thermal
feedback vote thereafter Fig. 17. Total number of View Room and Change Temperature events weekly over the
course of the experiment. interaction than “restoring” comfort and “correcting” automation,
also highlighting occupants’ willingness to behave proactively
alongside the system. 3.5. Dialogues with the system User interactions throughout the duration of the deployment
revealed interesting dynamics in the types of responses users are
willing to give to system-initiated dialogues, as well as the timing of
those dialogues. Throughout the experiment, users were prompted
continuously to submit thermal sensation feedback through a push
notification. Despite this, only two instances were recorded where
the users viewed the vote screen without being directed there from
a temperature alteration event. In total, over 400 votes were sub-
mitted, meaning users were much likelier to perform this action
when they initiated the interaction and required alteration on
system state than if the system asked for feedback on its
performance. Fig. 17. Total number of View Room and Change Temperature events weekly over the
course of the experiment. 3.4. Were specific interactions with the system dependent on
prevailing conditions? I normally just scroll
through the rooms and see what it is like anyway. … So if we are in
the bedroom, I select bedroom and just raise it by a few degrees
normally and make sure that the message comes through that says
“okay I will do that” or whatever it is. And then sometimes I would
do the vote and that's it. And then generally then once the heaters
get to a certain point, then they will be off anyway, and they heat
up quite quickly. I think they are more efficient than the ones we
have now. Like it gets really warm and then I will go back into the
app and just lower it by a few degrees and that's it really.” [Diane] These are interesting findings since logic would dictate that
users are most likely to perform system state alterations when
thermal output was near the extremes of their discomfort. When
the thermal sensations during votes were isolated (Fig. 19), it
emerged that the highest number occurred at “slightly warm” and
“cool” sensations. These results tell an intriguing user experience story of proac-
tivity. The data suggests that users acted not only to maintain
comfort, but also in anticipation to pre-empt system ‘overshoot’
and curtail heating functionality as soon as they felt a warmer M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 304 Fig. 15. Illustrating the interactions for viewed screens (left) and logged events (right) from all participants. Fig. 15. Illustrating the interactions for viewed screens (left) and logged events (right) from all participants. Fig. 15. Illustrating the interactions for viewed screens (left) and logged events (right) from all participants. Fig. 16. Number of times an event occurred in a 10-min time step, arranged in the designed dominant use case of viewing a room e changing the temperature e providing a thermal
feedback vote thereafter. Fig. 16. Number of times an event occurred in a 10-min time step, arranged in the designed dominant use case of viewing a room e changing the temperature e providing a thermal
feedback vote thereafter. Fig. 16. Number of times an event occurred in a 10-min time step, arranged in the designed dominant use case of viewing a room e chan
feedback vote thereafter. Fig. 16. sensation. “Probably I did at the beginning when I was trying everything but
then I think you forget. Like you don't want to be thinking about it
right.” [John] These results suggest suggested “maintaining” comfort and
“managing”
automation
output
to
be
better
predictors
of Fig. 18. Cumulative distribution functions for change temperature events plotted against thermal sensation probability distribution functions for all submitted votes (top) and votes
given during temperature set-point changes (bottom). M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308
305 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 305 Fig. 18. Cumulative distribution functions for change temperature events plotted against thermal sensation probability distribution functions for all submitted votes (top) and votes
given during temperature set-point changes (bottom). Fig. 18. Cumulative distribution functions for change temperature events plotted against thermal sensation probability distribution func
given during temperature set-point changes (bottom). “…your default thinking is just to ignore it you know like when you
get a lot of notifications on your phone you just cross them off or
whatever” [Diane] “…your default thinking is just to ignore it you know like when you
get a lot of notifications on your phone you just cross them off or
whatever” [Diane] system push-notifications. An average of 6.8 push notifications per
household per day were triggered by the system, which included
prompt notification sent to solicit thermal feedback. Users opened
just 1.8% of all sent notifications (3059 in total): system push-notifications. An average of 6.8 push notifications per
household per day were triggered by the system, which included
prompt notification sent to solicit thermal feedback. Users opened
just 1.8% of all sent notifications (3059 in total):
“The only thing I get is “hey, should your heating be on?” Ah, it's the
same. I ignore it. They are all... the ******* things. And I stop it. I
mean when I see it, it is probably that I am never thinking about it,
so you don't want it.” [John] “The only thing I get is “hey, should your heating be on?” Ah, it's the
same. I ignore it. They are all... the ******* things. And I stop it. sensation. I
mean when I see it, it is probably that I am never thinking about it,
so you don't want it.” [John] Similarly, users were very unlikely to respond to system
prompts to give feedback on whether to heat or not when it was not
predicting them to be in a space. 84.3% of responses declined
proposed strategy and only a total of 38 responses were received
despite often there being more than one notification per day. Furthermore, users experienced a high level of fatigue from the As noted above, users enjoyed using the away schedules as it Fig. 19. Distribution of “change temperature” interactions by thermal sensation and predicted presence. Fig. 19. Distribution of “change temperature” interactions by thermal sensation and predicted presence. M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 306 gave them an easy way to establish enhanced feeling of control,
however, it was noted by some users that this was not a natural
interaction for them: Personal data concerns were only mentioned by one user, who
noted they didn't feel like they were being recorded or watched,
but would feel uncomfortable if their energy company started
“bombarding” them with savings because of this. Interestingly, this
was one of the users most concerned with minimising the cost of
heating, highlighting that attitudes and behaviours may not align. All households agreed they would buy this type of a system if it was
on the market and particular conditions such as cost (both purchase
and savings delivered) were met. In addition, living in rented ac-
commodation was a barrier to several participants, as well as home
type e several users noted that relatively small number of rooms
would mitigate the system's potential. Interestingly, the ‘fashion’
user noted they would miss the system as it had become a part of
their home: “It is the kind of thing where … I had been out the house like 3e4
hours, before I went: “ oh yeah, I should probably tell it that I am
out.” And then I get like half the weekends away ... And I went: “Oh
yeah, I should tell it that I am not there.” [Carl] This highlights interesting elements about the types of di-
alogues the system should be proactive about and which not. Furthermore, system proactivity in interaction should be tied to
user motivations. sensation. It has been highlighted how exercising override
on heater state generates feelings of control in the user, suggesting
the system shouldn't rely on user proactivity in highlighting ab-
sences, but should rather inform the user when it makes absence-
related changes to the environment e for example, when it turns
heating on to pre-heat the house, when the user is not present. At
that moment, the user is motivated to administer over-ride if they
will be home later, as they would not want heating to turn on
without them there. Similarly, notifications at moments of confu-
sion for the system i.e. ‘should I be heating or not because the user
is here and I didn't predict them to be’ should be limited, alongside
with proactive action. Instead, the system should learn from user-
initiated interaction, relying on the fact that the user will alter
the system state if the proposed strategy is not suitable. “Just as a whole, it was nice having the system in. It was a nice little
system to have, it is going to be weird not having it here. Because I
realised the other day that I have lived here longer now with the
system than without the system.” [Carl] 4. Discussion Our study involved participants living with a quasi-autonomous
home heating system, the capabilities of which they were not
aware of. Qualitative and quantitative data obtained gave an insight
to UX of living with and controlling such a system. It has therefore been highlighted how the system should aim to
limit proactivity (which needs to be aligned to user motivations) for
interactions and aim to maximise learning from user-initiated
interactions. Firstly, our methodological approach highlights the attainability
of context-specific long-term research required to fully understand
the manner in which human beings interact with home automation
systems. Existing body of research commonly overlooks UX
exploration in a highly ecologically valid setting over extended
periods, preventing emergence of potential use strategies and in-
teractions resulting from the rich use context. This was here
demonstrated through the emergence of unexpected home-
security and inter-occupant ‘spying’ behaviours, observed manner
in which interactions changed over time, heating behaviour change
from initial excitement by a new technology through learning
stages to knowledgeable usage, and usage of specific UI functions
(including scheduling long periods away from home), all of which
would not have emerged during a short deployment and users'
subsequent lack of thorough familiarity with system behaviour. Furthermore, the ‘spying’ behaviour further demonstrated the
importance of data privacy. While a commonly acknowledged
issue, we have shown how even keeping data within the household
can cause social issues within the user group. This poses interesting
questions regarding the extent to which one's personal life really is
personal or whether certain personal privacy limitations such as a
parental awareness of their child's presence in the house are
acceptable. Furthermore, whether such instances are the users'
problems, or whether it is the responsibility of the autonomous
system interface to protect privacy at the potential cost of frag-
menting the collective awareness and engagement with the heat-
ing decisions and behaviours. 3.6. Overall experience of living with the heating system/control
application and whether users would prefer it over their existing
systems / Applied Ergonomics 65 (2017) 286e308 307 the system and subsequent need to ‘keep an eye on it’. Regardless of
the origin of increased engagement, this initial monitoring behav-
iour not only facilitated users' understanding of and experience of
over-riding control over the system, but also educated them of their
thermal preference, which subsequently affected the actions they
performed to maintain their thermal comfort (item 3 in Fig. 20). environment with a spatiotemporal heating system. Our results
highlighted the complexities of this context within which energy
behaviour decisions are taken and the differences, as well as sim-
ilarities, in factors affecting those decisions between different
users. Furthermore, we have shown how these factors are not
permanent, meaning that users primarily motivated cost, can at
times act solely motivated by comfort and vice a versa. p
(
g
)
We have also provided insights into qualities of dialogues users
have with the heating system. As interfaces transfer into our
smartphones, technology makes it easy for automated systems to
trigger communication with users through push notifications at
times of uncertainty or when system state changes are broadcasted. We have highlighted the need for assessing the essence of these
dialogues in order to limit noise and prevent disengagement of
users. We propose system-initiated dialogues to be aligned closely
with critically perceived utility of the communication and the
user's motivations for engaging with it. In other words, users need
to be prompted when otherwise unnatural interaction (such as
telling your home you will be away) would result in user-desired
goals such as energy saving, while aiming to minimise all com-
munications. Notification settings should be utilised to allow users
to define the varying level of system-initiative in dialogues, as any
system initiated dialogue can be a barrier to user engagement. Thirdly, we have presented several pieces of evidence for users
making sense of the alterations in the environment that the heating
system acts out. This type of behaviour is consistent with the ten-
dency of novice users to construct mental models of the system to
explain its functionality and guide their actions in operating the
device. Alignment of the system's behaviour according to the
constructed model to users' expectations emerged to be an indi-
cation of the user's acceptance of the system and trust in this. Misalignment to user's thermal preferences inspired a lack of trust
and doubt in the system's health. 3.6. Overall experience of living with the heating system/control
application and whether users would prefer it over their existing
systems All study participants reported an enjoyable experience using
the deployed system as a result of different reasons. Carl, the
‘fashion’ user benefitted from individual room control, which
allowed him not to heat spare rooms while maintaining comfort-
able temperatures in the rooms he occupied. He described a high
lack of control with his existing central heating solution, which
eventually pushed him to taking part of the study. Carl and ‘frugal’
user Diane noted that taking part in the experiment allowed them
to think of heating more as a ‘system’ rather than individual heaters
on the wall. Both of these households reported to be more engaged
with their heating behaviour because of the system, as well as the
UI. Several households highlighted the benefit of remote access for
both monitoring and control purposes. Despite loss of some direct
control as discussed above, it was noted that using a smartphone as
an interaction device was regarded completely acceptable as “you
use your phone more and more for … everyday things like online
banking and everything like” [Diane]. In fact it was noted that the
medium facilitates ease of operation for more complex and out-of-
the ordinary operations such as irregularities in behaviour: Secondly, we have described the emergence of three distinct
user behaviour types that contrast significantly and are motivated
by various factors including thermal preference, heating system
control strategies and perceived co-operation with the autonomous
system. These user types were not generalizable to the whole
population and were not intended to be so. Humans are funda-
mentally stochastic in their nature and vary highly in their
behaviour. Therefore, we do not attempt to classify behaviours, but
to explore some typical and potential behaviours and interactions
that may arise when a sub-set of users live in their natural “For example whenever we go away, my dad would be in the
cupboard for ten minutes to make sure everything was 'just so'. Whereas with this system, once you know how to use it, it's very
simple to say whenever you are away for a week and it adjusts it
quite quickly because you can check on the temperature if you
wanted to. So I think user friendliness … especially for people
maybe who aren't very mobile or who don't know how the boiler
works or how the heating system works…” [Paul] M. Kruusimagi et al. 5. Conclusions & future work Glate, 2015. DefenDoor: a Home Security System that Syncs with Your Phone
[WWW Document]. http://www.glate.in/ (accessed 1.22.15). Gupta, M., Intille, S., Larson, K., 2009. Adding gps-control to traditional thermostats:
an exploration of potential energy savings and design challenges. Pervasive
Comput. 95e114. In this paper we have demonstrated the ability to achieve a fine
degree of spatiotemporal heating control in the domestic setting
and the socio-thermo-technical complexity of the setting by
deploying a quasi-autonomous heating system. The deployed
technology not only allowed us to identify diverse behaviours, but
it also supported them in situ by nudging, facilitating dialogue
about, and engaging users with their energy behaviour. We have
highlighted how the interactions with the interface naturally exist
in the background fabric of life and the control interfaces' UX needs
to be built to be invisible and fit within the user's existing behav-
iour in order to best nudge them and maximise efficient energy use. Herkel, S., Knapp, U., Pfafferott, J., 2008. Towards a model of user behaviour
regarding the manual control of windows in office buildings. Build. Environ. 43,
588e600. http://dx.doi.org/10.1016/j.buildenv.2006.06.031. Jaffari, S.D., Matthews, B., 2009. From occupying to inhabiting e a change in con-
ceptualising comfort. IOP Conf. Ser. Earth Environ. Sci. 8, 12008. K
J
B
h
A J B
2011 L
i
ti
b
d
b biliti
I Krumm, J., Brush, A.J.B., 2011. Learning time-based presence probabilities. In:
Pervasive Computing. Springer, pp. 79e96. Kulesza, T., 2012. An explanation-centric approach for personalizing intelligent
agents. In: Proceedings of the 2012 ACM International Conference on Intelligent
User Interfaces, IUI ’12. ACM, New York, NY, USA, pp. 375e378. http://
dx.doi.org/10.1145/2166966.2167052. Kwikset, 2015. Locks, Door Hardware, Handlesets, Deadbolts & Door Knobs j
Kwikset - Maker of Kevo Bluetooth & Smartkey Technology [WWW Document]. http://www.kwikset.com/ (accessed 1.22.15). In our future work, the knowledge obtained here of the in-
teractions taking place, their impact on the energy behaviour, di-
alogues with the system, interfaces role in the social context, and
other uncovered user experiences will be triangulated with simu-
lation and prototype analysis work to synthesis a design agenda for
enhancing the design of user experiences for smart home heating
systems. fibarouk.co.uk/ (accessed 1.22.15). heating system, nuances of thermoregulation and thermal behav-
iour, social interactions, the system control interface and multi-user
interactions with it), to be central to the design of automated home
heating and other systems. Gao, G., Whitehouse, K., 2009. The self-programming thermostat: optimizing
setback schedules based on home occupancy patterns. In: Proceedings of the
First ACM Workshop on Embedded Sensing Systems for Energy-efficiency in
Buildings. ACM, pp. 67e72. Georgia Institute of Technology, 2012. Aware Home Research Initiative [WWW
Document]. http://awarehome.imtc.gatech.edu/ (accessed 5.30.12). 5. Conclusions & future work In addition, key limitation of this study regard its gener-
alizability and as such, the experiences uncovered in this work
would benefit from validation through replication with a larger
sample size and a more rigorous study design to discover potential
causalities and correlations between interface qualities and users’
understanding of the system, control, and likely desired in-
teractions. As an exploratory study, this research involved several
independent and dependent variables that should be separated and
each observed appropriately utilising a representative sample, if
any saturation of responses is to be achieved. It is crucial, however,
that the rigour in study design focuses on delivering results for a
wider design agenda e distinction needs to be made between
assessment of an interface and its underlying qualities that exist
separate of specific form or function. Lim, B.Y., Dey, A.K., Avrahami, D., 2009. Why and why not explanations improve the
intelligibility of context-aware intelligent systems. In: Proceedings of the 27th
International Conference on Human Factors in Computing Systems, CHI ’09. ACM,
New
York,
NY,
USA,
pp. 2119e2128. http://dx.doi.org/10.1145/
1518701.1519023. Lu, J., Sookoor, T., Srinivasan, V., Gao, G., Holben, B., Stankovic, J., Field, E.,
Whitehouse, K., 2010. The smart thermostat: using occupancy sensors to save
energy in homes. In: Proceedings of the 8th ACM Conference on Embedded
Networked Sensor Systems. ACM, pp. 211e224. Mozer, M.C., 2012. The Adaptive House Boulder Colorado [WWW Document]. http://www.cs.colorado.edu/~mozer/index.php?dir¼/Research/Projects/
Adaptive house/ (accessed 5.30.12). Nest, 2012. Nest j the Learning Thermostat j Home [WWW Document]. http://www. nest.com/ (accessed 5.30.12). Nest, 2015. Nest Protect j Nest [WWW Document]. https://nest.com/uk/smoke-co-
alarm/life-with-nest-protect/ (accessed 1.22.15). Pachauri, R.K., Allen, M.R., Barros, V.R., Broome, J., Cramer, W., Christ, R., Church, J.A.,
Clarke, L., Dahe, Q., Dasgupta, P., 2014. Climate Change 2014: Synthesis Report. Contribution of Working Groups I, II and III to the Fifth Assessment Report of
the Intergovernmental Panel on Climate Change. IPCC. Palmer, J., Cooper, I., Cheng, V., CAR, A.T., Summerton, P., CE, R.M., Shorrock, L.,
BRE, J.U., Econometrics, C., 2011. Great Britain's Housing Energy Fact File 2011. DECC, London. Parasuraman, R., Riley, V., 1997. Humans and automation: use, misuse, disuse,
abuse. Hum. Factors J. Hum. Factors Ergon. Soc. 39, 230e253. Acknowledgments Peffer, T., Pritoni, M., Meier, A., Aragon, C., Perry, D., 2011. How people use ther-
mostats in homes: a review. Build. Environ. 46, 2529e2541. Philips, 2015. Meet Hue [WWW Document]. http://www2.meethue.com/en-gb/
(accessed 1.22.15). The authors acknowledge Jacob Chapman and Daniel Ratzinger
for their invaluable input in the realisation of this project. The study
was approved by University of Nottingham Engineering ethics
committee. Martin Kruusimagi is supported by the Horizon
Doctoral Training Centre at the University of Nottingham (RCUK
Grant No. EP/G037574/1). Project, Amigo, 2012. Amigo Project [WWW Document]. http://www.hitech-
projects.com/euprojects/amigo/ (accessed 5.30.12). Ruyter, B. de, Pelgrim, E., 2007. Ambient assisted-living research in carelab. in-
teractions 14, 30e33. http://dx.doi.org/10.1145/1273961.1273981. Scott, J., Bernheim Brush, A.J., Krumm, J., Meyers, B., Hazas, M., Hodges, S., Villar, N.,
2011. PreHeat: controlling home heating using occupancy prediction. In: Pro-
ceedings of the 13th International Conference on Ubiquitous Computing, Ubi-
Comp ’11. ACM, New York, NY, USA, pp. 281e290. http://dx.doi.org/10.1145/
2030112.2030151. References Sims, R.E.H., Schock, R.N., Adegbululgbe, A., Fenhann, J., Konstantinaviciute, I.,
Moomaw, W., Nimir, H.B., Schlamadinger, B., Torres-Martínez, J., Turner, C.,
2007. Energy supply. Clim. Chang. 251e322. AIRE Group MIT, 2012. MIT Project AIRE [WWW Document]. http://aire.csail.mit. edu/ (accessed 5.30.12). Smartthings, 2015. SmartThings j Life like Never before [WWW Document]. http://
www.smartthings.com/ (accessed 1.22.15). ASHRAE, 1966. ASHRAE Standard 55.66: Thermal Comfort Conditions. Audenaert, A., Briffaerts, K., Engels, L., 2011. Practical versus theoretical domestic
energy consumption for space heating. Energy Policy 39, 5219e5227. B i b id
L 1983 I
i
f
t
ti
A t
ti
19 775 779 Stevenson, F., Leaman, A., 2010. Evaluating housing performance in relation to
human behaviour: new challenges. Build. Res. Inf. 38, 437e441. http://
dx.doi.org/10.1080/09613218.2010.497282. Bainbridge, L., 1983. Ironies of automation. Automatica 19, 775e779. B
A
1995 Th
d
h
f d
i
I
B
h
R
M
li
V (Ed ) g
Borgmann, A., 1995. The depth of design. In: Buchanan, R., Margolin, V. (Eds.),
Discovering Design. University of Chicago Press, Chicago, USA, pp. 13e22. Stevenson, F., Rijal, H.B., 2010. Developing occupancy feedback from a prototype to
improve housing production. Build. Res. Inf. 38, 549e563. http://dx.doi.org/
10.1080/09613218.2010.496182. Brown, T., Wyatt, J., 2010. Design thinking for social innovation. Stanf. Soc. Innov. Rev. 8, 30e35. http://dx.doi.org/10.1063/1.430867. Suchman, L., 1986. Plans and Situated Actions. Cambridge Univ, New York. Tuohy, P.G., Murphy, G.B., 2012. Why advanced buildings Don't work? Windsor, UK. Bunt, A., Lount, M., Lauzon, C., 2012. Are explanations always important?: a study of
deployed, low-cost intelligent interactive systems. In: Proceedings of the 2012
ACM International Conference on Intelligent User Interfaces, IUI ’12. ACM, New
York, NY, USA, pp. 169e178. http://dx.doi.org/10.1145/2166966.2166996. Suchman, L., 1986. Plans and Situated Actions. Cambridge Univ, New York. Tuohy, P.G., Murphy, G.B., 2012. Why advanced buildings Don't work? Windsor, UK. In: Proceedings of 7 Th Windsor Conference: the Changing Context of Comfort
in an Unpredictable World, pp. 12e15. Tuohy, P.G., Murphy, G.B., 2012. Why advanced buildings Don t work? Windsor, UK. In: Proceedings of 7 Th Windsor Conference: the Changing Context of Comfort
in an Unpredictable World, pp. 12e15. University of Essex, 2012. Intelligent Environments Group [WWW Document]. http://ieg.essex.ac.uk/ (accessed 5.30.12). Department of Energy & Climate Change, 2014. Energy Consumption in the UK -
Chapter 1: Overall Energy Consumption in the UK since 1970, 14D/208. University of Florida, 2012. Gator Tech Smart House [WWW Document]. http://
www.icta.ufl.edu/gt.htm (accessed 5.30.12). Ecobee, 2015. 3.6. Overall experience of living with the heating system/control
application and whether users would prefer it over their existing
systems Similarly, we have highlighted
how applying a mobile interface can cause disarray through con-
current system alterations by multiple users. This disarray is sub-
ject to further complication by personal thermal preference, as well
as the personal habits, economic and comfort priorities, and
communication dynamics, which all affect thermal behaviours. Our
users' display of unexpected behaviours regarding interpersonal
dialogue highlighted how availability of information and engage-
ment with the system can alter not only heating decisions, but the
communication process leading to the decisions. All of the aforementioned in combination with our examples of
the manner in which users utilised sounds, thermal, and visual cues
from the various technological components to monitor and make
sense of the system's behaviour highlights the need for a holistic
design approach if a successful implementation is required. We can
observe that our users displayed a situated action pattern of
behaviour (Suchman, 1986) when making decisions regarding the
system functionality and their thermal behaviour. While they were
able to outline broad strategies and goals for their decisions (such
as curtailing expenditure for frugal users), their decision-making in
natural situations displayed the quality of reacting to prevailing
conditions in order to fulfil a number of goals within various con-
straints. We, therefore, suggest an entirely holistic approach
focused on the interactions of users embedded within the domestic
context (context affected by architectural factors, dynamics of the Fourthly, our results highlight several implications regarding
the user experience of quasi-autonomous home heating systems,
which are arranged according to our conceptual model (Fig. 20). As indicated under item 1 in Fig. 20, the user interface becomes
part of social environment, influencing the social interactions and
subsequent energy decisions. Furthermore, (item 3 in Fig. 20)
transferring the control interface from a cumbersome interaction in
a physical location in the home to a convenient interaction in the
smartphone that the user has constant access to, promoted more
frequent heating system monitoring behaviour. Arguably, this in-
crease could instead be attributed to users' lack of familiarity with Fig. 20. Conceptual contributions & implications of field study results. Fig. 20. Conceptual contributions & implications of field study results. M. Kruusimagi et al. / Applied Ergonomics 65 (2017) 286e308 308 References Smart WiFi Thermostats by Ecobee j [WWW Document]. https://
www.ecobee.com/ (accessed 1.22.15). Fibaro, 2015. Fibaro UK j Home Intelligence [WWW Document]. http://www.
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English
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First Dissociation Constant of o-Phthalic Acid from 283.15 to 323.15 K
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Refereaces In this note an attempt has been made to test
indirectly the accuracy of the pK1 values of oxalic
acid obtained by them. Simultaneously it has been
shown that modified Davies equation gives the
values of activity coefficient fairly accurately at least
upto p==O.l mol kg-1 • For this, the cell (C-2) was
set up. I
I 1. K. J. LAIDLJ&R and P. A. LANDSXR.O!CNRR, Pt-afts. .Fareld1111 Soc., 1956, 52, 1100. ,
,
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11. D. D. RoBJ&R'tS, J, 01-g. Chem., 1965, 30, 8516. ,
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8. D. D. BoBJCR'rS, J, 01-g. Chem., 1966, 31, 4087. 8. D. D. BoBJCR rS, J, 01 g. Chem., 1966, 31, 4087. 4. A. J. PARXBB., Chem. &tl., 1969, 69, 1. g
4. A. J. PARXBB., Chem. &tl., 1969, 69, 1. ,
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IS. P. S. BADBAKRISHNAMUR'ti and P. 0. PA'tao, Proc. lndtt~11 .Acad. Bet.., 1970, 69. 181. ,
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kfJdroft,1974,26,51108. p
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(Pd)
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H. I H.Ph, KCl, AgCl I Ag
(Pd)
m1
m. (C-2) (C-2) 7. B. 0. Ju, L. SINGH and S. N. DA'9, J, India11 Chem. Soc.,
19'14, 5:1, 65'1. 9
, 5 , 65 . B. L. SINGH, B. T. SINGH and B. 0. JsA, J. I11dian Oh4m. 8oo.,1980, 57, 1089. First Dissociation Constant of o-Phthalic
Acid from 183.15 to 323.15 K
A. K. SINGH and J, C. GHOSH•
Department or Chemistry, Patna University, Patna-800 005
Manuscript r~~t:Bivetl16 .A.ugusl 1983, reWed S9 Ju11s 1984,
IJCCB~tlld 16 .Febi'UM1J 1985 Thermodynamic parameters : The thermodynamic
activation parameters, ~H•, ~s· and ~G• were
calculated by usual methods. They have been listed
in Table 3. It is to be noted that ~G• increases
very slowly as the proportion of acetone is increased. This shows that the stability of the transition state
is very little affected by the addition of organic
cosolvent. The variation in ~S• and ~H• obeys
the Barclay-Butler ruleu resulting a straight line
plot with slope equal to 750. This slope, also known
as Glunwald11
solvent
stabilisation
operator,
predicts, the absence of the strong interaction when
the value is near about 800. This suggests that
only little interaction when acetone is taking place. RECENTLY we have shown that the use of modi-
fied Davies equation gives as accurate values of
pK1 and pK1 of o-phthalic acid as is obtained by
the use of full Debye-HUckel equation1 •
Modified
Davies equation (1) and the independence of /1, RE RECENTLY we have shown that the use of modi-
fied Davies equation gives as accurate values of q
g
pK1 and pK1 of o-phthalic acid as is obtained by
the use of full Debye-HUckel equation1 •
Modified
Davies equation (1) and the independence of /1, AZ~ .V~
(1)
log Y,=- l+ ../p +fJ,p (1) therein on the composition of ionic atmosphere,
at least upto p==O.l mol kg- 1 was applied by Sinha
et a/. 1 to determine pK1 of oxalic acid from 283.15
to 323.15 Kin steps of 5 K and for this, cell (C-1)
was used. Effect of ionic strength : The small effect of
ionic strength suggests that the reaction is not of
ion-ion but ion-molecule type. s used. H 1 j H 10x,
NaCI, AgCl / Ag
(Pd)
m1
m1
(C-1) H 1 j H 10x,
NaCI, AgCl / Ag
(Pd)
m1
m1
(C-1) (C-1) , ,
f
,
,
,
I. M. BARCI,AY and J, A. V. Bu't:r,Ba, Trans. B'Maday
Soc., 1988, 34, 14411.
14. ,
,
,
111. J. E. LJ&PPI,JCR and E. GaONWALD, "Bates and Equili-
bria or Organic Beao"ons", Wiley, New York, 1988. J. INDIAN CHEM. SOC., VOL. LXII, FEBRUARY 1985 J. INDIAN CHEM. SOC., VOL. LXII, FEBRUARY 1985 TABLJ& 8-Ts:aaMODYNAMIC ACTIVATION PAaAMl&'tJ&:as IN WATJ&a-Ac:aToN:a
4H*, 4G" in k cal mol-• , AS* in cal mol-• deg-•
16"
20"
26°
so• TABLJ& 8-Ts:aaMODYNAMIC ACTIVATION PAaAMl&'tJ&:as IN WATJ&a-Ac:aToN:a
4H*, 4G" in k cal mol-• , AS* in cal mol-• deg-•
Acetone%
16"
20"
26°
so•
36°
(vfv)
AH*
dG*
48"
4G"
48"
AG"
AS"
4G"
48"
AG"
48*
10
22.11
20.6
'10
20,4
70
IICU
7.0
2M
7.0
20,4
7.0
20
211.0
2o.6
6.0
2o.6
5.0
20.6
4.9
205
5.0
20.5
5.1
30
216
2o.7
3.1
2o.7
8.1
llo.7
8.1
206
8.2
206
8.2
40
21.1
20.8
0.8
20.8
0.7
20.S
08
!10.8
0.8
IIO.S
0.8
110
20.9
2o.9
-0.!1
2o.9
-0.8
!10.9
-0.2
20.9
-02
2D.9
-0.1
60
!lo.G
!11.0
-1.8
21.0
-18
111.0
-u
21.0
-1.8
!11.0
-u
70
!10.11
1!1.0
-8.0
!U.O
-!1.9
111.1
-8.0
llll.l
-8.1
111.1
-8.0 M. L. BJCNDBa, J, Am. OhfJm. Soc., 1958, 73, 5986. 18. percentage of acetone. If the decrease is attributed
to the solvation change then one of the states
(reactant or transition state) is more prone to
solvation than the other. ,
f
,
,
I. M. BARCI,AY and J, A. V. Bu't:r,Ba, Trans. B'Maday
Soc., 1988, 34, 14411. 14. ,
,
,
111. J. E. LJ&PPI,JCR and E. GaONWALD, "Bates and Equili-
bria or Organic Beao"ons", Wiley, New York, 1988. Since the transition state is a large dipolar anion
with two units of negative charge on it, its solvation
will mcrease with increasing percentage of acetone
compared to the initial state. Naturally E0 value
will decrease. However, it is important to note
that the rate is not increasing. This may be on
account of the fact that the reaction is entropy
dependent. First Dissociation Constant of o-Phthalic
Acid from 183.15 to 323.15 K
A. K. SINGH and J, C. GHOSH•
Department or Chemistry, Patna University, Patna-800 005
Manuscript r~~t:Bivetl16 .A.ugusl 1983, reWed S9 Ju11s 1984,
IJCCB~tlld 16 .Febi'UM1J 1985 M. L. BJCNDBa, J, Am. OhfJm. Soc., 1958, 73, 5986.
18. Results and Discussion and (6) gives values of (mHPh+2mp11) and mp11
and
ffiHPh and (6) gives values of (mHPh+2mp11) and mp11
and
ffiHPh The e.m.f. of cell (C-2) is given by equation (2). E=E0 -k log mu.mcJ-k log '>'u.Yc1
(2)
It reduces to equation (3) on applying modified
Davies equation. hence values of mHp11 and mp11, respectively. The
values of mu and m8 p11 when fed in equation (5)
gives a fresh value of p. The interaction is continued
till we get constant and consistent values of 1£, IDH
and mHPII correct to a micro-mol kg-1. Then
mH,Ph is obtained from equation (7). I
E-E0
2AJt. - og mu =-k-+log mc~------=+P.u
l+.J,,
where, k- 2·30~6RT, E0 =E0A11A1ChCI-
(3) (3) (7) mH,P11=m1 -muph-mPh
(7)
Now, log K1 =log mH.mHPh+log YH.YHPh, which
ffiH 1Pb
YH.Ph and fJ =(PH +PC!). . (8)
. K
mH.ffiHPh
reduces to equat10n
on putting A(ll==-m --,
H 1 Pb For the cell solution, since mK = mc~o mH=ffiHPh+2mph mH=ffiHPh+2mph (4)
H 1 Pb
assuming YH,Ph = 1 and introducing modified Davies
equation. (4)
1
assuming YH,Ph = 1 and introducing modified Davies
equation. and the ionic strength, p is and the ionic strength, p is (5)
2Av'-
logKAC1l-~=log K1-/J1/A
(8)
l+v'p 3
1
P=2ma-flHPh+m. 3
1
P=2ma-flHPh+m. (5)
2Av'-
logKAC1l-~=log K1-/J1/A
l+v'p 3
1
P=2ma-flHPh+m. 3
1
P=2ma-flHPh+m. (5)
2Av'-
logKAC1l-~=log K1-/J1/A
(8)
l+v'p (8) From second dissociation equilibrium, we have
Values of th From second dissociation equilibrium, w From second dissociation equilibrium, we have
logmp11 =logK1 -logma+ 4Av'~-fJsP. (6)
mHPb
1+ Vp
Values of the molalities of various ionic species, p
(
2A v'-)
and log KAc1 > - 1 + v'~ are recorded in Table 2. From second dissociation equilibrium, we have
logmp11 =logK1 -logma+ 4Av'~-fJsP. (6)
mHPb
1+ Vp
Values of the molalities of various ionic species, p
(
2A v'-)
and log KAc1 > - 1 + v'~ are recorded in Table 2. where, P1 =(f1a+PPh-tJHPh)· The values at 303.15 K only have been given for
brevity. From the e.m.f. values of Hamer, Pinching and
Acree's cell1 values of {11 could be calculated and
are given in Table 1. Plots of L.H.S. of equation (8) against pat all
the temperatures studied were linear, whose intercept TABL.-2
·remp.=S03.15 K
m, X10'
m1 Xl01
E
m11 xl01
m 8 p11 x 101
mp11 Xl01
ma 1Pb
Jl X 101
u.r
logKA(l)- J•q
&bS. V
)( 101
1+ ,. Experimental ,
,
,
9. L. Sums, B. T. SINGH and B. 0. JHA, ,f. Indiafl C'hem. Boo., 1981, 58, 966. KCl (G.R.) free from Br- and o-phthalic acid
(G.R.) on analysis by standard methods were found
to be respectively 99.99 and 99.95% pure. All weigh-
ings were corrected for buoyency. The stoichio- ,
,
,
10. B. V. Al'I'ANTKRXSBNAN and P.B. BADBAKiliSBNAMUil'ti,
Indtt~ft J. Ohem., 1965, 3, 886. ,
, ,
11. A. K. Guru, Ph. D. thesis, Patna UniversUy, 1988. ,
,
y,
li. 0. X. INGOI,D, "BtruotQre and Mechanism In Orpnio
Chemistry", Bell. London, 1968. lSI NOTES NOTES metric molalities of solutions prepared in double-
distilled water were accurate upto a micro-mol kg-1. The cell and its filling up with experimental solution,
the thermostat and the potentiometric assembly and
the measurement of the e.m.f. of the cells were the
same as reported earlier8 • Palladised platinum
electrodes used as hydrogen electrodes were pre-
pared according to Britton'. Silver/silver chloride
electrodes were prepared by thermal electrolytic
method 11 • Cells were set up in duplicate and the
e.m.f. readings of the two cells agreed with one
another within 0.06 mV. The recorded e.m.f. values in abs. volt are the mean of the two duplicate
readings after making correction for the barometric
pressure, vapour pressure and bubbler depth'. The
molalities of the various ionic species were found
as described below. metric molalities of solutions prepared in double-
distilled water were accurate upto a micro-mol kg-1. The cell and its filling up with experimental solution,
the thermostat and the potentiometric assembly and
the measurement of the e.m.f. of the cells were the
same as reported earlier8 • Palladised platinum
electrodes used as hydrogen electrodes were pre-
pared according to Britton'. Silver/silver chloride
electrodes were prepared by thermal electrolytic
method 11 • Cells were set up in duplicate and the
e.m.f. readings of the two cells agreed with one
another within 0.06 mV. The recorded e.m.f. values in abs. volt are the mean of the two duplicate
readings after making correction for the barometric
pressure, vapour pressure and bubbler depth'. The
molalities of the various ionic species were found
as described below. Temp. Experimental K
278.15
283.15
288.15
293.15
298.15
303.15
308.15
313.15
318.15
923.15
TABJ.J$1-VALUJ$9 Oi' p,
(3,
kg mol-•
0.67±0.02
0,64±0.05
0.6~±0.D'l
0.68±0.001
0.70±0.02
069±0.02
0.67±0.0~
0.65+0.08
0.64±0.09
0.64±0.(2 The values of k, E0 and A are known from
literature '- 0 • The values of fJ to be used in equa-
tion (3) have been recorded previously10• Now
assuming an arbitrary value of ,u in equation (3) we
get a value of m8 , which when fed in equations (4) Kinetics of Oxygen Transfer from Triphenyl-
arsine Oxide to Triphenylphosphine in
Molten State Monitored by Infrared
Spectroscopy
S. S. SANDHU, T. S. LOBANA and S. S. DEOL
Department of Chemistry, Guru Nana.k Dev University,
Amtitsar-148 005
Manu1cnpt rBCetved 10 Ma1J198~. rB'-ts6d B9 Octob•r 198~.
accepted 15 Ii'ebruarr 1985 at 1'=0 gave log K1 and the slope /J1 • The values
of pK1 thus found and those recalculated from
Hamer, Pinching and Acree's data are given in
Table 3. at 1'=0 gave log K1 and the slope /J1 • The values
of pK1 thus found and those recalculated from
Hamer, Pinching and Acree's data are given in
Table 3. Temp. K,
K
Recalculated
From cell (ll-2)
from H.-P.-A. 283.15
2.930 ± 0.0007
2.930±0.002
288.15
2.934±0.0003
!1.987±0 0007
299.15
2.942±0.0004
2.940±0.002
298.115
!1.956±0.0025
2.955±0.002
803.16
2.962±0.0009
2.965 ± 0.002
80815
2.967±0.0021
2.967±0001
918.15
2.979±0.0008
11975±0.0011
818.15
11.986±0.0004
11.987 ± 0.002
928.115
II. 996 ± 0.0005
II. 997 ± 0.002 TERTIARYPHOSPHINES/arsines as well as their
chalcogenides are known to form vast number of
coordination compounds with different metal
ions1 • 8 • However, there is no attempt in studying
atom transfer reactions between organophosphorus
aod organoarsenic compounds based on difference
in bond strengths of P=X and As=X (X=O, S, Se). Since these types of ligand~ (as such or in complexed
form) find great use in different catalytic processes,
it may be useful to know how a tertiaryphospbine/
arsine is undergoing
change. In case there is
oxidation of phosphine say, how will one monitor
oxygen transfer to phosphorus kinetically ? For
example, the reaction of manganese(II) chloride
with triphenylphosphine yields Mn(Ph 8P0) 9Cl1
and not Mn(PPh 8) 11Cll, mechanism of the oxidation
is not known. In order to understand such atom
transfer reactions, the system consisting of triphenyl-
phosphine and triphenyl arsine oxide has been
arbitrarily selected. The reaction It will be seen from Table 3, that the two sets of
pK1 values at all the temperatures closely agree with
each other, and only at 313.15 K the difference goes
upto 0.004. The linearity of the plots and the agreement in
pK1 values shown in Table 3 indicate that modified
Davies equation fairly correctly represents the acti-
vity coefficient of ions at least upto 1'=0.1 mol kg- 1 •
Close agreement among the pK1 values recorded in
Table 3 may be taken to indicate that pK1 value of
oxalic acid reported by Sinha et al. 1 are fairly
accurate. Ph 8P+Ph8 As0-+Ph 8PO+Ph 8As Ph 8P+Ph8 As0-+Ph 8PO+Ph 8As Acknowledgement bas been studied under nitrogen atmosphere (PO
group absorbs at 1180 while AsO group at 880cm-1),
This work reports our initial results. The authors are thankful to Dr. B. Prasad for
his interest. Thanks are also due to U.G.C., New
Delhi for the grant of a Teacher Fellowship to one
of the authors (A.K.S.). In order to know the concentration of PO group,
the area method has been employed. The intensity
height method is not normally useful in infrared
spectroscopy because the bands are usually broad. For conducting the experiment, a known weight,
say 75 mg of 1 : 1 mixture of Ph,P and Ph 8As0 was
added to each vessel of a set of six or seven glass
vessels immersed in oil-bath at temperatures of 215,
225 and 235" under nitrogen atmosphere. At regular
intervals of 0,10, . 50 min, a sample tube was taken
out and the reaction contents cooled immediately
to stop the reaction. The ir spectrum of each
sample was recorded in KBr pellets with KSCN as
the internal!standard (sample amount : 15 mg; KBr
160 mg and KSCN 8 mg). The ir spectra were
recorded with a Spectromom-2000 instrument. The
areas of PO groups as a function of time, tempera-
ture and mole ratio were corrected with respect to
the unit area of CN group and converted into the
molar concentration with the help of a calibration
curve prepared from Ph9PO. Results and Discussion 0.1652
0.9361
0.115941
0.946
0.935
0.51
0.712
0.4'311
3.0306
0.8419
0.6850
0.112285
1.569
1.557
O.li6
1.857
0.8424
30329
0.6031
1.2095
0.49947
2.281
2.269
0.61
8.756
].4382
301!94
0.9059
1.8168
0.48~09
2.964
2.950
0.67
6.10l
!1.1138
30260
1.2057
!U180
0.47169
8.643
3.1i28
D.72
8.521
2.7790
3.0199
1.7110
3.4BU
0.45771&
!1.429
4.418
0.78
12.689
8.8751
30189
2.5011! 5.0!l49
0.44277
5.688
5.571
0.87
19.493
5.60<10
30082
Concentrations and ionio strengths iu mol kg-•. 159 J, INDIAN CHBM. SOC,, VOL. LXII, FEBRUARY 1985 Kinetics of Oxygen Transfer from Triphenyl-
arsine Oxide to Triphenylphosphine in
Molten State Monitored by Infrared
Spectroscopy
S. S. SANDHU, T. S. LOBANA and S. S. DEOL
Department of Chemistry, Guru Nana.k Dev University,
Amtitsar-148 005
Manu1cnpt rBCetved 10 Ma1J198~. rB'-ts6d B9 Octob•r 198~. accepted 15 Ii'ebruarr 1985 Kinetics of Oxygen Transfer from Triphenyl-
arsine Oxide to Triphenylphosphine in
Molten State Monitored by Infrared
Spectroscopy
S. S. SANDHU, T. S. LOBANA and S. S. DEOL
Department of Chemistry, Guru Nana.k Dev University,
Amtitsar-148 005
Manu1cnpt rBCetved 10 Ma1J198~. rB'-ts6d B9 Octob•r 198~. accepted 15 Ii'ebruarr 1985 References 1. W. J, HAM.JlR, G. D. PINCHING and B. F. ACRJlK, J, Bu. Not. Bur. Stand.,l9411, 35,1189 ; W. ;r, HAMER a.nd B. F. ACRKB, J, BA Nat. Bur. Stand, 1944, 33, 87 ; A. K. BUIGB and J. C. Guosu, J, Indian Ch•m. Soc., 1988,
60,'10!1. !1. A. K. SINHA, ;r, C. Guosu and B. PRASAD, Indi11n J,
Ch.m., Sect • .A,1981, 20, 89. S. A. K. Gs.oss, J. 0. Guosu and B. PRASAD, J, Indtata
Ch.m. Soc., 1980, 57, 1194. 4. H.!. S. BB.IT'l'ON, "Hydrogen Ion", 8rd ed., Chapman and
Hall, London, 194!1, Vol. I, p. 70. 15. D. ;r, G. IvJts and G. J. JANZ, "Reference Electrode",
Academia Press, New York, 1961, p. 9ll. 6. G. J. HII,I,S and D. J, G. IvJts, J. Chm. Soc., 19151, 165,
918. '1. B. G. BA'l'ltS, "Electrometrio JIH Deierminatioo", Wiley,
New York, 19114, p. 319. 8. H. B. HAB.NltD and B. W. EBLJlRS, J, .Am. Chem. Soc.,
1989, 55, 11179. The rate of second order reaction was calculated
using the relation 9. G. G. MANOV, B. G. B.a.'t:as, W. 1. HAMJlR and B. F. AcltBB, J, Am. Chm. Boo., 1948, 65, 1'1611. t-..!....(2-)
at a-x
(1) (1) 10. A. K. StNBA, J. 0. Gs.osu ana B. PRASAD, J, Indt41t
Chtm. Boo., 19741 51, 586. 160
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https://openalex.org/W4361285398
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https://zenodo.org/records/8300348/files/openreseurope-3-16872.pdf
|
English
| null |
Children learn ergative case marking in Hindi using statistical preemption and clause-level semantics (intentionality): evidence from acceptability judgment and elicited production studies with children and adults
|
Open research Europe
| 2,023
|
cc-by
| 18,440
|
Ramya Maitreyee1, Gaurav Saxena
2, Bhuvana Narasimhan3,
Dipti Misra Sharma4, Pruthwik Mishra4, Rukmini Bhaya Nair
5,6,
Soumitra Samanta7, Ben Ambridge
8,9 Ramya Maitreyee1, Gaurav Saxena
2, Bhuvana Narasimhan3,
Dipti Misra Sharma4, Pruthwik Mishra4, Rukmini Bhaya Nair
5,6,
Soumitra Samanta7, Ben Ambridge
8,9 1School of Health and Social Care,, University of Essex, Colchester, Essex, CO4 3SQ, UK 2School of Psychological Science, University of Bristol, Bristol, BS8 1TU, UK y
g
y
3Department of Linguistics,, University of Colorado, Boulder, Boulder, Colorado, 80309, USA p
g
,,
y
,
,
,
,
,
4Language Technologies Research Centre, International Institute of Information Technology-Hyderabad, Gachibowli, Hyderbabad,
500032, India 4Language Technologies Research Centre, International Institute of Information Technology-Hyderabad, Gachibowli, Hyderbabad,
500032, India 5School of Languages, Linguistics and Film, Queen Mary University of London, London, E1 4NS, UK
6Department of Humanities and Social Sciences, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India
7Department of Computer Science Ramakrishna Mission Vivekananda Educational and Research Institute Belur Math Howrah 5School of Languages, Linguistics and Film, Queen Mary University of London, London, E1 4NS, UK
6
f
f 5School of Languages, Linguistics and Film, Queen Mary University of London, London, E1 4NS, UK
6Department of Humanities and Social Sciences, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India
7Department of Computer Science, Ramakrishna Mission Vivekananda Educational and Research Institute, Belur Math, Howrah,
West Bengal, 711202, India g
8Division of Psychology, Communication and Human Neuroscience, University of Manchester, Manchester, Greater Manchester,
M13 9PL, UK ,
9ESRC International Centre for Language and Communicative Development (LuCiD), International, UK First published: 29 Mar 2023, 3:49
https://doi.org/10.12688/openreseurope.15611.1
Latest published: 29 Mar 2023, 3:49
https://doi.org/10.12688/openreseurope.15611.1
v1 Open Research Europe Open Research Europe Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 RESEARCH ARTICLE Children learn ergative case marking in Hindi using statistical
preemption and clause-level semantics (intentionality):
evidence from acceptability judgment and elicited production
studies with children and adults [version 1; peer review: 1
approved, 2 approved with reservations] Ramya Maitreyee1, Gaurav Saxena
2, Bhuvana Narasimhan3,
Dipti Misra Sharma4, Pruthwik Mishra4, Rukmini Bhaya Nair
5,6,
Soumitra Samanta7, Ben Ambridge
8,9 Ramya Maitreyee1, Gaurav Saxena
2, Bhuvana Narasimhan3,
Dipti Misra Sharma4, Pruthwik Mishra4, Rukmini Bhaya Nair
5,6,
Soumitra Samanta7, Ben Ambridge
8,9 Abstract Abstract Page 1 of 31 Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 greater the frequency with which a particular verb appears with
versus without ne marking on the subject – relative to other verbs –
the greater the extent to which participants (a) accepted and (b)
produced ne over zero-marked subjects. Both children and adults also
showed effects of clause-level semantics, showing greater acceptance
of ne over zero-marked subjects for intentional than unintentional
actions. Some evidence of semantic effects at the level of the verb was
observed in the elicited production task for children and the judgment
task for adults. Any reports and responses or comments on the
article can be found at the end of the article. Conclusions: participants mainly learn ergative marking on an input-
based verb-by-verb basis (i.e., via statistical preemption; verb-level
semantics), but are also sensitive to clause-level semantic
considerations (i.e., the intentionality of the action). These findings
add to a growing body of work which suggests that children learn
semi-regular, exception-filled systems using both statistics and
semantics. Keywords child language acquisition, preemption, semantics, ergative marking,
Hi di child language acquisition, preemption, semantics, ergative marking,
Hindi This article is included in the European
Research Council (ERC) gateway. This article is included in the Horizon 2020
gateway. This article is included in the Psychology
gateway. This article is included in the Linguistic Diversity
collection. This article is included in the European
Research Council (ERC) gateway. This article is included in the Horizon 2020
gateway. This article is included in the Psychology
gateway. This article is included in the Linguistic Diversity
collection. This article is included in the European
Research Council (ERC) gateway. This article is included in the Horizon 2020
gateway. Page 2 of 31 Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Corresponding author: Ben Ambridge (Ben.Ambridge@Manchester.ac.uk)
Author roles: Maitreyee R: Data Curation, Investigation, Software, Writing – Original Draft Preparation, Writing – Review & Editing;
Saxena G: Investigation, Software; Narasimhan B: Conceptualization, Methodology, Writing – Original Draft Preparation, Writing –
Review & Editing; Misra Sharma D: Methodology; Mishra P: Formal Analysis, Software; Bhaya Nair R: Methodology; Samanta S: Formal
Analysis, Software; Ambridge B: Conceptualization, Data Curation, Formal Analysis, Funding Acquisition, Methodology, Project
Administration, Software, Supervision, Validation, Visualization, Writing – Original Draft Preparation, Writing – Review & Editing
Competing interests: No competing interests were disclosed. Grant information: This research was financially supported by the European Union’s Horizon 2020 research and innovation programme
under the grant agreement No. [681296] (Cross Linguistic Acquisition of Sentence Structure [CLASS]). Ben Ambridge is Professor in the
International Centre for Language and Communicative Development (LuCiD) at The University of Manchester. The support of the
Economic and Social Research Council [ES/L008955/1] is gratefully acknowledged. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Copyright: © 2023 Maitreyee R et al. This is an open access article distributed under the terms of the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. How to cite this article: Maitreyee R, Saxena G, Narasimhan B et al. Children learn ergative case marking in Hindi using statistical
preemption and clause-level semantics (intentionality): evidence from acceptability judgment and elicited production studies
with children and adults [version 1; peer review: 1 approved, 2 approved with reservations] Open Research Europe 2023, 3:49
https://doi.org/10.12688/openreseurope.15611.1
First published: 29 Mar 2023, 3:49 https://doi.org/10.12688/openreseurope.15611.1 1 Also, the verb agrees with the highest null-marked argument in the clause
and if all arguments receive overt case, the verb exhibits masculine singular
default agreement Mohanan (1994) in order to maintain uniformity in verb
agreement, the present study used masculine singular nouns for the subject
and masculine nouns for the object arguments of transitive verbs. Introduction Ram=Erg glass=Acc break-Msc.Sg.Prf As anyone who has attempted to learn a new language as an
adult will know, languages are full of semi-regular patterns,
i.e., rules with exceptions. For example, most English nouns
form a plural with -s (e.g., cats, dogs etc.), which makes it
difficult for children and second-language learners alike to
learn exceptions such as feet and men. At the sentence level,
English speakers can say both The boy moved and Some-
body moved the boy, but not both The boy danced and *Some-
body danced the boy; and again, learning these exceptions
proves difficult for first- and second-language learners alike
(e.g., Bowerman, 1988; Robenalt & Goldberg, 2016). Ram broke the glass. Ram broke the glass. Plain language summary Ambridge et al., 2015; Ambridge et al., 2018; Barak et al.,
2016; Bidgood et al., 2014; Blything et al., 2014; Boyd &
Goldberg, 2011; Brooks & Zizak, 2002; Brooks et al., 1999;
Goldberg, 2011; Gropen et al., 1991; Harmon & Kapatsinski,
2017; Hsu & Chater, 2010; Irani, 2009; Li & MacWhinney,
1996; Perek & Goldberg, 2017; Perfors et al., 2010; Robenalt
& Goldberg, 2015; Robenalt & Goldberg, 2016; Stefanowitsch,
2008; Theakston, 2004; Twomey et al., 2014; Twomey et al.,
2016; Wonnacott et al., 2008), including two book-length
treatments (Goldberg, 2019; Pinker, 1989). Native language speakers of Hindi often produce sentences
such as “Ram ne cup todaa (Ram broke the cup)”. However,
not all subjects (i.e., Ram) of verbs in sentences as such receive
ne marking (e.g., Ram kitab laayaa (Ram brought the book). How, then, do children learn when ne marking is required,
when it is optional, and when it is ungrammatical? The present
study investigated the use of ne marking using two tasks:
a) asking children (aged 4–5, 5–6 and 9–10 years) and adults to
indicate the extent to which sentence they heard was accept-
able or unacceptable (“Ram kitab laayaa”, “*Ram-ne kitab
laayaa”); b) asking children (aged 4–5, 5–6 years) to pro-
duce sentences with verbs where the subject may or may not be
marked with a ne marker. Both children and adults accepted
or produced the ne marker with the subject of a verb if they
frequently heard the subject of the verb associated with the
ne marker in the input. Further, children and adults accepted
the ne marker on subjects when the action was intentional
versus unintentional. Thus, these findings suggest that chil-
dren may learn using partial regularities in the language sys-
tem based on the input they hear and the properties of the action
being performed. This focus on English is unfortunate given that most – and
quite possibly all – languages exhibit this phenomenon of gen-
eralizations with exceptions somewhere in the system. Our
goal in the present study is therefore to investigate this prob-
lem in a domain i.e., ergative marking in Hindi. Corresponding author: Ben Ambridge (Ben.Ambridge@Manchester.ac.uk) Corresponding author: Ben Ambridge (Ben.Ambridge@Manchester.ac.uk) Author roles: Maitreyee R: Data Curation, Investigation, Software, Writing – Original Draft Preparation, Writing – Review & Editing;
Saxena G: Investigation, Software; Narasimhan B: Conceptualization, Methodology, Writing – Original Draft Preparation, Writing –
Review & Editing; Misra Sharma D: Methodology; Mishra P: Formal Analysis, Software; Bhaya Nair R: Methodology; Samanta S: Formal
Analysis, Software; Ambridge B: Conceptualization, Data Curation, Formal Analysis, Funding Acquisition, Methodology, Project
Administration, Software, Supervision, Validation, Visualization, Writing – Original Draft Preparation, Writing – Review & Editing
Competing interests: No competing interests were disclosed. Grant information: This research was financially supported by the European Union’s Horizon 2020 research and innovation programme
under the grant agreement No. [681296] (Cross Linguistic Acquisition of Sentence Structure [CLASS]). Ben Ambridge is Professor in the
International Centre for Language and Communicative Development (LuCiD) at The University of Manchester. The support of the
Economic and Social Research Council [ES/L008955/1] is gratefully acknowledged. [
]
g
y
g
The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. How to cite this article: Maitreyee R, Saxena G, Narasimhan B et al. Children learn ergative case marking in Hindi using statistical
preemption and clause-level semantics (intentionality): evidence from acceptability judgment and elicited production studies
with children and adults [version 1; peer review: 1 approved, 2 approved with reservations] Open Research Europe 2023, 3:49
https://doi.org/10.12688/openreseurope.15611.1 First published: 29 Mar 2023, 3:49 https://doi.org/10.12688/openreseurope.15611.1 Page 3 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Plain language summary The phenom-
enon is that, for active (i.e., not passive) sentences in the past
tense/perfective aspect (i.e., denoting a completed action, but see
Singh, 1998), the subject of two-participant transitive sentences
(1) – but not single-participant intransitive sentences (2) – is
typically marked by the clitic marker ne 1 (1) Raam=ne gilaas=ko toR-aa The boy feared the demon. The boy feared the demon. Complicating the picture still further, in some cases ne mark-
ing seems to be optional, in that adult native speakers
accept both the version with ne (5) and without ne (6). Unsurprisingly, given its broad linguistic and non-linguistic
implications, the question of how to acquire exception-filled
generalizations has inspired a great deal of theoretical debate
and empirical research. However, with just a handful of excep-
tions (e.g., Ambridge et al., 2020; Ambridge et al., 2022)
research on child language has mainly been restricted to English
(e.g., Alishahi & Stevenson, 2008; Ambridge et al., 2008;
Ambridge et al., 2009; Ambridge, 2013; Ambridge & Ambridge,
2020; Ambridge & Blything, 2016; Ambridge & Brandt, 2013;
Ambridge et al., 2011; Ambridge et al., 2012a; Ambridge
et al., 2012b; Ambridge et al., 2013; Ambridge et al., 2014; (2) Raam-0 hãs-aa Ram-Nom laugh-Msc.Sg.Prf Ram-Nom laugh-Msc.Sg.Prf Ram laughed. However, some sentences that meet all of the other crite-
ria (i.e., active, past tense/perfective aspect, transitive) still do
not show ne marking (3); indeed, most native-speaking adults
would regard such marking as ungrammatical (4). The question of exactly how learners acquire these exception-
filled generalizations has implications not just for language,
but for human cognition more generally (e.g., Pinker, 1999). Are our cognitive categories and processes best thought of as
formal rules with memorized exceptions, or as fuzzier, more
probabilistic generalizations? This debate has some surpris-
ingly broad implications; for example, how best to design self-
driving cars (e.g., Marcus & Davis, 2019). Should such cars
be hard-wired with formal rules to follow in particular situ-
ations, or simply provided with huge amounts of training
data and left to form their own probabilistic generalizations? (3) laRkaa-0 raakshas=se Dar-aa (3) laRkaa-0 raakshas=se Dar-aa boy-Nom demon=Inst fear-Msc.Sg.Prf boy-Nom demon=Inst fear-Msc.Sg.Prf The boy feared the demon. The boy feared the demon. (4) *laRke=ne raakshas=se Dar-aa (4) laRke=ne raakshas=se Dar-aa
boy=Erg demon=Inst fear-Msc.Sg.Prf boy=Erg demon=Inst fear-Msc.Sg.Prf Mohan=Dat book-Nom want/need Mohan=Dat book-Nom want/need ‘Mohan wants/needs a book. ‘Mohan wants/needs a book. (9) niinaa=mE apnii mausii=keliye baRii mamtaa-0 hae. Nina=Loc self aunt=for much affection-Nom be.3.Sg. Pres ‘Nina has a lot of affection for her aunt.’ (Mohanan,
1994:181) ‘Nina has a lot of affection for her aunt.’ (Mohanan,
1994:181) ‘Nina has a lot of affection for her aunt.’ (Mohanan,
1994:181) In terms of the retreat from overgeneralization, then, the verb-
level semantics hypothesis holds that children set up a seman-
tically-restricted generalization: that only verbs that are high
on this cline of transitivity trigger ergative ne- marking (in
otherwise suitable contexts). In the present study, we operationalize this notion of transitiv-
ity in verb-level semantics in terms of the degree to which the
patient is affected by the action denoted by the verb (Hopper
& Thompson, 1980). We ask adult participants to rate sen-
tences describing various actions for “the extent to which the
[THING] gets affected or changed by the event in some way”. The prediction of a verb-level semantics account is that the
higher the rated transitivity, the greater the extent to which ne
versus zero-marked subjects of the verb, as depicted by the cor-
responding action in the videos, will be judged as acceptable
(Study 1) and produced (Study 2). The second possibility – again supported by previous stud-
ies of English and a handful of other languages (e.g., Ambridge
et al., 2020; Ambridge et al., 2022; Gropen et al., 1989; Gropen
et al., 1991) – is that children might be guided by semantics. For example, at least part of the reason that English speakers
prefer Somebody made the boy dance over *Somebody danced
the boy is that “dancing” is not really an action that is ame-
nable to outside causation: someone can ask a boy to dance,
but not force him, he retains some agency. In contrast, English
speakers accept both Somebody made the water boil and Some-
body boiled the water because this type of direct, outside cau-
sation is possible (Ambridge et al., 2020; Ambridge et al.,
2022; Pinker, 1989; Shibatani & Pardeshi, 2002). In the domain
of Hindi ergative ne marking, effects of semantics might be
observed at either or both of two levels: the verb (lexical) and
the clause (clausal). (5) Raam=ne samaachaar bolaa Ram=erg news tell-Msc.Sg.Prf Page 4 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Ram told the news. subjects (e.g., break, squash, eat > fear, escape, find; Hopper &
Thompson, 1980; Mohanan, 1994; Montaut, 2013). Intention-
ality (or volitionality) at the clausal level can also contribute to
higher transitivity (Hopper & Thompson, 1980): events can
be presented as intentional versus unintentional by the use of
adverbs that modify the action denoted by the verb (7). (6) Raam samaachaar bolaa
Ram news tell-Msc.Sg.Prf
Ram told the news. (6) Raam samaachaar bolaa (6) Raam samaachaar bolaa Ram told the news. (7) Mohan=ne rassii-0 khiinc-ii galtii se. (7) Mohan=ne rassii-0 khiinc-ii galtii se. Mohan=Erg rope-Nom pull-Fem.Sg.Prf mistake by. ‘Mohan pulled the rope by mistake’ Although previous naturalistic and experimental studies of
Hindi children’s ergative marking have been conducted (e.g.,
Narasimhan, 2005; Pareek et al., 2016) both focussed on errors
of omission, rather than the question of how children learn
exceptions to general patterns of ergative marking; the key
question from a learnability perspective. Mohan=Erg rope-Nom pull-Fem.Sg.Prf mistake by. Mohan=Erg rope-Nom pull-Fem.Sg.Prf mistake by. ‘Mohan pulled the rope by mistake’ On the other hand, verbs that are lower on the transitivity cline
mark subject arguments with non-canonical case-marking
(Montaut, 2013). For example, two-participant verbs that
denote states (versus actions) typically have subject arguments
that are low in agency (e.g., experiencers, recipients, posses-
sors) and object arguments that are not highly affected. In such
cases, subjects receive cases such as dative, locative, or genitive
(Mohanan, 1994; Montaut, 2013). How, then, do children learn this partial regularity? The pre-
vious studies discussed above (mainly focussing on English)
have provided evidence for two complementary possibilities. Under the first – statistical preemption (e.g., Goldberg, 1995;
Goldberg, 2006; Goldberg, 2011; Goldberg, 2019) – chil-
dren are sensitive to the probabilistic competition between
forms with the same meaning. For example, the overgeneral-
ized forms foots and mans are outcompeted by repeatedly hear-
ing feet and men, while the overgeneralized form [A] danced [B]
(e.g., *Somebody danced the boy) is outcompeted by repeatedly
hearing [A] made [B] dance (e.g., Somebody made the boy
dance). When applied to Hindi ergative marking, preemption
holds that via repeatedly hearing (active, past tense/perfective
aspect, transitive) sentences containing a particular verb but
without ne marking (example 3), these “zero-marked” sub-
jects come to outcompete ne marked subjects for that verb
(example 4). Thus the predictions that we test in the present
study are that the greater the frequency with which a particu-
lar verb appears with versus without ne marking on the sub-
ject – relative to other verbs – the greater the extent to which
(a) -ne marked forms will be preferred over zero-marked forms
in a judgment task (Study 1) and (b) -ne marked forms will
be produced over zero-marked forms in an elicited production
task (Study 2). (8) Mohan=ko kitaab-0 caahiye Participants For the grammaticality judgment task, 48 participants from
each of three age groups, 5;6–6;6 (M: 5.90, SD: 0.30), 9;6–10;6
(M: 10.06, SD: 0.33)2 and adults (M: 22.01, SD: 2.60), took
part in the study. A further 20 adult speakers completed the
semantic ratings task (M: 29.81, SD: 9.15). These sample sizes
were chosen based on similar research conducted previously
(Ambridge et al., 2020) and because of time and financial con-
straints (as specified on the relevant grant application). For
recruitment, eight schools and two universities were approached
in Jabalpur, Bhopal and Delhi in India. Five schools and both
the universities agreed to take part in the main study. In total,
including online data – see below – data was collected from
100 children aged 9;6–10;6 and 5;6–6;6 (9;6–10;6: 48 data
points used, 2 excluded (incorrect lists was administered for
one and one child withdrew; 5:6–6;6: 48 data points used, 2
excluded (due to collecting more than our preregistered total))
and 73 adults (Grammatical judgment task: 48 data points
used, 4 excluded (4 data points were not saved due to tech-
nical issues; Semantics ratings study: 20 data points used,
1 excluded (participant withdrew)). Sentences. For each verb, four sentence structures were gener-
ated which were manipulated for the (a) presence or absence
of the ergative ne marker on the subject (7a & 7b), and
(b) indicating intentionality of the agent performing the action
(7a and 7b show the more intentional situations, 7c & 7d the
less intentional situations by use of an adverbial phrase galtii
se). All sentences were in the form of [AGENT] [PATIENT]
[VERB], where the agent was always The boy and the patient an
inanimate3 masculine noun (to ensure uniform verb agreement
marking: masculine, singular perfective). 7a. laRke=ne khel-0 jiit-aa 7a. laRke=ne khel-0 jiit-aa
boy=Erg game-Nom win-Msc.Sg.Prf
The boy won the game boy=Erg game-Nom win-Msc.Sg.Prf COVID-19 pandemic restrictions came into force (GOV.UK,
2022; UK Parliament, 2021) before face-to-face testing could
be completed and therefore, some participants were recruited
via the online recruitment portals Prolific and Amazon
Mechanical Turk: For the judgment task, data for all 48 adults
and 45/48 children aged 9;6–10;6 were collected in face-to-
face sessions. Data from 3/48 children aged 9;6–10;6 and
48 /48 children aged 5;6–6;6 were collected in online sessions. All the data for the adult semantics ratings task (20/20 partici-
pants) were collected in online sessions. 3 There was one exception, i.e. for the verb ‘fear from’, we used an animate
noun (‘demon’) as the patient. Mohan=Dat book-Nom want/need At the lexical level, linguistic analyses
of Hindi suggest that the higher a verb on a cline of seman-
tic transitivity based on the type of action it denotes, the
greater the likelihood that it triggers ergative ne marking on the However, it is far from clear that a verb-level semantics effect
exists for Hindi. Indeed, although ergative case-marking is
predominantly found with two-participant verbs, it can also
optionally occur on the single argument of a small set of intran-
sitive verbs (e.g., chiikh ‘scream’), apparently marking a voli-
tional action (e.g., Butt & King, 1991; Butt & King, 2003;
de Hoop & Narasimhan, 2005; Mohanan, 1994). This raises the
possibility that semantic effects on Hindi ergative ne marking, Page 5 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 task (all face-to-face). These data are not included in the main
analyses. task (all face-to-face). These data are not included in the main
analyses. if they exist at all, may occur not at the verb level, but at
the clausal level: whether the action denoted by a verb is pre-
sented as intentional or unintentional. In terms of the retreat
from overgeneralization, then, the clausal-level semantics
hypothesis holds that children set up a semantically-restricted
generalization: that only actions that are clearly intentional
trigger ergative ne-marking (in otherwise suitable contexts). In terms of the present study then, the prediction is that pre-
senting an action as intentional rather than unintentional will
increase the extent to which ne marked forms are – relative to
zero-marked forms –rated as acceptable. Note that since none
of the theoretical proposals tested make any claims regarding
effects of participant sex and/or gender, this information was
not recorded. Children and adults with Hindi as their first language and no
known history of speech and language impairments were
eligible to take part in the study. All participants had Hindi
as their first language and knew one or more additional lan-
guage. No monetary incentives were provided to schools, though
children received stickers and pencils as rewards when data
were collected in face-to-face sessions. Parents/caregivers who
assisted their children during online data collection received
£5 (Indian Rupee equivalent) as compensation for their time
and effort. For the grammaticality judgment and the seman-
tic ratings tasks, adult participants received 200 INR and
£7.50 GBP compensation respectively. 2 The age data for 2 children were missing because of technical faults, so the
mean age was calculated from the data obtained for 46 children. Materials
b Verbs. Forty action verbs were chosen from the Action/Process
category of Concepticon (List et al., 2016), a database of con-
cepts that are commonly lexicalized as words across lan-
guages (e.g., run, jump, dance) and two published sources on
Hindi: Piepers (2016) and Mohanan (1994). Eligible verbs
had to be (a) transitive verbs that took an ergative or nomina-
tive subject (b) familiar to young children, and (c) easily depict-
able in animations. In total, according to the intuitions of two
native speakers of Hindi, of the 40 verbs, 25 verbs occur with
the ergative ne marker on the subject, 5 verbs occur with zero-
marking and 10 verbs exhibited optional ne marking (versus
zero-marking). Mohan=Dat book-Nom want/need Study 1: Grammatical acceptability judgments
The sample size, methods and data-analysis plan were regis-
tered on the Open Science Framework prior to data collection
(Rosenthal, 1979). Procedure Trials were presented in a random order. Prior to the main task,
all participants completed a training session during which they
received feedback for seven sentences with varying degrees of
acceptability (which were Hindi translations of the sentences
used in a study with English-acquiring children in Ambridge
et al., 2008). Grammaticality judgment task. The face-to-face grammatical-
ity judgment task was administered in line with the procedure
outlined in Ambridge et al. (2008: 105–107), using the free
Open Source platform PsychoPy2 (Peirce et al., 2019). In brief,
the participant played a game with a talking dog (who pro-
duces the sentences via a loudspeaker) and were asked to assist
the dog in “learning Hindi”. On each trial the participant and
the talking dog watched a video together and the dog pro-
vided a description of the action. The participant gave feedback
to the dog on the acceptability of the sentence produced
(grammatical/ungrammatical) by selecting either a red coun-
ter (to indicate ungrammatical) or a green counter (to indicate
grammatical), then placing this counter on a five-point smiley
face scale ranging from sad (red) to happy (green) to indicate
the degree of (un)grammaticality. Due to the COVID-19 pan-
demic, part of the data (48 children aged 5;6–6;6 & 3 children
aged 9;6–10;6) was collected online using Gorilla, a platform
where experiments can be built for free and fees are paid for data
collection. There is no free alternative. For the online version,
parents/caregivers were asked to assist the child in under-
standing the task, completing the practice trials, and inputting
children’s answers. However, they were asked to refrain
from prompting or assisting their children when completing
the main trials. Semantic ratings task. As mentioned in the pre-registration,
for the semantic ratings task, participants viewed all 80 anima-
tions (the same animations as in the judgment task; both inten-
tional and unintentional) along with the corresponding verb and
the patient argument that could be used to describe the action
and provided ratings for patient affectedness. However, the
results that we obtained did not seem, based on our native intui-
tions, to really capture the relevant notion of affectedness
and hence a revised, simplified version of the task was used
instead. The modified semantic ratings task (N=20, adults only)
was also completely within-subjects. Participants were given
40 sentences in the passive form describing an action (e.g. Participants As part of a pilot study
to refine the tasks, ten adults completed the grammaticality
judgment task and two adults completed the semantics rating The boy won the game 7b. laRkaa-0 khel-0 jiit-aa
The boy-Nom game-0 win-Msc.Sg.Prf
The boy won the game 7c. laRke=ne galtii=se khel=0 jiit-aa 7c. laRke=ne galtii=se khel=0 jiit-aa
The boy=Erg mistake=Inst game-Nom win-Msc.Sg.Prf g
j
The boy=Erg mistake=Inst game-Nom win-Msc.Sg.Prf The boy won the game by mistake Page 6 of 31 Page 6 of 31 Page 6 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 7d. laRkaa-0 galtii=se khel-0 jiit-aa
The boy-Nom mistake=Inst game-Nom win-Msc.Sg.Prf
The boy won the game by mistake 7d. laRkaa-0 galtii=se khel-0 jiit-aa
The boy-Nom mistake=Inst game-Nom win-Msc.Sg.Prf
The boy won the game by mistake zero marked verbs, and 10 optional verbs, according to
the intuition of two native-speakers) was chosen from the
larger set of 40. Since even 80 trials (20 verbs x 4 sentence
types) would have been too many for young children, two coun-
terbalance lists - each containing 15 verbs were created. The
10 verbs for which ne marking is somewhat “optional” (know,
leap-over, lose, find, talk nonsense, sing, smell, speak, under-
stand and win) were included in both lists because they
are the verbs that are most likely to show sensitivity to our
preemption and semantics predictors, as well as the inten-
tionality manipulation. The 10 verbs which occur with ne or
zero marking (according to native speaker intuitions) were
considered to be less sensitive to the experimental manipula-
tions, so were split across the two lists. i.e., List 1 comprised
2 obligatory verbs and 3 zero verbs (as well as the 10 optional
verbs); list 2 comprised 3 obligatory verbs and 2 zero verbs (as
well as the 10 optional verbs). Thus, each child provided rat-
ings for all four sentence structures for 15 verbs (60 trials in
total). For the full verb lists, see Underlying data (Ambridge
et al., 2023a). Children completed the trials over two sessions
which took place either on the same day after a break or on
two separate days. The boy won the game by mistake Animations. The animations were created using Moho Debut
12. This is proprietary software, and no free alternative is
available. However, a free trial version is available, and the
animations themselves are encoded as mp4 files, which can
be viewed using a wide range of free software packages. For each verb, two different animations were created, one depict-
ing the intentional and the other the unintentional event (all
performed by the same boy character). For the animations, see
Underlying data (Ambridge et al., 2023a). For the grammaticality judgment task (Study 1), the anima-
tions were accompanied by the relevant sentence structure as
described above. The sentences were recorded by a male Hindi
speaker using the freeware package Audacity 2.1.2 (Audacity
Team, 2016). Seven different animations were used in the
practice trials of the grammaticality judgment task (Ambridge
et al., 2023a). 4 In fact, the model syntax in the preregistration contained a typo such that
the Verb-semantics*Intentionality interaction was not included, although it is
clear from the main text of the pre-registration that it was intended to be. Thus
the model did include this analysis. Procedure “The potato was cooked”) and rated the extent to which the
object was affected or changed in the action, according to the
following instructions (translated into Hindi). They did not
view animations along with the sentences. Thanks for taking part in this experiment. In total, you will see 40 sentences. In total, you will see 40 sentences. For adults (N=48), the design was completely within subjects. For each of 40 verbs, adults rated the grammatical acceptabil-
ity of four sentences (and the accompanying videos), crossing
ergative subject marking (with ne/without ne) and intentionality
(intentional/unintentional), for a total of 160 trials in one ses-
sion which took approximately 30 minutes to complete
(see examples 7a–d). Each sentence will describe an action that has been carried out. Please rate the extent to which the [THING] gets affected or
changed by the event in some way. Participants were asked to provide their ratings using a visual
analogue scale which ranged from Not at all-----------------------------------------------------------Very
much so As children would have found it difficult to complete 160 trials,
a reduced set of 20 verbs (5 obligatory ne verbs, 5 obligatory Page 7 of 31 Page 7 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Prior to the main trials, participants completed three practice
trials. The materials for the main and practice trials can be
accessed on the OSF project link in the folder titled ‘Ergative_
SemanticsTaskMaterials’. were run using the lme4 package (Bates et al., 2015); p values
were obtained using lmerTest (Kuznetsova et al., 2017). Sta-
tistical analyses were conducted for each age group separately
(5;6–6;6; 9;6–10;6; Adults). We did not compare directly across
groups since the tasks are not strictly comparable for the adults
and children who completed different verb sets. were run using the lme4 package (Bates et al., 2015); p values
were obtained using lmerTest (Kuznetsova et al., 2017). Sta-
tistical analyses were conducted for each age group separately
(5;6–6;6; 9;6–10;6; Adults). We did not compare directly across
groups since the tasks are not strictly comparable for the adults
and children who completed different verb sets. Predictors
i Preemption. The prediction that follows from preemption is
that the greater the frequency with which a particular verb
appears with versus without ne marking on the subject – rela-
tive to other verbs in the test set – the greater the extent to which
ne marked forms will be preferred over zero-marked forms
in the judgment task. As in previous studies (Ambridge et al.,
2018; Ambridge et al., 2020) we operationalized this meas-
ure using a scaled and centred chi-square statistic which meas-
ures how often, in past tense/perfective aspect active sentences,
a particular verb triggers ergative case marking as compared
with all other verbs in the test set of 40, e.g., (example figures
only): All analyses were conducted according to our pre-registered
analysis plan4. Two aspects of this plan are particularly impor-
tant to highlight. First, the main set of analysis uses difference
scores: preference for the ne over zero marked form of the
subject argument of each verb, within each intentionality
pair, within each participant. These scores control for general
(dis-)preferences that participants may show for particular
verbs and/or videos. However, for the sake of completeness, we
also report analyses conducted on the raw ne and zero-marked
forms. Second, we report both (a) simultaneous models, in
which the preemption, verb-level semantics (patient affected-
ness) and clause-level semantics (intentionality) are all included
and (b) single-predictor models, each of which includes only
preemption OR verb-level semantics (along with intentional-
ity). This is necessary because we expected a high degree of
collinearity between these predictors: Indeed, a by-verb cor-
relation analysis revealed moderate correlations between the
verb-semantics and preemption predictors: r=.40 for the child
set, and r=.26 for the larger adult set. Subject with ne
Subject without ne
Target verb
All other verbs
2
10,000
10
1,500 The frequency counts were obtained from the Hindi monolin-
gual corpus, Indic NLP Suite: Monolingual Corpora (Kakwani
et al., 2020) which consists of 1 million sentences. The corpus
was parsed using the Hindi parser (Bhat et al., 2017) and the
counts for subjects marked with the ne ergative and zero mark-
ers were extracted. The chi-square method for calculating the
preemption predictor was exactly the same as in Ambridge
et al. (2018). Results Table 1–Table 9 show, for each age-group, the simultane-
ous and single-predictor models for (Table 1–Table 3) Dif-
ference scores, (Table 4–Table 6) raw ne marked forms and
(Table 7–Table 9) raw zero-marked forms. The ratings are plotted
in Figure 1–Figure 4. Semantics. Verb and clause-level semantics were measured
using patient affectedness ratings and the intentionality manipu-
lation respectively. To create the patient affectedness predic-
tor for each verb, we took the mean rating (on the 100-point
visual-analogue scale) on the semantics ratings task described
above across all 20 participants, then scaled and centred the
mean ratings. The binary intentionality manipulation was instan-
tiated by having participants rate intentional and unintentional
versions of the sentences (see examples 7a–d) on the judg-
ment task. We did not investigate the effect of intentionality
on the production of ne marking (the subsequent Study 2)
since children might not be able to infer the intentionality of
an action from the animations alone (recall that in the judg-
ment task, the relevant sentences included the term “uninten-
tionally”, see examples 7a–d). It is important to also emphasize
that the intentional and unintentional versions of each
sentence were paired with different videos. For example, the
intentional version of The boy soaked the cloth was illustrated
by the boy dipping the cloth into water, while the unintentional
version was illustrated by a girl knocking the boy, forcing him to
unintentionally drop the cloth into water. Children aged 5;6–6;6i g
Focussing first on the most informative difference-score analyses
(Table 1), the main effect of Preemption (p < .01) was sig-
nificant in both the simultaneous and single-predictor models. Intentionality (clause-level semantics) was a significant pre-
dictor in the simultaneous -predictor model (p =0.03) though
not the single-predictor models (p=0.06 in both cases; though
this would not seem to be a meaningful difference, since
the estimate is the same, and the p values straddle the 0.05 bound-
ary). This significant effect of Preemption was also observed
for raw ne marked sentences (p < .05), again in both the simul-
taneous and single-predictor models, but not for zero-marked
sentences. Main effects of Intentionality (clause-level seman-
tics) were also observed for raw ratings of ne (as expected) and
zero-marked sentences. This latter finding is unexpected,
but may reflect a general preference for intentional actions
and the unintentional actions being less typical. In summary,
the 5–6 year-olds showed clear evidence of Preemption and
Intentionality. Statistical analyses
The data were analysed using R version 3.6.3 (R Studio
Version 1.2.5042) (R Core Team, 2020). Mixed effects models Statistical analyses
The data were analysed using R version 3.6.3 (R Studio
Version 1.2.5042) (R Core Team, 2020). Mixed effects models Page 8 of 31 Page 8 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Table 1. Difference Scores: Simultaneous and Single-predictor Models
for 5–6 year olds. Est
SE
df
t
p
Simultaneousa
Intercept
0.19
0.12
25.07
1.51
0.14
Preemption
0.43
0.13
22.02
3.30
0.00
Semantics
-0.08
0.12
22.07
-0.68
0.50
Intentionality
0.17
0.08
1369.10
2.13
0.03
Semantics*Intentionality
0.06
0.09
1369.10
0.73
0.46
Intentionality*Preemption
-0.01
0.09
1369.10
-0.08
0.94
Single-predictor (Preemption)
Intercept
0.18
0.12
21.67
1.52
0.14
Preemption
0.39
0.11
20.00
3.42
0.00
Intentionality
0.17
0.08
17.33
2.05
0.06
Preemption*Intentionality
0.02
0.08
18.94
0.28
0.79
Single-predictor (Semantics)
Intercept
0.18
0.15
19.77
1.16
0.26
Semantics
0.11
0.14
22.38
0.76
0.46
Intentionality
0.17
0.08
17.80
2.04
0.06
Semantics*Intentionality
0.07
0.09
26.67
0.71
0.48
aThe fully maximal simultaneous model failed to converge and so, the model was run
excluding random effects of intentionality. Table 1. Difference Scores: Simultaneous and Single-predictor Models
for 5–6 year olds. Table 2. Difference Scores: Simultaneous and Single-predictor Models
for 9–10 year olds. Children aged 5;6–6;6i Est
SE
df
t
p
Simultaneous
Intercept
0.24
0.09
30.95
2.79
0.01
Preemption
0.13
0.08
21.24
1.59
0.13
Semantics
0.07
0.08
25.16
0.85
0.40
Intentionality
-0.07
0.10
25.06
-0.75
0.46
Semantics*Intentionality
-0.07
0.10
28.62
-0.67
0.51
Intentionality*Preemption
0.20
0.11
22.61
1.89
0.07
Single-predictora (Preemption)
Intercept
0.24
0.10
41.06
2.31
0.03
Preemption
0.18
0.09
28.00
2.04
0.05
Intentionality
-0.05
0.08
1371.13
-0.70
0.49
Preemption*Intentionality
0.13
0.08
1371.13
1.68
0.09 Table 2. Difference Scores: Simultaneous and Single-predictor Models
for 9–10 year olds. Table 2. Difference Scores: Simultaneous and Single-predictor Models
for 9–10 year olds. Page 9 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Table 3. Difference Scores: Simultaneous and Single-predictor
Models for Adults. Est
SE
df
t
p
Simultaneous
Intercept
0.36
0.08
62.84
4.64
0.00
Preemption
0.24
0.06
53.32
4.09
0.00
Semantics
0.08
0.05
43.27
1.53
0.13
Intentionality
0.23
0.07
45.41
3.42
0.00
Semantics*Intentionality
0.01
0.06
36.77
0.15
0.88
Intentionality*Preemption
0.08
0.06
38.45
1.48
0.15
Single-predictor (Preemption)
Intercept
0.36
0.08
63.86
4.60
0.00
Preemption
0.26
0.06
56.18
4.36
0.00
Intentionality
0.23
0.06
44.82
3.47
0.00
Preemption*Intentionality
0.09
0.05
39.29
1.58
0.12
Single-predictor (Semantics)
Intercept
0.36
0.09
68.64
4.19
0.00
Semantics
0.14
0.07
48.15
2.17
0.03
Intentionality
0.23
0.07
44.05
3.43
0.00
Semantics*Intentionality
0.03
0.06
39.24
0.53
0.60
Table 4. Raw Ne Marked Forms: Simultaneous and Single-predictor
Models for 5-6 year olds. Est
SE
df
t
p
Single-predictora (Semantics)
Intercept
0.23
0.11
33.77
2.04
0.05
Semantics
0.15
0.09
25.29
1.58
0.13
Intentionality
-0.05
0.08
1370.11
-0.69
0.49
Semantics*Intentionality
-0.02
0.08
1370.11
-0.25
0.80
aThe fully maximal single-predictor models failed to converge and so, the model was
run excluding random effects of intentionality. Est
SE
df
t
p
Single-predictora (Semantics)
Intercept
0.23
0.11
33.77
2.04
0.05
Semantics
0.15
0.09
25.29
1.58
0.13
Intentionality
-0.05
0.08
1370.11
-0.69
0.49
Semantics*Intentionality
-0.02
0.08
1370.11
-0.25
0.80
aThe fully maximal single-predictor models failed to converge and so, the model was
run excluding random effects of intentionality. Table 3. Difference Scores: Simultaneous and Single-predictor
Models for Adults. Children aged 5;6–6;6i Est
SE
df
t
p
Simultaneous
Intercept
0.36
0.08
62.84
4.64
0.00
Preemption
0.24
0.06
53.32
4.09
0.00
Semantics
0.08
0.05
43.27
1.53
0.13
Intentionality
0.23
0.07
45.41
3.42
0.00
Semantics*Intentionality
0.01
0.06
36.77
0.15
0.88
Intentionality*Preemption
0.08
0.06
38.45
1.48
0.15
Single-predictor (Preemption)
Intercept
0.36
0.08
63.86
4.60
0.00
Preemption
0.26
0.06
56.18
4.36
0.00
Intentionality
0.23
0.06
44.82
3.47
0.00
Preemption*Intentionality
0.09
0.05
39.29
1.58
0.12
Single-predictor (Semantics)
Intercept
0.36
0.09
68.64
4.19
0.00
Semantics
0.14
0.07
48.15
2.17
0.03
Intentionality
0.23
0.07
44.05
3.43
0.00
Semantics*Intentionality
0.03
0.06
39.24
0.53
0.60 Table 3. Difference Scores: Simultaneous and Single-predictor
Models for Adults. Table 4. Raw Ne Marked Forms: Simultaneous and Single-predictor
Models for 5-6 year olds. Est
SE
df
t
p
Simultaneous
Intercept
3.50
0.14
33.99
24.81
0.00
Preemption
0.33
0.13
18.76
2.54
0.02
Semantics
-0.05
0.13
20.38
-0.43
0.67 Table 4. Raw Ne Marked Forms: Simultaneous and Single-predictor
Models for 5-6 year olds. Est
SE
df
t
p
Simultaneous
Intercept
3.50
0.14
33.99
24.81
0.00
Preemption
0.33
0.13
18.76
2.54
0.02
Semantics
-0.05
0.13
20.38
-0.43
0.67 Page 10 of 31 Page 10 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Est
SE
df
t
p
Intentionality
0.66
0.11
30.57
5.96
0.00
Semantics*Intentionality
0.06
0.10
21.95
0.56
0.58
Intentionality*Preemption
-0.06
0.10
17.86
-0.59
0.56
Single-predictor (Preemption)
Intercept
3.50
0.14
36.54
25.30
0.00
Preemption
0.30
0.11
20.29
2.70
0.01
Intentionality
0.66
0.11
31.59
6.10
0.00
Preemption*Intentionality
-0.03
0.09
20.10
-0.39
0.70
Single-predictor (Semantics)
Intercept
3.50
0.15
31.46
22.69
0.00
Semantics
0.09
0.12
20.99
0.75
0.46
Intentionality
0.66
0.11
31.42
6.08
0.00
Semantics*Intentionality
0.03
0.09
25.93
0.34
0.74 Table 5. Raw Ne Marked Forms: Simultaneous and Single-predictor
Models for 9-10 year olds. Est
SE
df
t
p
Simultaneous
Intercept
3.69
0.12
45.15
31.58
0.00
Preemption
0.15
0.09
18.42
1.62
0.12
Semantics
0.03
0.09
19.10
0.36
0.73
Intentionality
0.57
0.09
34.91
6.35
0.00
Semantics*Intentionality
-0.11
0.08
27.05
-1.36
0.19
Intentionality*Preemption
0.12
0.08
25.44
1.40
0.17
Single-predictor (Preemption)
Intercept
3.69
0.11
48.20
32.29
0.00
Preemption
0.16
0.08
20.57
1.98
0.06
Intentionality
0.57
0.09
35.77
6.26
0.00
Preemption*Intentionality
0.08
0.08
27.57
1.00
0.33
Single-predictor (Semantics)
Intercept
3.69
0.12
44.43
30.88
0.00
Semantics
0.10
0.08
20.92
1.19
0.25
Intentionality
0.57
0.09
31.87
6.23
0.00
Semantics*Intentionality
-0.05
0.07
27.30
-0.69
0.50 Table 5. Raw Ne Marked Forms: Simultaneous and Single-predictor
Models for 9-10 year olds. Children aged 5;6–6;6i Page 11 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Table 6. Raw Ne Marked Forms: Simultaneous and Single-predictor
Models for Adults. Est
SE
df
t
p
Simultaneous
Intercept
3.84
0.10
75.11
37.59
0.00
Preemption
0.29
0.07
44.01
4.15
0.00
Semantics
0.06
0.07
43.68
0.88
0.38
Intentionality
0.65
0.10
70.12
6.39
0.00
Semantics*Intentionality
0.00
0.07
39.88
0.06
0.95
Intentionality*Preemption
-0.06
0.07
41.16
-0.89
0.38
Single-predictor (Preemption)
Intercept
3.84
0.10
75.56
37.62
0.00
Preemption
0.30
0.07
47.66
4.46
0.00
Intentionality
0.65
0.10
70.36
6.43
0.00
Preemption*Intentionality
-0.06
0.07
42.56
-0.91
0.36
Single-predictor (Semantics)
Intercept
3.84
0.11
78.66
34.57
0.00
Semantics
0.13
0.08
44.84
1.66
0.10
Intentionality
0.65
0.10
70.52
6.41
0.00
Semantics*Intentionality
-0.01
0.07
41.60
-0.18
0.86
Table 7. Raw Zero Marked Forms: Simultaneous and Single-predictor
Models for 5–6 year olds. Est
SE
df
t
p
Simultaneous
Intercept
3.31
0.11
39.21
29.68
0.00
Preemption
-0.10
0.10
18.79
-1.03
0.31
Semantics
0.04
0.09
21.40
0.41
0.69
Intentionality
0.52
0.12
26.37
4.25
0.00
Semantics*Intentionality
-0.02
0.12
20.43
-0.21
0.84
Intentionality*Preemption
-0.07
0.12
17.43
-0.63
0.53
Single-predictor (Preemption)a
Intercept
3.32
0.11
47.71
30.08
0.00
Preemption
-0.08
0.09
26.12
-0.95
0.35
Intentionality
0.50
0.06
1327.96
8.05
0.00
Preemption*Intentionality
-0.08
0.06
1327.96
-1.26
0.21 Table 6. Raw Ne Marked Forms: Simultaneous and Single-predictor
Models for Adults. Table 6. Raw Ne Marked Forms: Simultaneous and Single predictor
Models for Adults. Est
SE
df
t
p
Simultaneous
Intercept
3.84
0.10
75.11
37.59
0.00
Preemption
0.29
0.07
44.01
4.15
0.00
Semantics
0.06
0.07
43.68
0.88
0.38
Intentionality
0.65
0.10
70.12
6.39
0.00
Semantics*Intentionality
0.00
0.07
39.88
0.06
0.95
Intentionality*Preemption
-0.06
0.07
41.16
-0.89
0.38
Single-predictor (Preemption)
Intercept
3.84
0.10
75.56
37.62
0.00
Preemption
0.30
0.07
47.66
4.46
0.00
Intentionality
0.65
0.10
70.36
6.43
0.00
Preemption*Intentionality
-0.06
0.07
42.56
-0.91
0.36
Single-predictor (Semantics)
Intercept
3.84
0.11
78.66
34.57
0.00
Semantics
0.13
0.08
44.84
1.66
0.10
Intentionality
0.65
0.10
70.52
6.41
0.00
Semantics*Intentionality
-0.01
0.07
41.60
-0.18
0.86 Table 7. Raw Zero Marked Forms: Simultaneous and Single-predictor
Models for 5–6 year olds. Children aged 5;6–6;6i Est
SE
df
t
p
Simultaneous
Intercept
3.31
0.11
39.21
29.68
0.00
Preemption
-0.10
0.10
18.79
-1.03
0.31
Semantics
0.04
0.09
21.40
0.41
0.69
Intentionality
0.52
0.12
26.37
4.25
0.00
Semantics*Intentionality
-0.02
0.12
20.43
-0.21
0.84
Intentionality*Preemption
-0.07
0.12
17.43
-0.63
0.53
Single-predictor (Preemption)a
Intercept
3.32
0.11
47.71
30.08
0.00
Preemption
-0.08
0.09
26.12
-0.95
0.35
Intentionality
0.50
0.06
1327.96
8.05
0.00
Preemption*Intentionality
-0.08
0.06
1327.96
-1.26
0.21 Table 7. Raw Zero Marked Forms: Simultaneous and Single-predictor
Models for 5–6 year olds. Page 12 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Est
SE
df
t
p
Single-predictor (Semantics)
Intercept
3.31
0.11
40.51
29.68
0.00
Semantics
-0.01
0.08
23.85
-0.07
0.94
Intentionality
0.52
0.12
27.64
4.32
0.00
Semantics*Intentionality
-0.06
0.10
23.00
-0.57
0.58
aThe fully maximal single-predictor model failed to converge and so, the model was run
excluding random effects of intentionality. Est
SE
df
t
p
Single-predictor (Semantics)
Intercept
3.31
0.11
40.51
29.68
0.00
Semantics
-0.01
0.08
23.85
-0.07
0.94
Intentionality
0.52
0.12
27.64
4.32
0.00
Semantics*Intentionality
-0.06
0.10
23.00
-0.57
0.58
aThe fully maximal single-predictor model failed to converge and so, the model was run
excluding random effects of intentionality. Table 8. Raw Zero Marked Forms: Simultaneous and Single-
predictor Models for 9–10 year olds. Est
SE
df
t
p
Simultaneous
Intercept
3.45
0.11
46.68
30.90
0.00
Preemption
0.01
0.08
20.69
0.09
0.93
Semantics
-0.04
0.08
19.36
-0.54
0.60
Intentionality
0.64
0.09
26.92
7.16
0.00
Semantics*Intentionality
-0.05
0.07
14.95
-0.64
0.53
Intentionality*Preemption
-0.06
0.08
14.32
-0.84
0.42
Single-predictor (Preemption)
Intercept
3.45
0.11
48.45
31.30
0.00
Preemption
-0.02
0.07
24.08
-0.20
0.84
Intentionality
0.64
0.09
27.61
7.25
0.00
Preemption*Intentionality
-0.08
0.07
17.14
-1.21
0.24
Single-predictor (Semantics)
Intercept
3.45
0.11
47.96
31.31
0.00
Semantics
-0.04
0.07
22.25
-0.59
0.56
Intentionality
0.64
0.09
26.95
7.30
0.00
Semantics*Intentionality
-0.07
0.06
17.43
-1.16
0.26 Table 8. Raw Zero Marked Forms: Simultaneous and Single-
predictor Models for 9–10 year olds. Table 9. Raw Zero Marked Forms: Simultaneous and Single-
predictor Models for Adults. Est
SE
df
t
p
Simultaneous
Intercept
3.48
0.09
69.23
40.84
0.00
Preemption
0.04
0.06
49.10
0.77
0.45
Semantics
-0.02
0.05
39.00
-0.43
0.67 Table 9. Raw Zero Marked Forms: Simultaneous and Single-
predictor Models for Adults. Table 9. Raw Zero Marked Forms: Simultaneous and Single-
predictor Models for Adults. Table 9. Raw Zero Marked Forms: Simultaneous and Single-
predictor Models for Adults. Children aged 5;6–6;6i Page 13 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Est
SE
df
t
p
Intentionality
0.42
0.09
61.03
4.85
0.00
Semantics*Intentionality
-0.00
0.05
38.43
-0.08
0.94
Intentionality*Preemption
-0.15
0.05
40.41
-2.70
0.01
Single-predictor (Preemption)
Intercept
3.48
0.08
69.20
40.99
0.00
Preemption
0.04
0.06
51.69
0.69
0.49
Intentionality
0.42
0.09
60.77
4.88
0.00
Preemption*Intentionality
-0.15
0.05
42.48
-2.80
0.01
Single-predictor (Semantics)
Intercept
3.48
0.09
69.27
40.92
0.00
Semantics
-0.01
0.05
40.02
-0.22
0.83
Intentionality
0.42
0.09
63.98
4.72
0.00
Semantics*Intentionality
-0.04
0.06
39.52
-0.75
0.46
ure 1. Relationship between Preemption counts and Difference scores across clause-level-semantics conditions and age
oups. Figure 1 shows the relationship between preemption counts (higher corpus relative verb frequency triggering ne form) and Est
SE
df
t
p
Intentionality
0.42
0.09
61.03
4.85
0.00
Semantics*Intentionality
-0.00
0.05
38.43
-0.08
0.94
Intentionality*Preemption
-0.15
0.05
40.41
-2.70
0.01
Single-predictor (Preemption)
Intercept
3.48
0.08
69.20
40.99
0.00
Preemption
0.04
0.06
51.69
0.69
0.49
Intentionality
0.42
0.09
60.77
4.88
0.00
Preemption*Intentionality
-0.15
0.05
42.48
-2.80
0.01
Single-predictor (Semantics)
Intercept
3.48
0.09
69.27
40.92
0.00
Semantics
-0.01
0.05
40.02
-0.22
0.83
Intentionality
0.42
0.09
63.98
4.72
0.00
Semantics*Intentionality
-0.04
0.06
39.52
-0.75
0.46 Figure 1. Relationship between Preemption counts and Difference scores across clause-level-semantics conditions and age
groups. Figure 1 shows the relationship between preemption counts (higher corpus relative verb frequency triggering ne form) and
difference scores across clause-level-semantics conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). gure 1. Relationship between Preemption counts and Difference scores across clause-level-semantics conditions and ag
roups. Figure 1 shows the relationship between preemption counts (higher corpus relative verb frequency triggering ne form) an Figure 1. Relationship between Preemption counts and Difference scores across clause-level-semantics conditions and age
groups. Figure 1 shows the relationship between preemption counts (higher corpus relative verb frequency triggering ne form) and
difference scores across clause-level-semantics conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). Page 14 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Figure 2. Relationship between Preemption counts and Raw scores across clause-level-semantics conditions and age groups. Figure 2 shows the relationship between preemption (higher corpus relative verb frequency triggering ne form) counts and raw scores
across clause-level-semantics conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). Figure 2. Relationship between Preemption counts and Raw scores across clause-level-semantics conditions and age groups. Children aged 9;6–10;6i Children aged 9;6–10;6i a narrowly significant effect of verb-level semantics (i.e.,
patient-affectedness) was observed (p =0.03), but only in the
single-predictor model (though it would have been more com-
fortably significant if we had pre-registered a one-tailed direc-
tional statistical test alongside our directional prediction). The
effects of Intentionality (clause-level semantics) and Preemp-
tion – but not verb-level semantics – were also observed
(again for both simultaneous and single-predictor models) for
ne marked sentences (p values < .01). For zero-marked sen-
tences, the only significant effects that were observed were
unexpected and difficult-to-interpret: a main effect of Inten-
tionality and an interaction of Intentionality x Preemption. In
summary, the adults showed clear evidence of Preemption and
Intentionality. g
Although no significant main effects of predictors or interac-
tions were observed for difference-scores (Table 2), the older
children did show the predicted Intentionality (clause-level
semantics) effect for the raw ne marked sentences, in both
the single-predictor and simultaneous models. The Preemp-
tion effect was nearing significance in the single-predictor
model for raw ne marked sentences (p < .06). For zero-marked
sentences, only a relatively-uninformative main effect of Inten-
tionality was observed (again, presumably reflecting a gen-
eral preference). In summary, the 5–6 year-olds showed
clear evidence of Intentionality though – surprisingly – not
preemption. Children aged 5;6–6;6i Figure 2 shows the relationship between preemption (higher corpus relative verb frequency triggering ne form) counts and raw scores
across clause-level-semantics conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). Study 1 (grammatical acceptability judgments):
summaryi Focussing again on the most-informative difference-score
analyses (Table 3), main effects of Intentionality (p < .01) and
Preemption (p < .01) were significant in both the simul-
taneous and single-predictor models. Unlike for children, Although the fine-grained pattern of results is rather compli-
cated, overall, a clear picture emerges: All age groups showed Page 15 of 31 Page 15 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Figure 3. Relationship between verb-level Semantics and Difference scores across clause-level-semantics conditions and age
groups. Figure 3 shows the relationship between verb-level semantics (Patient-affectedness ratings) and difference scores across clause-
level-semantics conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). Figure 3. Relationship between verb-level Semantics and Difference scores across clause-level-semantics conditions and age
groups. Figure 3 shows the relationship between verb-level semantics (Patient-affectedness ratings) and difference scores across clause-
level-semantics conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). Figure 3. Relationship between verb-level Semantics and Difference scores across clause-level-semantics conditions and age
groups. Figure 3 shows the relationship between verb-level semantics (Patient-affectedness ratings) and difference scores across clause-
level-semantics conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). clear effects of Intentionality (clause-level semantics) and – apart
from the middle age group – Preemption (though this likely
reflects a chance finding, rather than genuine U-shaped learn-
ing). That is, ergative ne marking is preferred when (a) relative
to other verbs, the relevant verb is more likely to occur with ne
than zero-marking in the input and (b) the event is intentional,
rather than unintentional. Both of these factors therefore seem
to play a key role in learning. which can be noisy with young children and – even more
crucially – may not be directly reflective of the linguistic
mechanisms that they use when producing speech (includ-
ing errors of ergative ne marking). We therefore investigated
the potential effects of preemption and verb-level semantics in a
production study. As discussed earlier, this second study did
not investigate intentionality since (a) we were not confi-
dent that children could reliably determine intentionality from
the animations and (b) we already have clear evidence of a
role for intentionality – for all age-groups – from Study 1. Much more limited evidence was obtained for the effect of
verb-level
semantics
(i.e.,
patient-affectedness,
as
deter-
mined by the semantic ratings task). Study 1 (grammatical acceptability judgments):
summaryi However, the fact that
such an effect was observed for adults – though only for the
single-predictor difference-score model – suggests that, while
this factor may play little-to-no role in acquisition per se – it
may have historically determined which verbs come to prefer
ne versus zero subject marking. Study 2: Elicited production The sample size, methods and data-analysis plan were regis-
tered prior to data collection. For the preregistration document,
please see Extended Data (Ambridge et al., 2023b). Procedure The experiment ran on the Gorilla platform and children
completed the task over Zoom along with a parent or guardian. The experimenter was present during the Zoom session in order
to answer any questions that the parents might have when super-
vising their child but did not conduct the experiment, which
was entirely computerized. The task was set up as a game
wherein the child watched a video depicting the action denoted
by each verb and built a sentence describing the action using
the clue word (the verb corresponding to the depicted action,
inflected for past tense/perfective inflection) provided by a talk-
ing dog. The video was presented first followed by the clue
word, and the child’s responses audio-recorded. The parent or
the guardian was asked to assist the child in audio-recording
their responses on the computer, but not to provide any hints
regarding the form of the responses themselves. The child Participants 48 children were recruited in each age group, 4;0–5;0 (M: 4.70,
SD: 0.34) and 5;6–6;6 (M: 6.00, SD: 0.32) years, for the elic-
ited production task. Recruitment methods (four schools were A potential concern surrounding these conclusions, though,
is that they are based entirely on acceptability judgment data, Page 16 of 31 Page 16 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Figure 4. Relationship between verb-level Semantics and Raw scores across clause-level-semantics conditions and age groups. Figure 4 shows the relationship between verb-level semantics (Patient-affectedness ratings) and raw scores across clause-level-semantics
conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). Figure 4. Relationship between verb-level Semantics and Raw scores across clause-level-semantics conditions and age groups. Figure 4 shows the relationship between verb-level semantics (Patient-affectedness ratings) and raw scores across clause-level-semantics
conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). Figure 4. Relationship between verb-level Semantics and Raw scores across clause-level-semantics conditions and age groups. Figure 4 shows the relationship between verb-level semantics (Patient-affectedness ratings) and raw scores across clause-level-semantics
conditions (Intentional=Deliberate, Unintentional=Accidental) and age groups (5;6–6;6. 9;6–10;6, Adults). dry, and khiilaana (feed) were used for the practice trials, which
depicted an action involving a boy or an inanimate object. approached and all agreed to take part in the study) and ethi-
cal approval were same as Study 1. Parents who super-
vised their children in completing the task received 500INR
compensation for their time. We ran a pilot study with seven
children aged 4–5 in order to ascertain the feasibility of running
an elicited-production task with this age group. These data are
not included in the analyses presented below. Materials For the elicited production task, the same list of 40 verbs and
animations developed in Study 1 were used. Children watched
the animations from the intentional condition only. The
animations were accompanied by a “clue word”: the relevant
inflected verb form in the simple past tense in both audio and
written formats. The verb forms were recorded by a female
near-native Hindi speaker on Audacity 2.1.2 (Audacity Team,
2016). Seven different animations, depicting the actions corre-
sponding to Hindi verbs jalaana (burn), kaaTnaa (cut), nach-
aana (dance), (sajaanaa) decorate, (giraanaa) drop, (sukhaana) Page 17 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 group separately (4;00–5;00; 5;6–6;6). As in Study 1, we ran
both simultaneous and single-predictor models. group separately (4;00–5;00; 5;6–6;6). As in Study 1, we ran
both simultaneous and single-predictor models. was instructed in Hindi on how to complete the task. For
the detailed instructions for the task, translated into English,
see Extended data (Ambridge et al., 2023b). Results For both age groups, main effects of preemption were significant
in
both
the
simultaneous
and
single-predictor
models
(see Table 10). As expected, the higher the (Z-score standard-
ized) chi-square value operationalizing preemption, the greater
the children’s production probability of using the ergative marker
ne on the subject versus zero marking (see Figure 5). Signifi-
cant effects of Verb Semantics (as measured using the patient
affectedness measure) were observed in single-predictor models,
but not in the simultaneous models, for both the age groups
(see Table 10 & Figure 6). What this suggests is that effects
of both preemption and verb semantics are present in the data
– and, indeed show broadly similar effect sizes – but that we
cannot pick them apart as they are inevitably highly corre-
lated: Verbs that are high in transitivity (Verb level seman-
tics) tend to occur frequently with ergative ne- marking in the
input (preemption). That said, across both studies, preemption
seems to be larger and more robust effect. All children saw the same list of 40 verbs. The order of pres-
entation of the verbs was fully randomised for each child,
using the randomisation function of the Gorilla platform. Each
child completed the experiment in a single session which
took approximately 30–40 minutes per child. All children
completed seven practice trials prior to the main task. In the
practice trials, children described the event and received feed-
back on their responses. The feedback consisted of a cor-
rect description of the event which the parent read out to the
child. Predictors The frequency counts (chi-square measure) and patient-
affectedness ratings obtained in Study 1 served as the preemp-
tion and verb-level semantics predictors for Study 2. For this
production study, the preemption account predicts that the higher
the (scaled and centred) chi-square value (such that positive
and negative values represent a bias towards the ne marked and
zero marked subjects respectively), the greater the probabil-
ity of children using the ergative ne versus zero marking on the
subject (with all other responses discarded as missing data). The verb-level semantics account predicts that the higher the
(scaled and centred) patient-affectedness score, the greater
the probability of children using the ergative ne versus zero
marking on the subject. Discussion (Study 2)
In summary, the results of Study 2 (elicited production) echo
those of Study 1 (acceptability judgments) in relation to the
effects of preemption which were observed in every analysis. Unlike in Study 1, however, effects of verb level semantics
were also observed; though these cannot statistically be teased
apart from preemption. Taken together, then Study 1 (accept-
ability judgments) and Study 2 (elicited production) suggest that
statistical preemption is the main mechanism by which children
learn which verbs do and do not trigger ergative ne marking. However, evidence from Study 1 suggests that clause-level
semantics (in the form of intentionality) also influences judg-
ments about the acceptability of ergative ne marking. The role
of verb-level semantics is less clear: such effects were observed
only for adults in Study 1, and only in the single-predictor models
for Study 2. Thus, it seems that effects of Verb-level semantics
are present in the data, but we cannot tell whether they are actu-
ally utilized by children in learning, or have merely histori-
cally determined which verbs tend to occur with and without
ne- marking in the first place. Statistical analyses The data were analysed using R version 3.6.3 (R Studio
Version 1.2.5042) (R Core Team, 2020). All analyses were
conducted exactly according to our pre-registered analysis plan
which is reproduced below. The preregistered analysis plan
was as follows: The above mentioned hypotheses will be tested in
three ways. First, we will run a maximal (as far as
will converge) mixed effects model (using lme4
in R) investigating the verb semantics predictor
(Hypothesis 2) only - since this is the primary pre-
dictor of interest. P values will be calculated via the
"drop1" method. Second, we will run a maximal (as
far as will converge) mixed effects model (using lme4
in R) investigating the preemption predictor (Hypoth-
esis 1) only. P values will be calculated via the "drop1"
method. Third, we will run a maximal (as far as will
converge) mixed effects model (using lme4 in R)
investigating both the verb semantics and the preemp-
tion predictors. P values will be calculated via the
"drop1" method (see attached syntax). This is con-
sidered a secondary analysis due to likely collinearity
between the predictors. General discussion A question that lies at the very heart of language acquisition
research is how children learn generalizations with exceptions
(e.g., the English plural rule that yields cats, dogs, etc, with
exceptions feet and men). Previous research has provided evi-
dence for two accounts. Statistical preemption (e.g., Goldberg,
1995; Goldberg, 2006; Goldberg, 2011; Goldberg, 2019) holds
that children are sensitive to the competition between forms
with the same (or similar) meanings. For example, in the domain
of verb argument structure, repeatedly hearing [A] made [B]
dance (e.g., Somebody made the boy dance) probabilistically
outcompetes – that is, statistically pre-empts – [A] danced [B]
(e.g., *Somebody danced the boy). Semantic accounts hold that
learners are guided in part by meaning. For example, the reason
we can say Somebody boiled the water but not Somebody Mixed effects models were run using the lme4 package
(Bates et al., 2015); p values were obtained using the ‘drop1’
method (i.e., nested models were compared using the likeli-
hood ratio test). Statistical analyses were conducted for each age Page 18 of 31 Page 18 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Table 10. Elicited Production Responses: Simultaneous and Single-predictor
Models for Both Age Groups. 4;0-5;0 year olds
5;6-6;6 year olds
Est
SE
z
p
Est
SE
z
p
Simultaneous
Intercept
5.23
0.62
8.47
0.00
3.50
0.37
9.48
0.00
Preemption
1.86
0.51
3.66
0.00
1.25
0.32
3.87
0.00
Verb Semantics
-0.38
0.44
-0.86
0.39
0.58
0.38
1.53
0.13
Single-predictor (Preemption)
Intercept
4.79
0.51
9.39
0.00
3.48
0.37
9.37
0.00
Preemption
1.49
0.40
3.75
0.00
1.42
0.32
4.39
0.00
Single-predictor (Semantics)
Intercept
4.46
0.47
9.58
0.00
3.58
0.45
7.91
0.00
Verb Semantics
0.91
0.36
2.50
0.01
0.91
0.45
2.05
0.04
gure 5. Relationship between Preemption counts and Elicited Production across Age groups. Figure 5 shows the relationship
etween preemption counts (higher corpus relative verb frequency triggering ne form) and elicited production across age groups
–5, 5;6–6;6). Table 10. Elicited Production Responses: Simultaneous and Single-predictor
Models for Both Age Groups. General discussion 4;0-5;0 year olds
5;6-6;6 year olds
Est
SE
z
p
Est
SE
z
p
Simultaneous
Intercept
5.23
0.62
8.47
0.00
3.50
0.37
9.48
0.00
Preemption
1.86
0.51
3.66
0.00
1.25
0.32
3.87
0.00
Verb Semantics
-0.38
0.44
-0.86
0.39
0.58
0.38
1.53
0.13
Single-predictor (Preemption)
Intercept
4.79
0.51
9.39
0.00
3.48
0.37
9.37
0.00
Preemption
1.49
0.40
3.75
0.00
1.42
0.32
4.39
0.00
Single-predictor (Semantics)
Intercept
4.46
0.47
9.58
0.00
3.58
0.45
7.91
0.00
Verb Semantics
0.91
0.36
2.50
0.01
0.91
0.45
2.05
0.04 Table 10. Elicited Production Responses: Simultaneous and Single-predictor
Models for Both Age Groups. Table 10. Elicited Production Responses: Simultaneous and Single-predictor
Models for Both Age Groups. Figure 5. Relationship between Preemption counts and Elicited Production across Age groups. Figure 5 shows the relationship
between preemption counts (higher corpus relative verb frequency triggering ne form) and elicited production across age groups
(4–5, 5;6–6;6). Figure 5. Relationship between Preemption counts and Elicited Production across Age groups. Figure 5 shows the relationship
between preemption counts (higher corpus relative verb frequency triggering ne form) and elicited production across age groups
(4–5, 5;6–6;6). Figure 5. Relationship between Preemption counts and Elicited Production across Age groups. Figure 5 shows the relationship
between preemption counts (higher corpus relative verb frequency triggering ne form) and elicited production across age groups
(4–5, 5;6–6;6). Page 19 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Figure 6. Relationship between verb-level Semantics and Elicited Production across Age groups. Figure 6 shows the relationship
between verb-level semantics (Patient Affectedness) and elicited production across age groups (4–5, 5;6–6;6). Figure 6. Relationship between verb-level Semantics and Elicited Production across Age groups. Figure 6 shows the relationship
between verb-level semantics (Patient Affectedness) and elicited production across age groups (4–5, 5;6–6;6). show a greater preference (Study 1) for ne over zero-marked
subjects. danced the boy is that “boiling” but not “dancing” is an activ-
ity that an external causer can more-or-less force another entity
to undergo (Ambridge et al., 2020; Ambridge et al., 2022;
Pinker, 1989; Shibatani & Pardeshi, 2002). Overall, the findings from the acceptability-judgment study (with
5–6 year-olds, 9–10 year-olds and adults) and the production
study (with 4–5 and 5–6 year olds) yield a clear picture. General discussion Find-
ings of statistical preemption were observed across the board,
suggesting that the main way Hindi-speaking children learn
which verbs do and do not trigger ne marking is probabilistic
input-based learning at the verb level. At the same time, the
acceptability-judgment study shows that learners also seem
to be sensitive to a clause-level semantic constraint such that
intentional actions require ne marking to a greater extent than
unintentional ones. Effects of verb-level semantics, how-
ever, were observed only sporadically, primarily in the adult
acceptability judgment data and elicited production data from
children. These findings indicate that to some extent, ne mark-
ing is associated with higher transitivity actions, but this effect
disappears when controlling for preemption. Most likely then,
transitivity (verb-level semantics) determines which verbs
prefer ne- versus zero marking historically, but learners primarily The present study tested the preemption and semantics hypoth-
eses for Hindi ergative ne marking: another semi-regular
system characterized by exceptions. The preemption account
predicts that the greater the frequency with which a particu-
lar verb appears with versus without ne marking on the sub-
ject – relative to other verbs – the greater the extent to which
child and adult participants will (Study 1) accept and (Study 2)
produce ne over zero-marked subjects. The semantics hypoth-
esis was tested at both the verb and the clause level: At the verb
level, this account predicts that the greater the verb’s semantic
transitivity (as determined in a separate semantic-rating task
of patient affectedness) the greater the extent to which child
and adult participants will (Study 1) accept and (Study 2) pro-
duce ne over zero-marked subjects. At the clause level, this
account predicts that when an action is portrayed as inten-
tional rather than unintentional, child and adult participants will Page 20 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 learn these patterns statistically on a verb-by-verb basis
(i.e., via statistical preemption). a. Ergative_Judgment_PracticeAnimations
(contains
animations and audio files that accompanied the
animations in the practice trial of Study 1) These results therefore add to a growing body of work which
suggests that learners acquire exception-filled generalizations
by (a) learning probabilistically from the input which surface
form is used by adult speakers to convey a particular meaning
(i.e., via statistical preemption) and (b) forming overarch-
ing generalizations based on semantics, which allow them to
generalize to new scenarios. •
ErgativeStudy_Data&RCode-ORE.zip •
ErgativeStudy_Data&RCode-ORE.zip a. Judgment_Study_Data (contains data and R code
for Study 1) Data availability Underlying data • raw-semantics-20.csv (contains the raw data
obtained from 20 participants on the semantics
ratings task) OSF: Ergative marking in Hindi: Stimuli, data and R code General discussion For Hindi ergative ne marking,
these semantic effects seem mainly to operate at the level of the
clause, specifically reflecting intentionality. That is, in terms
of avoiding overgeneralizations, children learn that the excep-
tions to ergative ne- marking occur in contexts with low levels of
intentionality. The role of verb-level semantic effects war-
rants further investigation. Future studies investigating other
language systems characterized by partial productivity should
therefore take seriously, and investigate empirically, the possibil-
ity that effects of semantics exist. In the meantime, the present
findings have demonstrated that, for a previously understudied
phenomenon – ergative ne- marking – learners acquire exception-
filled generalizations using both verb-by-verb learning (i.e.,
statistical preemption) and forming overarching semantic
generalizations (here, intentionality). b. Ergative_Production_PracticeAnimations
(contains
animations and audio files that accompanied the
animations in the practice trial of Study 2) ErgativeStudy_VerbLists_Practice&Main.zip ErgativeStudy_VerbLists_Practice&Main.zip a. Ergative_Hindi_VerbLists.xlsx (contains three sub-
sheets which have details on the verbs that were
used for adults and children - one adult list; two
child lists - Child_List1, Child_List2) a. Ergative_Hindi_VerbLists.xlsx (contains three sub-
sheets which have details on the verbs that were
used for adults and children - one adult list; two
child lists - Child_List1, Child_List2) b. ErgativeGJ_PracticeTrialsList.xlsx (contains list of
the trials used for the grammatical judgment practice
task in Study 1) b. ErgativeGJ_PracticeTrialsList.xlsx (contains list of
the trials used for the grammatical judgment practice
task in Study 1) c. Ergative_EP_PracticeTrialsList.xlsx
(contains
list
of the trials used for the elicited production practice
task in Study 1) •
Ergative_SemanticsTaskMaterials.zip
(contains
materials used in the semantics ratings task) Ethics and consent The study was approved by ethics committees at the University
of Liverpool, UK (RETH001041) and International Institute
of Information Technology – Hyderabad, India (IIITH-IRB-
PRO-2021-02). Written informed consent was obtained using
online and physical consent forms, depending on whether the
task was completed face-to-face or online. For children, writ-
ten informed consent was obtained from parents. Children
provided verbal assent. • finalrawdata-wp2-GJ-5-6-nopreemp.csv (raw data
for 5–6 year olds) • finalrawdata-wp2-GJ-9-10-nopreemp.csv
(raw
data for 9–10 year olds) • finalrawdata-wp2-GJ-adults-nopreemp.csv
(raw
data for adults) • PreemptionCounts.csv (contains the frequency
counts for all 40 verbs) https://doi.org/10.17605/OSF.IO/7KS63 (Ambridge et al., 2023a). • semantics-20-mean scores.xlsx (contains the mean
ratings across participants for each verb on the
semantics ratings task) This project contains the following underlying data: This project contains the following underlying data: •
File name.pdf/xlsx/mp4 (brief description of file (in
a few words)) • V2_Ergative_Judgments.R (R code for Study 1) •
ErgativeStudy_Animations.zip
(contains
animations
for the grammatical judgment and elicited production
tasks in intentional (e.g., BREAK.mp4) and uninten-
tional (e.g., BREAK_A.mp4) conditions; only ani-
mations in the intentional condition were used for
the elicited production task) b. Production_Study_Data (contains data and R code for
Study 2) b. Production_Study_Data (contains data and R code for
Study 2) • Production_FinalCodeSheet_4–5 (contains raw
data from 4–5 year olds) • Production_FinalCodeSheet_5–6 (contains raw
data from 5–6 year olds) •
Ergative_Judgment_SentencesAudio.zip (contains audio
files that accompanied the animations in the main trial
of Study 1) • PreemptionCounts.csv (contains the frequency
counts for all 40 verbs) •
ErgativeStudy_PracticeAnimations.zip Page 21 of 31 Page 21 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 •
Pre-registration document for Study 1 (Ambridge, B.,
Maitreyee, R., Narasimhan, B., Sharma, D. M., Nair,
R. B., & Samanta, S. (2019). Development of erga-
tive
case-marking
in
Hindi:
Evidence
from
a
grammaticality judgment study (preregistration). Open
Science Framework. https://doi.org/10.17605/OSF.IO/
Q5RT8 • raw-semantics-20.csv (contains the raw data
obtained from 20 participants on the semantics
ratings task) • semantics-20-mean
scores.xlsx
(contains
the
mean ratings across participants for each verb on
the semantics ratings task) • Ergative_Prod.R (R code for Study 2) •
Pre-registration document for Study 2 (Maitreyee, R.,
Ambridge, B., Narasimhan, B., Saxena, G., Sharma,
D. M., & Nair, R. B. (2019). The roles of preemp-
tion and semantics in the production of ergative
marking in Hindi speaking children (preregistration). Open Science Framework. https://doi.org/10.17605/
OSF.IO/H678K Extended data OSF: CLASS: Cross Linguistic Acquisition of Sentence Structure OSF: CLASS: Cross Linguistic Acquisition of Sentence Structure Data are available under the terms of the Creative Commons
Attribution 4.0 International license (CC-BY 4.0). Publisher Full Text Ambridge B, Blything RP: A connectionist model of the retreat from verb
argument structure overgeneralization. J Child Lang. 2016; 43(6): 1245–76. PubMed Abstract | Publisher Full Text Ambridge B, Pine JM, Rowland CF, et al.: The retreat from overgeneralization
in child language acquisition: Word learning, morphology, and verb
argument structure. Wiley Interdiscip Rev Cogn Sci. 2013; 4(1): 47–62. PubMed Abstract | Publisher Full Text Ambridge B, Pine JM, Rowland CF, et al.: The retreat from overgeneralization
in child language acquisition: Word learning, morphology, and verb
argument structure. Wiley Interdiscip Rev Cogn Sci. 2013; 4(1): 47–62. PubMed Abstract | Publisher Full Text Ambridge B, Brandt S: Lisa filled water into the cup: The roles of
entrenchment, preemption and verb semantics in German speakers’ L2
acquisition of English locatives. Zeitschrift für Anglistik und Amerikanistik. 2013;
61(3): 245–263. Audacity Team: Audacity(R): Free Audio Editor and Recorder (Version 2.1.2)
[Computer application]. 2016. Reference Source Audacity Team: Audacity(R): Free Audio Editor and Recorder (Version 2.1.2)
[Computer application]. 2016. Reference Source j
Publisher Full Text Ambridge B, Barak L, Wonnacott E, et al.: Effects of both preemption and
entrenchment in the retreat from verb overgeneralization errors: Four
reanalyses, an extended replication, and a meta-analytic synthesis. Collabra Psychol. 2018; 4(1): 23. References Alishahi A, Stevenson S: A computational model of early argument structure
acquisition. Cogn Sci. 2008; 32(5); 789–834. overgeneralization errors: A novel verb grammaticality judgment study. Cognitive Linguistics. 2011; 22(2): 303–323. Publisher Full Text q
g
PubMed Abstract | Publisher Full Text Ambridge B, Pine JM, Rowland CF: Semantics versus statistics in the retreat
from locative overgeneralization errors. Cognition. 2012a; 123(2): 260–79. PubMed Abstract | Publisher Full Text Ambridge B, Pine JM, Rowland CF: Semantics versus statistics in the retreat
from locative overgeneralization errors. Cognition. 2012a; 123(2): 260–79. PubMed Abstract | Publisher Full Text Ambridge B: How do children restrict their linguistic generalizations? An
(un-)grammaticality judgment study. Cogn Sci. 2013; 37(3): 508–43. PubMed Abstract | Publisher Full Text | Free Full Text Ambridge B: How do children restrict their linguistic generalizations? An
(un-)grammaticality judgment study. Cogn Sci. 2013; 37(3): 508–43. PubMed Abstract | Publisher Full Text | Free Full Text Ambridge B, Pine JM, Rowland CF, et al.: A semantics-based approach to the
“no negative evidence” problem. Cogn Sci. 2009; 33(7): 1301–1316. PubMed Abstract | Publisher Full Text Ambridge B, Ambridge C: The retreat from transitive-causative
overgeneralization errors: A review and diary study. In: C. F. Rowland,
A. L. Theakston, B. Ambridge, & K. E. Twomey (Eds.), Current perspectives on
child language acquisition: How children use their environment to learn. John
Benjamins, 2020; 113–130. Ambridge B, Pine JM, Rowland CF, et al.: Avoiding dative overgeneralisation
errors: semantics, statistics or both? Lang Cogn Neurosci. 2014; 29(2):
218–243. Publisher Full Text Ambridge B, Pine JM, Rowland CF, et al.: The effect of verb semantic class
and verb frequency (entrenchment) on children’s and adults’ graded
judgements of argument-structure overgeneralization errors. Cognition. 2008; 106(1): 87–129. Ambridge B, Pine JM, Rowland CF, et al.: The effect of verb semantic class
and verb frequency (entrenchment) on children’s and adults’ graded
judgements of argument-structure overgeneralization errors. Cognition. 2008; 106(1): 87–129. Publisher Full Text Publisher Full Text Ambridge B, Bidgood A, Twomey KE, et al.: Preemption versus Entrenchment:
Towards a Construction-General Solution to the Problem of the Retreat
from Verb Argument Structure Overgeneralization. PLoS One. 2015; 10(4):
e0123723. Ambridge B, Pine JM, Rowland CF, et al.: The roles of verb semantics,
entrenchment, and morphophonology in the retreat from dative
argument-structure overgeneralization errors. Language. 2012b; 88(1):
45–81. PubMed Abstract | Publisher Full Text | Free Full Text https://doi.org/10.17605/OSF.IO/PAVM7
(Ambridge
et
al.,
2023b). This project contains the following extended data: Data are available under the terms of the Creative Commons
Attribution 4.0 International license (CC-BY 4.0). •
File name.pdf/xlsx/mp4 (brief description of file (in a
few words)) Publisher Full Text Ambridge B, Doherty L, Maitreyee R, et al.: Testing a computational model
of causative overgeneralizations: Child judgment and production data
from English, Hebrew, Hindi, Japanese and K’iche’ [version 2; peer review: 2
approved, 1 approved with reservations]. Open Res Eur. 2022; 1(1). Publisher Full Text Barak L, Goldberg AE, Stevenson S: Comparing computational cognitive
models of generalization in a language acquisition task. Proceedings of
the 2016 Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics, 2016; 96–106. Publisher Full Text Ambridge B, Maitreyee R, Saxena G, et al.: Ergative marking in Hindi: Stimuli,
data and R code. Open Science Framework. 2023a. Bates D, Mächler M, Bolker B, et al.: Fitting linear mixed-effects models using
lme4. Journal of Statistical Software. 2015; 67(1): 1–48. Publisher Full Text Bates D, Mächler M, Bolker B, et al.: Fitting linear mixed-effects models using
lme4. Journal of Statistical Software. 2015; 67(1): 1–48. Publisher Full Text http://www.doi.org/10.17605/OSF.IO/7KS63 Ambridge B, Maitreyee R, Narasimhan B, et al.: CLASS: Cross linguistic
acquisition of sentence structure. Open Science Framework. 2023b. https://osf.io/pavm7/ Ambridge B, Maitreyee R, Narasimhan B, et al.: CLASS: Cross linguistic
acquisition of sentence structure. Open Science Framework. 2023b. Bhat RA, Bhat IA, Sharma DM: Improving transition-based dependency
parsing of Hindi and Urdu by modeling syntactically relevant phenomena. ACM transactions on Asian and low-resource language information processing. 2017; 16(3): 1–35. Ambridge B, Maitreyee R, Tatsumi T, et al.: The crosslinguistic acquisition
of sentence structure: Computational modeling and grammaticality
judgments from adult and child speakers of English, Japanese, Hindi,
Hebrew and K’iche’. Cognition. 2020; 202: 104310. p
Reference Source Kakwani D, Kunchukuttan A, Golla S, et al.: IndicNLPSuite: Monolingual
corpora, evaluation benchmarks and pre-trained multilingual language
models for Indian languages. In: Findings of the Association for Computational
Linguistics: EMNLP. Association for Computational Linguistics. 2020; 4948–4961. Publisher Full Text Kakwani D, Kunchukuttan A, Golla S, et al.: IndicNLPSuite: Monolingual
corpora, evaluation benchmarks and pre-trained multilingual language
models for Indian languages. In: Findings of the Association for Computational
Linguistics: EMNLP. Association for Computational Linguistics. 2020; 4948–4961. Publisher Full Text Kuznetsova A, Brockhoff PB, Christensen RHB: lmerTest Package: Tests in
linear mixed effects models. J Stat Softw. 2017; 82(13): 1–26. Publisher Full Text Kuznetsova A, Brockhoff PB, Christensen RHB: lmerTest Package: Tests in
linear mixed effects models. J Stat Softw. 2017; 82(13): 1–26. Publisher Full Text Twomey KE, Chang F, Ambridge B: Lexical distributional cues, but not
situational cues, are readily used to learn abstract locative verb-structure
associations. Cognition. 2016; 153: 124–139. b
d
b
|
bli h
ll Li P, MacWhinney B: Cryptotype, overgeneralization and competition: A
connectionist model of the learning of English reversive prefixes. Conn Sci. 1996; 8(1): 3–30. UK Parliament: Coronavirus: A history of English lockdown laws. 2021. Reference Source Publisher Full Text Bidgood A, Ambridge B, Pine JM: The retreat from locative
overgeneralisation errors: a novel verb grammaticality judgment study. PLoS One. 2014; 9(5): e97634. P bM d Ab t
t | P bli h
F ll T
t | F
F ll T
t Bidgood A, Ambridge B, Pine JM: The retreat from locative
overgeneralisation errors: a novel verb grammaticality judgment study. PLoS One. 2014; 9(5): e97634. PubMed Abstract | Publisher Full Text | Free Full Text g
PubMed Abstract | Publisher Full Text | Free Full Text Ambridge B, Pine J, Rowland C: Children use verb semantics to retreat from Page 22 of 31 Page 22 of 31 Page 22 of 31 Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Blything RP, Ambridge B, Lieven EV: Children use statistics and semantics in
the retreat from overgeneralization. PLoS One. 2014; 9(10): e110009. PubMed Abstract | Publisher Full Text | Free Full Text
Bowerman M: The “no negative evidence” problem: How do children avoid
constructing an overly general grammar? In: J. A. Hawkins (Ed.) Explaining
language universals. Blackwell. 1988; 73–101. Reference Source
Boyd JK, Goldberg AE: Learning what NOT to say: The role of statistical a. preemption and categorization in A-adjective production. Language. 2011;
87(1): 55–83. 2016; 2393–2400. Reference Source Blything RP, Ambridge B, Lieven EV: Children use statistics and semantics in
the retreat from overgeneralization. PLoS One. 2014; 9(10): e110009. PubMed Abstract | Publisher Full Text | Free Full Text Blything RP, Ambridge B, Lieven EV: Children use statistics and semantics in
the retreat from overgeneralization. PLoS One. 2014; 9(10): e110009. PubMed Abstract | Publisher Full Text | Free Full Text Mohanan T: Argument structure in Hindi. CSLI Publications, 1994. Reference Source Bowerman M: The “no negative evidence” problem: How do children avoid
constructing an overly general grammar? In: J. A. Hawkins (Ed.) Explaining
language universals. Blackwell. 1988; 73–101. Reference Source Bowerman M: The “no negative evidence” problem: How do children avoid
constructing an overly general grammar? In: J. A. Hawkins (Ed.) Explaining
language universals. Blackwell. 1988; 73–101. Reference Source Montaut A: The rise of non-canonical subjects and semantic alignments in
Hindi. Stud Lang Companion Ser. 2013; 140(1): 91–117. Publisher Full Text i Boyd JK, Goldberg AE: Learning what NOT to say: The role of statistical a. preemption and categorization in A-adjective production. Language. 2011;
87(1): 55–83. Marcus G, Davis E: Rebooting AI: Building artificial intelligence we can
trust. Publisher Full Text Narasimhan B: Splitting the notion of ‘agent’: Case-marking in early child
Hindi. J Child Lang. 2005; 32(4): 787–803. Publisher Full Text Brooks PJ, Tomasello M, Dodson K: Young children’s overgeneralizations with
fixed transitivity verbs. Child Dev. 1999; 70(6): 1325–1337. PubMed Abstract | Publisher Full Text Pareek B, Kidwai A, Eisenbeiss S: Verb agreement in Hindi and its acquisition. In: R. Balusu & S. Sunderasan (Eds.): Proceedings of Formal Approaches to South
Asian Languages - FASAL 5. 2016; 196–215. Reference Source Pareek B, Kidwai A, Eisenbeiss S: Verb agreement in Hindi and its acquisition. In: R. Balusu & S. Sunderasan (Eds.): Proceedings of Formal Approaches to South
Asian Languages - FASAL 5. 2016; 196–215. Reference Source
Peirce J, Gray JR, Simpson S, et al.: PsychoPy2: Experiments in behavior made
easy. Behav Res Methods. 2019; 51(1): 195–203. Brooks PJ, Zizak O: Does preemption help children learn verb transitivity? J Child Lang. 2002; 29(4): 759–781. J
g
PubMed Abstract | Publisher Full Text Butt M, King TH: Semantic case in Urdu. In: L. Dorbin, L. Nichols, & R. M. Rodriguez (Eds.), Papers from the 27th regional meeting of the Chicago linguistic
society. 1991; 31–45. Peirce J, Gray JR, Simpson S, et al.: PsychoPy2: Experiments in behavior made
easy. Behav Res Methods. 2019; 51(1): 195–203. Publisher Full Text Vintage. 2019. Reference Source Reference Source Perek F, Goldberg AE: Linguistic generalization on the basis of function and
constraints on the basis of statistical preemption. Cognition. 2017; 168:
276–293. Butt M, King TH: Case systems: Beyond structural distinctions. In: E. Brandner, & H. Zinsmeister (Eds.), New perspectives on Case Theory. CSLI
Publications. 2003. PubMed Abstract | Publisher Full Text Reference Source Perfors A, Tenenbaum JB, Wonnacott E: Variability, negative evidence, and
the acquisition of verb argument constructions. J Child Lang. 2010; 37(3):
607–642. de Hoop H, Narasimhan B: Differential case-marking in Hindi. In M. Amberber & H. de Hoop (Eds.,): Competition and variation in natural languages:
The case for case. Elsevier. 2005; 321–345. Reference Source PubMed Abstract | Publisher Full Text Piepers J: Optional ergative case marking in Hindi. [Bachelor’s thesis,
Radbound University]. 2016. Goldberg AE: Constructions: A construction grammar approach to
argument structure. University of Chicago Press, 1995. Reference Source Reference Source Pinker S: Learnability and cognition: The acquisition of argument
structure. MIT Press, 1989. Reference Source Goldberg AE: Constructions at work: The nature of generalization in
language. Oxford University Press, 2006. Reference Source Pinker S: Words and rules: The ingredients of language. Basic Books,1999. Reference Source Goldberg AE: Corpus evidence of the viability of statistical preemption. Cogn Linguist. 2011; 22(1): 131–153. R Core Team: R: A language and environment for statistical computing. R
Foundation for Statistical Computing. 2020. Reference Source Publisher Full Text Goldberg AE: Explain me this: Creativity, competition, and the partial
productivity of constructions. Princeton University Press, 2019. Publisher Full Text Robenalt C, Goldberg AE: Judgment evidence for statistical preemption: It is
relatively better to vanish than to disappear a rabbit, but a lifeguard can
equally well backstroke or swim children to shore. Cogn Linguist. 2015; 26(3):
467–503. GOV.UK: 2 years of COVID-19 on GOV.UK. 2022. Reference Source GOV.UK: 2 years of COVID-19 on GOV.UK. 2022. Gropen J, Pinker S, Hollander M, et al.: Affectedness and direct objects: The
role of lexical semantics in the acquisition of verb argument structure. Cognition. 1991; 41(1–3): 153–195. Robenalt C, Goldberg AE: Nonnative speakers do not take competing
alternative expressions into account the way native speakers do. Lang
Learn. 2016; 66(1): 60–93. g
PubMed Abstract | Publisher Full Text Gropen J, Pinker S, Hollander M, et al.: The learnability and acquisition of the
dative alternation in English. Language. 1989; 65(2): 203–257. Rosenthal R: The file drawer problem and tolerance for null results. Psychol
Bull. 1979; 86(3): 638–641. Publisher Full Text Publisher Full Text Singh M: On the semantics of the perfective aspect. Nat Lang Semant. 1998;
6(2): 171–199. Hsu AS, Chater N: The logical problem of language acquisition: A
probabilistic perspective. Cogn Sci. 2010; 34(6): 972–1016. P bM d Ab
| P bli h
F ll T Stefanowitsch A: Negative entrenchment: A usage-based approach to
negative evidence. Cogn Linguist. 2008; 19(3): 513–531. Publisher Full Text Irani A: How children learn to disappear causative errors. In: M.M. Brown &
B. Dailey (Eds.): Proceedings of the 43rd Boston University Conference on Language
Development.. Cascadilla Press. 2009; 298–310. Irani A: How children learn to disappear causative errors. In: M.M. Brown &
B. Dailey (Eds.): Proceedings of the 43rd Boston University Conference on Language
Development.. Cascadilla Press. 2009; 298–310. Irani A: How children learn to disappear causative errors. In: M.M. Brown &
B. Dailey (Eds.): Proceedings of the 43rd Boston University Conference on Language
Development.. Cascadilla Press. 2009; 298–310. Theakston AL: The role of entrenchment in children’s and adults’ performance
on grammaticality judgment tasks. Cogn Dev. 2004; 19(1): 15–34. Publisher Full Text Publisher Full Text Harmon Z, Kapatsinski V: Putting old tools to novel uses: The role of form
accessibility in semantic extension. Cogn Psychol. 2017; 98: 22–44. PubMed Abstract |� Publisher Full Text Harmon Z, Kapatsinski V: Putting old tools to novel uses: The role of form
accessibility in semantic extension. Cogn Psychol. 2017; 98: 22–44. Shibatani M, Pardeshi P: The causative continuum. In: M. Shibatani (Ed.) The
grammar of causation and interpersonal manipulation. John Benjamins, 2002;
85–126. PubMed Abstract |� Publisher Full Text Hopper PJ, Thompson SA: Transitivity in grammar and discourse. Language. 1980; 56(2): 251–299. Aaricia Ponnet Linguistics, Ghent University, Pietersnieuwstraat, Gent, Belgium This article adds some fundamental findings to ongoing research about how children learn certain
verbal constructions and how they deal with exceptions and semantic restrictions when learning
verbal event constructions. Moreover, they do this by focussing on Hindi, a language which is,
despite being the third most spoken language in the world, still under-researched in linguistic
research and especially in research with a language acquisition and learnability perspective. Moreover, the study focuses on child speakers of Hindi in India of two different age groups (with a
younger pilot study group) as well as a group of adult speakers. This means that the study not
only provides interesting data from a learnability perspective (i.e. how do children deal with
learning the different semantic and syntactic restrictions that are related to the acquisition of the
construction under study) but also adds to the growing body of work on the Hindi language and
additionally gives valuable insights on the distribution of ne marking with adult speakers of Hindi
in India. It taps into to the body of work that researches the use and acquisition of differential case
marking with children and adults, in this case, split ergativity (with a focus on active, transitive,
two-participant verbs). One of the strong points of this study is that it not only provides a wide range of data with
considerably large sample groups with more than 140 participants in total (given that this type of
research in India is still rather novel, and given the restrictions during the COVID pandemic during
which this research has been performed, this is quite an impressive number), but it also provides a
solid hypothesis and contrasts two different linguistic theoretical approaches that the study aims
to test by analysing the data of the different speaker groups. On the one hand, the study aims to
predict and test ‘statistical preemption’ (based on recent work by Goldberg and collaborators)
which poses that certain constructions or linguistic forms probabilistically outcompete others in
the input distribution of children, which means that they will prefer certain constructions or forms
over others. On the other, the study aims to elaborate on previous work on the role of semantics
in the learnability of certain constructions (building on previous work by Ambridge and
collaborators), and typological work on Hindi (a.o. Version 1 Reviewer Report 29 August 2023 https://doi.org/10.21956/openreseurope.16872.r33459 © 2023 Ponnet A. This is an open access peer review report distributed under the terms of the Creative Commons
Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the
original work is properly cited. Publisher Full Text Wonnacott E, Newport EL, Tanenhaus MK: Acquiring and processing verb
argument structure: distributional learning in a miniature language. Cogn
Psychol. 2008; 56(3): 165–209. PubMed Abstract | Publisher Full Text | Free Full Text List JM, Cysouw M, Forkel R: Concepticon: A resource for the linking of
concept lists. In: Proceedings of the Tenth International Conference on Language
Resources and Evaluation. European Language Resources Association (ELRA). Page 23 of 31 Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Open Peer Review
Current Peer Review Status:
Version 1
Reviewer Report 29 August 2023
https://doi.org/10.21956/openreseurope.16872.r33459 Open Peer Review Current Peer Review Status: Aaricia Ponnet Mohanan 1994) that highlights the effects of
verb-level semantics, in the case of split ergativity: transitivity, and clause level semantics, in the
case of split ergativity: volitionality or intentionality. Verbs that rate higher on the transitivity cline Page 24 of 31 Open Research Europe Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 or that are associated with a higher sense of intentionality are predicted to be associated with ne
with a higher range of frequency. It is important to note that the study focuses on active,
transitive, two-participant verbs – intransitive verbs that can in some cases take the ergative were
not included. Data were collected using an acceptability judgment task (three groups, children of different age
groups and adults) and an elicited production task (two groups, a younger group and a group
aged 5-6). These are presented as two separate studies (study 1 and study 2), after which the
results are compared in the discussion section. Study 1 looks at the effect of statistical
preemption, intentionality and transitivity. Study 2 investigates the effect of statistical preemption
and transitivity. A large online Hindi corpus was perused to account for statistical preemption with
regard to the quantitative analysis. Another strong feature of the study is that it openly shares the
material that was used to collect the data online, as well as the analyses in R. This means that the
study is replicable, but also that reviewers and readers can have all the necessary information
needed to interpret and check the results of this study. Both the studies (acceptability judgment and elicited production) find an effect of statistical
preemption over the different age groups (except for the middle age group in Study 1). In Study 1,
additionally, a significant effect for intentionality was attested, but not for transitivity. In Study 2,
to a lesser extent, an effect was found also for transitivity. This leads the authors to the conclusion
that children rely both on frequency as well as semantics to learn certain regularities as well as
exceptions to these regularities. In the case of ergative ne marking then, and specifically with
regard to transitive perfective verbs, children learn, according to the authors, on a verb-by-verb
basis, and with those verbs where ne marking is optional in particular, are further guided by
semantics, in this case, intentionality. Aaricia Ponnet As per my knowledge, this is the first study on Hindi ergative
marking that has been carried out at such a large scale, which makes it a necessary, innovative
contribution to the field of linguistics. The study is in my opinion a valuable and perhaps even groundbreaking contribution with regard
to the several aspects that I summarized and highlighted above. I do have, however, some minor
reservations/questions regarding the following: A list of the 40 verbs is given in an online repository, but for the interpretation of the results
of the study, I find it essential to include at least an overview of the verbs in the article itself
(preferably with the original Hindi verb as well as its English counterpart). ○ A list of the 40 verbs is given in an online repository, but for the interpretation of the results
of the study, I find it essential to include at least an overview of the verbs in the article itself
(preferably with the original Hindi verb as well as its English counterpart). ○ In Hindi, the subject is generally null-marked (nominative). What makes the split ergative
construction in Hindi challenging is that there is an opposition between ergative ne marking
and nominative null marking. Children have to learn that the opposition
transitive/intransitive is morphologically marked with verbs that have the perfective aspect. The verbs that have been included in this study only concern verbs that can have ergative
marking but not typical intransitive verbs such as jaanaa ‘to go’, bhaagnaa ‘to run’, baiThnaa
‘to sit’, khaaMsnaa ‘to cough’, naacnaa ‘to dance’ and so on, neither does it include such
intransitive verbs that can sometimes have subject marked with the ergative such as chiikh
‘to scream’. On the one hand, this focus on two-participant transitive verbs could be made
clearer in the introduction of the study (and, consequently, the exclusion of single-
participant intransitive verbs), on the other hand, the inclusion of intransitive perfective
verbs is in my opinion elementary to the research of the learnability of split ergativity as a
whole, not only the semantics that are involved but also the morphosyntactic opposition In Hindi, the subject is generally null-marked (nominative). What makes the split ergative
construction in Hindi challenging is that there is an opposition between ergative ne marking
and nominative null marking. Aaricia Ponnet Children have to learn that the opposition
t
iti
/i t
iti
i
h l
i
ll
k d
ith
b th t h
th
f
ti
t
○ Page 25 of 31 Open Research Europe Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 between ergative and nominative. This is particularly so since there are certain intransitive
verbs that allow for ne marking when volitionality/intentionality is at play – and these verbs
were not included in the study. Moreover, when testing statistical preemption, there will
also be a role of the frequency of certain lemmas in the subject function – there can only be
ne marking of the subject in the perfective aspect verb form, all other aspects have
nominative subjects. Since other verb forms were not included in the study, the effect of
frequency of nominative on the subject forms is therefore not accounted for in this study. Especially from a language development perspective, the question remains how children
shift from mainly nominative to mainly ergative – if such a shift is present at all. This aspect
is not covered by the study as most of the age groups perform similarly to the adult group,
which suggests that by age 4-5 these nuances are already acquired. Another issue regards the rating of the affectedness of the patient to rate the level of
transitivity, by which the authors aim to test the influence of verb-level semantics on the use
of ne with active, transitive two-participant verbs. This was tested by presenting participants
passivized forms of the 40 verbs that were included in the test. My concern is that the effect
of transitivity cannot be entirely tested in this way. Moreover, with regard to the transitivity
cline, there are several aspects that have been stated by Hopper & Thompson (1980) that
influence the level of transitivity, which concerns the agent as well as the patient. Moreover,
according to Hopper & Thompson (1980), transitivity is “a global property of an entire
clause” (251). Maitreyee et al. distinguish between intentionality at the clause level and
transitivity as verb-level semantics, while these features may very well both be positioned at
the clause level. I believe these data and analyses are extremely valuable and I hope that for future Aaricia Ponnet Either the choice for this distinction at the semantic level needs to be made
more clear by the authors in the text, or the focus should be more on ‘patient affectedness’
and less on transitivity, as transitivity encompasses more than affectedness alone. y
y
p
Moreover, volitionality/agentivity (which highly overlaps with the feature ‘intentionality’ that
is being investigated in this study) is one of the features stated by Hopper and Thompson
that influences the rate of transitivity as well (252). Within this line of reasoning, the authors
have researched the effect of two transitivity features on the use of ne (i.e. intentionality vs. patient affectedness) rather than intentionality vs. transitivity. Intentionality was tested by presenting the participants with four sentences, alternately
marked with ne or null-marked in the nominative, and by adding an adverb galtii se ‘by
mistake’. In this way sentences were created that were, according to the authors, more
intentional than others within the meaning of that particular verb. However, 1) an adverb
expressing higher intentionality was not added, and 2) the range of intentionality between
the different verbs that were tested was not accounted for. The figures in the article show a
clear difference between sentences that have the adverb ‘by mistake’ and verbs that have
not, which confirms a successful operationalization of ‘less intentional’, but there is also a
cline to be observed between the verbs at the same level of intentionality. This probably
goes beyond the scope of the study but confirms that differences in intentionality are
inherent to the verbs and not solely attributable to the addition of adverbs. Moreover,
actions with intransitive verbs can also be highly intentional (consider, e.g., to laugh and
constructions such as laughing with vs. laughing at) and intentionality thus inevitably also
interacts with the discourse-pragmatic level. I would have expected the authors to mention
this briefly in the discussion section of the study. I believe these data and analyses are extremely valuable and I hope that for future Page 26 of 31 Open Research Europe Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 research, the researchers are considering adding a qualitative component as well. From a
language development perspective, I would have loved to see a few cases and example
sentences highlighted that give us more insight into the details of the acquisition and use of
ergative marking with Hindi-speaking children. Aaricia Ponnet This evidently goes beyond the scope of the
study, but a qualitative analysis will give us more information on the between-verb
differences in use at the same level as what the authors operationalised as intentionality
and transitivity, as well as interindividual differences, between the different age groups as
well as between the different participants within the same age group. Is there a learning
curve or have all these children indeed acquired the semantic and syntactic constraints? Are
some verbs more difficult than others? What were the highest or clearest contrasts in
language use in the use of ergative marking within the adult groups, and what does that tell
us about the regularity vs. optionality of ne marking, vs. the different features that interact
with ne marking? I applaud the authors for creating the possibility of answering such
questions with their collected data and am excited to read more of their work in the future. Please find an annotated pdf of the article with further comments here. research, the researchers are considering adding a qualitative component as well. From a
language development perspective, I would have loved to see a few cases and example
sentences highlighted that give us more insight into the details of the acquisition and use of
ergative marking with Hindi-speaking children. This evidently goes beyond the scope of the
study, but a qualitative analysis will give us more information on the between-verb
differences in use at the same level as what the authors operationalised as intentionality
and transitivity, as well as interindividual differences, between the different age groups as
well as between the different participants within the same age group. Is there a learning
curve or have all these children indeed acquired the semantic and syntactic constraints? Are
some verbs more difficult than others? What were the highest or clearest contrasts in
language use in the use of ergative marking within the adult groups, and what does that tell
us about the regularity vs. optionality of ne marking, vs. the different features that interact
with ne marking? I applaud the authors for creating the possibility of answering such
questions with their collected data and am excited to read more of their work in the future. Please find an annotated pdf of the article with further comments here. If applicable, is the statistical analysis and its interpretation appropriate?
I cannot comment. A qualified statistician is required. If applicable, is the statistical analysis and its interpretation appropriate? I cannot comment. A qualified statistician is required. Are all the source data and materials underlying the results available?
Yes Yes
If applicable, is the statistical analysis and its interpretation appropriate? I cannot comment. A qualified statistician is required. Are the conclusions drawn adequately supported by the results? Yes
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Second language acquisition, Hindi, General Linguistics, Morphosyntax,
Syntax-semantics interface, differential case marking
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard, however I have
significant reservations, as outlined above. Reviewer Report 26 July 2023
tps://doi.org/10.21956/openreseurope.16872.r33451
Page 27 of 3 Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 © 2023 Kapatsinski V. This is an open access peer review report distributed under the terms of the Creative
Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly cited. Department of Linguistics, University of Oregon, Eugene, OR, USA This paper addresses the long-standing question of how speakers learn lexical restrictions on
construction use in a new (to this literature) language, Hindi. It argues that the choice of the
ergative particle 'ne' is constrained by both semantic transitivity of the sentence and the specific
verb, with the verbs that most often occur with 'ne' being judged as less acceptable without it. This
latter effect is said to provide evidence for statistical preemption. 6-year-olds, 10-year-olds and
adults are tested. The effects of preemption / lexical idiosyncrasy are stronger than those of
semantics. The paper makes a valuable contribution to the literature by extending this debate to a new
language, and a new construction. There is also methodological innovation in developing a way to
rate semantic transitivity. Another strength of the paper is that both judgments and production
data are collected. One aspect of the paper that is not clear to me is whether it actually tests preemption. The tested
prediction is "the greater the frequency with which a particular verb appears with versus without
ne marking on the subject – relative to other verbs in the test set – the greater the extent to which
ne marked forms will be preferred over zero-marked forms in the judgment task... we
operationalized this measure using a scaled and centred chi-square statistic which measures how
often, in past tense/perfective aspect active sentences, a particular verb triggers ergative case
marking as compared with all other verbs in the test set of 40". However, this conflates frequency
in the rated construction (e.g., with ne) and frequency in the other construction (without ne). The
latter is an implementation of preemption but the former is not. How do we know that frequency
in the other construction matters for the judgments? One way to address this issue would be to
include frequency in the presented construction as a separate predictor. Less of an issue, but this
also does not necessarily differentiate preemption and entrenchment, the frequency with which
the verb occurs in other constructions that are not synonymous with the 'ne'. A limitation of the analyses is that no interactions between age/subject group and the other
predictors are fitted. These would show whether the effects of preemption and semantics actually
change significantly over the tested age span. Are the conclusions drawn adequately supported by the results?
Yes https://doi.org/10.21956/openreseurope.16872.r33451 Page 27 of 31 Open Research Europe Open Research Europe Vsevolod Kapatsinski Department of Linguistics, University of Oregon, Eugene, OR, USA https://doi.org/10.21956/openreseurope.16872.r33450 © 2023 Bhatia A. This is an open access peer review report distributed under the terms of the Creative Commons
Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the
original work is properly cited. Are all the source data and materials underlying the results available?
Yes
If applicable, is the statistical analysis and its interpretation appropriate?
Yes
Are the conclusions drawn adequately supported by the results?
Partly
Competing Interests: No competing interests were disclosed.
Reviewer Expertise: Learning theory, usage-based linguistics
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard, however I have
significant reservations, as outlined above. Are all the source data and materials underlying the results available? Yes
If applicable, is the statistical analysis and its interpretation appropriate? Yes
Are the conclusions drawn adequately supported by the results? Partly
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Learning theory, usage-based linguistics
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard, however I have
significant reservations, as outlined above. Reviewer Report 26 July 2023 https://doi.org/10.21956/openreseurope.16872.r33450 Is the study design appropriate and is the work technically sound?
Yes Are sufficient details of methods and analysis provided to allow replication by others? Yes Page 28 of 31 Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 Archna Bhatia Florida Institute for Human and Machine Cognition, Ocala, Florida, USA This article explores how children learn semi-regular systems (exceptions-filled generalizations) in
languages through an example of ergative case marking in Hindi which shows irregularity in that
it appears in sentences with transitive verbs in perfective aspect and in sentences with some
intransitive verbs that involve volitionality but not with intransitive verbs that lack volitionality also
in perfective aspect, also they may be optional in sentences with intransitive verbs. Authors are
interested in testing whether such systems are learnt as probabilistic generalizations or as formal
rules with memorized exceptions (semantically restricted generalizations). Authors conduct a
grammaticality judgement task and an elicited production task to test the probabilistic
generalization hypothesis and the semantically restricted generalization hypothesis for learning
semi-regular systems. For the probabilistic generalization hypothesis, they study whether the ne-marked forms’
frequency compared to zero-marked forms’ frequency with a particular verb has an impact on its
acceptability or production. To test the hypothesis about learning guided by semantic rules, e.g.,
only verbs high on transitivity trigger ergative ne-marking, they study the extent of ne- vs zero-
marked subjects appearing with verbs rated higher on transitivity as being acceptable or
produced. To test the semantics hypothesis at the verb-level, transitivity is operationalized in
terms of the degree to which the patient is affected by the action denoted by the verb. To test the Page 29 of 31 Open Research Europe Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 semantics hypothesis at the clause-level, authors study the impact of an action appearing
intentional rather than unintentional on the extent to which ne-marking forms compared to zero-
marked forms are rated as acceptable. Authors recruited children in age groups 5-6 and 9-10 and adults in their studies. The studies’
results indicated that learners acquire exceptions-filled generalizations by learning
probabilistically based on the input as well as forming overarching semantic generalizations and
learning semantics based exceptions to avoid overgeneralization. The probabilistic generalization
(statistical preemption) effects were observed across the board. In terms of semantics, authors
observed that learners were sensitive to a clause level semantic constraint involving intentionality
of the actions. Authors found limited evidence for the effect of verb-level semantics (patient
affectedness), however for adults this effect was observed indicating potential historical links
between patient-affectedness and whether the verb would come to prefer ne vs zero marking. Archna Bhatia The work is presented in the paper clearly. The study design is appropriate, and sufficient details
are provided about the study design as well as methods and analyses used for the studies in
general. The work is technically sound. Authors have made the data they prepared and used in
their studies publicly available which will make the replication of the work possible as well as
provide data for further analyses and for use in further studies. In my understanding, the
statistical analyses and the interpretations seem appropriate, however a statistician may provide
further comments. The conclusions are well-supported. Regarding the 40 selected action verbs, did authors look at the inter-annotator agreement
between the two native speakers providing intuitions about the action verbs whether they
appeared with ergative ne-marking zero-marking or optional ne-marking? Are the conclusions drawn adequately supported by the results?
Yes Competing Interests: No competing interests were disclosed. Competing Interests: No competing interests were disclosed. Reviewer Expertise: Speech and Natural Language Processing, Linguistics Page 30 of 31 Open Research Europe Open Research Europe 2023, 3:49 Last updated: 29 AUG 2023 I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. Page 31 of 31
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https://openalex.org/W2963884073
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http://epub.jku.at/obvulioa/content/titleinfo/3444328/full.pdf
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English
| null |
On the normality of p-ary bent functions
|
Cryptography and communications
| 2,017
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cc-by
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Cryptogr. Commun. https://doi.org/10.1007/s12095-017-0259-0
(2018) 10:1
–1049
037 On the normality of p-ary bent functions Wilfried Meidl1,2 · ´Isabel Pirsic3 Received: 22 December 2016 / Accepted: 26 September 2017
© The Author(s) 2017. This article is an open access publication
/ Published online: 17 October 2017 Abstract Depending on the parity of n and the regularity of a bent function f from Fn
p to
Fp, f can be affine on a subspace of dimension at most n/2, (n−1)/2 or n/2−1. We point
out that many p-ary bent functions take on this bound, and it seems not easy to find exam-
ples for which one can show a different behaviour. This resembles the situation for Boolean
bent functions of which many are (weakly) n/2-normal, i.e. affine on a n/2-dimensional
subspace. However applying an algorithm by Canteaut et.al., some Boolean bent functions
were shown to be not n/2-normal. We develop an algorithm for testing normality for func-
tions from Fn
p to Fp. Applying the algorithm, for some bent functions in small dimension
we show that they do not take on the bound on normality. Applying direct sum of functions
this yields bent functions with this property in infinitely many dimensions. Keywords Bent function · p-ary bent function · Normal bent function · k-normal Mathematics Subject Classification (2010) 06E30 · 05B10 · 11T71 1 Introduction Let p be a prime, and let f be a function from an n-dimensional vector space Vn over Fp
to Fp. The Walsh transform of f is the complex valued function
f (u) =
x∈Vn
ϵf (x)−⟨u,x⟩
p
,
ϵp = e2πi/p, where ⟨u, x⟩is a (nondegenerate) inner product in Vn. The classical frameworks are Vn =
Fn
p, in which case we take the conventional dot product as inner product, and Vn = Fpn, for
which the standard inner product is ⟨u, x⟩= Trn(ux), where Trn(z) is the absolute trace of
z in Fpn.
/2 where ⟨u, x⟩is a (nondegenerate) inner product in Vn. The classical frameworks are Vn =
Fn
p, in which case we take the conventional dot product as inner product, and Vn = Fpn, for
which the standard inner product is ⟨u, x⟩= Trn(ux), where Trn(z) is the absolute trace of
z in Fpn. p
The function f is called a bent function if |
f (b)| = pn/2 for all b ∈Vn. For Boolean
bent functions we have
f (b) = (−1)f ∗(b)2n/2 for a Boolean function f ∗, called the dual of
f . When p is odd, then a bent function f satisfies (cf. [10])
f (b) =
±ϵf ∗(b)
p
pn/2
:
pn ≡1 mod 4;
±iϵf ∗(b)
p
pn/2
:
pn ≡3 mod 4,
(1) (1) for a function f ∗from Vn to Fp. Accordingly f is called regular if p−n/2
f (b) = ϵf ∗(b)
p
for all b ∈Vn, which for a Boolean bent function always holds. If p−n/2
f (b) = ζ ϵf ∗(b)
p
for some ζ ∈{±1, ±i}, independent from b, we call f weakly regular, otherwise f is
called non-weakly regular. Note that regular implies weakly regular. Weakly regular bent
functions always come in pairs, since the dual is bent as well. This does in general not hold
for non-weakly regular bent functions, see [6, 8]. Note that Boolean bent functions only
exist for even n, which is different when p is odd, where bent functions exist in even and in
odd dimension. Bent functions are interesting objects due to applications in cryptography and coding,
and due to rich connections to objects in combinatorics and geometry. In particular, bent
functions define relative difference sets in the elementary abelian p-group. Mathematics Subject Classification (2010) 06E30 · 05B10 · 11T71 Mathematics Subject Classification (2010) 06E30 · 05B10 · 11T71 This article is part of the Topical Collection on Special Issue on Sequences and Their Application ´Isabel Pirsic
isa.pirsic@gmail.com 1
Johann Radon Institute for Computational and Applied Mathematics, Austrian Academy
of Sciences, Linz, Austria 2
Otto-von-Guericke University Magdeburg, Universit¨atsplatz 2, 39106 Magdeburg, Germany 2
Otto-von-Guericke University Magdeburg, Universit¨atsplatz 2, 39106 Magdeburg, Germany 3
Institute of Financial Mathematics and Applied Number Theory, Johannes Kepler Universit¨at,
Linz, Austria 3
Institute of Financial Mathematics and Applied Number Theory, Johannes Kepler Universit¨at,
Linz, Austria 1038 Cryptogr. Commun. (2018) 10:1
–1049
037 1 Introduction Many construc-
tions and infinite classes of bent functions are known, hence research focuses on the nature
and properties of bent functions, rather than on discovering new formulas for bent functions. In this article we investigate normality for p-ary bent functions, which then also describes
a feature of the corresponding relative difference set. We start by recalling the relevant definitions as given in the literature, see [2, 3, 9, 14]
or [17, pp.81], [18, pp.155]. A function f : Vn →Fp is called k-normal if there exists a
k-dimensional affine subspace of Vn restricted to which f is constant. If f is affine on a k-
dimensional affine subspace of Vn, then f is called weakly-k-normal. When n is even and
k = n/2, then f is called (weakly)-normal. We emphasize that a weakly-k-normal function
can be transformed into a k-normal function by adding an affine function. As bentness is
invariant under addition of affine functions, the distinction between normality and weak
normality is not relevant for describing the properties of a bent function. Many classical constructions of Boolean bent functions like Maiorana-McFarland and
PS+ yield normal functions. This is very different for random Boolean functions, which
are not likely to be constant (affine) on an affine subspace with “large” dimension [3]. The
question if there exist non-(weakly)-normal Boolean bent functions was open for several
years. In [2] it was shown that the Kasami bent function in dimension 14 is non-weakly-
normal. Non-weakly-normal bent functions in dimension 10 (and 12) were presented in 1039 Cryptogr. Commun. (2018) 10:1
–1049
037 [14]. By [2, Lemma 25] this guarantees the existence of non-weakly-normal Boolean bent
functions in (even) dimension n ≥10. k-normality may also be of cryptographic significance. As pointed out in [3], k-normality
is a quite natural complexity criterion, since any affine function is constant on an affine
hyperplane. Moreover there is a relation between normality and nonlinearity for Boolean
functions, see [3, Proposition 2]. As also mentioned in [3], the k-normality was not yet
related to explicit attacks on ciphers, however the situation was the same for nonlinearity
when it was introduced. In fact, meanwhile the attack on the stream cipher Grain-128 in
[16] is based on the 5-normality of the 9-variable filter function (which can be seen as a
modification of the standard quadratic bent function in 8 variables), used in the sequence
generation. 1 Introduction The situation for bent functions from Vn to Fp, p odd, is somewhat different from the
Boolean case. In [7] it is pointed out that a weakly regular but not regular bent function in
even dimension n cannot be normal. However some results indicate that also for odd p, bent
functions exhibit a typical normality behaviour. It may not be easy to find bent functions for
which one can prove a different behaviour. In this paper, we first present a p-ary equivalent of a result of Carlet in [3] showing that
- as one would expect - an arbitrary p-ary function is with high probability not (weakly)-k-
normal for any not very small value of k. We then show the p-ary equivalent of a relation
between nonlinearity and normality for Boolean functions, [3, 9]. We summarize some
known results on normality for p-ary bent functions, which indicate that many have a “typ-
ical” behaviour with respect to normality, similar as it was observed in the Boolean case:
Many p-ary bent functions are k-normal, where k is as large as it is theoretically possible
for a bent function. In Section 3 we present an algorithm for testing (weak)-k-normality for p-ary functions. Our algorithm is not a straightforward generalization of the algorithm in [2], which was used
to find non-weakly-normal Boolean bent functions in dimension 14 [2], and 10 and 12 [14]. Applying this algorithm we find the first examples of p-ary bent functions (in small dimen-
sions) which do not possess k-normality with maximal possible k. Generalizing Lemma 25
of [2] we then can obtain bent functions with this property in every larger dimension of the
same parity. 2 Normality results One target in this paper is to pave the way for a systematic analysis of the behaviour of
p-ary bent functions with respect to normality. We hence start with showing some p-ary
equivalents of results on the normality behaviour of Boolean (bent) functions. Our first
proposition, is the p-ary version of Theorem 3 and Proposition 1 in [3]. The proof resembles
the proof in [3]. Proposition 1 Let kn be a sequence of integers such that limn→∞
pkn
nkn = ∞. The density of
the functions which are weakly-kn-normal in the set of functions from Vn to Fp, tends to 0
if n tends to infinity. Let ln be a sequence of positive integers such that ln/√n tends to infinity if n tends to
infinity. The density of the set of weakly ln-normal functions from Vn to Fp of degree at most
3 in the set of all functions of degree at most 3, tends to 0 if n tends to infinity. Cryptogr. Commun. (2018) 10:1
–1049
037 1040 Proof For the proof we may identify Vn with Fn
p. The number of linear subspaces of Fn
p of
dimension kn is Proof For the proof we may identify Vn with Fn
p. The number of linear subspaces of Fn
p of
dimension kn is n
kn
=
(pn −1)(pn −p)(pn −p2) · · · (pn −pkn−1)
(pkn −1)(pkn −p)(pkn −p2) · · · (pkn −pkn−1), hence the number of kn-dimensional affine subspaces of Fn
p is hence the number of kn-dimensional affine subspaces of Fn
p is λn = pn−kn
n
kn
. Let μn be the number of functions from Fn
p to Fp which are affine on a fixed kn-dimensional
affine subspace A (which does not depend on the choice of A). To determine μn, we choose
A = Fkn
2 × {(0, . . . , 0)}. Observe that the restriction of a p-ary function to A is affine if and
only if its ANF contains no monomial of degree at least 2 which only contains variables in
{x1, x2, . . . , xkn}. The number of such functions is ppn−pkn+kn+1, hence the number ωkn of
weakly-kn-normal functions is at most λnppn−pkn+kn+1 = pn−kn
n
kn
ppn−pkn+kn+1. 2 Normality results With n
kn
< pnkn−k2n+kn
(p −1)kn
≤pnkn−k2n+kn−kn logp 2, we obtain that ωkn ≤λnppn−pkn+kn+1 < pn−knpnkn−k2n+kn−knlogp2ppn−pkn+kn+1
= ppnpn(kn+1)−k2n−knlogp2+kn+1−pkn < ppnpn(kn+1)−pkn . Since pkn
nkn tends to infinity when n tends to ∞, the exponent n(kn + 1) −pkn tends to −∞. As a consequence, limn→∞
ωkn
ppn = 0. pp
Let νn be the number of functions from Fn
p to Fp of degree at most 3 which
are affine on A
=
Fln
2 × {(0, . . . , 0)}. Similarly as above we see that νn
=
p1+n+(n
2)+(n
3)−(ln
2)−(ln
3), and the number of weakly-ln-normal functions of degree at most
3 is at most pn(ln+1)−l2n+1+n+(n
2)+(n
3)−(ln
2)−(ln
3). The density of this set in the set of p-ary
functions of degree at most 3 is therefore upper bounded by pn(ln+1)−l2n−(ln
2)−(ln
3), –
V be a k-dimensional subspace of Vn, and let W be a complement of V in Vn, which tends to 0 if n tends to infinity. Then
u∈W ⊥
f (u)
f (u) = pn−k
a∈V
fa(0)
fa(0). Vn. Then
u∈W ⊥
f (u)
f (u) = pn−k
a∈V
fa(0)
fa(0). Proof Applying (b), (a), (c) (in this order) we get Proof Applying (b), (a), (c) (in this order) we get
u∈W ⊥
f (u)
f (u) = pn−k
b∈W
Dbf (0) = pn−k
b∈W
a∈V
Dbfa(0)
= pn−k
a∈V
b∈W
Dbfa(0) = pn−k
a∈V
fa(0)
fa(0). The next lemma is a p-ary version of [1, Corollary V3]. The next lemma is a p-ary version of [1, Corollary V3]. The next lemma is a p-ary version of [1, Corollary V3]. Lemma 2 With the above notations we have Lemma 2 With the above notations we have Lemma 2 With the above notations we have Lemma 2 With the above notations we have
a∈V
|
fa(0)|2 ≤max
u∈Vn
|
f (u)|2. Moreover,
max
v∈Vn
|
fa(v)| ≤max
u∈Vn
|
f (u)|.
a∈V
|
fa(0)|2 ≤max
u∈Vn
|
f (u)|2. max
v∈Vn
|
fa(v)| ≤max
u∈Vn
|
f (u)|. Moreover, Moreover, which tends to 0 if n tends to infinity. which tends to 0 if n tends to infinity. which tends to 0 if n tends to infinity. We remark that the proof of Proposition 1 also shows that the existence of a not weakly k-
normal function from Vn to Fp is guaranteed whenever pn(k+1)−k2+k+1−pk
(p−1)k
< 1. For instance,
there are not (weakly) normal functions for p = 3 and n = 6, and for p = 5 and n = 4. For Boolean functions, in [3, 9] relations between normality and Walsh coefficients have
been explored. We next generalize these results to p-ary functions. Some identities for
Boolean functions which play a role in the analysis can straightforwardly be generalized to
odd p, hence we omit the proof. Let –
V be a k-dimensional subspace of Vn, and let W be a complement of V in Vn, 1041 Cryptogr. Commun. (2018) 10:1
–1049
037 –
fa be defined on W by fa(x) = f (a + x), x ∈W, for a function f : Vn →Fp and
a ∈Vn, n,
–
Dbf (x) = f (x) −f (x + b) the derivative of f in direction b. n,
–
Dbf (x) = f (x) −f (x + b) the derivative of f in direction b. Then Then Then Then (a)
Dbf (0) =
a∈V
Dbfa(0) for any b ∈W, (a)
Dbf (0) =
a∈V
Dbfa(0) for any b ∈W, (a)
Dbf (0) =
a∈V
Dbfa(0) for any b ∈W,
(b)
u∈V
f (u + a)
f (u + a) = pk
b∈V ⊥ϵ⟨a,b⟩
p
Dbf (0) (Lemma V2 in [1]),
(c)
a∈V
b∈W
Dbfa(0) =
a∈V
fa(0)
fa(0). (b)
u∈V
f (u + a)
f (u + a) = pk
b∈V ⊥ϵ⟨a,b⟩
p
Dbf (0) (Lemma V2 in [1]),
The following lemma is the p-ary analog of Theorem V1 in [1] (Equation (4) in [9]). Lemma 1 Let W be a k-dimensional subspace of Vn and let V be a complement of W in
Vn. Then
u∈W ⊥
f (u)
f (u) = pn−k
a∈V
fa(0)
fa(0). Lemma 1 Let W be a k-dimensional subspace of Vn and let V be a complement of W in
Vn. Moreover, max
v∈Vn
|
fa(v)| ≤max
u∈Vn
|
f (u)|. Proof By Lemma 1, with |W ⊥| = pn−k, we have
pn−k
a∈V
|
fa(0)|2 =
u∈W ⊥
|
f (u)|2 ≤pn−k max
u∈Vn
|
f (u)|2. pn−k
a∈V
|
fa(0)|2 =
u∈W ⊥
|
f (u)|2 ≤pn−k max
u∈Vn
|
f (u)|2. This in particular implies This in particular implies |
fa(0)| = |
x∈W
ϵf (x+a)
p
| ≤max
u∈Vn
|
f (u)|
(2) (2) for all a ∈V . We may apply the same arguments to the function ˜f (x) = f (x) + ⟨v, x⟩
for some v ∈Vn (which has the same Walsh spectrum as f , hence maxu∈Vn |˜f (u)| =
maxu∈Vn |
f (u)|). Then (2) converts to for all a ∈V . We may apply the same arguments to the function ˜f (x) = f (x) + ⟨v, x⟩
for some v ∈Vn (which has the same Walsh spectrum as f , hence maxu∈Vn |˜f (u)| =
maxu∈Vn |
f (u)|). Then (2) converts to |˜fa(0)| = |
x∈W
ϵf (x+a)+⟨v,x⟩+⟨v,a⟩
p
| ≤max
u∈Vn
|
f (u)|
(3) (3) | ˜fa(0)| = |
x∈W
ϵf (x+a)+⟨v,x⟩+⟨v,a⟩
p
| ≤max
u∈Vn
|
f (u)|
(3)
for all a ∈V , and the claim of the lemma follows. x∈W
u∈Vn
for all a ∈V , and the claim of the lemma follows. for all a ∈V , and the claim of the lemma follows. for all a ∈V , and the claim of the lemma follows. for all a ∈V , and the claim of the lemma follows. for all a ∈V , and the claim of the lemma follows. 1042 Cryptogr. Commun. (2018) 10:1
–1049
037 With Lemma 2 we get the relation between normality and Walsh coefficient more general
for functions from Vn to Fp for arbitrary primes p. Corollary 1 Let f be a function from Vn to Fp. If f is (weakly) k-normal, then pk ≤
maxu∈Vn |
f (u)|. Proof Suppose that f is weakly k-normal, i.e. f (x) = ⟨v, x⟩+c, for some v ∈Vn, c ∈Fp,
and all x ∈a + W for some k-dimensional subspace W of Vn and some a in a complement
V of W. Moreover, Then, using Lemma 2 we have |
x∈W
ϵf (x+a)+⟨v,x⟩+⟨v,a⟩
p
| = pk ≤max
u∈Vn
|
f (u)|. For a bent function f : Vn →Fp, Corollary 1 implies that f can be at most ⌊n/2⌋-
normal. Moreover, for bent functions in even dimension which are weakly regular but not
regular the following result has been shown in [7, Theorem 6(i)]: Proposition 2 Let n be even, p an odd prime, and f : Fn
p →Fp be a bent function. If f is
weakly regular but not regular, then f is not (weakly) normal. Hence, a weakly regular but not regular bent function in even dimension can be at most
(n/2 −1)-normal. However, whereas an arbitrary p-ary function is with high probabil-
ity “highly non-normal” (see Proposition 1), many bent functions in odd characteristic are
(weakly) k-normal with k as large as the theory allows. That is, many p-ary bent functions
in even dimension are weakly normal, except from those which are weakly regular but not
regular, of which many are n/2 −1-normal, many p-ary bent functions in odd dimension
are weakly-(n −1)/2-normal. The following results on normality of p-ary bent functions
support this observation. Note that the large classes of completed Maiorana-McFarland and
PS+ bent functions (all of which members are regular bent functions in even dimension)
are normal by their definition. –
A quadratic bent function Q : Vn →Fp, p odd, is normal if n is even and Q is
regular, (n/2 −1)-normal if n is even and Q is weakly regular but not regular, and
(n −1)/2-normal if n is odd, see [7]. –
A quadratic bent function Q : Vn →Fp, p odd, is normal if n is even and Q is
regular, (n/2 −1)-normal if n is even and Q is weakly regular but not regular, and
(n −1)/2-normal if n is odd, see [7]. –
[13, Proposition 5] A regular bent function of the form –
[13, Proposition 5] A regular bent function of the form f (x) = Trn
αxl(pn/2−1)
+ ϵx(pn−1)/2 is normal. (For the bentness conditions see [13, Theorem 1].) is normal. (For the bentness conditions see [13, Theorem 1].) –
[7, Theorem 7] The regular Coulter-Matthews bent functions are normal. [7, Theorem 7] The regular Coulter-Matthews bent functions are normal. [7, Theorem 7] The regular Coulter Matthews bent functions are normal. Moreover, –
The secondary construction of non-weakly regular bent functions f : Vn →Fp in [4,
5], yields (weakly) normal bent functions when n is even and (weakly) (n−1)/2-normal
bent functions when n is odd. –
The secondary construction of non-weakly regular bent functions f : Vn →Fp in [4,
5], yields (weakly) normal bent functions when n is even and (weakly) (n−1)/2-normal
bent functions when n is odd. –
[7, Example 1] f : F34 →F3, f (x) = Tr4(ω10x22 + x4), ω primitive element of F34,
is normal. –
[7, Example 1] f : F34 →F3, f (x) = Tr4(ω10x22 + x4), ω primitive element of F34,
is normal. The last example presented in [11], was one of the first known examples for a non-weakly
regular bent function. As pointed out in [7], the function does not have a bent dual. One may 1043 Cryptogr. Commun. (2018) 10:1
–1049
037 expect that this in some sense not smooth bent function exhibits a more chaotic behaviour,
which however does not apply with regard to normality in this case. We here remark that
differently to Boolean functions in dimension 4 (see [3]), functions from F34 to F3 which
are not weakly normal do exist. Examples are the quadratic bent functions from F34 to F3
which are weakly regular but not regular, and then by Proposition 2 not weakly normal. expect that this in some sense not smooth bent function exhibits a more chaotic behaviour,
which however does not apply with regard to normality in this case. We here remark that
differently to Boolean functions in dimension 4 (see [3]), functions from F34 to F3 which
are not weakly normal do exist. Examples are the quadratic bent functions from F34 to F3
which are weakly regular but not regular, and then by Proposition 2 not weakly normal. In general it seems not to be easy to find p-ary bent functions which do not exhibit
this “typical” behaviour with regard to normality as described above. This resembles the
situation for Boolean bent functions of which most standard examples are (weakly) normal. However, it has been shown that there are not (weakly) normal Boolean bent functions in
every (even) dimension n ≥10, see [2, 14], which shows that normality is not a feature of
Boolean bent functions. Moreover, We attempt to prove a different than the described behaviour with respect to normality
for some p-ary bent functions. Candidates for non-weakly normal bent functions may be
sporadic examples of non-weakly regular bent functions (other than the last example in the
list above): g1 : F36 →F3 with g1(x) = Tr6(ξ7x98), where ξ is a primitive element of F36, [10],
7
14
35
70 1. g1 : F36 →F3 with g1(x) = Tr6(ξ7x98), where ξ is a primitive element of F36, [10],
2. g2 : F36 →F3 with g2(x) = Tr6(ξ7x14 + ξ35x70), where ξ is a primitive element of
F36, [12]. 1. g1 : F36 →F3 with g1(x) = Tr6(ξ7x98), where ξ is a primitive element of F36, [10],
2. g2 : F36 →F3 with g2(x) = Tr6(ξ7x14 + ξ35x70), where ξ is a primitive element of
F36, [12]. Recently, the first construction of non-weakly regular bent functions for which the dual is
not bent was presented, see [8]. This construction may also provide candidates for non-
weakly normal bent functions: Let 1, α, β ∈Fpn be linearly independent over Fp, and let f (x) = Trn(x2), h1(x) =
Trn(αx2), h2(x) = Trn(βx2). Then the bent function F : Fpn×F2
p →Fp F(x, y1, y2) = f (x) + (y1 + h1(x))(y2 + h2(x)) is in general non-weakly regular. As pointed out in the next section, the sporadic examples
g1, g2 given as above are in fact not weakly-normal, and the construction in [8] potentially
yields not weakly-normal bent functions. is in general non-weakly regular. As pointed out in the next section, the sporadic examples
g1, g2 given as above are in fact not weakly-normal, and the construction in [8] potentially
yields not weakly-normal bent functions. 3 Testing normality In particular, for p = 3, p
i=1(ai +U) is an affine subspace if and only if a1 +a2 +a3 = 0. In particular, for p = 3, p
i=1(ai +U) is an affine subspace if and only if a1 +a2 +a3 = 0. Proof First assume that {a1, a2, . . . , ap} is an affine subspace which w.l.o.g. we can write
as a1 + ⟨a0⟩with a0 = a2 −a1. Then p
i=1
(ai + U) =
p−1
t=0
(a1 + t(a2 −a1) + U) = a1 +
p−1
i=0
(t(a2 −a1) + U) = a1 + ⟨a0⟩+ U. Since 0 ̸= a0 = a2 −a1 ∈Uc implies a0 ̸∈U, the dimension of U′ := ⟨a0⟩+ U is s + 1. p Since 0 ̸= a0 = a2 −a1 ∈Uc implies a0 ̸∈U, the dimension of U′ := ⟨a0⟩+ U is s + 1. Conversely, let the union p
i=1(ai + U) = a1 + U′ be an affine subspace for some
pairwise distinct a1, . . . , ap ∈Uc. Again we have a0 = a2 −a1 ̸∈U, but a2 −a1 ∈U′. Hence we can write U′ as ⟨a0⟩+ U. For 1 < s ≤p we can write the element as −a1 of U′
as as −a1 = u + ta0 for some t ∈Fp and u ∈U. Hence γ = as −a1 −ta0 = u ∈U. Since 0 ̸= a0 = a2 −a1 ∈Uc implies a0 ̸∈U, the dimension of U′ := ⟨a0⟩+ U is s + 1. Conversely let the union p
1(ai + U) = a1 + U′ be an affine subspace for some Conversely, let the union p
i=1(ai + U) = a1 + U′ be an affine subspace for some
pairwise distinct a1, . . . , ap ∈Uc. Again we have a0 = a2 −a1 ̸∈U, but a2 −a1 ∈U′. Hence we can write U′ as ⟨a0⟩+ U. For 1 < s ≤p we can write the element as −a1 of U′
as as −a1 = u + ta0 for some t ∈Fp and u ∈U. Hence γ = as −a1 −ta0 = u ∈U. Since γ ∈Uc we must have γ = u = 0, and hence as = a1 + ta0. 3 Testing normality It is not easy to show (weak) normality for a given function, and it is even harder to disprove
(weak) normality. There is no approach known, how to prove non-weak-normality by hand. In [2, 14], to show the non-weak-normality of some Boolean bent function in dimension
10,12,14, a computer algorithm is used, see [2]. In this section, based on the principles of
the algorithm for Boolean functions in [2], we develop an algorithm for p-ary functions. Similarly as in [2] for Boolean functions, the strategy is to combine cosets of a subspace
U of dimension s on which f is a fixed constant c to an affine subspace of dimension s + 1
on which f is constant c. Differently to the Boolean case, where the union of two cosets
of a linear subspace U is always an affine subspace, the union of p cosets of a subspace
U of Fn
p is in general not an affine subspace. Hence the algorithm in [2] does not transfer
straightforward to p-ary functions. To generate a complete list of the cosets of a subspace
U (without repetitions) we fix a complement Uc of U. We then get a partition of Fn
p into
cosets of U as {a + U : a ∈Uc}. We will use the following two simple lemmas for which
we include the proof for the convenience of the reader. Cryptogr. Commun. (2018) 10:1
–1049
037 1044 Lemma 3 Let U be a linear subspace of Vn = Fn
p of dimension s < n, let Uc be a
complement of U and let a1, a2, . . . , ap be distinct elements of Uc. Then the union Lemma 3 Let U be a linear subspace of Vn = Fn
p of dimension s < n, let Uc be a
complement of U and let a1, a2, . . . , ap be distinct elements of Uc. Then the union p
i=1
(ai + U) p
i=1
(ai + U) p
i=1
(ai + U) is an affine subspace a1 + U′ of dimension s + 1, if and only if {a1, a2, . . . , ap} is an affine
subspace {a1 + (a2 −a1)t : 0 ≤t ≤p −1} of Uc. Then a1 + U′ = a1 + ⟨a2 −a1⟩+ U. a1 + U′ = a1 + ⟨a2 −a1⟩+ U. 3 Testing normality Lemma 4 Let f be a function from Vn to Fp and A = a1 + U′ be an affine subspace of
dimension s + 1 ≤n of Vn. Then the restriction of f to A is affine but nonconstant if and
only if U′ = ⟨a0⟩+ U such that f is constant on each coset (a1 + ta0) + U of U, and affine
(but nonconstant) on a1 + ⟨a0⟩. Remark 1 The function f is then constant on the cosets a1 + ta0 + U of U, 0 ≤t ≤p −1,
with pairwise distinct constants for pairwise distinct 0 ≤t1, t2 ≤p −1. For the special case
that p = 3, the condition in Lemma 4 simplifies: The function f is affine (but not constant)
on a+U if and only if a+U is the union of three affine subspaces a1 +U′, a2 +U′, a3 +U′
for a subspace U′ of Fm
3 of dimension s −1, such that f|(a1+U′) = c, f|(a2+U′) = c + 1 and
f|(a3+U′) = c + 2. Remark 1 The function f is then constant on the cosets a1 + ta0 + U of U, 0 ≤t ≤p −1,
with pairwise distinct constants for pairwise distinct 0 ≤t1, t2 ≤p −1. For the special case
that p = 3, the condition in Lemma 4 simplifies: The function f is affine (but not constant)
on a+U if and only if a+U is the union of three affine subspaces a1 +U′, a2 +U′, a3 +U′
for a subspace U′ of Fm
3 of dimension s −1, such that f|(a1+U′) = c, f|(a2+U′) = c + 1 and
f|(a3+U′) = c + 2. Proof of the Lemma Let f be affine on A, i.e. there exists a linear function L such that
f (a1 + u′) = L(u′) + f (a1) for u′ ∈U′. Since we suppose that f is not constant on A,
the linear function L is not the zero-function on U′, hence has an s-dimensional kernel U
in U′. We can write U′ as U′ = ⟨a0⟩+ U for some a0 ∈U′ \ U, and observe that for all
t ∈Fp and u ∈U, f (a1 + ta0 + u) = L(ta0 + u) + f (a1) = tL(a0) + L(u) + f (a1) = tL(a0) + f (a1). 3 Testing normality In particular, f is affine on a1 + ⟨a0⟩, and constant tL(a0) + f (a1) on a1 + ta0 + U for
every fixed t. f (a1 + ta0 + u) = L(ta0 + u) + f (a1) = tL(a0) + L(u) + f (a1) = tL(a0) + f (a1). In particular, f is affine on a1 + ⟨a0⟩, and constant tL(a0) + f (a1) on a1 + ta0 + U for
every fixed t. y
Conversely let A = a1 + ⟨a0⟩+ U, and suppose that f is constant on (a1 + ta0) + U for
every fixed 0 ≤t ≤p−1, and affine on a1 +⟨a0⟩. Then for some linear function L we have f (a1 + ta0 + u) = f (a1 + ta0) = tL(a0) + f (a1), Hence f is affine on a1 + U′. (Note that U is in the kernel of L). Hence f is affine on a1 + U′. (Note that U is in the kernel of L). 1045 Cryptogr. Commun. (2018) 10:1
–1049
037 Lemma 3 and Lemma 4 suggest the following procedure to construct an affine subspace
of dimension s+1 on which f : Fn
p →Fp is constant, from such affine subspaces of dimen-
sion s. For a linear subspace U of dimension s fix a complement Uc and find a1, . . . , ap ∈
Uc such that f is constant with the same c on all affine subspaces a1 + U, . . . , ap + U. If {a1, . . . ap} form a one-dimensional affine subspace, then take the union of those cosets. Note that this union then equals a1 + U′ with U′ = ⟨U, a2 −a1⟩. (In the following we use
the term 1-flat for a one-dimensional affine subspace.) We applied our algorithm to several known bent functions, and observed that many of
them are in fact weakly k-normal with k as large as the theory allows. But we also found Cryptogr. Commun. (2018) 10:1
–1049
037 1046 examples with a different behaviour. We collect some of the experimental results, which we
find interesting in the following. For the first two examples we choose bent functions which
have maximal possible normality. The other functions we present below do not meet the
upper bound on k-normality. examples with a different behaviour. We collect some of the experimental results, which we
find interesting in the following. For the first two examples we choose bent functions which
have maximal possible normality. The other functions we present below do not meet the
upper bound on k-normality. I
The weakly regular and not regular Coulter-Matthews bent function
Tr6(ξ3x(37+1)/2)) from F36 to F3, where ξ is a primitive element of F36, is 2-norm I
The weakly regular and not regular Coulter-Matthews bent function I
The weakly regular and not regular Coulter-Matthews bent function
Tr6(ξ3x(37+1)/2)) from F36 to F3, where ξ is a primitive element of F36, is 2-normal. 138
24
184
336 Tr6(ξ3x(37+1)/2)) from F36 to F3, where ξ is a primitive element of F36, is 2-norm
138
24
184
336 Tr6(ξ3x(37+1)/2)) from F36 to F3, where ξ is a primitive element of F36, is 2-normal. II
The regular bent function in dimension 4, Tr4(ξ138x24 + ξ184x336), from F54 to
F5,where ξ is a primitive element of F54, is 2-normal (Ex.7.1 in [15]). II
The regular bent function in dimension 4, Tr4(ξ138x24 + ξ184x336), from F54 to
F5,where ξ is a primitive element of F54, is 2-normal (Ex.7.1 in [15]). III
The weakly regular Coulter-Matthews bent function in odd dimension 7,
Tr7(ξ6x(39+1)/2)), where ξ is a primitive element of F37, is 2-normal but not (weakly)
3-normal. IV
The weakly regular Coulter-Matthews bent function in odd dimension 9,
Tr9(ξ5x(311+1)/2)), where ξ is a primitive element of F39, is 3-normal but not
(weakly) 4-normal. Tr9(ξ5x(311+1)/2)), where ξ is a primitive element of F39, is 3-normal but not
(weakly) 4-normal. V
The non-weakly regular bent function g1 : F36 →F3 with g1(x) = Tr6(ξ7x98)
where ξ is a primitive element of F36, is not (weakly) normal. 7
14 V
The non-weakly regular bent function g1 : F36 →F3 with g1(x) = Tr6(ξ7x98)
where ξ is a primitive element of F36, is not (weakly) normal. 3
VI
The non-weakly regular bent function g2 : F36 →F3 with g2(x) = Tr6(ξ7x14 +
ξ35x70), where ξ is a primitive element of F36, is not (weakly) normal. VII
The non-weakly regular bent function F : F34×F2
3 →F3 with F(x, y1, y2) =
Tr4(x2) + (y1 + Tr4(ξ73x2))(y2 + Tr4(ξ76x2)), where ξ is a primitive element of
F34, is not (weakly) normal. Examples III and IV are both bent functions in odd dimension, which are not (weakly)
(n−1)/2-normal. As our experimental results indicate, being solely ((n−1)/2−1)-normal
seems to be the typical behaviour of Coulter-Matthews bent functions in odd dimension. To the best of our knowledge, the last three examples are the first (non-binary) examples
of bent functions in even dimension (not in the class of weakly regular but not regular bent
functions) which are shown to be not (weakly) normal. Though we do not see a causal
relationship between bent functions without a bent dual and non-normality, we note that all
functions in V,VI,VII are non-weakly regular bent functions for which the dual is not bent,
see [6, 8]. Once a bent function in dimension n is known which is not (weakly) k-normal for some
k, we can construct bent functions in any dimension N = n+2s, s ≥1, that is not (weakly)
(k + s)-normal, applying the following lemma which is a generalization of Lemma 25 in
[2] for Boolean functions in dimension n and k = n/2. In particular we can construct not
weakly normal (not weakly (N −1)/2, N/2 −1-normal) bent functions in dimension N,
starting from such bent functions in dimension n. Lemma 5 For a p-ary function f : Fn
p →Fp the following properties are equivalent. (1)
f is (weakly) k-normal,
(2)
g : Fn
p×F2
p →Fp given by g(x, y, z) = f (x) + yz is (weakly) (k + 1)-normal. In particular, f is (weakly) normal if and only if g is weakly normal (n even). Lemma 5 For a p-ary function f : Fn
p →Fp the following properties are equivalent. (2)
g : Fn
p×F2
p →Fp given by g(x, y, z) = f (x) + yz is (weakly) (k + 1)-normal. In particular, f is (weakly) normal if and only if g is weakly normal (n even). In particular, f is (weakly) normal if and only if g is weakly normal (n even). Proof First suppose that f is (weakly) k-normal, and E is a k-dimensional affine sub-
space restricted to which f is constant (affine). Then g is constant (affine) on the (k +
1)-dimensional affine subspace E′ = {(x, y, 0) : x ∈E, y ∈Fp} of Fn
p×F2
p. 1047 Cryptogr. Commun. (2018) 10:1
–1049
037 Conversely suppose that g is weakly (k + 1)-normal, and let E′ = w + U′, w =
(w1, w2, w3), be a (k + 1)-dimensional affine subspace of Fn
p×F2
p restricted to which g is
constant or affine. Then for (x, y, z) ∈E′ we have g(x, y, z) = ⟨γ, x⟩+ αy + βz + c
(4)
F
F
b
F d fi g(x, y, z) = ⟨γ, x⟩+ αy + βz + c
(4)
∈Fp. For a, b ∈Fp define g(x, y, z) = ⟨γ, x⟩+ αy + βz + c
(4)
for some γ ∈Fn
p, α, β, c ∈Fp. For a, b ∈Fp define
Ea,b = {x∈Fn
p : (x, a, b) ∈E′}. (5) g(x, y, z) = ⟨γ, x⟩+ αy + βz + c
(4) g(x, y, z) = ⟨γ, x⟩+ αy + βz + c (4) Ea,b = {x∈Fn
p : (x, a, b) ∈E′}. (5) (5) If ¯x ∈Ea,b, then Ea,b = ¯x + U, where U is the subspace of Fn
p given by U = {x∈Fn
p :
(x, 0, 0) ∈U′} (straightforward). Observe that restricted to Ea,b, the function If ¯x ∈Ea,b, then Ea,b = ¯x + U, where U is the subspace of Fn
p given by U = {x∈Fn
p :
(x, 0, 0) ∈U′} (straightforward). Observe that restricted to Ea,b, the function f (x) −⟨γ, x⟩= αa + βb + c −ab
(6) f (x) −⟨γ, x⟩= αa + βb + c −ab (6) is constant. If U has dimension k we are done. Suppose that dim(U) < k. Since E′ is
the union
a,b{(x, a, b) : x ∈Ea,b} (some Ea,b may be the same, some the empty set),
we have pk+1 = |E′| ≤
a,b |Ea,b|. As we assume that dim(U) < k, this implies that
dim(U) = k −1, i.e. |Ea,b| = pk−1 for all (a, b)∈F2
p and all Ea,b are distinct. We then
define E as the disjoint union E =
a∈Fp
Ea,α = ¯x + ¯U E =
a∈Fp
Ea,α = ¯x + ¯U for an element ¯x ∈E, where ¯U = {x∈Fn
p : (x, a, 0) ∈E′ for some a ∈Fp}, and observe
that f (x) −⟨γ, x⟩= βα + c is constant on this k-dimensional affine subspace. for an element ¯x ∈E, where ¯U = {x∈Fn
p : (x, a, 0) ∈E′ for some a ∈Fp}, and observe
that f (x) −⟨γ, x⟩= βα + c is constant on this k-dimensional affine subspace. Combining our sporadic examples in low dimension with Lemma 5 we get the following
result. Theorem 1 There are not (weakly) normal ternary bent functions, which do not belong to
the class of bent functions which are weakly regular but not regular, in every even dimension
n ≥6. We remark that since our sporadic examples, Examples V, VI, VII, are non-weakly reg-
ular bent functions for which the dual is not bent, by [8, Theorem 2] all bent functions
obtained from these functions with Lemma 5 also have this property. To the best of our
knowledge, no example for a regular p-ary bent function which is not (weakly) normal is
known. 4 Perspectives In this article we contribute to the analysis of k-normality for p-ary bent functions. Depend-
ing on the regularity of a bent function f from Vn to Fp and the parity of n, many bent
functions seem to be (weakly) normal, (n/2−1)-normal or (n−1)/2-normal, which is dras-
tically different from the average behaviour of a p-ary function. It seems not easy to find
bent functions for which one can show a different behaviour. This resembles the situation for
Boolean bent functions. We develop an algorithm for testing normality for p-ary functions. Applying this algorithm we verify that some ternary non-weakly regular bent functions in Cryptogr. Commun. (2018) 10:1
–1049
037 1048 even dimension n are not weakly normal. For odd dimension n we found examples in the
class of Coulter-Matthews bent functions which are not weakly (n −1)/2-normal. With
Lemma 5 we then can construct from such functions in dimension n, bent functions with
the same property in any dimension n + 2s, s ≥1. even dimension n are not weakly normal. For odd dimension n we found examples in the
class of Coulter-Matthews bent functions which are not weakly (n −1)/2-normal. With
Lemma 5 we then can construct from such functions in dimension n, bent functions with
the same property in any dimension n + 2s, s ≥1. There are many interesting open questions on normality for p-ary bent functions. We
close with a collection of some of them, which can now be attacked using our presented
algorithm. –
Find regular p-ary bent functions in even dimension which are not normal. –
Find regular p-ary bent functions in even dimension which are not normal. –
Find weakly regular but not regular p-ary bent functions in even dimension which are
not (n/2 −1)-normal. –
Find weakly regular but not regular p-ary bent functions in even dimension which are
not (n/2 −1)-normal. To the best of our knowledge there are no such examples known. –
Show that the weakly regular but not regular Coulter-Matthews bent functions in even
dimension are (n/2 −1)-normal or find counter-examples. –
Show that the weakly regular but not regular Coulter-Matthews bent functions in even
dimension are (n/2 −1)-normal or find counter-examples. The question on the average behaviour of Boolean and p-ary bent functions with respect
to normality seems not easy to be answered. 4 Perspectives Are (most) bent functions affine on affine
subspaces of large dimension, or do they behave like arbitrary Boolean and p-ary functions,
normal, (n/2 −1)-normal, ((n −1)/2)-normal bent functions are only easier to find? Acknowledgements
Open access funding provided by Johannes Kepler University Linz. Wilfried Me
s supported by the Austrian Science Fund (FWF) Project no. M1767-N26. ´ pp
y
j
´Isabel Pirsic is supported by the Austrian Science Fund (FWF) Project no. P27351-N26. pp
y
j
´Isabel Pirsic is supported by the Austrian Science Fund (FWF) Project no. P27351-N26. Open Access
This article is distributed under the terms of the Creative Commons Attribution 4.0 Inter-
national License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution,
and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons license, and indicate if changes were made. References 1. Canteaut, A., Carlet, C., Charpin, P., Fontaine, C.: On the cryptographic properties of R(1, m). IEEE
Trans. Inf. Theory 47, 1494–1513 (2001) 2. Canteaut, A., Daum, M., Dobbertin, H., Leander, G.: Finding nonnormal bent functions. Discret. Ap
Math. 154, 202–218 (2006) 3. Carlet, C.: On the degree, nonlinearity, algebraic thickness, and nonnormality of Boolean functions, w
developments on symmetric functions. IEEE Trans. Inf. Theory 50, 2178–2185 (2004) 3. Carlet, C.: On the degree, nonlinearity, algebraic thickness, and nonnormality of Boolean functions, w
developments on symmetric functions. IEEE Trans. Inf. Theory 50, 2178–2185 (2004) 4. C¸ es¸melioglu, A., McGuire, G., Meidl, W.: A construction of weakly and non-weakly regular bent
functions. J. Combin. Theory Ser. A 119, 420–429 (2012) 4. C¸ es¸melioglu, A., McGuire, G., Meidl, W.: A construction of weakly and non-weakly regular bent
functions. J. Combin. Theory Ser. A 119, 420–429 (2012) y
5. C¸ es¸melioglu, A., Meidl, W.: A construction of bent functions from plateaued functions. Des Codes
Cryptogr. 66, 231–242 (2013) 5. C¸ es¸melioglu, A., Meidl, W.: A construction of bent functions from plateaued functions. Des Codes
Cryptogr. 66, 231–242 (2013) 6. C¸ es¸melioglu, A., Meidl, W., Pott, A.: On the dual of (non)-weakly regular bent functions and self-dual
bent functions. Adv. Math. Commun. 7, 425–440 (2013) 6. C¸ es¸melioglu, A., Meidl, W., Pott, A.: On the dual of (non)-weakly regular bent functions and self-dual
bent functions. Adv. Math. Commun. 7, 425–440 (2013) 7. C¸ es¸melioglu, A., Meidl, W., Pott, A.: Generalized Maiorana-McFarland class and normality of p-ary
bent functions. Finite Fields Appl. 24, 105–117 (2013) 7. C¸ es¸melioglu, A., Meidl, W., Pott, A.: Generalized Maiorana-McFarland class and normality of p-ary
bent functions. Finite Fields Appl. 24, 105–117 (2013) 8. C¸ es¸melioglu, A., Meidl, W., Pott, A.: There are infinitely many bent functions for which the dual is
bent. IEEE Trans. Inf. Theory 62, 5204–5208 (2016) 8. C¸ es¸melioglu, A., Meidl, W., Pott, A.: There are infinitely many bent functions for which the dual is not
bent. IEEE Trans. Inf. Theory 62, 5204–5208 (2016) 9. Charpin, P.: Normal Boolean functions. J. Complexity 20, 245–265 (2004) 9. Charpin, P.: Normal Boolean functions. J. Complexity 20, 245–265 (2004) 10. Helleseth, T., Kholosha, A.: Monomial and quadratic bent functions over the finite fields of odd
characteristic . IEEE Trans. Inf. Theory 52, 2018–2032 (2006) 1049 Cryptogr. Commun. (2018) 10:1
–1049
037 11. References Helleseth, T., Kholosha, A.: New bionomial bent functions over the finite fields of odd characteris
IEEE Trans. Inf. Theory 56, 4646–4652 (2010) y
12. Helleseth, T., Kholosha, A.: Crosscorrelation of m-sequences, exponential sums, bent functions and
Jacobsthal sums. Cryptogr. Commun. 3, 281–291 (2011) 13. Jia, W., Zeng, X., Helleseth, T., Li, C.: A class of binomial bent functions over the finite field of odd
characteristic. IEEE Trans. Inf. Theory 58, 6054–6063 (2012) 13. Jia, W., Zeng, X., Helleseth, T., Li, C.: A class of binomial bent f
characteristic. IEEE Trans. Inf. Theory 58, 6054–6063 (2012) 14. Leander, G., McGuire, G.: Construction of bent functions from near-bent functions. J. Combin. Theory
Ser. A 116, 960–970 (2009) 15. Li, N., Helleseth, T., Tang, X., Kholosha, A.: Several new classes of bent functions from Dillon
exponents. IEEE Trans. Inf. Theory 59, 1818–1831 (2013) 16. Mihaljevic, M.J., Gangopadhyan, S., Paul, G., Imai, H.: Generic cryptographic weakness of k-normal
Boolean functions in certain stream ciphers and cryptanalysis of Grain-128. Period. Math. Hung. 65,
205–227 (2012) 17. Mesnager, S.: Bent functions. Fundamentals and results. Springer International Publishing, Switzerland
(2016) 18. Tokareva, N.: Bent functions. Results and Applications to Cryptography. Elsevier/Academic Press,
Amsterdam (2015)
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MEMS acceleration sensor with remote optical readout for continuous power generator monitoring
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Maurizio Tormen1,a, Branislav Timotijevic1, Yves Pétremand1, Markus Lützelschwab1, Dara Zaman Bayat1, Yvan Jacqu
Laurent Aebi2 ,a, Branislav Timotijevic1, Yves Pétremand1, Markus Lützelschwab1, Dara Zaman Bayat1, Yvan Jacquat2 , Maurizio Tormen1,a, Branislav Timotijevic1, Yves Pétremand1, Markus Lützelschwab1, Dara Zaman Bayat1,
Laurent Aebi2 1CSEM SA, Rue J. Droz 1, 2002 Neuchatel, Switzerland
2MC-Monitoring SA, Route André Piller 19, 1762 Givisiez, Switzerland 1CSEM SA, Rue J. Droz 1, 2002 Neuchatel, Switzerland
2MC-Monitoring SA, Route André Piller 19, 1762 Givisiez, Switzerland Abstract. Miniaturized accelerometers with remote optical readout are required devices for the continuous
monitoring of vibrations inside power generators. In turbo and hydro generators, end-winding vibrations are present
during operation causing in the long term undesirable out-of-service repairs. Continuous monitoring of these
vibrations is therefore mandatory. The high electromagnetic fields in the generators impose the use of devices
immune to electromagnetic interferences. In this paper a MEMS based accelerometer with remote optical readout is
presented. Advantages of the proposed device are the use of a differential optical signal to reject the common mode
signal and noise, the reduced number of steps for the MEMS chip fabrication and for the system assembly, and the
reduced package volume. FAS sensors are used as well in numerous other
applications including rotating machinery, high voltage
transformers, circuit breakers, high voltage electrical
transmission lines, explosive atmospheres, etc. System
monitoring leads to operating costs advantages, such as
optimal planning of maintenance tasks, reduction of
unplanned
downtime,
increase
of
the
machine
availability. DOI: 10.1051/
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3 a Corresponding author: maurizio.tormen@csem.ch 1 Introduction Miniaturized accelerometers with remote optical
readout are required devices for the continuous
monitoring of vibrations inside power generators. In
turbo and hydro generators, end-winding vibrations are
present during operation at twice the electrical
synchronous frequency of the generator. High vibrations
can lead to loosening of entire end-winding support
system, wear of insulation material, rupture of coil and
fatigue cracking of conductor, all of which require out-of-
service
repairs. Continuous
monitoring
of
these
vibrations is therefore
mandatory and the
high
electromagnetic fields in the generators impose the use of
devices by design non-conductive and immune to
electromagnetic interferences. A number of different approaches to FAS have been
explored: a general overview can be found in [1]. Recent
works have mainly explored solutions based on Grating
filters ([2, 3], Fabry-Perot filters [4], Michelson
interferometer [5]. In this paper a MEMS based accelerometer with
remote
optical
readout
is
presented. Advantages
compared to state of the art devices for such application
are
a
simplified
electronics
when
compared
to
wavelength or phase based measurement systems, high
rejection of the common mode signal and high
measurement linearity thanks to a differential intensity
signal approach, low cost MEMS chip given the reduced
number of fabrication steps and the number of chips per
wafer (more than 400 on a 6” wafer), low cost and high
yield system assembly thanks to a simple and robust
assembly process, low barriers to market-entry since the
reduced package volume is compatible with the already
allocated space in turbo generators. For electromagnetic
immunity, no metal is present in the sensor head. Existing solutions in the market are based on manual
assembly of a relevant number of micro-machined and
micro-optical elements, often implying limited frequency
range available for monitoring due to relatively high
masses and, in terms of production, high manufacturing
costs and low yields. A Fiber-optic Acceleration Sensor (FAS) is by design
non-conductive
and
immune
to
electromagnetic
interferences. Its passive principle makes it ideal for
shock and vibration measurements in areas where
conventional accelerometers (e.g. piezoelectric or MEMS
with metal wiring) may create electrical discharges, cause
changes in magnetic field distribution, prove hazardous to
personnel, and impair reliable operation. FAS sensors are
therefore an optimal solution to monitor end-winding
vibration during generator operation. This is an Open Access article distributed under the terms of the Creative Commons Attribution License 4.0, which permits unrestricted use,
distribution, and reproduction in any medium, provided the original work is properly cited. Article available at http://www.matec-conferences.org or http://dx.doi.org/10.1051/matecconf/20153201003 2 Opto-mechanical design MEMS optical accelerometer layout. Figure 3. (Left) Simulation of the relative signals at the output
fiber ends as a function of MEMS mirror lateral displacement. (Right) Differential signal at the two output fiber ends (gray
line) and its linear fit (black line). The seismic mass and the springs were designed in
order to provide sufficiently high resonance frequencies
for the specific application: one family has the first
resonance at 1 kHz, the second at 3 kHz (Table 1). The
lateral displacement of the mirror was design to be 10 m
and 1m, respectively, at an acceleration of 40g. 2 Opto-mechanical design The MEMS chip is composed of a seismic mass, The MEMS chip is composed of a seismic mass, a Corresponding author: maurizio.tormen@csem.ch This is an Open Access article distributed under the terms of the Creative Commons Attribution License 4.0, which permits unrestricted use,
distribution, and reproduction in any medium, provided the original work is properly cited. MATEC Web of Conferences suspended through springs, with opened regions to
introduce a damping gel, of a 2-facet mirror, moving with
the seismic mass, redirecting the optical signal from an
input fiber into two output fibers. In order to reduce the
system dimensions the two output fibers were not placed
at 90 deg in respect to the input fiber as in [1], but at a
shallower angle, 70 deg or 45 deg. Figure 1 reports the
layout of the basic chip, with the input fiber and the two
output fibers. separately in remote (in Figure 3 left, the simulated
power expected at the two output fibers ends, as a
function of the lateral displacement of the mirror). The
acceleration measurement is derived from the difference
of the two signals (in Figure 3 right). Deviation from
linearity is expected to be less than 1% for displacements
up to 10 μm for accelerations up to 40g. Analytical
simulations and Zemax ray-tracing were performed in
order to optimize the optical signal as a function of
geometrical parameters of the system. Figure 1. MEMS optical accelerometer layout. g
p
y
0
10
20
30
40
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Lateral displacement of the mass (um)
Relative intensity (Power in the input fiber = 1)
0
10
20
30
40
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Lateral displacement of the mass (um)
Differential signal and linear fit
Figure 3. (Left) Simulation of the relative signals at the output
fiber ends as a function of MEMS mirror lateral displacement. (Right) Differential signal at the two output fiber ends (gray
line) and its linear fit (black line). 0
10
20
30
40
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Lateral displacement of the mass (um)
Relative intensity (Power in the input fiber = 1) 0
10
20
30
40
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Lateral displacement of the mass (um)
Differential signal and linear fit 0
10
20
30
40
Lateral displacement of the mass (um) Figure 1. 3 Microfabrication process The microfabrication process (Figure 4) starts with
6” SOI (Silicon-On-Insulator) wafers with the following
thicknesses: Handle layer 500 μm, buried oxide layer
3 μm and device layer 120 μm. The process has been
designed to have a single mask and DRIE step in order to
reduce the process time and cost. The structures are
patterned via photolithography with AZ 9260 photoresist. The obtained mask is transferred into silicon by DRIE
etching through the entire device layer down to the buried
oxide. Table 1 List of the investigated FAS family designs. First resonance
frequency [Hz]
Mass displacement [m]
at 40g
Design 1
1’000
10
Design 2
3’000
1 Table 1 List of the investigated FAS family designs. Table 1 List of the investigated FAS family designs. In absence of acceleration the signals in the output
fibers are nominally identical (Figure 2, on the left);
when the seismic mass is subjected to acceleration, the
lateral displacement of the mirror induces an increase of
optical power in one fiber and a reduction in the second
one (Figure 2, on the right). Figure 4. Schematic process flow of the MEMS optical
accelerometer chip (cross-section view). Figure 2. Ray-tracing simulation of the optical signal arriving
from the input fiber (central one) and redirected by the moving
mirror into the 2 output fibers (external ones) in absence (left)
and presence (right) of acceleration. Figure 2. Ray-tracing simulation of the optical signal arriving
from the input fiber (central one) and redirected by the moving
mirror into the 2 output fibers (external ones) in absence (left)
and presence (right) of acceleration. Figure 4. Schematic process flow of the MEMS optical
accelerometer chip (cross-section view). After stripping the remaining photoresist and cleaning the
wafer, the buried oxide is partially etched to release the The signals from the two output fibers are collected 01003-p.2 01003-p.2 ISOT 2015 operations. The output fibers are placed at an angle of α
(70 deg or 45 deg) in respect to the central input fiber
(Figure 7, right). The fiber alignment is performed using
a six axis alignment stage (F-206 from PI) with an
arbitrary pivot point. To facilitate the fiber insertion the
MEMS chip hosts some fiber alignment features; on top
of that a pre-tilting of the fiber during insertion was
introduced to slide the fibers into their respective
channels on the MEMS chip. 3 Microfabrication process The PEEK base features as
well channels for the guidance of the three fibers. The
outer two channels are curved with radii, r, so that the
minimal bending radius of the fiber can be maintained
during alignment and operation. The radius was chosen
as small as possible to reduce the overall package size
and at the same time reduce the bending losses to an
acceptable level (0.3-0.4 dB). movable structures (Figure 5). movable structures (Figure 5). Figure 5. SEM picture of the fabricated device. Figure 6. SEM image of the 2-facet movable mirror redirecting
the optical signal and the U-grooves for optical fiber alignment. Figure 5. SEM picture of the fabricated device. Figure 5. SEM picture of the fabricated device. For mechanical protection, a glass lid is added to the
package at a final step. Figure 8 shows the fully
assembled device with connectorized fibers for ready for
the characterization. Figure 7. Left. Assembled device. Right: geometrical features
of the PEEK package. Figure 6. SEM image of the 2-facet movable mirror redirecting
the optical signal and the U-grooves for optical fiber alignment. The technique used is a timed quasi-dry etching by
vapour HF. During this process step, it is necessary to
sufficiently etch the oxide in order to release the movable
structures, but not to overetch it, to maintain intact the
oxide supporting the not-moving parts of the device
layer. Surface treatments are introduced to polish the
lateral surfaces in order to optimize the mirror reflectivity
(Figure 6). A layer of photoresist is then poured on the
surface of the wafer in order to protect the structures
during dicing for singulation of the chips. The process
continues at chip level with a final cleaning procedure to
remove the protective photoresist: at this point the chip is
ready for the assembly with the optical fibers in the
package. Figure 7. Left. Assembled device. Right: geometrical features
of the PEEK package. Figure 8. Fully assembled and connectorized optical
accelerometer sensor. 4 Packaging The package provides a solid base for the interface
between the MEMS device and the optical fibers. In
terms of possible materials for the package, metal parts
are excluded because of the strong electromagnetic fields
present in the generators; moreover temperatures of up to
155°C and a hydrogen rich atmosphere (5bars) represent
further constraints in the choice of the package material. Finally, hermetic package is not required for the
applications. Based on this input, PEEK was chosen
because of its physical and chemical properties as well as
its adequate machinability. Figure 8. Fully assembled and connectorized optical
accelerometer sensor. References In order to flatten the frequency response in the
frequency range of interest (10Hz-400Hz for the first
family, and 50Hz-1500Hz for the second family), the
second generation of devices will include damping
structures. 4 . Zh on g-zh u Yan g ; Ho n g Lu o an d Sh u i-
d on g
Xion g
"
High
sen sitivity
fib er
op tic
acceler o m eter
b ased
on
fo ld in g
F-P
cavity ", Pr oc. SPIE 8 9 1 4 , In ter n ation a l
Sym p o siu m
on
Ph oto electr on ic
Detection an d Im agin g 2 0 1 3 : Fib er Op tic
Sen sor s
an d
Op tical
Coh er en ce
Tom ogr ap h y,
8 9 1 4 1 1
(Au gu st
2 9 ,
2 0 1 3 ); 4 . Zh on g-zh u Yan g ; Ho n g Lu o an d Sh u i-
d on g
Xion g
"
High
sen sitivity
fib er
op tic
acceler o m eter
b ased
on
fo ld in g
F-P
cavity ", Pr oc. SPIE 8 9 1 4 , In ter n ation a l
Sym p o siu m
on
Ph oto electr on ic
Detection an d Im agin g 2 0 1 3 : Fib er Op tic
Sen sor s
an d
Op tical
Coh er en ce
Tom ogr ap h y,
8 9 1 4 1 1
(Au gu st
2 9 ,
2 0 1 3 ); The dynamic range is reported in Figure 10 for the
two families (continuous line for family 1, dashed line for
family 2). Family 1 has a better dynamic range at lower
frequency down to 0.2g. At 0.2g the deviation from 7g is
still below 5% while family 2 presents more than 30%
deviation. Below 0.2g the signal to noise ratio comes
close 1. Figure 10. Dynamic range analysis of two chips from the two
families presented in Table 1. )
5 . References 1 . B. Gu ld im an n ,
‘‘Micr om ach in ed
fib er
op tic acceler om eter b ased o n in ten sity
m od u lation ’’, Ph D th esis, Un iver sity of
Neu ch atel, 2 0 0 1 . The frequency response for two chips from the two
different families is reported in Figure 9. p
g
Figure 9. Frequency response of two chips from the two
families presented in Table 1. 2 . Ch on gyu Lin
; Hon g Lu o
; Sh u id on g
Xion g an d Haitao Li; "In vestigation on a
fib er op tic acceler o m eter b ased on FBG-
FP in ter fer om eter ", Pr oc. SPIE 9 2 9 7 ,
In ter n ation al
Sy m p osiu m
on
Op toelectr o n ic
Tech n ology
an d
Ap p lication 2 0 1 4 : La ser an d Op tical
Mea su r em en t
Tech n o logy;
an d
Fib er
Op tic Sen sor s, 9 2 9 7 3 5 (Decem b er 3 ,
2 0 1 4 ); 2 . Ch on gyu Lin
; Hon g Lu o
; Sh u id on g
Xion g an d Haitao Li; "In vestigation on a
fib er op tic acceler o m eter b ased on FBG-
FP in ter fer om eter ", Pr oc. SPIE 9 2 9 7 ,
In ter n ation al
Sy m p osiu m
on
Op toelectr o n ic
Tech n ology
an d
Ap p lication 2 0 1 4 : La ser an d Op tical
Mea su r em en t
Tech n o logy;
an d
Fib er
Op tic Sen sor s, 9 2 9 7 3 5 (Decem b er 3 ,
2 0 1 4 ); Figure 9. Frequency response of two chips from the two
families presented in Table 1. 3 . Yeon -Gwan Lee et al, "Per for m an ce of a
sin gle
r eflective
gr a tin g-b a sed
fib er
op tic acceler om eter ’’
2 0 1 2 M eas. Sci. T ech n ol. 2 3 0 4 5 1 0 1 . 5 Characterization Table 2 reports the comparison between the simulated
resonance frequencies and the ones experimentally
obtained for the two designs presented in Table 1. Two
different techniques were used to measure the resonance
frequency. The first technique uses a shaker, a reference
piezo sensor with its charge amplifier and a function
generator to have a complete frequency response; the
second technique makes the device vibrate at increasing
frequencies with a piezo actuator and the resonance
frequency is in correspondence with the maximum Figure 7 (left) shows an assembled device. The
optical fibers are completely molded in UV curable
adhesive, thereby providing an effective strain relief. Without it, the fibers would exert a detrimental force on
the MEMS chip during both the handling as well as 01003-p.3 MATEC Web of Conferences displacement of the seismic mass. displacement of the seismic mass. 6 Conclusions Table 2. Comparison of the resonant frequency obtained,
numerically and experimentally. Table 2. Comparison of the resonant frequency obtained,
numerically and experimentally. In the present paper a MEMS based accelerometer
with remote optical readout is presented. First results
showed high rejection of the common mode signal thanks
to a differential intensity signal approach, low cost
MEMS chip given the reduced number of fabrication
steps and the number of chips per wafer, low cost and
high yield system assembly thanks to a simple and robust
assembly process. Simulated
resonance [Hz]
First
setup
Second
setup
Design 1
989
849
837
Design 2
3132
2674
2645 Future work foresees the introduction of damping
structures to improve the flatness of the frequency
response in the frequency range of interest for the
measurement. A difference of ~1% in measured resonance
frequency is obtained between the two experimental
methods. A more significant variation (~15%) is present
between the numerical simulations and the experimental
results. From an application point of view, despites the
mentioned discrepancy, the obtained results for the
resonance frequency are in line with the requirements. References Fen g Pen g, Ju n Yan g, Bin g Wu , Yon ggu i
Yu an , Xin glian g Li, Ai Zh ou , an d Lib o
Yu an ,
"Com p act
fib er
op tic
acceler o m eter ,"
Ch in . Op t. Lett. 1 0 ,
0 1 1 2 0 1 - (2 0 1 2 ) Figure 10. Dynamic range analysis of two chips from the two
families presented in Table 1. 01003-p.4
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Nutritional Management of Chronic Kidney Disease
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New England journal of medicine/The New England journal of medicine
| 2,018
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cc-by
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UC Irvine Previously Published Works
Title
Nutritional Management of Chronic Kidney Disease
Permalink
https://escholarship.org/uc/item/2xp8x53c
Journal
New England Journal of Medicine, 378(6)
ISSN
0028-4793
Authors
Kalantar-Zadeh, Kamyar
Fouque, Denis
Publication Date
2018-02-08
DOI
10.1056/nejmc1715765
Copyright Information
This work is made available under the terms of a Creative Commons Attribution
License, availalbe at https://creativecommons.org/licenses/by/4.0/
Peer reviewed UC Irvine
UC Irvine Previously Published Works
Title
Nutritional Management of Chronic Kidney Disease
Permalink
https://escholarship.org/uc/item/2xp8x53c
Journal
New England Journal of Medicine, 378(6)
ISSN
0028-4793
Authors
Kalantar-Zadeh, Kamyar
Fouque, Denis
Publication Date
2018-02-08
DOI
10.1056/nejmc1715765
Copyright Information
This work is made available under the terms of a Creative Commons
License, availalbe at https://creativecommons.org/licenses/by/4.0/
Peer reviewed Peer reviewed Peer reviewed Correspondence tension: a mimic of the Chiari I malformation. AJNR Am J Neuro-
radiol 2012;33:1901-6. 2. Friedman DI, Liu GT, Digre KB. Revised diagnostic criteria
for the pseudotumor cerebri syndrome in adults and children. Neurology 2013;81:1159-65. 2. Friedman DI, Liu GT, Digre KB. Revised diagnostic criteria
for the pseudotumor cerebri syndrome in adults and children. Neurology 2013;81:1159-65. 5. Mader TH, Gibson CR, Pass AF, et al. Optic disc edema,
globe flattening, choroidal folds, and hyperopic shifts observed
in astronauts after long-duration space flight. Ophthalmology
2011;118:2058-69. 3. Alperin N, Ranganathan S, Bagci AM, et al. MRI evidence of
impaired CSF homeostasis in obesity-associated idiopathic intra-
cranial hypertension. AJNR Am J Neuroradiol 2013;34:29-34. 4. Aiken AH, Hoots JA, Saindane AM, Hudgins PA. Incidence
of cerebellar tonsillar ectopia in idiopathic intracranial hyper- DOI: 10.1056/NEJMc1716067 1. Kalantar-Zadeh K, Fouque D. Nutritional management of
chronic kidney disease. N Engl J Med 2017;377:1765-76.
2. Kopple JD, Shinaberger JH, Coburn JW, Sorensen MK, Rubini Powered by the California Digital Library
University of California eScholarship.org n engl j med 378;6 nejm.org February 8, 2018
The New England Journal of Medicine
Downloaded from nejm.org at Irvine (UCD) on July 25, 2022. For personal use only. No other uses without permission.
Copyright © 2018 Massachusetts Medical Society. All rights reserved. Nutritional Management of Chronic Kidney Disease ME. Optimal dietary protein treatment during chronic hemo-
dialysis. Trans Am Soc Artif Intern Organs 1969;15:302-8. ME. Optimal dietary protein treatment during chronic hemo-
dialysis. Trans Am Soc Artif Intern Organs 1969;15:302-8. ME. Optimal dietary protein treatment during chronic hemo-
dialysis. Trans Am Soc Artif Intern Organs 1969;15:302-8. To the Editor: In their review article on the nu-
tritional management of chronic kidney disease,
Kalantar-Zadeh and Fouque (Nov. 2 issue)1 make
some statements about daily acid production re-
sulting from bicarbonate losses in the gut that
may contain errors, in my view. Normally, there
are no losses of bicarbonate in the gut unless a
person has diarrhea. Furthermore, although the
metabolism of carbohydrates and fats generates
organic acids, these are eventually converted back
to bicarbonate and do not add net acid to the
body unless the organic anions are excreted in
urine. 3. Kalantar-Zadeh K, Tortorici AR, Chen JL, et al. Dietary re-
strictions in dialysis patients: is there anything left to eat? Semin
Dial 2015;28:159-68. 4. Gutierrez A, Alvestrand A, Wahren J, Bergström J. Effect of
in vivo contact between blood and dialysis membranes on pro-
tein catabolism in humans. Kidney Int 1990;38:487-94. 5. Uribarri J. DOQI guidelines for nutrition in long-term peri-
toneal dialysis patients: a dissenting view. Am J Kidney Dis 2001;
37:1313-8. DOI: 10.1056/NEJMc1715765 DOI: 10.1056/NEJMc1715765 To the Editor: Kalantar-Zadeh and Fouque dis-
cuss an epidemiologic study in which higher
urinary potassium excretion (as a proxy for in-
take) was associated with a higher risk of pro-
gression of chronic kidney disease.1 However,
there is accumulating evidence from several
studies that indicates otherwise (Table S1 in the
Supplementary Appendix, available with the
full text of this letter at NEJM.org). In the stud-
ies listed in the table, higher urinary potassium
excretion was associated with better renal out-
comes or lower all-cause mortality but not with
hyperkalemia. Experimental data also suggest
that potassium is renoprotective by reducing
blood pressure, vascular calcification, and in-
flammation.2-4 An ongoing multicenter, double-
blind, placebo-controlled study, in which the
effect of potassium supplementation on renal
outcomes is being evaluated in patients with
stage 3 or 4 chronic kidney disease (Clinical
Trials.gov number, NCT03253172), is investi-
gating whether potassium repletion is renopro-
tective in patients with chronic kidney disease
and whether repletion outweighs the risk of
hyperkalemia. Jaime Uribarri, M.D. Nutritional Management of Chronic Kidney Disease Because patients with chronic
kidney disease generally consume a low-potas-
sium diet (approximately 2 g per day), supple-
mentation in the study (1.5 g per day) is provided To the Editor: Kalantar-Zadeh and Fouque dis-
cuss an epidemiologic study in which higher
urinary potassium excretion (as a proxy for in-
take) was associated with a higher risk of pro-
gression of chronic kidney disease.1 However,
there is accumulating evidence from several
studies that indicates otherwise (Table S1 in the
Supplementary Appendix, available with the
full text of this letter at NEJM.org). In the stud-
ies listed in the table, higher urinary potassium
excretion was associated with better renal out-
comes or lower all-cause mortality but not with
hyperkalemia. Experimental data also suggest
that potassium is renoprotective by reducing
blood pressure, vascular calcification, and in-
flammation.2-4 An ongoing multicenter, double-
blind, placebo-controlled study, in which the
effect of potassium supplementation on renal
outcomes is being evaluated in patients with
stage 3 or 4 chronic kidney disease (Clinical
Trials.gov number, NCT03253172), is investi-
gating whether potassium repletion is renopro-
tective in patients with chronic kidney disease
and whether repletion outweighs the risk of
hyperkalemia. Because patients with chronic
kidney disease generally consume a low-potas-
sium diet (approximately 2 g per day), supple-
mentation in the study (1.5 g per day) is provided The authors advise a daily dietary protein in-
take of 1.2 to 1.4 g per kilogram of body weight
in patients undergoing dialysis. In my opinion,
this would provide excessive protein consump-
tion that is unsupported by data and, therefore,
not warranted. A protein intake of approximate-
ly 1 g per kilogram per day has been reported as
being sufficient to maintain a positive nitrogen
balance in stable patients undergoing dialysis.2
The idea that patients undergoing dialysis should
have a higher protein intake derives from obser-
vational data that have shown an association be-
tween higher protein intake and better outcome
and that have not been tested in interventional
trials3 and from the belief that dialysis is a cata-
bolic event beyond dialytic losses of amino acids
and proteins.4,5 Jaime Uribarri, M.D. Icahn School of Medicine at Mount Sinai
New York, NY
jaime.uribarri@mssm.edu No potential conflict of interest relevant to this letter was re-
ported. n engl j med 378;6 nejm.org February 8, 2018
The New England Journal of Medicine
Downloaded from nejm.org at Irvine (UCD) on July 25, 2022. For personal use only. No other uses without permission.
Copyright © 2018 Massachusetts Medical Society. All rights reserved. Nutritional Management of Chronic Kidney Disease 583 n engl j med 378;6 nejm.org February 8, 2018 The New England Journal of Medicine
Downloaded from nejm.org at Irvine (UCD) on July 25, 2022. For personal use only. No other uses without permissio
Copyright © 2018 Massachusetts Medical Society. All rights reserved. The new engl and jour nal of medicine to achieve the recommended daily potassium
intake (3.5 g per day).5 to achieve the recommended daily potassium
intake (3.5 g per day).5 medications that interfere with the renin–angio-
tensin–aldosterone system is unknown. medications that interfere with the renin–angio-
tensin–aldosterone system is unknown. Jeffrey S. Berns, M.D. Jeffrey S. Berns, M.D. Erasmus Medical Center
Rotterdam, the Netherlands
e.j.hoorn@erasmusmc.nl Perelman School of Medicine at the University of Pennsylvania
Philadelphia, PA Perelman School of Medicine at the University of Pennsylvania
Philadelphia, PA
bernsj@uphs.upenn.edu bernsj@uphs.upenn.edu No potential conflict of interest relevant to this letter was re-
ported. Liffert Vogt, M.D., Ph.D. Academic Medical Center
Amsterdam, the Netherlands 1. Gansevoort RT, de Zeeuw D, de Jong PE. Additive antipro-
teinuric effect of ACE inhibition and a low-protein diet in human
renal disease. Nephrol Dial Transplant 1995;10:497-504. 2. Ruilope LM, Casal MC, Praga M, et al. Additive antiprotein-
uric effect of converting enzyme inhibition and a low protein
intake. J Am Soc Nephrol 1992;3:1307-11. 1. Gansevoort RT, de Zeeuw D, de Jong PE. Additive antipro-
teinuric effect of ACE inhibition and a low-protein diet in human
renal disease. Nephrol Dial Transplant 1995;10:497-504. 1. Gansevoort RT, de Zeeuw D, de Jong PE. Additive antipro-
teinuric effect of ACE inhibition and a low-protein diet in human
renal disease. Nephrol Dial Transplant 1995;10:497-504. Joris I. Rotmans, M.D., Ph.D. 2. Ruilope LM, Casal MC, Praga M, et al. Additive antiprotein-
uric effect of converting enzyme inhibition and a low protein
intake. J Am Soc Nephrol 1992;3:1307-11. No potential conflict of interest relevant to this letter was re-
ported. DOI: 10.1056/NEJMc1715765 1. He J, Mills KT, Appel LJ, et al. Urinary sodium and potassium
excretion and CKD progression. J Am Soc Nephrol 2016;27:1202-
12. The authors reply: Uribarri writes that there is
normally no fecal bicarbonate excretion. How-
ever, in one stool-measurement study,1 the mean
(±SD) fecal bicarbonate excretion in healthy
adults was 34.6±12.3 mmol per liter, and another
study reported a value of 30 mmol per liter.2
Hence, the minimum daily loss of gastrointesti-
nal bicarbonate is 10 to 15 mmol per day. The
incomplete oxidation of fats and carbohydrates
leads to the generation of ketoacids and lactic
acid. The bulk of these acids is recycled, but the
resultant net hydrogen ion residue is added to the
daily acid production. 2. Terker AS, Zhang C, McCormick JA, et al. Potassium modu-
lates electrolyte balance and blood pressure through effects on
distal cell voltage and chloride. Cell Metab 2015;21:39-50. 3. Sun Y, Byon CH, Yang Y, et al. Dietary potassium regulates
vascular calcification and arterial stiffness. JCI Insight 2017 Octo-
ber 5 (Epub ahead of print). 4. medications that interfere with the renin–angio-
tensin–aldosterone system is unknown. Wang W, Soltero L, Zhang P, Huang XR, Lan HY, Adrogue
HJ. Renal inflammation is modulated by potassium in chronic 4. Wang W, Soltero L, Zhang P, Huang XR, Lan HY, Adrogue
HJ. Renal inflammation is modulated by potassium in chronic
kidney disease: possible role of Smad7. Am J Physiol Renal Physiol
2007;293:F1123-F1130. 5. Palmer BF, Clegg DJ. Achieving the benefits of a high-potas-
sium, paleolithic diet, without the toxicity. Mayo Clin Proc 2016;
91:496-508. 5. Palmer BF, Clegg DJ. Achieving the benefits of a high-potas-
sium, paleolithic diet, without the toxicity. Mayo Clin Proc 2016;
91:496-508. DOI: 10.1056/NEJMc1715765 DOI: 10.1056/NEJMc1715765 We recommended a daily dietary protein in-
take of 1.0 g or less per kilogram in persons at
high risk for chronic kidney disease and 0.6 to
0.8 g per kilogram in those with more advanced
stages of chronic kidney disease or proteinuria,
including patients who are transitioning to dialy-
sis therapy. For patients undergoing established
maintenance dialysis who have minimal residual
kidney function and undergo hemodialysis three
times or more per week, we recommend a
higher daily dietary protein intake of more than
1.0 g per kilogram, which is a range that ap-
pears to be associated with the lowest mortal-
ity.3 This amount is consistent with the average
protein intake in the general population. To the Editor: Kalantar-Zadeh and Fouque ad-
dress the possible, although still debated, role of
restricting dietary protein intake in reducing pro-
teinuria and slowing the progression of chron-
ic kidney disease. Not discussed, however, is
whether there is a role for low-protein diets in
the modern era of treatment with angiotensin-
converting–enzyme (ACE) inhibitors and angio-
tensin-receptor blockers (ARBs). Data regarding
the additive effect of a low-protein diet and these
two drug classes on proteinuria are limited.1,2 It
is unclear how low-protein diets compare with
appropriate use of ACE inhibitor or ARB treat-
ment or whether the combination of a low-pro-
tein diet and drugs that block the renin–angio-
tensin–aldosterone system confers any added
benefit in slowing the progression of chronic
kidney disease. Low-protein diets may alleviate
metabolic disturbances in some patients with
chronic kidney disease, but whether such diets
are effective in patients who are already receiving In response to Hoorn et al.: in our review
article, we discuss that overzealous restrictions
in dietary potassium intake should be avoided,
since many potassium-rich foods, such as fresh
fruits and vegetables with high fiber and vita-
min content and low acidogenicity, are heart-
healthy and less atherogenic than most low- 584 n engl j med 378;6 nejm.org February 8, 2018 The New England Journal of Medicine
Downloaded from nejm.org at Irvine (UCD) on July 25, 2022. For personal use only. No other uses without permissio
Copyright © 2018 Massachusetts Medical Society. All rights reserved. Correspondence et al.5 (in which higher protein intake, reflected
by higher urinary level of urea nitrogen, was
associated with a reduced antiproteinuric effect
of olmesartan). potassium foods. n engl j med 378;6 nejm.org February 8, 2018
The New England Journal of Medicine
Downloaded from nejm.org at Irvine (UCD) on July 25, 2022. For personal use only. No other uses without permission.
Copyright © 2018 Massachusetts Medical Society. All rights reserved. DOI: 10.1056/NEJMc1715765 Effect of urine urea nitro-
gen and protein intake adjusted by using the estimated urine
creatinine excretion rate on the antiproteinuric effect of angio-
tensin II type I receptor blockers. Nutrition 2015;31:1333-8. DOI: 10.1056/NEJMc1715765 1. Caprilli R, Frieri G, Latella G, Vernia P, Santoro ML. Faecal
excretion of bicarbonate in ulcerative colitis. Digestion 1986;35:
136-42. DOI: 10.1056/NEJMc1715765 As shown in Table 2 of our
article (available at NEJM.org), we reiterate the
recommended dietary allowance of potassium of
4.7 g per day both in persons at high risk for
chronic kidney disease and in patients with
mild-to-moderate chronic kidney disease (stage 1,
2, or 3). However, in patients with advanced
chronic kidney disease (stage 4 or 5) or frequent
hyperkalemic episodes, we recommend a lower
dietary potassium intake of less than 3 g per day. At this juncture, we do not recommend higher
dietary potassium goals or potassium supple-
ments, pending the results of clinical trials. Kamyar Kalantar‑Zadeh, M.D., Ph.D. University of California, Irvine
Orange, CA
kkz@uci.edu Denis Fouque, M.D., Ph.D. Université Claude Bernard Lyon
Lyon, France Université Claude Bernard Lyon
Lyon, France Since publication of their article, the authors report no fur-
ther potential conflict of interest. In response to Berns: in most studies of low-
protein diets, participating patients with chronic
kidney disease have received concurrently, be-
yond the diets studied, state-of-the-art therapies
for chronic kidney disease, including angioten-
sin-pathway–modulating medications. Such trials
have confirmed the beneficial effects of restrict-
ed protein intake (Table S2 in the Supplementary
Appendix of our article), as have several meta-
analyses, including a recent meta-analysis of the
trials listed in that supplementary table.4 In ad-
dition, we are aware of at least three focused
studies in humans that have confirmed an addi-
tive effective of a low-protein diet, including the
two studies cited by Berns — by Gansevoort et al. and Ruilope et al. (studies in which additive anti-
proteinuric effects of a low-protein diet and
enalapril are reported) — and a study by Chin 1. Caprilli R, Frieri G, Latella G, Vernia P, Santoro ML. Faecal
excretion of bicarbonate in ulcerative colitis. Digestion 1986;35:
136-42. 2. Emmett M, Palmer BF. Acid-base and electrolyte abnormali-
ties with diarrhea. UpToDate, 2017 (https://www.uptodate.com/
contents/acid-base-and-electrolyte-abnormalities-with-diarrhea? search=Acid-base+and+electrolyte+abnormalities+with+diarrhea
.&source=search_result&selectedTitle=1%7E150). 3. Shinaberger CS, Greenland S, Kopple JD, et al. Is controlling
phosphorus by decreasing dietary protein intake beneficial or
harmful in persons with chronic kidney disease? Am J Clin Nutr
2008;88:1511-8. 4. Rhee CM, Ahmadi SF, Kovesdy CP, Kalantar-Zadeh K. Low-
protein diet for conservative management of chronic kidney dis-
ease: a systematic review and meta-analysis of controlled trials. J Cachexia Sarcopenia Muscle 2017 November 2 (Epub ahead of
print). 5. Chin HJ, Kim DK, Park JH, et al. Acute Graft-versus-Host Disease To the Editor: In their review of acute graft-
versus-host disease (GVHD), Zeiser and Blazar
(Nov. 30 issue)1 identify the use of peripheral-
blood stem-cell grafts as a risk factor for acute
GVHD. Retrospective studies have shown that
the effects of stem-cell source on acute GVHD
are either inconsistent or null,2,3 and two large,
prospective, randomized, clinical trials in which
bone marrow was compared with mobilized
peripheral-blood allografts both showed that
stem-cell source had no significant effect on the
incidence of acute GVHD.4,5 Although stem-cell
source does affect the incidence of chronic
GVHD after allogeneic transplantation from un- related donors,3 the best available evidence sug-
gests that stem-cell source does not alter the risk
of acute GVHD. The article also describes positive results
when antithymocyte globulin (ATG) is used for
the prevention of acute GVHD on the basis of
open-label, randomized, clinical trials. It is im-
portant to note that a recent large, multicenter,
prospective, placebo-controlled, double-blind,
randomized clinical trial showed that prophylac-
tic use of ATG significantly increased the risk of
death; at 2 years, overall survival was 74% in the
placebo group but only 59% in the group receiv-
ing ATG. Prophylactic use of ATG for the preven- 585
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DOI: 10.21301/ൾൺඉ.ඏ11ං2.12 Milan Subotić
Institut za evropske studije, Beograd
milsub@gmail.com Lenjinov mozak:
o jednom pokušaju „materijalističkog
zasnivanja genijalnosti“* Apstrakt: U ovom radu je prikazan i interpretiran pokušaj da se pomoću neurološ-
kih istraživanja Lenjinovog mozga potvrdi vera u njegovu genijalnost. Smatrajući da je
„kult ličnosti“ trajna i važna karakteristika političkih sistema sovjetskog tipa, autor je
rekonstruisao jedan aspekt posthumne (zlo)upotrebe Lenjinovog tela preduzete u cilju
konsolidacije režima i jačanja legitimnosti boljševičke vlasti. Često tematizovano sim-
boličko i političko značenje procesa balsamovanja i izlaganja Lenjinovog tela u Mauzo-
leju, dopunjeno je u ovom radu razmatranjem delatnosti Instituta za proučavanje mozga
koji je formiran kako bi se dokazala genijalnost vođe Oktobarske revolucije. Bez obzira
na ograničene rezultate, ovo korišćenje nauke u stvaranju i jačanju kulta vođe predstav-
ljalo je, po mišljenju autora, paradoksalni spoj prosvetiteljske genealogije marksističke
teorije i sovjetske političke prakse. Ključne reči: Lenjin, mozak, kult ličnosti, materijalizam, neurologija, nauka, politika UDK: 316.46:929 Lൾඇංඇ V. I.
616.8 UDK: 316.46:929 Lൾඇංඇ V. I. 616.8 Oඋංංඇൺඅඇං ඇൺඎඹඇං උൺൽ Oඋංංඇൺඅඇං ඇൺඎඹඇං උൺൽ ∗ Rad je nastao u okviru projekta Instituta za evropske studije koji finansira
Ministarstvo prosvete i nauke Republike Srbije.
1 Kako je to u članku povodom pedesetog rođendana Lenjina 1920. godine istakao
Maksim Gorki: „Pobornik teorije koja tvrdi da je uloga ličnosti u procesu razvoja ∗ Rad je nastao u okviru projekta Instituta za evropske studije koji finansira
Ministarstvo prosvete i nauke Republike Srbije.
1 K k j t
čl
k
d
d
t
đ
d
L
ji
1920
di
i t k Ministarstvo prosvete i nauke Republike Srbije.
1 Kako je to u članku povodom pedesetog rođendana Lenjina 1920. godine istakao
Maksim Gorki: „Pobornik teorije koja tvrdi da je uloga ličnosti u procesu razvoja Uvod: „Čovek iz budućnosti“ Jedna od brojnih paradoksalnih karakteristika režima sovjetskog tipa je činje-
nica da je, s jedne strane, u brojnim teorijskim radovima marksista „o ulozi poje-
dinca u istoriji“ naglašavan presudni značaj velikih društvenih grupa (klasa) u isto-
rijskom razvoju, dok je, s druge strane, u stvarnosti „princip liderstva“ (вождизм)
funkcionisao kao trajni konstitutivni element političke kulture tih društava. Isticanje značaja društvenih klasa, proizvodnih odnosa i „objektivnih“ istorijskih
zakona bilo je istovremeno praćeno afirmacijom harizme vođa komunističkih
partija kao „avangarde proletarijata“ u borbi za opšteljudsku emancipaciju.1
Stoga je boljševički „scenario vlasti“ sistematski, nizom simboličkih sredstava ∗ Rad je nastao u okviru projekta Instituta za evropske studije koji finansira
Ministarstvo prosvete i nauke Republike Srbije. 1 Kako je to u članku povodom pedesetog rođendana Lenjina 1920. godine istakao
Maksim Gorki: „Pobornik teorije koja tvrdi da je uloga ličnosti u procesu razvoja Етноантрополошки проблеми, н. с. год. 11 св. 1 (2016) 560 Mංඅൺඇ Sඎൻඈඍංම (ceremonija, ikonografije, ritualnih praksi, itd), „uzdizao“ vođu kao oličenje
kolektivne klasne svesti, „glavu“ komunističkog pokreta i „izvršioca“ istorijskih
zakona. Kada je, kao u slučaju osude Staljinove vladavine, ovaj „kult ličnosti“
naknadno kritikovan, on je obično tumačen kao slučajna „deformacija“, a ne kao
princip založen u samim temeljima sistema.2 Tako je, pozivajući se na „povratak
izvorima“, istorijska osuda „kulta ličnosti“ svoj legitimitet u velikoj meri zasnivala
na isticanju uzornog lika Staljinovog prethodnika te je, na taj način, i sama
dodatno reprodukovala „kult“ koji je kritikovala. Taj pokušaj povrataka „dobrom
vođi“ bio je znatno olakšan činjenicom da je Lenjin upravo komunističku partiju (ceremonija, ikonografije, ritualnih praksi, itd), „uzdizao“ vođu kao oličenje
kolektivne klasne svesti, „glavu“ komunističkog pokreta i „izvršioca“ istorijskih
zakona. Kada je, kao u slučaju osude Staljinove vladavine, ovaj „kult ličnosti“
naknadno kritikovan, on je obično tumačen kao slučajna „deformacija“, a ne kao
princip založen u samim temeljima sistema.2 Tako je, pozivajući se na „povratak
izvorima“, istorijska osuda „kulta ličnosti“ svoj legitimitet u velikoj meri zasnivala
na isticanju uzornog lika Staljinovog prethodnika te je, na taj način, i sama
dodatno reprodukovala „kult“ koji je kritikovala. Taj pokušaj povrataka „dobrom
vođi“ bio je znatno olakšan činjenicom da je Lenjin upravo komunističku partiju
– centralizovanu organizaciju, a ne njenе vođе – smatrao ključnim istorijskim
akterom i nosiocem istinske klasne svesti. „Ceo život smo se idejno borili protiv
veličanja ličnosti, pojedinca – odavno smo razrešili pitanje heroja“, žalio se on
svom saradniku povodom hvalospeva koji su se o njemu pojavljivali u sovjetskoj
štampi (vid. Uvod: „Čovek iz budućnosti“ Бонч-Бруевич 1969, 365). Prema brojnim drugim svedočanstvima,
Lenjin nije bio sklon manifestacijama javnog obožavanja njegove ličnosti.3 Ipak,
s obzirom na to da su „partija“ i „klasa“ apstraktni i bezlični koncepti, oni nisu
mogli poslužiti kao efikasno sredstvo ideološke i političke mobilizacije masa,
pa je 1918. godine on formulisao projekat obimne „spomeničke propagande“
kojim je planirana zamena postojećih spomenika dignutih u slavu ruskih careva
i „njihovih sluga“ novim statuama heroja međunarodnog i ruskog radničkog
pokreta: – centralizovanu organizaciju, a ne njenе vođе – smatrao ključnim istorijskim
akterom i nosiocem istinske klasne svesti. „Ceo život smo se idejno borili protiv
veličanja ličnosti, pojedinca – odavno smo razrešili pitanje heroja“, žalio se on
svom saradniku povodom hvalospeva koji su se o njemu pojavljivali u sovjetskoj
štampi (vid. Бонч-Бруевич 1969, 365). Prema brojnim drugim svedočanstvima,
Lenjin nije bio sklon manifestacijama javnog obožavanja njegove ličnosti.3 Ipak,
s obzirom na to da su „partija“ i „klasa“ apstraktni i bezlični koncepti, oni nisu
mogli poslužiti kao efikasno sredstvo ideološke i političke mobilizacije masa,
pa je 1918. godine on formulisao projekat obimne „spomeničke propagande“
kojim je planirana zamena postojećih spomenika dignutih u slavu ruskih careva
i „njihovih sluga“ novim statuama heroja međunarodnog i ruskog radničkog
pokreta: „Dok su umetnici-simpatizeri boljševičkog režima stvarali slike ’radnika’ i
’seljaka’ koje je trebalo da simbolišu čitave društvene kolektivitete, Lenjinov
projekat je bio zamišljen tako da pre slavi pojedince nego društvene klase. On
je pozivao na podizanje ’bista ili figura čitavog tela, pa i bareljefa’ posvećenih
’pretečama socijalizma, njegovim teoretičarima i borcima, kao i onim prosveće-
nim ličnostima filozofije, nauke i umetnosti koji, iako nisu neposredno vezani za
socijalizam, predstavljaju istinske heroje kulture’“ (Bonnell 1997, 138). kulture zanemarljiva, V. I. Lenjin je, po mom mišljenju, onaj izvor energije bez koje
Ruska revolucija ne bi mogla steći oblik koji je dobila“ (Горький 1920). 2 Osuda Staljina koju je formulisao Hruščov na XX Kongresu KPSS je primer
takvog pristupa. Nasuprot njegovoj kritici „kulta ličnosti“, davno je uočeno: „Kultovi vođa
jako retko su bivali rezultat jednostavne želje vođe za ličnom glorifikacijom ili javnim
obožavanjem – mada u pojedinačnim slučajevima i taj faktor može biti značajan – već su
u velikoj meri bili rezultat strukturnih karakteristika političkog sistema društva o kome je
reč. U tom pogledu, sovjetski politički sistem je veoma relevantan primer jer ga karakteriše
postojanje naglašenog kulta vođe tokom njegove dosadašnje istorije“ (Gill 1980, 167). Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 3 Na primer, Lenjin je pomenuti članak Gorkog smatrao „neumesnim“, pa je
Politbirou predložio da osudi takvo pisanje o njegovoj ličnosti: „U takvim člancima ne
samo da nema ništa komunističkog, već ima mnogo antikomunističkog“ (Ленин ПСС,
45, 429). Između ostalog, Gorki je pisao: „Lenjinov lični život je takav da bi on, u epohi
dominacije religijskih osećanja, bio smatran svecem“ (Горький 1920). Uvod: „Čovek iz budućnosti“ p
j
j
g
g
j g
j
j
(
)
3 Na primer, Lenjin je pomenuti članak Gorkog smatrao „neumesnim“, pa je
Politbirou predložio da osudi takvo pisanje o njegovoj ličnosti: „U takvim člancima ne
samo da nema ništa komunističkog, već ima mnogo antikomunističkog“ (Ленин ПСС,
45, 429). Između ostalog, Gorki je pisao: „Lenjinov lični život je takav da bi on, u epohi
dominacije religijskih osećanja, bio smatran svecem“ (Горький 1920). 3 Na primer, Lenjin je pomenuti članak Gorkog smatrao „neumesnim“, pa je
Politbirou predložio da osudi takvo pisanje o njegovoj ličnosti: „U takvim člancima ne
samo da nema ništa komunističkog, već ima mnogo antikomunističkog“ (Ленин ПСС,
45, 429). Između ostalog, Gorki je pisao: „Lenjinov lični život je takav da bi on, u epohi
dominacije religijskih osećanja, bio smatran svecem“ (Горький 1920). Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 561 Lൾඇඃංඇඈඏ ආඈඓൺ Svestan važnosti uspešne propagande Lenjin je, uprkos upornom ispoljava-
nju lične skromnosti, već 1919. godine pristao da se njegove biste i portreti
distribuiraju širom zemlje kako bi se „nepismeni i nepoverljivi seljaci“ uverili u
njegovo postojanje (vid. Эннкер 2011, 54). Uživajući nesporan autoritet u par-
tijskim redovima, on je vremenom u masovnoj svesti identifikovan s partijom i
klasom, postajući njihovo individualizovano „telesno ovaploćenje“.4 U svoje-
vrsnom teološki koncipiranom obrtu, u Lenjinu su se tako sjedinile uloge Oca i
Sina – on je istovremeno bio i tvorac (otac) ruskog radničkog pokreta i njegov
istorijski nastao izdanak (sin).5 Stoga je u tekstu povodom petogodišnjice aten-
tata na Lenjina, sovjetski književnik i publicista Mihail Koljcov u formi niza pi-
tanja, mogao da do kraja izvede tezu o potpunom izjednačavanju kolektiva (kla-
se) i pojedinca (vođe): „Zar nije krv samog proletarijata – Lenjinova krv? Nisu
li radnički mišići – njegovi mišići. Nije li centralna, čvorišna razvodna stanica i
glavni strateški štab borbe proletarijata – mozak Lenjina?“ (Кольцов 1923, 22). Retorički karakter navedenih pitanja bio je očigledan – u njihovoj pozadini bilo
je uverenje prema kome se „proletarijat“, kao suvereni subjekt Istorije, konstituiše
posredstvom svoja dva lica („hipostaze“): Partije kao avangardne organizacije,
te samog Lenjina koji je, kako je to istakao Karl Radek, „kvintesencija ruske
radničke revolucije, oličenje njenog kolektivnog uma i njenog smisla“ (cit. prema: Вайскопф 2001, 337). Ostavljajući po strani razmatranje boljševičkog
shvatanja koncepata „klase“ i „partije“, tezom o Lenjinu kao „oličenju“ klase
(„Lenjin – to smo svi mi“) otvaraju se dva međusobno povezana problema. 4 „Razvijeni Lenjinov kult bio je organizovani sistem rituala i simbola čija je
zajednička funkcija bila da kod učesnika kulta i posmatrača izazovu osećanje poštovanja
neophodnog za stvaranje emocionalne veze između stanovništva i partije koju je Lenjin
oličavao“ (Tumarkin 1997, 2–3). 5 Opširnije o tome u: Вайскопф 2001, 336–366. Status očinske figure najjasnije
је formulisao Trocki u nekrologu Lenjinu: „I eto, nema više Iljiča. Partija je ostala
siroče, radnička klasa je ostala siroče. Upravo se to osećanje rađa nakon vesti o smrti
učitelja, vođe“ (Троцкий 1924). Uvod: „Čovek iz budućnosti“ Prvi se sastojao u tome što su boljševici, nasuprot pomenutoj marksističko-
doktrinarnoj tradiciji redukovanja značaja uloge individue u istoriji, istorijskim
okolnostima bili podstaknuti da „šire veru“ u posebni status svoga vođe. U
industrijski nerazvijenoj Rusiji njegova ličnost nije mogla biti svedena na puki
„izraz“ empirijski postojeće radničke klase već je naglašavana njegova uloga
„demijurga“ Oktobarske revolucije koja je, kako je to još Gramši isticao,
izvedena protivno učenju izloženom u Marksovom Kapitalu. Rečju, upravo je
društvena slabost klase morala biti kompenzovana snagom organizacije (partije)
i genijalnošću Lenjina kao njenog tvorca i vođe: „Snaga genija proporcionalna
je veličini istorijskih zadataka koji stoje pred njegovom klasom“ (Преобра-
женский 1924, 145). Stoga, nezavisno od skromnosti kao lične osobine čoveka 4 „Razvijeni Lenjinov kult bio je organizovani sistem rituala i simbola čija je
zajednička funkcija bila da kod učesnika kulta i posmatrača izazovu osećanje poštovanja
neophodnog za stvaranje emocionalne veze između stanovništva i partije koju je Lenjin
oličavao“ (Tumarkin 1997, 2–3). 5 Opširnije o tome u: Вайскопф 2001, 336–366. Status očinske figure najjasnije
је formulisao Trocki u nekrologu Lenjinu: „I eto, nema više Iljiča. Partija je ostala
siroče, radnička klasa je ostala siroče. Upravo se to osećanje rađa nakon vesti o smrti
učitelja, vođe“ (Троцкий 1924). Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 562 Mංඅൺඇ Sඎൻඈඍංම koji se zvao „Vladimir Iljič“, politička i socijalna konsolidacija novog post-
revolucionarnog poretka zahtevala je pretvaranje „Lenjina“ u genija i proroka.6
Ako je „Vladimir Iljič Uljanov“ u individualno-biografskom smislu bio izdanak
konkretne porodice, društveno-istorijskih okolnosti, intelektualnog sazrevanja,
emocionalnog razvoja, itd, onda je on kao „Lenjin“ bio shvatljiv samo kao „gost
iz budućnosti“: „Besprekorni borac za svetsku pravičnost, čovek iz budućnosti,
predstavnik budućeg sveta koji je poslat u našu mučeničku epohu ugnjetavanja
i ropstva – to je zvanje koje Lenjinu, u njegovoj pedeset i četvrtoj godini života,
kategorički priznaje celo čovečanstvo“ (Кольцов 1923, 31). Već početkom iduće godine, Lenjinova smrt je sovjetsku vlast suočila s im-
perativom ponovnog uspostavljanja narušenog jedinstva pomenutog „trojstva“
(klasa–partija–vođa). U rešavanju tog problema pretendenti na ulogu novog
vođe poslužili su se originalnom strategijom – izgradnjom mauzoleja u kome
je, pogledu stanovništva, izloženo mumificirano Lenjinovo telo kao svedočan-
stvo njegove besmrtnosti. 6 „Po prirodi stvari i uvek, očigledno je da kada se na razmeđi dve epohe rodi čovek
čiji mozak i srce ovaploćuju sve najbolje i najprogresivnije u čitavom čovečanstvu,
u njegovoj progresivnoj klasi (u ovom slučaju – radničkoj klasi), onda takav čovek i
kada sam to ne primećuje, prirodno i jednostavno formuliše proročanstva, a iznenađeni
ljudi posmatraju i uviđaju kako se, malo po malo, ispunjava sve što je on predvideo“
(Зиновьев, 1924). 7 Govoreći o Lenjinovoj besmrtnosti jedan od delegata na Lenjinovoj komemoraciji,
seljak iz unutrašnjosti, tvrdio je da će vođa iz groba nastaviti da rukovodi zemljom (vid.
Tumarkin 1997, 156) Lenjinova bolest i smrt Bar za najbliži krug partijskih saradnika, Lenjinova smrt 21. januara 1924. godine nije bila iznenadna – od pojave prvih simptoma (snažnih glavobolja i
vrtoglavica praćenih kraćim gubitkom svesti) sredinom 1921. godine, njegova
bolest je, s kratkim periodima remisije, bivala sve teža.8 U poslednjem javnom
nastupu na plenarnom zasedanju Moskovskog saveta 20. novembra 1922. godi-
ne, Lenjin je priznao da je „počevši od decembra (prošle godine – M. S.) na dugi
period izgubio radnu sposobnost“ (Ленин 1922, 300), ali je sovjetska javnost o
stanju njegovog zdravlja zvanično obaveštena tek nakon teškog moždanog uda-
ra koji ga je 9. maja 1923. godine lišio sposobnosti govora i paralisao mu desnu
stranu tela. Šturi zdravstveni bilteni u ondašnjoj štampi bili su praćeni optimi-
stičkim prognozama o brzom povratku Lenjina političkim i državničkim dužno-
stima, a njegova duga odsutnost iz Kremlja objašnjavana je željom rukovodstva
Partije da se on u potpunosti oporavi.9 Lekari, članovi konzilijuma sastavljenog
od vodećih nemačkih i ruskih stručnjaka, podnosili su Politbirou izveštaje o
stanju pacijenta koji nisu davali povoda za takav optimizam – njihove prognoze
bile su veoma uzdržane, a ni sama dijagnoza bolesti nije bila jasno formulisana: „Uprkos tome, tokom leta i jeseni 1923. godine na stranicama ’Pravde’ po-
vremeno su objavljivana lažna saopštenja o Lenjinovom ozdravljenju i njego-
vom brzom povratku za kormilo vlasti. Ta saopštenja su predstavljala reakciju
vodećih partijskih rukovodilaca na pitanja u kojima je izražavana zabrinutost
zbog zdravlja vođe. Llažni optimizam oni su potkrepljivali različitim svedočan-
stvima o stanju njegovog zdravlja: jednom su tvrdili da su mu lekari dozvolili da
čita novine, drugi put da mu je čak dozvoljeno da piše, te da on već sasvim tečno
govori“ (Эннкер 2010, 73). 8 Prema prof. Osipovu koji je lečio Lenjina: „Tok njegove bolesti može biti
podeljen na tri perioda. Početak prvog je mart 1922. godine; drugog – decembra iste
godine, a trećeg – marta 1923. Ovo deljenje bolesti na tri perioda ukazuje da ona nije
tekla kontinuiranim tokom, već da se njen razvoj odvijao neravnomerno, sa periodima
tokom kojih se bolesnik oporavljao i relativno se bolje osećao, da bi se zatim bolest
pogoršavala, razvijala i napredovala“ (Осипов 1925). 9 Ministar (Narodni komesar) zdravlja Semaško je 20. oktobra 1923. 8 Prema prof. Osipovu koji je lečio Lenjina: „Tok njegove bolesti može biti
podeljen na tri perioda. Početak prvog je mart 1922. godine; drugog – decembra iste
godine, a trećeg – marta 1923. Ovo deljenje bolesti na tri perioda ukazuje da ona nije
tekla kontinuiranim tokom, već da se njen razvoj odvijao neravnomerno, sa periodima
tokom kojih se bolesnik oporavljao i relativno se bolje osećao, da bi se zatim bolest
pogoršavala, razvijala i napredovala“ (Осипов 1925). 9 Ministar (Narodni komesar) zdravlja Semaško je 20. oktobra 1923. godine
uveravao javnost da je Lenjinovo zdravstveno stanje sve bolje: „Zdravlje druga Lenjina
se sistematski, svakim danom poboljšava… Iljič se šali, interesuje se za javne poslove
osećajući da će uskoro uzeti neposredno učešće u njima… On je željan posla, ali mi ga
od toga moramo odgovarati jer osećamo odgovornost za njegovo zdravlje ne samo pred
ruskim, već i pred svetskim proletarijatom“ (cit. prema: Петренко 1991, 149). Uvod: „Čovek iz budućnosti“ Odbijanjem priznanja da je središnje „mesto vlasti“
sada prazno,7 borba sukobljenih frakcija za Lenjinovo nasleđe pretvorena je u
interpretativni spor o pravom značenju vođinog učenja: „Tokom celokupne isto-
rije Sovjetskog Saveza, Lenjin je bio glavni legitimizujući označitelj sovjetske
ideologije koji je zauzimao spoljašnju poziciju u odnosu na ideološki diskurs. Drugim rečima, postulat o istinitosti i nespornosti njegovih ideja bio je polazna
tačka svih ideoloških iskaza i u njima se on nije mogao dovoditi u sumnju“
(Юрчак 2007). U ovom radu se neću baviti pomenutim procesom kodifikacije „lenjinizma“ i
ulogom koju je kult Lenjina imao u staljinističkoj konsolidaciji sovjetskog reži-
ma. Takođe, ovde neće biti reči o problemu nastanka, značenja i smisla izlaganja
Lenjinovog „netruležnog tela“ o kome se, po mom mišljenju, produktivno može
pristupiti polazeći od Kantorovičeve analize srednjovekovnog učenja o „dva
kraljeva tela“. Iako je po svom tematskom obimu predmet ovog rada znatno uži,
on se ipak neposredno odnosi na tumačenje fenomena (zlo)upotrebe Lenjinovog
tela u nastanku kulta „vođe svetskog proletarijata“. Ograničen na interpretaciju
pokušaja da se naučnom analizom Lenjinovog mozga osigura „materijalistički
dokaz njegove genijalnosti“, ovaj rad predstavlja prilog razumevanju nastanka 7 Govoreći o Lenjinovoj besmrtnosti jedan od delegata na Lenjinovoj komemoraciji,
seljak iz unutrašnjosti, tvrdio je da će vođa iz groba nastaviti da rukovodi zemljom (vid. Tumarkin 1997, 156) Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 563 Lൾඇඃංඇඈඏ ආඈඓൺ „političke teologije“ jednog političkog sistema koji je svoju genealogiju zasni-
vao na tradiciji prosvećenosti, tj. na sopstvenoj naučnosti. „političke teologije“ jednog političkog sistema koji je svoju genealogiju zasni-
vao na tradiciji prosvećenosti, tj. na sopstvenoj naučnosti. 10 Prema Nini Tumarkin, termin „lenjinizam“ uveden je u opticaj 3. januara 1923.
godine u članku Vladimira Sorina koji je rukovodio odeljenjem agitacije u Moskovskom
komitetu partije. U članku objavljenom u „Pravdi“, ovaj autor je istakao da „marksizam
pre Lenjina nije bio pravi marksizam“, te da se Lenjinova dela moraju ozbiljno („s
olovkom u ruci“) proučavati kako bi se „propagirao lenjinizam“, kao praktična
primena marksističkog učenja u savremenim društveno-istorijskim uslovima. Takođe,
on je predložio da se, nezavisno od već postojećeg Instituta Marksa i Engelsa, osnuje
poseban Institut Lenjina koji bi se bavio izdavanjem njegovih dela i sakupljanjem svih
materijala o njemu. Taj predlog je ozvaničen aprila 1923. godine, a tokom leta je početo
prikupljanje materijala, iako je Institut zvanično otvoren posle Lenjinove smrti, 31.
maja 1924. godine (vid. Tumarkin 1997, 120–126) Lenjinova bolest i smrt godine
uveravao javnost da je Lenjinovo zdravstveno stanje sve bolje: „Zdravlje druga Lenjina
se sistematski, svakim danom poboljšava… Iljič se šali, interesuje se za javne poslove
osećajući da će uskoro uzeti neposredno učešće u njima… On je željan posla, ali mi ga
od toga moramo odgovarati jer osećamo odgovornost za njegovo zdravlje ne samo pred
ruskim, već i pred svetskim proletarijatom“ (cit. prema: Петренко 1991, 149). Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 564 Mංඅൺඇ Sඎൻඈඍංම Samo malobrojni Lenjinovi poznanici, kojima je bilo dozvoljeno da ga po-
sete na imanju van Moskve gde je u izolaciji proveo poslednje mesece života,
mogli su videti nepokretnog „vođu svetske revolucije“ u invalidskim kolicima,
lišenog sposobnosti čitanja i pisanja, kao i mogućnosti verbalne komunikacije
s okruženjem. Da su svesni težine Lenjinovog zdravstvenog stanja i da ni sami
ne veruju u mogućnost njegovog oporavka, članovi Politbiroa posredno su po-
tvrđivali uvođenjem u javni diskurs koncepta „lenjinizma“, kao i oficijelnim
početkom Lenjinove „muzeifikacije“. Izveštaje o aktivnostima „vođe svetskog
proletarijata“ zamenilo je isticanje značaja njegovog učenja kao „stvaralačke
razrade i primene marksističke doktrine“, kao i odluka da se pristupi sistema-
tičnom sakupljanju njegovih tekstova koji će ubuduće predstavljati obavezujući
kanon političkog mišljenja i osnovno rukovodstvo za delovanje: „Počevši od
1923. godine, vodeći partijski propagandisti počeli su naglašavati nužnost par-
tijske zakletve na vernost ’lenjinizmu’... U vreme kada je Lenjin postao objekt
obožavanja i slavljenja, on više fizički nije bio u mogućnosti da ostvaruje svoju
vlast“ (Эннкер 2011, 75; 31). Zvanični predlog o osnivanju Instituta Lenjina
formulisan je već tokom njegovog života (aprila 1923. godine), a proces pri-
kupljanja dokumentacije, rukopisa, fotografija, pisama i svih materijala vezanih
za njegov život i rad počeo je paralelno s upornim objavljivanjem najava o Le-
njinovom uspešnom zdravstvenom oporavku.10 U tom pogledu, odluka o for-
miranju muzeja u okviru Instituta svedočila je da vrh Partije još živog Lenjina
već tretira kao prošlost oko čije „ispravne interpretacije“ će sukobljene frakcije
voditi žestoke sporove u borbi za „lenjinsko nasleđe“. Čini se da je i sam Lenjin,
u trenucima kratkoročnih poboljšanja zdravstvenog stanja (posle drugog udara
u decembru 1922, do trećeg u martu 1923. godine), bio svestan da ga najbliži
partijski saradnici polako pretvaraju u muzejski eksponat – diktirajući Nadež-
di Krupskoj svoj „testament“ (Pismo kongresu), nije kritikovao samo Staljina,
već i sve ostale potencijalne „naslednike“. Lenjinova bolest i smrt Uprkos teškom zdravstvenom stanju,
on je u ovom Pismu „manifestovao neukrotivu volju ka političkoj dominaciji
i vlasti, volju koja je bila glavna osobina njegove ličnosti“ (Khlevniuk 2015, Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 565 Lൾඇඃංඇඈඏ ආඈඓൺ 74). Ipak, ta „Lenjinova poslednja bitka“ (Lewin 2007) okončana je njegovim
porazom – konačnim trijumfom fizičke smrti otvoren je put simboličkoj („me-
tafizičkoj“) instrumentalizaciji njegovog tela. 74). Ipak, ta „Lenjinova poslednja bitka“ (Lewin 2007) okončana je njegovim
porazom – konačnim trijumfom fizičke smrti otvoren je put simboličkoj („me-
tafizičkoj“) instrumentalizaciji njegovog tela. U noći 21/22. januara vajar Sergej Merkurov doveden je u daču pokojnika da
izradi njegovu posmrtnu masku – uzbuđen, videvši o kome je reč, vajar je za puls
u svojim prstima pomislio da su otkucaji Lenjinovih karotida (Меркуров 2012,
160–162). Bogatog prethodnog iskustva u izradi posmrtnih maski, Merkurov je
uspešno završio svoj posao – otisak Lenjinovog lica koji je napravio poslužiće
kasnije za masovnu reprodukciju i kao model za bezbrojne biste i spomenike
dignute u čast Lenjina širom Sovjetskog Saveza.11 Posle vajara, Lenjinovo
telo preuzeli su patolozi – tim od osam Lenjinovih lekara, kojima je pridružen
tadašnji najugledniji ruski patolog Abrikosov (Абрикосов), uz učešće nemačkog
neurologa Ferstera (Fёrster) i prisustvo ministra zdravlja Semaška (Семаш-
ко, 1874–1949), obavio je 22. januara autopsiju pokojnikovog tela. Zvanično
„Saopštenje o bolesti i smrti V. I. Lenjina“ objavljeno je u „Pravdi“ 24. januara
– na osnovu nalaza patološko-anatomske autopsije, zaključeno je da je Lenjin
bolovao od teškog oblika arterioskleroze koja je izazvala trajne promene u
moždanom tkivu, te da je neposredni uzrok njegove smrti bio masivan izliv krvi u
mozak (vid. u: Пелевин 1924, 133–134).12 S obzirom na to da su identifikovane
i opisane promene krvnih sudova bile netipične za dob pokojnika,13 lekari su bili
svesni da se u domaćoj i svetskoj javnosti opravdano može postaviti pitanje o
tome „zašto i kako se kod čoveka od 53 godine koji je živeo umerenim životom,
nije pio ni pušio, razvio takav degenerativni proces?“ (Осипов 1925). Sumnje
u dijagnozu i nalaze autopsije dodatno su bile podsticane činjenicom da je tok U noći 21/22. januara vajar Sergej Merkurov doveden je u daču pokojnika da
izradi njegovu posmrtnu masku – uzbuđen, videvši o kome je reč, vajar je za puls
u svojim prstima pomislio da su otkucaji Lenjinovih karotida (Меркуров 2012,
160–162). 11 Merkurov je 1910. godine uradio Tolstojevu posmrtnu masku, a do kraja života
(1952) napravio je otiske lica preko stotinu slavnih pokojnika. Prvih dvadeset kopija
Lenjinove maske je 1924. godine uradio za vodeće partijske rukovodioce, a Staljin je
svoj primerak u staklenoj kutiji držao izložen u svom kabinetu. Opširnije o tradiciji
izrade posmrtnih maski u Rusiji videti u: Neumeyer 2015. Lenjinova bolest i smrt Bogatog prethodnog iskustva u izradi posmrtnih maski, Merkurov je
uspešno završio svoj posao – otisak Lenjinovog lica koji je napravio poslužiće
kasnije za masovnu reprodukciju i kao model za bezbrojne biste i spomenike
dignute u čast Lenjina širom Sovjetskog Saveza.11 Posle vajara, Lenjinovo
telo preuzeli su patolozi – tim od osam Lenjinovih lekara, kojima je pridružen
tadašnji najugledniji ruski patolog Abrikosov (Абрикосов), uz učešće nemačkog
neurologa Ferstera (Fёrster) i prisustvo ministra zdravlja Semaška (Семаш-
ко, 1874–1949), obavio je 22. januara autopsiju pokojnikovog tela. Zvanično „Saopštenje o bolesti i smrti V. I. Lenjina“ objavljeno je u „Pravdi“ 24. januara
– na osnovu nalaza patološko-anatomske autopsije, zaključeno je da je Lenjin
bolovao od teškog oblika arterioskleroze koja je izazvala trajne promene u
moždanom tkivu, te da je neposredni uzrok njegove smrti bio masivan izliv krvi u
mozak (vid. u: Пелевин 1924, 133–134).12 S obzirom na to da su identifikovane
i opisane promene krvnih sudova bile netipične za dob pokojnika,13 lekari su bili
svesni da se u domaćoj i svetskoj javnosti opravdano može postaviti pitanje o
tome „zašto i kako se kod čoveka od 53 godine koji je živeo umerenim životom,
nije pio ni pušio, razvio takav degenerativni proces?“ (Осипов 1925). Sumnje
u dijagnozu i nalaze autopsije dodatno su bile podsticane činjenicom da je tok „Saopštenje o bolesti i smrti V. I. Lenjina“ objavljeno je u „Pravdi“ 24. januara
– na osnovu nalaza patološko-anatomske autopsije, zaključeno je da je Lenjin
bolovao od teškog oblika arterioskleroze koja je izazvala trajne promene u
moždanom tkivu, te da je neposredni uzrok njegove smrti bio masivan izliv krvi u
mozak (vid. u: Пелевин 1924, 133–134).12 S obzirom na to da su identifikovane
i opisane promene krvnih sudova bile netipične za dob pokojnika,13 lekari su bili
svesni da se u domaćoj i svetskoj javnosti opravdano može postaviti pitanje o
tome „zašto i kako se kod čoveka od 53 godine koji je živeo umerenim životom,
nije pio ni pušio, razvio takav degenerativni proces?“ (Осипов 1925). Sumnje
u dijagnozu i nalaze autopsije dodatno su bile podsticane činjenicom da je tok 11 Merkurov je 1910. godine uradio Tolstojevu posmrtnu masku, a do kraja života
(1952) napravio je otiske lica preko stotinu slavnih pokojnika. Prvih dvadeset kopija
Lenjinove maske je 1924. godine uradio za vodeće partijske rukovodioce, a Staljin je
svoj primerak u staklenoj kutiji držao izložen u svom kabinetu. Opširnije o tradiciji
izrade posmrtnih maski u Rusiji videti u: Neumeyer 2015. 12 Osim arterioskleroze koja je snažno deformisala arterije velikog mozga i silaznu
aortu, hipertrofije desne srčane komore i višestrukih promena tkiva leve hemisfere
mozga (encephalomalacia), patološki nalaz je sadržavao i opis promena na kosti
i mekim tkivima (callus) levog ramena – posledica atentata koji je 1918. izvršila F.
Kaplan. Popularne verzije o uticaju atentata („otrovanih metaka“) na Lenjinovu smrt
nemaju nikakvu drugu osnovu osim ovog uzgrednog pominjanja tragova ranjavanja u
patološko-anatomskom nalazu. Lenjinova bolest i smrt 12 Osim arterioskleroze koja je snažno deformisala arterije velikog mozga i silaznu
aortu, hipertrofije desne srčane komore i višestrukih promena tkiva leve hemisfere
mozga (encephalomalacia), patološki nalaz je sadržavao i opis promena na kosti
i mekim tkivima (callus) levog ramena – posledica atentata koji je 1918. izvršila F. Kaplan. Popularne verzije o uticaju atentata („otrovanih metaka“) na Lenjinovu smrt
nemaju nikakvu drugu osnovu osim ovog uzgrednog pominjanja tragova ranjavanja u
patološko-anatomskom nalazu. p
13 Prema opisu Semaška: „Glavna arterija koja hrani krvlju skoro ¾ mozga
– ’unutrašnja karortidna arterija’ (art. carotis interna) – bila je u samom ulasku u
lobanju tako otvrdla da su njeni zidovi u značajnoj meri zatvarali protok krvi, a na
nekim mestima je bila toliko kalcifikovana da je pinceta udarala po njima kao po kosti“
(Семашко 1924). 13 Prema opisu Semaška: „Glavna arterija koja hrani krvlju skoro ¾ mozga
– ’unutrašnja karortidna arterija’ (art. carotis interna) – bila je u samom ulasku u
lobanju tako otvrdla da su njeni zidovi u značajnoj meri zatvarali protok krvi, a na
nekim mestima je bila toliko kalcifikovana da je pinceta udarala po njima kao po kosti“
(Семашко 1924). Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 566 Mංඅൺඇ Sඎൻඈඍංම Lenjinove bolesti ličio na „progresivnu paralizu“ koja, po brojnim simptomima,
karakteriše zapušteni (tercijalni) stadijum sifilisa (neurosyphilis ili endarteritis
luetica). Mogućnost širenja glasina o takvoj prirodi bolesti bila je zasnovana na
činjenici da su tokom lečenja bar dvojica nemačkih članova lekarskog konzilijuma
(prof. Strümpell i prof. Henschen)14 bili skloni da etiologiju Lenjinovog stanja
traže u veneričnom oboljenju stečenom u emigrantskoj mladosti pacijenta, te
su savetovali primenu terapije koja je tada široko korišćena u lečenju sifilisa. Istina, standardni test (Wassermann test) Lenjinove cerebrospinalne tečnosti
i krvi bio je negativan, ali današnji zagovornici ove dijagnoze ističu visok
procenat njegove nepouzdanosti.15 Nasuprot njima, drugi lekari su skloniji da, na
osnovu dostupnih podataka, okarakterišu Lenjinovu bolest kao oblik demencije
uslovljene višestrukim moždanim udarima – multi-infarct dementia (Kreutzberg
et al. 1992, 363). )
Nezavisno od (ne)mogućnosti naknadnog utvrđivanja tačne dijagnoze, jasno
je da bi već samo pominjanje sifilisa vodilo socijalnoj i političkoj stigmatizaciji
ne samo Lenjina, već i komunističkog pokreta koji je on predvodio, te je sasvim
razumljivo uporno nastojanje sovjetskog političkog vrha da takvu dijagnozu od-
baci kao zlonamernu i politički motivisanu „glasini“. 14 Prema dnevničkoj belešci prof. Henšena: “Pacijent boluje od višestrukog
arteriosklerotičnog smekšavanja mozga (encephalomalacia) za koga su nemački lekari,
više ili manje ubeđeni, da je u pitanju cerebralni sifilis, te preporučuju anti-luetičku
terapiju“. Drugi lekar, prof. Štrimpel je postavio dijagnozu sifilis aorte (endarteritis
luetica), te insistirao na odgovarajućoj terapiji (cit. prema: Klatzo 2002, 29). ),
g
j
j
p j (
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)
15 „Cerebralno-spinalna tečnost (CSF) je bila normalna i Vasermnanov test je bio
negativan, ali u slučajevima tercijalnog sifilisa taj test na uzorku CSF je lažno negativan
u 34–90% slučajeva, dok je test krvi takav u 5% slučajeva“ (Lerner et al. 2004, 374). 16 Da su takve glasine bile raširene indirektno je potvrdio Zinovjev u svom govoru
na zasedanju Lenjingradskog saveta: „Drugovi, vama su svakako poznate sve one glupe
izmišljotine koje su naši protivnici pustili u opticaj kako bi ’objasnili’ uzrok bolesti
Iljiča. Sada su najistaknutiji predstavnici nauke potpuno razrušili takve glasine – od njih
nije ostao ni kamen na kamenu!“ (Зиновьев 1924). Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) Lenjinova bolest i smrt Stoga je Komesar narod-
nog zdravlja isticao da je upravo objavljivanjem protokola autopsije sa dijagno-
zom arterioskleroze „stavljena tačka na sve pretpostavke (pa, i glasine) koje su,
još za života Vladimira Iljiča, u pogledu karaktera njegove bolesti kolale u nas
i u inostranstvu“ (Семашко 1924).16 Ipak, preuranjeni teški oblik skleroze zah-
tevao je dodatna objašnjenja koja su tražena u dva međusobno komplementarna
smera. Prvi, ideološki manje važan, ticao se isticanja uticaja naslednog faktora –
Lenjinov otac je takođe umro od moždanog udara u pedeset petoj godini života,
kao i njegova majka koja je, istina, doživela sedamdeset godina. Uz nasleđe lo-
ših krvnih sudova mozga, dodato je naglašavano njihovo prekomerno „habanje“
(изнашивание) izazvano Lenjinovim napornim radom, kao i preživljenim stre-
sovima tokom emigracije, revolucije i rukovođenja sovjetskom državom. Upra- 14 Prema dnevničkoj belešci prof. Henšena: “Pacijent boluje od višestrukog
arteriosklerotičnog smekšavanja mozga (encephalomalacia) za koga su nemački lekari,
više ili manje ubeđeni, da je u pitanju cerebralni sifilis, te preporučuju anti-luetičku
terapiju“. Drugi lekar, prof. Štrimpel je postavio dijagnozu sifilis aorte (endarteritis
luetica), te insistirao na odgovarajućoj terapiji (cit. prema: Klatzo 2002, 29). ssues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 567 Lൾඇඃංඇඈඏ ආඈඓൺ vo je ovaj, pored nasleđa, drugi identifikovani uzročnik Lenjinovog stanja bio
ideološki važan činilac u stvaranju predstave o neumornom, genijalnom vođi
proleterijata koji je sopstveno zdravlje žrtvovao za „stvar revolucije“. Njegova
skleroza je, kako se tvrdilo, bila Abnutzungssklerose – posledica prekomernog
„trošenja“ organizma: „Najvažniju ulogu nisu igrali nasledni, već ’stečeni’ uzroci – skleroza je više
od svega pogodila mozak, tj. onaj organ koji je tokom života Vladimir Iljič na-
jintenzivnije koristio. Bolest obično pogađa ’najranjivije mesto’ (locus minoris
resistentiae), a takvo ’ranjivo’ mesto je u Vladimira Iljiča bio veliki mozak – on
je bio u stalnom napornom radu, sistematski je bio izložen preteranom ’trošenju’
i sva uzbuđenja ’udarala’ su, pre svega, na njega“ (Семашко 1924). Tačnije, kako je objašnjavajući mehanizam nastanka anatomskih promena
Lenjinovog mozga to istakao jedan drugi ruski neurolog, istinsko „ranjivo me-
sto“ bili su krvni sudovi kao „pomoćni organi“ misaone aktivnosti, a ne sam
centralni organ: „Iako je mozak titanski radio, nije se umorio, izdržao je – oslabili su krvni su-
dovi, njihovo vezivno tkivo, njihovo obnavljanje... Moždano tkivo nije se istro-
šilo, već su se pre vremena istrošili krvni sudovi ... Nesavršena telesna školjka
nije izdržala duhovno naprezanje. 17 Sačuvana je potvrda: „Ja, niže potpisani Arosev, za Institut V. I. Lenjina preuzeo
sam od druga Beljenkovog 24. januara u 18h i 25 minuta uveče staklenu posudu sa
mozgom, srcem Iljiča, kao i metkom izvađenim iz njegovog tela. Obavezujem se da
ću primljeno čuvati u Institutu V. I. Lenjina i lično odgovarati za njihovu celovitost
i bezbednost“ (Спивак 2010, 14). Аросев (Александр Аросев, 1890–1938) bio je Lenjinova bolest i smrt Mozak je bio pobednik, ali pomoćno, spored-
no vezivno tkivo u njemu pokazalo se nepostojanim – otuda lipidne promene,
skleroza, kalcifikacija, krtost, suženje krvnih sudova, te smekšavanje moždanog
tkiva i izliv krvi u mozak“ (Мельников-Разведенков 1924). Institut za istraživanje mozga:
ćelijska arhitektura genijalnosti 18 „Od druge polovine XIX veka kada su istraživanja anatomije i patologije
mozga imala zapažen razvoj i uticaj na neurologiju, proučavanje strukture mozga
pojedinaca različitih umeća i intelektualnih sposobnosti smatrano je sredstvom koje
bi moglo pružiti putokaz u razumevanju mentalnih fenomena… U vreme istraživanja
Lenjinovog mozga proučavanje mozgova intelektualno obdarenih pojedinaca nije bio
novi poduhvat. Taj pravac istraživanja počeo je … u Nemačkoj, gde je Rudolf Vagner
(1805–1864) proučavao mozak fizičara i matematičara Karla Fridriha Gausa (1777–
1855)“ (Bentivoglio 1998, 291; 294). Institut za istraživanje mozga:
ćelijska arhitektura genijalnosti Ostavljajući po strani debate o dijagnozi i gotovo sholastičku raspravu o defini-
sanju „ranjivog mesta“, za razumevanje posthumnog statusa Lenjina u sovjetskoj
„političkoj teologiji“ – pored pogrebnog rituala, odluke o balsamovanju, izgradnji
Mauzoleja i izlaganju tela u njemu – zanimljivo je praćenje dalje sudbine njego-
vog mozga. Naime, neposredno posle izvršene autopsije u Institut Lenjina dopre-
mljena je posuda koja je sadržavala mozak, srce i metak izvađen iz pokojnikovog
tela.17 Tako je Institut – osnovan prevashodno radi izdavanja Lenjinovih Sabranih
dela i sakupljanja različite dokumentacije o njegovom životu i radu – dobio dva Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 568 Mංඅൺඇ Sඎൻඈඍංම organa koja su, oličavajući voljne i intelektualne sposobnosti bivšeg „vlasnika“,
imali nesumnjivu simboličku vrednost. Takav običaj čuvanja organa „velikih lju-
di“ bio je relativno raširen, ali nije praktikovano njihovo javno izlaganje u muzej-
skim postavkama. Iako je u okviru Instituta bio osnovan muzej, Lenjinov mozak
nije bio dopremljen kao budući eksponat. On je trebalo da posluži drugoj, važnijoj
svrsi – naučnom istraživanju od koga je očekivano ne samo da potvrdi Lenjinovu
genijalnost, već i da jasno identifikuje njenu „materijalističku osnovu“. Rečju,
polazeći od opšteg filozofskog uverenja da „biće određuje svest“, boljševici su bili
uvereni da se Lenjinove teorijske i političko-praktične sposobnosti mogu dovesti
u korelaciju s materijalnim (strukturnim i fizičkim) karakteristikama njegovog
mozga, te da je neurološko-anatomskim istraživanjima moguće odgonetnuti „taj-
nu“ njegove svetsko-istorijske veličine i izuzetnosti. Sličan pristup u objašnjenju
mentalnih sposobnosti nisu delili samo zagovornici „dijalektičkog materijalizma“
u Sovjetskom Savezu, već i mnogi naučnici u Evropi koji su se bavili istraživanji-
ma anatomije mozga intelektualno obdarenih ljudi.18 Istina, u pitanju su najčešće
bili mozgovi naučnika (među poslednjim, Ajnštajnov), kao i velikih umetnika, a
ne istaknutih političkih ličnosti. Ali, za boljševike Lenjin je bio mnogo više od pu-
kog „političara“: „Interes za izučavanje njegovog mozga raste ako se ima na umu
da je to mozak genijalnog čoveka... čiji su se voljni impulsi (čelična volja) i geni-
jalne misli rađale, razvijale u velikom mozgu; ... [čovek] čija je konstitucija bila
’celebralna’ i čiji je mozak bio izvanredno razvijen“ (Мельников-Разведенков
1924). Genijalnost Lenjina nije dovođena u sumnju, a naučne analize strukture i
karakteristika njegovog mozga trebalo je samo da potvrde i „materijalistički obja-
sne“ ovo aksiomatsko polazište. Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) ) (
g
)
19 Pol Broka (Paul Pierre Broca, 1824 –1880), osnivač francuskog Antropološkog
društva, 1861. godine je pisao: „Generalno, mozak je kod odraslih osoba veći nego
kod dece, kod muškaraca nego kod žena, kod istaknutih ljudi nego kod onih osrednjeg
talenta, kod viših rasa nego kod nižih… Kad su osobe u drugim stvarima jednake, postoji rukovodilac odeljenja rukopisa Instituta Lenjina, kasnije sovjetski diplomata i žrtva
čistki 1938. godine. Institut za istraživanje mozga:
ćelijska arhitektura genijalnosti Opis fizičkih karakteristika mozga je na samom početku čitavog poduhvata
stvarao ozbiljan problem – deo moždane mase bio je oštećen bolešću, a veličina
i težina mozga nije potvrđivala u XIX veku rašireno uverenje o pozitivnoj ko-
relaciji između obima moždane mase i intelektualnih sposobnosti.19 Već tokom rukovodilac odeljenja rukopisa Instituta Lenjina, kasnije sovjetski diplomata i žrtva
čistki 1938. godine. ) (
g
)
19 Pol Broka (Paul Pierre Broca, 1824 –1880), osnivač francuskog Antropološkog
društva, 1861. godine je pisao: „Generalno, mozak je kod odraslih osoba veći nego
kod dece, kod muškaraca nego kod žena, kod istaknutih ljudi nego kod onih osrednjeg
talenta, kod viših rasa nego kod nižih… Kad su osobe u drugim stvarima jednake, postoji 19 Pol Broka (Paul Pierre Broca, 1824 –1880), osnivač francuskog Antropološkog
društva, 1861. godine je pisao: „Generalno, mozak je kod odraslih osoba veći nego
kod dece, kod muškaraca nego kod žena, kod istaknutih ljudi nego kod onih osrednjeg
talenta, kod viših rasa nego kod nižih… Kad su osobe u drugim stvarima jednake, postoji Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 569 Lൾඇඃංඇඈඏ ආඈඓൺ autopsije ustanovljeno je da težina Lenjinovog mozga iznosi svega 1340 grama,
što je bilo malo ispod prosečne težine od 1400 g., pa je rešenje nađeno u sniža-
vanju proseka i isticanju uticaja bolesti na gubitak moždane mase: „Prosečna težina ljudskog mozga je 1300 –1400 grama, a ako zamislimo
zdravi mozak Vladimira Iljiča onda, imajući u vidu njegov sastav, možemo za-
ključiti da je on bio težak oko 1400 grama, tj. nešto više od prosečnog. Zdravi
delovi mozga su bili veoma dobro razvijeni, što ukazuje na moćan mozak...“
(Осипов 1925).20 Uverenje o postojanju jasne pozitivne korelacije između inteligencije (kao i
stvaralačkog talenta) i veličine mozga u naučnim krugovima je već krajem XIX
veka bilo poljuljano nizom istraživanja u kojima je pokazano da teški krimi-
nalci u tom pogledu često nadmašuju ugledne univerzitetske profesore,21 a da
su u slučaju umetnika razlike u težini mozga – na primer, između Turgenjeva
(2012 gr.) i Anatola Fransa (1017 gr.) – veoma velike. Uprkos isticanju važnosti
gustine i strukture moždanih vijuga, kao i razvijenosti različitih regija velikog
mozga, uverenje o primarnom značaju veličine ostalo je široko rasprostranjeno,
pa ga ni argumentacija zagovornika Lenjinove genijalnosti nije mogla zanema-
riti. 20 Zinovjev je još više preterivao u opisu fizičkih karakteristika Lenjinovog mozga:
„Najbolji nemački profesori su rekli - ‘Od mozga Vladimira Iljiča koji nije sagoreo u
radu ostala je samo četvrtina’. I moramo se diviti moćnom mozgu druga Lenjina koji je
i u takvim uslovima uspeo da sačuva tako mnogo intelektualne snage i da stanje stvari
razume mnogo dublje nego čovek zdravog mozga“ (Зиновьев 1924). izvanredan odnos između razvoja inteligencije i zapremine mozga“ (cit. prema: Gould
1996, 115). Broka je bio i jedan od osnivača Društva za uzajamnu autopsiju (Société
d’autopsie mutuelle) koje je okupljalo lekare-donore sopstvenih posmrtnih ostataka za
potrebe naučnih istraživanja. 21 Nemački anatom i biolog Teodor fon Bišof (Theodor von Bischoff, 1807–1882)
1880. godine je objavio studiju o istraživanju mozgova 119 kriminalaca koji su u velikoj
većini bili znatno iznad prosečne veličine, kao i veći od mozgova brojnih profesora
Univerziteta u Getingenu koje je, pored Gausovog, sistematski proučavao već pomenuti
Rudolf Vagner (Opširnije u: Gould 1996, 124–127). Institut za istraživanje mozga:
ćelijska arhitektura genijalnosti Ipak, u razvoju projekta istraživanja Lenjinovog mozga prioritet su imali
savremeniji naučni pristupi, pa je odlukom Vlade postojeća laboratorija koja je
bila odeljenje „Instituta V. I. Lenjina“ ubrzo (1927. godine) prerasla u zaseban
Institut za proučavanje mozga (Института мозга). Osnivanje posebne naučne
institucije zadužene za istraživanje Lenjinovog mozga zahtevalo je prethodnu
obuku istraživača i nabavku odgovarajuće tehničke opreme. Obe ove pretpo-
stavke ostvarene su pomoću „nemačke veze“, tj. uspostavljanjem saradnje sa
berlinskim Institutom za istraživanje mozga (Kaiser Wilhelm Institut für Hirn-
forschung) i njegovim direktorom Oskarom Fogtom (Oscar Vogt, 1870–1959)
koji je pozvan da rukovodi radom laboratorije i budućeg Instituta u Moskvi. izvanredan odnos između razvoja inteligencije i zapremine mozga“ (cit. prema: Gould
1996, 115). Broka je bio i jedan od osnivača Društva za uzajamnu autopsiju (Société
d’autopsie mutuelle) koje je okupljalo lekare-donore sopstvenih posmrtnih ostataka za
potrebe naučnih istraživanja. 20 Zinovjev je još više preterivao u opisu fizičkih karakteristika Lenjinovog mozga:
„Najbolji nemački profesori su rekli - ‘Od mozga Vladimira Iljiča koji nije sagoreo u
radu ostala je samo četvrtina’. I moramo se diviti moćnom mozgu druga Lenjina koji je
i u takvim uslovima uspeo da sačuva tako mnogo intelektualne snage i da stanje stvari
razume mnogo dublje nego čovek zdravog mozga“ (Зиновьев 1924). 21 Nemački anatom i biolog Teodor fon Bišof (Theodor von Bischoff, 1807–1882)
1880. godine je objavio studiju o istraživanju mozgova 119 kriminalaca koji su u velikoj
većini bili znatno iznad prosečne veličine, kao i veći od mozgova brojnih profesora
Univerziteta u Getingenu koje je, pored Gausovog, sistematski proučavao već pomenuti
Rudolf Vagner (Opširnije u: Gould 1996, 124–127). Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 570 Mංඅൺඇ Sඎൻඈඍංම Donoseći odluku o angažovanju Fogta i njegove saradnice i supruge Sesil
(Cécile Vogt-Mugnier, 1875–1962), Politbiro je bio rukovođen višestrukim ra-
zlozima. Jedan od najvažnijih bio je svakako ugled koji je Fogt stekao u ondaš-
njim naučnim krugovima svojim inovatorskim radovima o ćelijskoj arhitekturi
(cytoarchitectonic) ljudskog mozga. Predavanjem koje je u januaru 1923. go-
dine održao na prvom Kongresu sovjetskih neurologa on je ostavio izvanredan
utisak na svoje moskovske kolege (vid. Richter 2007, 138). Od brojnih Fogtovih
istraživačkih interesovanja, posebnu pažnju šire javnosti privlačili su njegovi
radovi o „ćelijskoj arhitektonici elitnih mozgova“: „Njegova pretpostavka o direktnoj vezi između funkcije i strukture moz-
ga implicirala je da se visoki intelektualni kvaliteti ljudi moraju odraziti u
strukturnim karakteristikama posebnih oblasti korteksa pojedinaca. 22 „Prema konačnom sporazumu koji je potpisan u Moskvi 22. maja 1925. godine,
predviđeno je da će Rusi biti zaduženi za administrativna pitanja, da će preuzeti
finansijsku odgovornost za nalaženje zgrade, osiguranje potrebnih kapaciteta i osoblja.
Predviđeno je da nekolicini ruskih doktora koje će Fogt izabrati bude omogućeno da
provedu izvesno vreme u njegovom institutu u Berlinu kako bi se obučili tehnikama koje
se tamo koriste u obradi mozga, kao i da steknu iskustva u istraživanju citoarhitektonike.
U redovnim putovanjima između Berlina i Moskve, Fogt je dobijao 1.000$ za svaki
boravak u Moskvi“ (Klatzo 2002, 31). 23 Govor je objavio kao Izveštaj o radu moskovskog Instituta mozga: „Bericht iiber
die Arbeiten des Moskauer Staatsinstituts fiir Hirnforschung“, Journal for Psychologie
und Neurologie, 1929, 40:108–118. Delove referata ovde navodim prema sažetom
prevodu referata objavljenom u: Klatzo 2002, 33). Institut za istraživanje mozga:
ćelijska arhitektura genijalnosti To ga je
navodilo da traga za korelacijama između izuzetnih intelektualnih kvalite-
ta pojedinaca i citoarhitektonskih karakteristika pojedinih oblasti njihovog
mozga. Ove korelacije su takođe mogle biti proučavane potragom za opštim
citoarhitektonskim razlikama koje bi se identifikovale poređenjem mozgova
intelektualne elite sa mozgovima mentalno ograničenih ili psihotičnih ljudi“
(Klatzo 2002, 23). Zainteresovani za prvi navedeni pravac Fogtovih istraživanja, članovi Poli-
tbiroa su 19. februara 1925. godine nemačkom naučniku i njegovim ruskim ko-
legama otvoreno postavili pitanje: „Može li istraživanje citoarhitektonike moz-
ga ukazati na materijalnu zasnovanost genijalnosti V. I. Lenjina?“ (Источник
1994, 73). Fogtov pozitivan odgovor rezultovao je njegovim imenovanjem za
direktora moskovskog Instituta mozga, kao i odlaskom na obuku u Berlin neko-
licine njegovih ruskih saradnika.22 Naravno, osim naučne reputacije Fogt je po-
sedovao „političku podobnost“ za obavljanje odgovornog i politički osetljivog
posla u Moskvi – bio je simpatizer nemačke socijaldemokratije i jedan od osni-
vača berlinskog ogranka „Društva prijatelja SSSR“, blizak prijatelj diplomate
i budućeg sovjetskog ministra spoljnih poslova Maksima Litvinova, a njegovo
angažovanje preporučila je i Klara Cetkin (Zetkin). Posle obuke nekoliko sovjetskih neurologa u Berlinu i uvoza potrebne teh-
ničke opreme (mikrotona za rezanje uzoraka mozga debljine 20 mikrona), Fogt
i saradnici su, nakon sečenja Lenjinovog mozga na nekoliko „blokova“ i njiho- Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 571 Lൾඇඃංඇඈඏ ආඈඓൺ vog zalivanja u parafin, do kraja 1927. godine napravili preko 30.000 preparata
spremnih za mikroskopsko istraživanje. Prve rezultate dvogodišnjeg rada Fogt
je saopštio pred vodećim sovjetskim lekarima i političkim zvaničnicima u In-
stitutu za proučavanje mozga 10. novembra 1929. godine.23 Ukratko, njegov
najvažniji nalaz ticao se veličine piramidalnih ćelija u trećem sloju24 Lenjinovog
korteksa: „U mnogim oblastima trećeg sloja kore velikog mozga, a naročito
u njegovim dubljim delovima, našao sam piramidalne ćelije takve veličine i
brojnosti kakve nikada ranije nisam video“. Pored toga, kao i u slučaju drugih
„elitnih mozgova“ koje je Fogt analizirao, treći sloj Lenjinovog korteksa bio je
znatno širi od četvrtog.25 Pošto je smatrao da je veličina piramidalnih neurona
u trećem sloju ključna za više intelektualne funkcije, Fogt je zaključio da se
Lenjin može smatrati „atletom asocijativnog mišljenja“ (Assoziationsathleten)
jer upravo „opisani veliki neuroni čine razumljivim Lenjinovu izuzetnu brzinu
u shvatanju i razmišljanju, kao i njegov osećaj za realnost“. 24 Fogt je razlikovao sedam slojeva korteksa koji se po svojoj ćelijskoj strukturi i
funkciji međusobno razlikuju. 25 „Činilo se da su Fogtova citoarhitektonska istraživanja otkrivala izvesnu oppštu
razliku između mozgova veoma inteligentnih pojedinaca, pripadnika ‘elite’ i mozgova
kriminalaca i retardiranih osoba. Razlika se zasnivala na opozitnom razvoju trećeg i
četvrtog sloja kore korteksa. Jer, dok je treći sloj kod ‘intelektualaca’ upadljiv po gustini
i veličini njegovih neurona, četvrti je znatno uzaniji i nerazvijeniji – obrnut odnos je
identifikovan u mozgu kriminalaca i mentalno retardiranih pojedinaca“( Klatzo 2002, 42). 27 Videti Dopis komesara Vojno-medicinske akademije Lamkina (11. 01. 1928)
o stavovima ruskih neurologa koji smatraju da „Fogtova škola danas više ne daje
sve ono što se u toj oblasti moglo i trebalo uraditi korišćenjem drugih istraživačkih
pristupa“(Источник 1994, 77–78). Staljin je bio upoznat s ovim dopisom. 26 „Tadašnja zajednica neurologa smatrala je te tvrdnje u naučnom pogledu
sumnjivim interpretacijama, a postoje indicije da je kasnije i sam Fogt kajao što se
suviše eksponirao u čitavoj toj aferi“ (Kreutzberg et al. 1992, 363). 28 Pol Gregori ključni razlog ovog oštrog napada na Fogta vidi u činjenici da je
on bio izvan mogućnosti kontrole sovjetskog vrha: „Fogt je delovao u međunarodnim
naučnim okvirima u kojima su debate i kontra-hipoteze dobrodošle, a ne u kontrolisanom
okruženju sovjetske nauke. Njegovi nalazi o Lenjinovoj genijalnosti mogli su biti javno
osporeni, pa čak i potpuno preokrenuti kontra-argumentom da Lenjinove ‘gigantske
piramidalne ćelije’ mogu biti indikator mentalne retardacije. U ‘sovjetskoj nauci’
nije bilo protiv-argumenata, naročito kada je zvanični partijski stav bio da je Lenjin
‘genijalan’“ (Gregory 2008, 33). Institut za istraživanje mozga:
ćelijska arhitektura genijalnosti da se praktično odustane od daljih istraživanja – M. S.);
(2) „da se prekinu odnosi s prof. Fogtom i da se u Berlin pošalju drugovi koji će
od njega preuzeti isečke i dijapozitive Lenjinovog mozga kako bi se okončale
mahinacije buržoaskih profesora“ (Источник 1994, 78–9).28 Uprkos iskazanoj
„ideološkoj budnosti“ Steckog, njegovi predlozi nisu prihvaćeni – Odlukom
Politbiroa od 13. 03. 1932. godine Institut je stavljen pod neposrednu kontrolu
Naučnog komiteta Vlade (ЦИК СССР), a Fogt je, iako od 1930. godine nije
više dolazio u Moskvu, ipak ostao (nominalni) direktor Instituta, dok su istra-
živanja nastavljena pod rukovodstvom njegovog zamenika, ruskog neurologa
Sarkisova (Саркисов). Dolaskom Hitlera na vlast Fogtov direktorski položaj
u berlinskom Institutu bio je ugrožen – 1935. godine on je penzionisan, da bi
ubrzo, uz obilatu donatorsku podršku porodice Krup (Krupp), u unutrašnjosti
Nemačke (Neustadt) osnovao sopstveni, privatni institut (Institut für Hirnfors-
chung und allgemeine Biologie). U Fogtovom životu „moskovski intermeco“ retardiranih pojedinaca.26 Odjeci ovih debata u nemačkoj štampi zabrinuli su
sovjetske zvaničnike, pa su oni počeli da dovode u pitanje produžetak saradnje
sa Fogtom i njegov ostanak na funkciji direktora moskovskog Instituta.27 Po-
sebnu zabrinutost izazivale su vesti da je Fogt u Berlin odneo jedan preparat
Lenjinovog mozga koji je pokazivao tokom svojih predavanja (poredeći ga s
isečkom mozga „prostitutke“), kao i to što on u štampi nije odgovarao na „zlob-
ne komentare“ o Lenjinu. U pismu Staljinu od 10. januara 1932. godine Aleksej
Stecki (Стецкий, 1896–1938), rukovodilac kulturno-propagandnog odeljenja
CK, kritički je referisao o stanju u Institutu i Fogtovom radu: „Profesor Fogt je
na osnovu anatomske analize Lenjinovog mozga formulisao mehanističku teo-
riju genijalnosti zasnovanu na postojanju velikog broja i svojevrsnog raspore-
da piramidalnih ćelija“. Pismo je završio predlozima: (1) da se Lenjinov mozak
preda Mauzoleju (tj. da se praktično odustane od daljih istraživanja – M. S.);
(2) „da se prekinu odnosi s prof. Fogtom i da se u Berlin pošalju drugovi koji će
od njega preuzeti isečke i dijapozitive Lenjinovog mozga kako bi se okončale
mahinacije buržoaskih profesora“ (Источник 1994, 78–9).28 Uprkos iskazanoj
„ideološkoj budnosti“ Steckog, njegovi predlozi nisu prihvaćeni – Odlukom
Politbiroa od 13. 03. 1932. godine Institut je stavljen pod neposrednu kontrolu
Naučnog komiteta Vlade (ЦИК СССР), a Fogt je, iako od 1930. godine nije
više dolazio u Moskvu, ipak ostao (nominalni) direktor Instituta, dok su istra-
živanja nastavljena pod rukovodstvom njegovog zamenika, ruskog neurologa
Sarkisova (Саркисов). Institut za istraživanje mozga:
ćelijska arhitektura genijalnosti U zaključku svog
referata Fogt je istakao neophodnost daljeg komparativnog istraživanja „arhi-
tektonike“ Lenjinovog mozga i mozgova drugih istaknutih pojedinaca, kao i
prosečnih pripadnika različitih etničkih grupa Sovjetskog Saveza. Mnogo godi-
na kasnije, pred svoju smrt, on je u razgovoru s jednim svojim saradnikom (prof. Heinz Schulze) priznao: „Prirodno, snažno sam naglasio moguću vezu velikih
neurona trećeg sloja kore velikog mozga sa Lenjinovim asocijativnim sposob-
nostima da bih zadovoljio očekivanja prisutnog Komesara zdravlja Semaška
– od njegovog izveštaja Politbirou zavisila je podrška našem (moskovskom)
Institutu“ (Klatzo 2002, 118). Skromni rezultati istraživanja bili su popularisani u sovjetskoj štampi i pu-
blicistici kao naučno zasnovana potvrda da je Lenjinov mozak „nesumnjivo
prototip mozga budućeg natčoveka“ (vid. Спивак 2010, 18). Ali, pojedini na-
učnici u Nemačkoj su Fogtovu teza o direktnoj korelaciji između veličine pira-
midalnih ćelija trećeg sloja korteksa i izuzetne intelektualne obdarenosti kriti-
kovali ističući slučajeve postojanja istih takvih ćelija u moždanoj kori mentalno 24 Fogt je razlikovao sedam slojeva korteksa koji se po svojoj ćelijskoj strukturi i
funkciji međusobno razlikuju. Č 25 „Činilo se da su Fogtova citoarhitektonska istraživanja otkrivala izvesnu oppštu
razliku između mozgova veoma inteligentnih pojedinaca, pripadnika ‘elite’ i mozgova
kriminalaca i retardiranih osoba. Razlika se zasnivala na opozitnom razvoju trećeg i
četvrtog sloja kore korteksa. Jer, dok je treći sloj kod ‘intelektualaca’ upadljiv po gustini
i veličini njegovih neurona, četvrti je znatno uzaniji i nerazvijeniji – obrnut odnos je
identifikovan u mozgu kriminalaca i mentalno retardiranih pojedinaca“( Klatzo 2002, 42). Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 572 Mංඅൺඇ Sඎൻඈඍංම retardiranih pojedinaca.26 Odjeci ovih debata u nemačkoj štampi zabrinuli su
sovjetske zvaničnike, pa su oni počeli da dovode u pitanje produžetak saradnje
sa Fogtom i njegov ostanak na funkciji direktora moskovskog Instituta.27 Po-
sebnu zabrinutost izazivale su vesti da je Fogt u Berlin odneo jedan preparat
Lenjinovog mozga koji je pokazivao tokom svojih predavanja (poredeći ga s
isečkom mozga „prostitutke“), kao i to što on u štampi nije odgovarao na „zlob-
ne komentare“ o Lenjinu. U pismu Staljinu od 10. januara 1932. godine Aleksej
Stecki (Стецкий, 1896–1938), rukovodilac kulturno-propagandnog odeljenja
CK, kritički je referisao o stanju u Institutu i Fogtovom radu: „Profesor Fogt je
na osnovu anatomske analize Lenjinovog mozga formulisao mehanističku teo-
riju genijalnosti zasnovanu na postojanju velikog broja i svojevrsnog raspore-
da piramidalnih ćelija“. Pismo je završio predlozima: (1) da se Lenjinov mozak
preda Mauzoleju (tj. 29 Fogtov naučni rad je bio veoma obiman, a u mnogim oblastima neurologije po-
stigao je zapažene rezultate čija procena zahteva specijalističko znanje. Nezavisno od
istraživanja Lenjinovog mozga, on danas slovi kao jedan od utemeljivača moderne ne-
urologije. 30 Na primer, mozak tvorca periodičnog sistema elemenata D. I. Mendeljejeva
(1834–1907), lekara A. Koževnikova (1836-1902), S. Korsakova (1854–1900),
matematičara P. Behmetjeva (1860-1913), kao i kompozitora A. Rubinštajna (1829-
1894), pisca Saljtikova-Šćedrina (1826–1889). Vid. u: Капустин (1925); Vein, (2008) Institut za istraživanje mozga:
ćelijska arhitektura genijalnosti Dolaskom Hitlera na vlast Fogtov direktorski položaj
u berlinskom Institutu bio je ugrožen – 1935. godine on je penzionisan, da bi
ubrzo, uz obilatu donatorsku podršku porodice Krup (Krupp), u unutrašnjosti
Nemačke (Neustadt) osnovao sopstveni, privatni institut (Institut für Hirnfors-
chung und allgemeine Biologie). U Fogtovom životu „moskovski intermeco“ 28 Pol Gregori ključni razlog ovog oštrog napada na Fogta vidi u činjenici da je
on bio izvan mogućnosti kontrole sovjetskog vrha: „Fogt je delovao u međunarodnim
naučnim okvirima u kojima su debate i kontra-hipoteze dobrodošle, a ne u kontrolisanom
okruženju sovjetske nauke. Njegovi nalazi o Lenjinovoj genijalnosti mogli su biti javno
osporeni, pa čak i potpuno preokrenuti kontra-argumentom da Lenjinove ‘gigantske
piramidalne ćelije’ mogu biti indikator mentalne retardacije. U ‘sovjetskoj nauci’
nije bilo protiv-argumenata, naročito kada je zvanični partijski stav bio da je Lenjin
‘genijalan’“ (Gregory 2008, 33). Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 573 Lൾඇඃංඇඈඏ ආඈඓൺ (Klatzo) bio je završen, a o svom istraživanju Lenjinovog mozga on više nije
pisao i govorio.29 ), p
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);
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31 Бехтерев В.М. „О создании Пантеона в СССР: В порядке обсуждения“,
Известия,1927, 19 июня. 29 Fogtov naučni rad je bio veoma obiman, a u mnogim oblastima neurologije po-
stigao je zapažene rezultate čija procena zahteva specijalističko znanje. Nezavisno od
istraživanja Lenjinovog mozga, on danas slovi kao jedan od utemeljivača moderne ne-
urologije.
30 Na primer, mozak tvorca periodičnog sistema elemenata D. I. Mendeljejeva
(1834–1907), lekara A. Koževnikova (1836-1902), S. Korsakova (1854–1900),
matematičara P. Behmetjeva (1860-1913), kao i kompozitora A. Rubinštajna (1829-
1894), pisca Saljtikova-Šćedrina (1826–1889). Vid. u: Капустин (1925); Vein, (2008)
31 Бехтерев В.М. „О создании Пантеона в СССР: В порядке обсуждения“,
Известия,1927, 19 июня. 34 „Teza o korelaciji specifičnih citoarhitektonskih karakteristika korteksa sa nekim
Lenjinovim izuzetnim mentalnim sposobnostima zahtevala bi analizu psihološkog
portreta njegovog intelekta, te je Fogt u svom referatu sugerisao da bi to zahtevalo
korišćenje specijalnog upitnika sastavljenog u tu svrhu. (Klatzo 2002, 35). Sovjetski „Panteon mozgova“ Sovjetski „Panteon mozgova“ Jedan od pravaca budućeg rada Instituta, na koji je Fogt ukazao u svom re-
feratu iz 1928. godine, odnosio se na neophodnost obimnijih komparativnih
istraživanja u kojima bi se Lenjinov mozak uporedio s primercima mozgova
drugih istaknutih pojedinaca. U prošlosti – kako u Evropi, tako i u carskoj Rusiji – porodice preminulih „velikana“ teško su davale dozvolu da se organi njihovih
bližnjih pretvore u objekte naučnih istraživanja. Ipak, mozgovi izvesnog broja
istaknutih pojedinaca – pretežno prirodnjaka i lekara, kao i pojedinih umetnika – porodice preminulih „velikana“ teško su davale dozvolu da se organi njihovih
bližnjih pretvore u objekte naučnih istraživanja. Ipak, mozgovi izvesnog broja
istaknutih pojedinaca – pretežno prirodnjaka i lekara, kao i pojedinih umetnika – bili su i pre Oktobarske revolucije analizirani i opisivani u ruskoj naučnoj lite-
raturi.30 Neurolog i psihijatar, akademik Vladimir Behterjev (Бехтерев, 1857–
1927) koji je istraživao mozak Mendeljejeva, bio je u Rusiji jedan od najuporni-
jih zagovornika ideje o potrebi sistematskog sakupljanja, čuvanja i proučavanja
mozgova istaknutih pojedinaca. Ugledni osnivač i direktor Psiho-neurološkog
instituta u Sankt Petersburgu (1907), predložio je 1927. godine osnivanje so-
vjetskog „Panteona mozgova“31 koji bi se razlikovao od pariskog jer bi, pored
memorijalne, imao veliku naučnu vrednost: „Panteon koji bi mogla sagraditi Sovjetska Rusija bi morao biti veoma ko-
risna naučna institucija, a istovremeno i javna institucija dostupna pogledu svih
onih koji to žele. On bi bio kolekcija konzervisanih mozgova koji su pripada-
li talentovanim ljudima bez obzira na oblasti delatnosti kojima su se bavili, a
istovremeno bi propagirao materijalistički pogled na razvoj ljudske stvaralačke
aktivnosti“ (cit. prema: Спивак 2010, 23). Pozivajući se na dobrobit nauke (napredak u odgonetanju „tajanstvene sfin-
ge koju nazivamo genijem“), Behterjev je sasvim realistično procenio da se u
Sovjetskom Savezu osnovna teškoća u ostvarenju čitavog poduhvata – otpor
srodnika – može jednostavno otkloniti dekretom vlasti. Zato je on predložio da 29 Fogtov naučni rad je bio veoma obiman, a u mnogim oblastima neurologije po-
stigao je zapažene rezultate čija procena zahteva specijalističko znanje. Nezavisno od
istraživanja Lenjinovog mozga, on danas slovi kao jedan od utemeljivača moderne ne-
urologije. Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 574 Mංඅൺඇ Sඎൻඈඍංම se formira jedan poseban državni komiteti koji bi imao ovlašćenja da formuliše
kriterijume izbora u Panteon, kao i da naredi preuzimanje organa nakon autopsije
istaknutih pokojnika. 32 Glavni argument ministra zdravlja bio je Lenjinov mozak: „U Institutu za
proučavanje mozga nalazi se mozak V.- I. Lenjina. Samim tim, suštinski je predodređeno
da Panteon bude osnovan u Institutu. Ako bi se on nalazio u Lenjingradu, nužno bi bilo
tamo preneti Lenjinov mozak. Transport 30 hiljada preparata bi, samo po sebi, bilo
veoma težak posao, povezan sa velikim opasnostima. U Institutu mozak V. I. nalazi se
pod stalnom zaštitom OGPU“ (cit. prema Спивак 2010, 43). p
(
p
)
33 Videti dokumentarni tv film «Комната №19»: https://www.youtube.com/
watch?v=H-zUAICzBmE Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) Sovjetski „Panteon mozgova“ Prema zamisli Behterjeva, najpogodnije mesto za osniva-
nje Panteona bi bio njegov Institut, ali formiranje moskovskog Instituta za prou-
čavanje (Lenjinovog) mozga uticalo je da od „dve prestonice“, za sedište „Pan-
teona“, ipak bude određena ona starija.32 Pošto je 24. decembra 1927. godine
usled trovanja hranom iznenadno umro u Moskvi, mozak Behterjeva pridružen
je Lenjinovom – njegova ideja o „Svesaveznom Panteonu“ ostvarena je u okviru
moskovskog Instituta u kome je formirana kolekcija „elitnih mozgova“. Umesto
anonimnih beskućnika i kriminalaca, sada su komparativni okvir za istraživanje
Lenjinovog mozga činili egzemplari sakupljeni u Panteonu. Vremenom, kolek-
cija je postajala sve bogatija – mozgovi političara (Kirov, Lunačarski, Kujbišev,
Kalinjin, Menžinski, K. Cetkin, N. Krupska, Staljin...), književnika (Majakovski,
Bagricki, Bjeli, Gorki, Stanislavski...) i naučnika (Pavlov, Vigotski, Bogdanov,
Cijalkovski, Mičurin, Landau, Saharov) sačuvani su u moskovskom Institutu. Istina, oni nisu bili dostupni pogledu posetilaca – u sobi br. 19. oronule zgrade u
kojoj je smešten nekadašnji Institut (sada Odeljenje istraživanja mozga ’Nauč-
nog centra neurologije’ Ruske akademije medicinskih nauka), njihovi parafinom
konzervirani mozgovi danas leže na policama zatvorenog drvenog ormana, za-
motani u papir, poput robe u sovjetskim prodavnicama.33 S obzirom na to da je, istina u nešto izmenjenom obliku, zamisao Behterjeva
o sovjetskom Panteonu bila ostvarena, moglo se očekivati da će istraživanja
nadahnuta Fogtovom metodologijom tokom tridesetih godina doneti prve oz-
biljnije rezultate. Tim pre što su sovjetski istraživači usvojili i drugu Fogto-
vu sugestiju prema kojoj je u rešavanju problema identifikovanja veze između
strukture i funkcija pojedinačnog mozga važno imati uvid u individualno psiho-
loške karakteristike i biografiju njegovog „vlasnika“.34 Stoga je dokumentaci-
ona osnova čitavog istraživanja znatno proširena sakupljanim svedočanstava o
ličnim osobinama, temperamentu, navikama i svakodnevnom životu osobe čiji
je mozak predmet ćelijsko-arhitektonske analize. Za tu svrhu obavljen je niz 32 Glavni argument ministra zdravlja bio je Lenjinov mozak: „U Institutu za
proučavanje mozga nalazi se mozak V.- I. Lenjina. Samim tim, suštinski je predodređeno
da Panteon bude osnovan u Institutu. Ako bi se on nalazio u Lenjingradu, nužno bi bilo
tamo preneti Lenjinov mozak. Transport 30 hiljada preparata bi, samo po sebi, bilo
veoma težak posao, povezan sa velikim opasnostima. U Institutu mozak V. I. nalazi se
pod stalnom zaštitom OGPU“ (cit. prema Спивак 2010, 43). 33 Videti dokumentarni tv film «Комната №19»: https://www.youtube.com/
watch?v=H-zUAICzBmE Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 35 Cenzurisanje odgovora Krupske je rukovođeno potrebom da se „empirijski
Lenjin“ usaglasi sa već stvorenim predstavom o „Vođi revolucije“: Njegov glas nije
bio, kao u odgovoru Krupske, „tenor“, već „bariton“; vid mu je bio odličan (iako je, po
Krupskoj, na jedno oko slabije video); iz ankete je izbačeno da je voleo laku literaturu
(naglašen je interes ka enciklopedijskim izdanjima), itd. Snažna volja, odlučnost
i enormna marljivost, dopunjene su isticanjem emocionalnosti, ljudske nežnosti i
samokritičnosti. 36 Aleksandar Bogdanov (Богданов, 1873–1928) bio je filozof i ekonomista
koga je Lenjin oštro kritikovao zbog „empiriokriticizma“. Po profesiji lekar, poznat Sovjetski „Panteon mozgova“ 2 (2016) 575 Lൾඇඃංඇඈඏ ආඈඓൺ posebno koncipiranih intervjua s osobama iz neposrednog životnog okruženja
onih ličnosti čiji su mozgovi bili predmet analize. Tako je Nadežda Krupska
tokom 1935. godine u dva navrata odgovarala na pitanja o različitim osobina-
ma svog muža – njeni odgovori su sačuvani i nedavno objavljeni (vid. Спивак
2010, 52–58). Dostupna sadržina intervjua zanimljivija je po onome što je u
njima ostalo prećutano (npr. skup pitanja iz Upitnika o seksualnosti), kao i po
naknadno izvršenim korekcijama odgovora Krupske,35 nego po tome šta je o
samom Lenjinu u njemu rečeno. S obzirom na to da je sakralizacija Lenjinovog
lika tokom protekle decenije već bila izvedena, to naknadno sakupljanje sve-
dočanstava o njegovom karakternim osobinama nije moglo dati nekakva nova
saznanja koja bi bila disonantna u odnosu na već uspostavljeni kanon. Zato su u
istorijsko-biografskom pogledu znatno zanimljiviji sačuvani materijali koje su
saradnici Instituta prikupili o drugim ličnostima uvrštenim u „Panteon mozgo-
va“– poput dostupnih intervjua o životima i osobinama Majakovskog, Bjelog i
Bagrickog (vid. u: Спивак 2010, 59–243). Nakon čitave decenije istraživanja, 27. maja 1936. godine zamenik direktora
Instituta Sarkisov dostavio je Politbirou i Vladi izveštaj o rezultatima proučava-
nja Lenjinovog mozga. Uz kratki rezime pisan za laike, on je priložio i opširniji
tekst (153 stranice) u kome je objašnjen postupak i tok istraživanja, kao i 12
albuma u kojima je sabrano po pedeset fotografija sačinjenih preparata. Zaklju-
čak je formulisan na samom početku dopisa, neposredno posle izlaganja kratke
istorije institutskog rada: „Dobijeni rezultati istraživanja mozga V. I. Lenjina daju nam za pravo da
govorimo o izuzetno složenoj organizaciji mozga V. I. u pogledu čitavog niza
karakteristika koje se tiču kako spoljašnjeg izgleda mozga – moždanih vijuga
(gyri) i moždanih žlebova (sulci), tako i niza osobenih karakteristika koje se
tiču njegove suptilne strukture vidljive pomoću mikroskopskog istraživanja“
(Источник 1994, 83). 37 Sarkasov je svoje teze numerički ilustrovao: „Tako, na primer, u polju 71 veličina
ćelija trećeg sloja dostiže na nekim mestima 56-60 mikrona, a u čitavom tom polju kod
Lenjina je srednja vrednost 32,7 mikrona, dok je kod drugih istraženih mozgova 24,3
mikrona (Skvorcov-Stepanov), 27,1 mikrona (Majakovski) i 28,2 mikrona (Bogdanov)“
I u svim drugim kvantifikovanim karakteristikama arhitektonike mozga, Lenjin
nadmašuje ostale (vid. Источник 1994, 84-85). Sovjetski „Panteon mozgova“ imao tako visok stepen organizacije da je i tokom
bolesti, bez obzira na velika oštećenja, ostao na veoma visokom nivou funkcio-
nalnosti“ (Источник 1994, 85). * * * U završnom delu pomenutog izveštaja, Sarkisov je ukazao na pravce daljeg
razvoja naučnih istraživanja u Institutu koja nisu u bila u neposrednoj vezi s
proučavanjem Lenjinovog mozga. Naučni napredak u različitim oblastima ne-
urologije, smatrao je on, omogućiće saradnicima Instituta da se u budućnosti
vrate istraživanju mozga zbog koga je ova naučna institucija i osnivana. Ne
dovodeći u pitanje uspehe saradnika Instituta koji je tokom decenija menjao
organizacionu formu i status, danas možemo tvrditi da ta optimistička očeki-
vanja o budućem napretku u proučavanju Lenjinovog mozga nisu ostvarena. U osnovi, dalje od ponavljanja prvih Fogtovih nalaza nije se otišlo o čemu,
između ostalog, svedoči činjenica da detaljniji rezultati istraživanja nikada
nisu objavljeni.38 Najnoviji rad o rezultatima istraživanja koji je objavljen u
ruskom naučnom časopisu 1993. godine, sudeći na osnovu dostupnog rezima, je po pokušaju da se zamenom krvi uspori proces starenja – umro je usled posledica
eksperimenta sa primanjem krvi. Ivan Skvorcov-Stepanov (Скворцов-Степанов,
1870–1928) bio je partijski rukovodilac, prevodilac Marksa i direktor Instituta Lenjina. je po pokušaju da se zamenom krvi uspori proces starenja – umro je usled posledica
eksperimenta sa primanjem krvi. Ivan Skvorcov-Stepanov (Скворцов-Степанов,
1870–1928) bio je partijski rukovodilac, prevodilac Marksa i direktor Instituta Lenjina. 37 Sarkasov je svoje teze numerički ilustrovao: „Tako, na primer, u polju 71 veličina
ćelija trećeg sloja dostiže na nekim mestima 56-60 mikrona, a u čitavom tom polju kod
Lenjina je srednja vrednost 32,7 mikrona, dok je kod drugih istraženih mozgova 24,3
mikrona (Skvorcov-Stepanov), 27,1 mikrona (Majakovski) i 28,2 mikrona (Bogdanov)“
I u svim drugim kvantifikovanim karakteristikama arhitektonike mozga, Lenjin
nadmašuje ostale (vid. Источник 1994, 84-85). 37 Sarkasov je svoje teze numerički ilustrovao: „Tako, na primer, u polju 71 veličina
ćelija trećeg sloja dostiže na nekim mestima 56-60 mikrona, a u čitavom tom polju kod
Lenjina je srednja vrednost 32,7 mikrona, dok je kod drugih istraženih mozgova 24,3
mikrona (Skvorcov-Stepanov), 27,1 mikrona (Majakovski) i 28,2 mikrona (Bogdanov)“
I u svim drugim kvantifikovanim karakteristikama arhitektonike mozga, Lenjin
nadmašuje ostale (vid. Источник 1994, 84-85). 38 Poslednji put kada je u CK KPSS raspravljano o rezultatima istraživanja, 20. oktobra 1969. godine, zaključeno je: „Bez obzira na to što su rezultati citoarhitektonskog
istraživanja mozga V. I. Lenjina od velikog naučnog interesa, treba se uzdržati od
njihovog publikovanja…. Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) Sovjetski „Panteon mozgova“ Takav zaključak zasnivao se na citoarhitektonskom proučavanju Lenjino-
vog mozga tokom koga je, kao komparativni okvir, analizirano deset hemisfera
mozga običnih ljudi i šest hemisfera tri „elitna mozga“ – Majakovskog, Bogda-
nova i Skvorcova-Stepanova.36 Oslanjajući se na Fogtovo istraživanje veličine 35 Cenzurisanje odgovora Krupske je rukovođeno potrebom da se „empirijski
Lenjin“ usaglasi sa već stvorenim predstavom o „Vođi revolucije“: Njegov glas nije
bio, kao u odgovoru Krupske, „tenor“, već „bariton“; vid mu je bio odličan (iako je, po
Krupskoj, na jedno oko slabije video); iz ankete je izbačeno da je voleo laku literaturu
(naglašen je interes ka enciklopedijskim izdanjima), itd. Snažna volja, odlučnost
i enormna marljivost, dopunjene su isticanjem emocionalnosti, ljudske nežnosti i
samokritičnosti. 36 Aleksandar Bogdanov (Богданов, 1873–1928) bio je filozof i ekonomista
koga je Lenjin oštro kritikovao zbog „empiriokriticizma“. Po profesiji lekar, poznat Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 576 Mංඅൺඇ Sඎൻඈඍංම piramidalnih ćelija trećeg sloja i prelaznih granica različitih oblasti korteksa,
Sarkisov je tvrdio da je Lenjinov mozak znatno složeniji i razvijeniji ne samo od
„običnih“, nego i od sva tri proučavana „elitna mozga“.37 Sličan rezultat dobijen
je i makro-morfološkim poređenjem s ostalim mozgovima istaknutih pojedinaca
koji su se nalazili u Panteonu – u odnosu na sve njih, Lenjinov mozak izdvajao
se kako gustinom moždanih vijuga u prednjem režnju (koji je „zadužen“ za više
mentalne funkcije), tako i veličinom tog režnja u odnosu na ukupnu površinu
mozga. Rečju, oba istraživačka pristupa potvrđivala su Lenjinovu superiornost
koju, prema Sarkisovu, ni teška bolest nije mogla da naruši: „Poređenje vodi
zaključku da je mozak V. I. imao tako visok stepen organizacije da je i tokom
bolesti, bez obzira na velika oštećenja, ostao na veoma visokom nivou funkcio-
nalnosti“ (Источник 1994, 85). piramidalnih ćelija trećeg sloja i prelaznih granica različitih oblasti korteksa,
Sarkisov je tvrdio da je Lenjinov mozak znatno složeniji i razvijeniji ne samo od
„običnih“, nego i od sva tri proučavana „elitna mozga“.37 Sličan rezultat dobijen
je i makro-morfološkim poređenjem s ostalim mozgovima istaknutih pojedinaca
koji su se nalazili u Panteonu – u odnosu na sve njih, Lenjinov mozak izdvajao
se kako gustinom moždanih vijuga u prednjem režnju (koji je „zadužen“ za više
mentalne funkcije), tako i veličinom tog režnja u odnosu na ukupnu površinu
mozga. Rečju, oba istraživačka pristupa potvrđivala su Lenjinovu superiornost
koju, prema Sarkisovu, ni teška bolest nije mogla da naruši: „Poređenje vodi
zaključku da je mozak V. I. je po pokušaju da se zamenom krvi uspori proces starenja – umro je usled posledica
eksperimenta sa primanjem krvi. Ivan Skvorcov-Stepanov (Скворцов-Степанов,
1870–1928) bio je partijski rukovodilac, prevodilac Marksa i direktor Instituta Lenjina. Sovjetski „Panteon mozgova“ Mnoge anatomsko-fiziološke paralele između strukture
mozga i nivoa njegove delatnosti ostaju sporne“ (Источник 1994, 87). ssues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 577 Lൾඇඃංඇඈඏ ආඈඓൺ u osnovi samo ponavlja glavne nalaze koje je još Sarkisov istakao u svom
izveštaju.39 u osnovi samo ponavlja glavne nalaze koje je još Sarkisov istakao u svom
izveštaju.39 j
Razloge upadljivo skromnih rezultata dugog naučnog istraživanja može-
mo tražiti u dva osnovna smera. Prvi bi se ticao heurističke vrednosti polazne
Fogtove teorijske „paradigme“ i iz nje izvedene istraživačke metodologije. I bez
ekspertskog poznavanja razvoja savremene neurologije, očigledno je da danas
„citoarhitektonski pristup“ pre predstavlja poglavlje istorije neurologije, nego
aktuelni istraživački program. Ipak, za laika u oblasti neurologije, značajniji je
drugi razlog za svojevrsni „ćorsokak“ u koji je zapalo prikazano istraživanje
Lenjinovog mozga. On se tiče socijalno-istorijske i političke sfere života, tj. činjenice da je vremenom sama potreba za „materijalističkom potvrdom“ Le-
njinove genijalnosti bivala sve manja. Naime, uspešnom konsolidacijom kulta
Lenjina drugim sredstvima, kao i pretvaranjem lenjinizma u „obavezujuće uče-
nje i rukovodstvo za akciju“, smanjena je potreba da se na „klizavom terenu“
prirodnonaučnog istraživanja dokazuje ono u šta se već dovoljno čvrsto veruje. Za potvrdu te vere nije bilo nužno korišćenje komplikovane i laicima nerazu-
mljive nauke poput neurologije – pri ruci su bila i znatno jednostavnija sredstva. Tako je, na primer, čak i Lenjinov stomatolog mogao dati svoj „naučni“ dopri-
nos toj popularnoj „karakterologiji“: „Sećajući se zuba V. I. Lenjina, pomislio
sam – ne može li se o karakteru čoveka suditi na osnovu njegovih zuba?... I ako
posebno govorimo o Lenjinovim zubima, onda možemo reći da su oni bili jaki
po svojoj konstrukciji, žute boje (po Ašovoj paleti – F5), generalno pravilni po
obliku, rasporedu i ugrizu. Gornji prednji zubi su bili široki (širina donje ivice
prednjih zuba bila je gotovo jednaka dužini njihove krunice), sa jako razvijenim
zagrižajnom ivicom usmerenom unutra (ka nepcu). Nesumnjivo, njegovi zubi su
savršeno bili u skladu s opštim utiskom o iskrenosti, čvrstini i snazi njegovog
karaktera“ (cit. prema: Петренко 1990, 182). 39 Адрианов О. С., Боголепова И. Н., Блинков С. М., Кукуев Л. А.
„Исследование мозга В. И. Ленина“, Успехи физиологических наук, Москва: РАН,
1993. 24 (3): 40–52. Dostupan mi je bio samo engleski rezime ovog rada. Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) Literatura Bentivoglio, Marina 1998. Cortical structure and mental skills: Oskar Vogt and the leg-
acy of Lenin’s brain. Brain Research Bulletin 47 (4): 291–296. Bentivoglio, Marina 1998. Cortical structure and mental skills: Oskar Vogt and the leg-
acy of Lenin’s brain. Brain Research Bulletin 47 (4): 291–296. Bonch-Bruevich, V. 1969. Vospominanija o Lenine. Moskva: Nauka (2. dopolnennoe izd.). Bonnell, Victoria. 1997. Iconography of Power: Soviet political posters under Lenin Bonch-Bruevich, V. 1969. Vospominanija o Lenine. Moskva: Nauka (2. dopolnennoe izd.). ll
i
i
h
f
l
l
d Bonch-Bruevich, V. 1969. Vospominanija o Lenine. Moskva: Nauka (2. dopolnennoe izd.). Bonnell, Victoria. 1997. Iconography of Power: Soviet political posters under Lenin
and Stalin. Barkley: California University Press. Bonnell, Victoria. 1997. Iconography of Power: Soviet political posters under Lenin
and Stalin. Barkley: California University Press. Gill, Graeme. 1980. The Soviet Leader Cult: Reflections on the Structure of Leadership
in the Soviet Union. British Journal of Political Science 10 (2): 167–186. ij, M. 1920. Vladimir Il’ich Lenin. Kommunisticheskij Internacional 11. Moskva. ostupno na: http://gkaf nsu ru/mindolin/voice/gorklen html) Gor’kij, M. 1920. Vladimir Il’ich Lenin. Kommunisticheskij Internacional 11. Moskva. (Dostupno na: http://gkaf.nsu.ru/mindolin/voice/gorklen.html). 39 Адрианов О. С., Боголепова И. Н., Блинков С. М., Кукуев Л. А. „Исследование мозга В. И. Ленина“, Успехи физиологических наук, Москва: РАН,
1993. 24 (3): 40–52. Dostupan mi je bio samo engleski rezime ovog rada. Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 578 Mංඅൺඇ Sඎൻඈඍංම Gould, Stepen Jay. 1996. The Mismeasure of Man (revised and expanded edition). New
York: W. W. Norton & Com. Gregory, Paul. 2008. Lenin’s Brain and other Tale from the Secret Soviet Archives. Stan-
ford: Hoover Press. Gusljarov, E. N. 2004. Lenin v zhizni. Sistematizirovannyj svod vospominanij sovre-
mennikov, dokumentov jepohi, versij istorikov. Moskva: OLMA-PRESS. (Dostupno
na: http://militera.lib.ru/bio/guslyarov_en02/index.html). Istochnik 1994. Material’no obosnovat’ Genial’nost’ Lenina (Dokumenty). Istochnik 1:
72–88. Jennker, B. 2011. Formirovanie kul’ta Lenina v Sovetskom Sojuze. Moskva: ROSSPJeN
(prev. s nem. A. G. Gadzhikurbanova). Jurchak, A. 2007. Esli by Lenin byl zhiv, on by znal, chto delat’. Novoe Literaturnoe
Obozrenie 83. (Dostupno na: http://magazines.russ.ru/nlo/2007/83/ur13.html). Kapustin, A. 1925. O mozge uchenyh v svjazi s problemoj vzaimootnoshenija mezhdu
velichinoj mozga i odarennost’ju. (Dostupno na: http://pathographia.narod.ru/new/
t2v2/part3.htm). Khlevniuk, Oleg. 2015. Stalin: New Biography of a Dictator. New Haven: Yale Univer-
sity Press (Translated by N. Seligman-Favorov). Klatzo, Igor. 2002. Cécile and Oskar Vogt: The Visionaries of Modern Neuroscience. Wien, New York: Springer Verlag. Kol’cov, M. 1923. Chelovek iz budushhego. Literatura Izbrannoe 1985: 21–31. Moskva: Izda-
tel’stvo „Pravda“. Kreutzberg et al. 1992. Oskar and Cecile Vogt, Lenin’s Brain and the Bumble-Bees of
the Black Forest. Brain Pathology 2: 363–371. Lenin, V. I. 1922. Rech’ na plenume Moskovskogo Soveta. Polnoe sobranie sochinenij
45: 300–309. (Dostupno na: http://leninism.su/works/84-tom-45/527-rech-na-ple-
nume-45.html). Lerner et al. 2004. The enigma of Lenin’s (1870–1924) malady. European Journal of
Neurology 11: 371–376. Lewin, Moshe. 2007. Lenin’s Last Struggle. An Arbor: Michigan University Press
(Translated by A. Sheridan Smith). Mel’nikov-Razvedenkov, N. 1924. „O mehanizme proishozhdenija anatomicheskih
izmenenij mozga V. I. Lenina“. U velikoj mogily, 581–582. Moskva. (Dostupno
na:http://leninism.su/memory/912-o-mexanizme-proisxozhdeniya-anatomicheskix-
izmenenij-mozga-v-i-lenina.html.) Merkurov, S. D. 2012. Vospominanija. Pis’ma. Stat’i. Zametki. Suzhdenija
sovremennikov. Izdatel’stvo: Kremlin Multimedia. Neumeyer, Jo. 2015. ‘The Final Struggle’: The Art of the Soviet Death Mask. Berkeley
Program in East European and Eurasian Studies Working Paper Series. (Dostupno
na: http://escholarship.org/uc/item/6gc654pr). Osipov, V. 1925. Bolezn’ i smert’ Vladimira Il’icha Ul’janova-Lenina. Nasha iskra 1
(13): 9–23. (Dostupno na: http://leninism.su/memory/910-bolezn-i-smert-vladimi-
ra-ilicha-ulyanova-lenina.html). Pelevin Ju. 1924. U velikoj mogily. Moskva: Krasnaja zvezda. Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 579 Lൾඇඃංඇඈඏ ආඈඓൺ Petrenko, N. 1990. Lenin v Gorkah – bolezn’ i smert’ (Istochnikovedcheskie zametki). Minuvshee: Istoricheskij al’manah 2: 143–287. Moskva: Progress, Feniks. Preobrazhenskij E. 1924. Lenin – genij rabochego klassa (Sociologicheskij ocherk). Krasnaja nov’ 1: 144–161. Richter, Joche. 2007. Pantheon of Brains: The Moscow Brain Research Institute 1925–
1936. Journal of the History of the Neurosciences: Basic and Clinical Perspectives
16 (1–2): 138–149. Semashko, N. 1924. „Chto dalo vskrytie tela V. I. Lenina“. Vozhd’ zheleznoj kogorty. Pa-
mjati Il’icha-Lenina. Vospominanija, stat’i, stihotvorenija. Moskva; Rostov-na-Donu. (Dostupno na: http://leninism.su/memory/911-chto-dalo-vskrytie-tela-v-i-lenina.html). Spivak, M. 2010. Mozg otprav’te po adresu... Moskva: Corpus. Trockij L. 1924. Lenina net. Pravda, 24. janvarja. (Dostupno na: http://agitclub.ru/hist/
sov1/lenin04.htm). Tumarkin, Nina. 1997. Lenin lives! The Lenin cult in Soviet Russia. Harvard: Harvard
University Press (Enlarged edition). Vajskopf, M. 2001. „Krasnyj chudotvorec: Lenin v evrejskoj i hristianskoj tradicii“. U
Koncept chuda v slavjanskoj i evrejskoj kul’turnoj tradicii, (Sbornik statej), 336 –
366. Moskva: “Sjefer”. j
Vein, Alla. 2008. Famous Russian Brains: Historical Attempts to Understand Intelligen-
ce. Brain 131: 583–590. Zinov’ev, G. 1924. V. I. Lenin – genij, uchitel’, vozhd’ i chelovek. Rech’ na zasedanii
Leningradskogo Soveta, 7 fevralja 1924. (Dostupno na: http://leninism.su/biogra-
phy/4329-v-i-lenin-genij-uchitel-vozhd-i-chelovek.html). * * * Бонч-Бруевич, В. 1969. Воспоминания о Ленине. Москва: Наука (2. дополненное
изд.). Вайскопф, М. 2001. „Красный чудотворец: Ленин в еврейской и христианской
традиции“. U Концепт чуда в славянской и еврейской культурной традиции,
(Сборник статей), 336 – 366. Москва: «Сэфер». (
р
)
ф р
Горький, M. 1920. Владимир Ильич Ленин. Коммунистический Интернационал 11
Moskva. (Dostupno na: http://gkaf.nsu.ru/mindolin/voice/gorklen.html). Гусляров Е. Н. 2004. Ленин в жизни. Систематизированный свод воспоминаний
современников, документов эпохи, версий историков. Москва: ОЛМА-ПРЕСС. (Dostupno na: http://militera.lib.ru/bio/guslyarov en02/index.html). Зиновьев, Г. 1924. В. И. Ленин – гений, учитель, вождь и человек. Речь на заседа-
нии Ленинградского Совета, 7 февраля 1924. (Dostupno na: http://leninism.su/
biography/4329-v-i-lenin-genij-uchitel-vozhd-i-chelovek.html). Источник 1994. Материально обосновать Гениальность Ленина (Документы). Источник 1: 72–88. Капустин, А. 1925. О мозге ученых в связи с проблемой взаимоотношения между
величиной мозга и одаренностью. (Dostupno na: http://pathographia.narod.ru/
new/t2v2/part3.htm). Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) 580 Mංඅൺඇ Sඎൻඈඍංම Кольцов, М. 1923. Человек из будущего. Избранное 1985: 21–31. Москва: Изда-
тельство „Правда“. Ленин, В. И. 1922. Речь на пленуме Московского Совета. Полное собрание сочине-
ний 45: 300–309. (Dostupno na: http://leninism.su/works/84-tom-45/527-rech-na-
plenume-45.html). Мельников-Разведенков, Н. 1924. „О механизме происхождения анатомических
изменений мозга В. И. Ленина“. У великой могилы, 581–582. Москва. (Dostupno
na: http://leninism.su/memory/912-o-mexanizme-proisxozhdeniya-anatomicheskix-
izmenenij-mozga-v-i-lenina.html.) Меркуров, С. Д. 2012. Воспоминания. Письма. Статьи. Заметки. Суждения со-
временников. Издательство: Kremlin Multimedia. Осипов, В. 1925. Болезнь и смерть Владимира Ильича Ульянова-Ленина. Наша ис-
кра 1 (13): 9–23. (Dostupno na: http://leninism.su/memory/910-bolezn-i-smert-vla-
dimira-ilicha-ulyanova-lenina.html). y
)
Пелевин Ю. 1924. У великой могилы. Москва: Красная звезда. Петренко, Н. 1990. Ленин в Горках – болезнь и смерть (Источниковедческие замет-
ки). Минувшее: Исторический альманах 2: 143–287. Москва: Прогресс, Феникс. р
,
р
р
(
д
ки). Минувшее: Исторический альманах 2: 143–287. Москва: Прогресс, Феникс. Преображенский Е. 1924. Ленин – гений рабочего класса (Социологический
очерк). Красная новь 1: 144–161. Преображенский Е. 1924. Ленин – гений рабочего класса (Социологический
очерк). Красная новь 1: 144–161. Семашко, Н. 1924. „Что дало вскрытие тела В. И. Ленина“. Вождь железной ко-
горты. Памяти Ильича-Ленина. Воспоминания, статьи, стихотворения. Мо-
сква; Ростов-на-Дону. (Dostupno na: http://leninism.su/memory/911-chto-dalo-
vskrytie-tela-v-i-lenina.html). Спивак, M. 2010. Мозг отправьте по адресу... Москва: Corpus. Троцкий Л. 1924. Ленина нет. Правда, 24. января. (Dostupno na: http://agitclub.ru/
hist/sov1/lenin04.htm). Троцкий Л. 1924. Ленина нет. Правда, 24. января. (Dostupno na: http://agitclub.ru/
hist/sov1/lenin04.htm). Эннкер, Б. 2011. Формирование культа Ленина в Советском Союзе. Москва: РОС-
СПЭН (прев. с нем. А. Г. Гаджикурбанова). Эннкер, Б. 2011. Формирование культа Ленина в Советском Союзе. Москва: РОС-
СПЭН (прев. с нем. А. Г. Гаджикурбанова). * * * Юрчак, А. 2007. Если бы Ленин был жив, он бы знал, что делать. Новое Литератур-
ное Обозрение 83. (Dostupno na: http://magazines.russ.ru/nlo/2007/83/ur13.html). Юрчак, А. 2007. Если бы Ленин был жив, он бы знал, что делать. Новое Литератур-
ное Обозрение 83. (Dostupno na: http://magazines.russ.ru/nlo/2007/83/ur13.html). Milan Subotić
Institute of European Studies, Belgrade Lenin`s Brain: An attempt of “materialistically based genius” In this paper, an attempt to confirm the faith in Lenin`s genius by the help of
the neurological research of Lenin`s brain has been presented and interpreted. Considering “the cult of personality” as a permanent and significant character-
istic of the ‘Soviet-type’ political system, the author has reconstructed an aspect
of the posthumous (mis)use of the Lenin`s body undertaken to consolidate the
regime and strengthen the legitimacy of Bolshevik power. A frequently thema- Issues in Ethnology and Anthropology, n. s. Vol. 11 Is. 2 (2016) 581 Lൾඇඃංඇඈඏ ආඈඓൺ tized symbolic and political meaning of the embalming and exposing of Lenin`s
body in the Mausoleum has in this paper been amended by taking into consider-
ation the activities of the Moscow Brain Research Institute which was founded
in order to prove the genius of the October Revolution Leader. Regardless of
the limited results, the use of science in creating and strengthening the cult of
a leader presented, in the author`s opinion, a paradoxical combination of the
enlightenment genealogy of the Marxist theory and Soviet political practice. Key words: Lenin, brain, a cult of personality, materialism, neurology,
science, politics Le cerveau de Lénine: sur une tentative
de « fondement matérialiste de la génialité» Le cerveau de Lénine: sur une tentative
de « fondement matérialiste de la génialité» Le cerveau de Lénine: sur une tentative
de « fondement matérialiste de la génialité» Ici est présentée et interprétée la tentative de confirmer la croyance dans la
génialité de Lénine à l’aide des recherches neurologiques effectuées sur son
cerveau. En considérant que le « culte de la personnalité» est une caractéristique
durable et importante du système de type soviétique, l’auteur a présenté un as-
pect de l’utilisation (abus) posthume du corps de Lénine entreprise afin de con-
solider le régime et de renforcer la légitimité du pouvoir bolchévique. Souvent
thématisée, la signification symbolique et politique du processus d’embaume-
ment et de l’exposition du corps de Lénine dans le Mausolée, a été complétée
dans ce travail par une considération de l’activité de l’Institut pour les recherch-
es sur le cerveau fondé pour prouver la génialité du chef de la Révolution d’oc-
tobre. Même si les résultats en sont limités, cette utilisation de la science pour
créer et pour renforcer le culte du chef représentait, selon l’opinion de l’auteur,
une alliance paradoxale entre la généalogie éclairée de la théorie marxiste et la
pratique soviétique politique. Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) Lenin`s Brain: An attempt of “materialistically based genius” Mots clés: Lénine, cerveau, culte de la personnalité, matérialisme, neurologie,
science, politique Mots clés: Lénine, cerveau, culte de la personnalité, matérialisme, neurologie,
science, politique Primljeno / Received: 17.03.2016
Prihvaćeno / Accepted: 09.05.2016 Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016) Етноантрополошки проблеми, н. с. год. 11 св. 2 (2016)
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Motivasi Kinerja Karyawan UMKM Seblak Sadang Cabang Kosambi Ditengah Pandemi Virus Covid-19
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Zenodo (CERN European Organization for Nuclear Research)
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2023 Nanggroe : Jurnal Pengabdian Cendikia Madani: Jurnal Ilmiah Multidisiplin
Volume 1, Nomor 5, Juni 2023
e-ISSN: 2986-6340
DOI: https://doi.org/10.5281/zenodo.805 Madani: Jurnal Ilmiah Multidisiplin
Volume 1, Nomor 5, Juni 2023
e-ISSN: 2986-6340
DOI: https://doi.org/10.5281/zenodo.8051536 Abstrak Observasi ini bermaksud untuk mengetahui bagaimana UMKM Seblak Sadang Cabang Kosambi di
Kabupaten Karawang dalam menghadapi pandemi Covid-19. Wawancara langsung dengan para
informan, terutama para pekerja di UMKM Seblak Sadang Kabupaten Karawang cabang Kosambi
dilakukan dalam observasi ini sebagai bagian dari metode pendekatan kualitatif. Berdasarkan hasil
observasi diketahui bahwa disiplin kerja dan motivasi berpengaruh terhadap kinerja pegawai. Karyawan
bertanggung jawab atas pekerjaan mereka dan didorong oleh rasa penghargaan yang mereka terima. Adanya tujuan yang ingin dicapai, keinginan untuk berprestasi dan menerima bonus, adanya peraturan
yang fleksibel dan tidak membatasi agar karyawan termotivasi, dan masih banyak faktor lain yang
berdampak pada kinerja karyawan. Berdasarkan Observasi UMKM Seblak Sadang kesimpulan yang di
ambil adalah sebaiknya menerapkan sistem penilaian dalam kinerja karyawan dilakukan secara individu
dengan pokok-pokok standar penilaian kerja, dan selalu memberi motivasi kerja sehingga kompensasi
dapat diberikan secara adil sesuai dengan prestasi kerjanya. Untuk para karyawan sebaiknya lebih
mengembangkan prestasi dan produktivitas kerjanya, dan bertanggung jawab atas pekerjaannya sehingga
berdampak baik untuk UMKM Seblak Sadang. Kata kunci: Motivasi, Kinerja Karyawan, UMKM Seblak Sadang Kata kunci: Motivasi, Kinerja Karyawan, UMKM Seblak Sadang Motivasi Kinerja Karyawan UMKM Seblak Sadang Cabang Kosambi
Ditengah Pandemi Virus Covid-19 Rostiani1, Pratiwi Anastasya Putri2, Dwi Epty Hidayaty3, Santi Pertiwi Hari Sandi4
1234Prodi Manajemen, Ekonomi Dan Bisnis, Universitas Buana Perjuangan Karawang
Email: mn21.rostiani@mhs.ubpkarawang.ac.id1, mn21.pratiwiputri@mhs.ubpkarawang.ac.id2,
dwi.epty@ubpkarawang.ac.id3, santi.pertiwi@ubpkarawang.ac.id4 Keywords: Motivation, Employee Performance, Seblak Sadang MSMEs Abstract This observation intends to find out how the Seblak Sadang UMKM Kosambi Branch in Karawang
Regency is dealing with the Covid-19 pandemic. Direct interviews with informants, especially workers at
the UMKM Seblak Sadang Karawang branch of the Kosambi branch were carried out in this observation
as part of a qualitative approach method. Based on the results of observations it is known that work
discipline and motivation affect employee performance. Employees take responsibility for their jobs and
are driven by the sense of appreciation they receive. There are goals to be achieved, the desire to achieve
and receive bonuses, the existence of regulations that are flexible and not restrictive so that employees are
motivated, and there are many other factors that have an impact on employee performance. Based on the
Seblak Sadang UMKM Observations, the conclusions drawn are that it is better to apply an appraisal
system in employee performance carried out individually with the main points of work evaluation
standards, and always provide work motivation so that compensation can be given fairly according to
work performance. Employees should further develop their performance and work productivity, and be
responsible for their work so that it has a good impact on the Seblak Sadang MSMEs. Keywords: Motivation, Employee Performance, Seblak Sadang MSMEs 807 | Vol. 1 No. 5 Motivasi Kinerja Karyawan (Rostiani, dkk) 2023 2023 Nanggroe : Jurnal Pengabdian Cendikia PENDAHULUAN Sebagai Kedaruratan Kesehatan Masyarakat Tahun 2019, Coronavirus Disease 2019
(Covid-19) berkembang menjadi isu kesehatan global di awal bulan 2020. Peraturan Pemerintah
Nomor 21 Tahun 2020 tentang Pembatasan Sosial Berskala Besar (PSBB) menjadi respon
pemerintah Indonesia untuk ini. Di satu sisi regulasi ini sangat membantu, namun di sisi lain juga
berdampak pada sektor bisnis atau perekonomian Indonesia. Selain itu, ada pembatasan beberapa
kegiatan atau pertemuan sosial yang merugikan perekonomian negara meskipun dimaksudkan
untuk menghentikan penyebaran pandemi Covid-19. Selain itu, dampak pandemi Covid-19
terhadap perekonomian sudah terasa di Indonesia. p p
Pentingnya UMKM terutama terlihat di Indonesia, di mana mereka mempekerjakan hingga
97% dari angkatan kerja dan menyumbang 60% dari PDB negara. Saat pandemi Covid-19
melanda, UMKM Indonesia terkena dampaknya dari segi produksi, pendapatan, dan penurunan
jumlah tenaga kerja. Kenyataannya, situasinya sangat berbeda sekarang. Jumlah UMKM di
Indonesia adalah sekitar 62 juta usaha mikro, 700.000 usaha kecil, 50.000 usaha menengah, dan
kemudian sekitar 5.000 usaha besar. Terjadi penurunan volume penjualan sebesar 56%, kesulitan
mendapatkan uang sebesar 22%, masalah distribusi sebesar 15%, dan kesulitan menemukan
pasokan mentah sebesar 4%. Seblak Sadang UMKM merupakan UMKM yang bergerak di bidang makanan dan
minuman yang didirikan pada tahun 2017 di daerah Sadang Purwakarta, Seblak Sadang
menyediakan berbagai macam makanan dengan image pedas, Saat ini Seblak Sadang memiliki 4
cabang yaitu di Jl. Raya Sadang-Subang, Jl. Raya Cikampek-Parakan No 36, Cikampek Utara, Jl. Raya Kosambi - Telagasari dan Jl. Pinayungan Telukjambe Timur, Karawang. Kinerja karyawan
yang berkualitas sangat diperlukan untuk Seblak Sadang. Berbagai strategi dilakukan setiap negara untuk menjaga sektor UMKM dalam upaya
memastikan kelangsungan hidupnya dalam menghadapi pandemi Covid-19, mulai dari kebijakan
pemerintah hingga undang-undang protokol kesehatan (7). Dalam skenario ini, UMKM Seblak
Sadang juga harus berkontribusi mengerahkan seluruh kemampuan, keterampilan, dan
keterampilannya dalam menemukan cara bertahan hidup di masa pandemi, selain upaya
pemerintah. Para pelaku UMKM perlu diilhami dari dalam untuk mengubah cara hidup mereka. Kami menemukan bahwa individu-individu yang menganggur dan berpenghasilan rendah saat ini
harus terus bekerja untuk memenuhi kebutuhan sehari-hari keluarga mereka selama pandemi
virus Covid-19. Pelaku UMKM juga harus termotivasi untuk terus bertindak meskipun
berbahaya jika menyangkut nilai-nilai kehidupan terutama kebutuhan dasarnya. Sehingga
diperlukan strategi yang harus dilakukan mengenai bagaimana tetap memotivasi pelaku UMKM
kuliner dalam beradaptasi di tengah pandemi virus Covid-19. KAJIAN TEORI
UMKM Dalam perekonomian Indonesia, keberadaan Usaha Mikro, Kecil, dan Menengah
memberikan dampak yang sangat menguntungkan bagi penciptaan lapangan kerja, penyediaan
barang dan jasa, serta pemerataan pemerataan usaha. Pentingnya UMKM dalam pembangunan
perekonomian nasional tidak dapat dilebih-lebihkan mengingat fungsinya sebagai usaha mikro,
kecil, dan menengah. Terlepas dari sumber daya yang tersedia, UMKM adalah proses yang
berupaya merebut dan memanfaatkan peluang dan membutuhkan keberanian untuk mengambil
risiko yang diperhitungkan. UMKM adalah usaha kecil yang memiliki aset selain tanah dan
bangunan sama dengan atau kurang dari Rp 200 juta dan memiliki pendapatan tahunan sampai 808 | Vol. 1 No. 5 808 | Vol. 1 No. 5 Motivasi Kinerja Karyawan (Rostiani, dkk) 2023 2023 Nanggroe : Jurnal Pengabdian Cendikia Nanggroe : Jurnal Pengabdian Cendikia dengan Rp 1 miliar, menurut Undang-Undang Nomor 9 Tahun 1995 tentang Usaha Kecil. Sebaliknya, bisnis menengah digambarkan sebagai keberadaan Usaha Mikro, Tergantung dari pengertian yang digunakan bangsa tersebut, tidak semua bangsa memiliki
pemahaman yang sama tentang UMKM. Akibatnya, setiap negara memiliki cara pandang yang
berbeda terhadap UKM. Dalam pengertian yang paling umum mencakup dua aspek yaitu aspek
ketenagakerjaan dan aspek pengelompokan dalam hal jumlah tenaga kerja yang terserap dalam
kelompok usaha (kisaran jumlah tenaga kerja). Dalam perdebatan UMKM, dua jenis
perusahaanindustri kecil menengah (ISKM) dan perdagangan kecil menengah (PSKM)
dikelompokkan menjadi satu. Karena kemampuan mengembangkan ISKM dan PSKM lebih
diprioritaskan
dibanding
konsentrasi
akhir
pengelompokan
pada
masalah
prospek
ketenagakerjaan. Motivasi Kinerja Karyawan UMKM Motivasi adalah kapasitas untuk mengambil tindakan atau memasok energi untuk
memenuhi kebutuhan. Sementara motivasi adalah keadaan yang dapat memaksa orang untuk
mencapai tujuan dari motifnya, yang terkait erat dengan kebutuhan manusia, motif didefinisikan
sebagai dorongan untuk melakukan tindakan yang dimulai dari dalam dan kemudian beradaptasi. Untuk menganalisis masalah yang diteliti, penelitian ini menggunakan teori motivasi Maslow. Maslow menegaskan bahwa manusia terdorong untuk memuaskan lima kategori keinginan,
yaitu: y
1) Tuntutan Fisiologis, meliputi kebutuhan akan makanan, air, dan udara. 2) Kebutuhan akan rasa aman, meliputi kebutuhan akan kestabilan, rasa aman, dan kebebasan
dari bahaya. 2) Kebutuhan akan rasa aman, meliputi kebutuhan akan kestabilan, rasa aman, dan kebebasan
dari bahaya. 3) Kebutuhan sosial, termasuk keinginan untuk berteman, cinta, persetujuan, dan keterlibatan
dengan orang lain. 4) Kebutuhan untuk dihormati atau dihargai (Esteem need), seperti rasa pencapaian dan diakui
oleh orang lain. 5) Kebutuhan aktualisasi diri, seperti kepuasan terhadap diri sendiri atau pencapaian potensi
diri. Menurut teori Maslow, seseorang bertindak atau bekerja untuk memuaskan berbagai
tingkat kebutuhannya. Yang kedua, ketiga, dan seterusnya, hingga tingkat kelima, akan terwujud
jika kebutuhan awal telah terpenuhi. Meskipun kebutuhan manusia sangat bervariasi, sebagian
besar pada dasarnya sama. HASIL DAN PEMBAHASAN Salah satu strategi pemerintah Indonesia dalam menghadapi Covid-19 adalah dengan
membatasi mobilitas masyarakat dalam hal interaksi sosial, ketenagakerjaan, ibadah, dan
pembelajaran jarak jauh. Undang-undang baru ini telah menyebabkan industri kuliner lamban
menyajikan makanan di tempat yang padat atau di atas meja. Akibatnya, para pelaku UMKM di
industri makanan dituntut untuk terus mendorong kinerja karyawan. Berikut adalah beberapa
saran untuk menginspirasi kinerja staf berdasarkan pengamatan: Upaya karyawan perusahaan menentukan seberapa baik kinerjanya di Seblak Sadang. Atasan, bagaimanapun, dapat berkontribusi pada strategi, pelaksanaan, dan manajemen
perusahaan. Dalam situasi ini, manajer harus memainkan peran penting dalam upaya
menginspirasi dan mengelola staf mereka. Agar UMKM Seblak Sadang berhasil mewujudkan
tujuannya, mereka harus mencermati prestasi yang telah dicapai oleh karyawannya dan
mengakuinya dengan imbalan (hadiah, imbalan, dan penghargaan) serta dengan mendorong
mereka untuk bekerja dengan gembira dan bertanggung jawab. direncanakan dalam konteks
COVID 19. Memiliki motivasi kerja yang kuat jelas sangat penting, terutama mengingat pandemi. Motivasi kerja karyawan Seblak Sadang di cabang 3 tidak naik atau turun selama wabah. Masalah pertama adalah bisnis di restoran jauh lebih lambat dari biasanya, yang membuat
anggota staf bosan karena tidak ada yang bisa dilakukan. Sebelum pandemi, UMKM di Cabang 3
selalu disibukkan dengan nasabah sehingga membuat pegawai sibuk dengan tamu. Jam kerja
karyawan juga terpengaruh oleh hal ini. UMKM Seblak Sadang cabang 3 mau tidak mau harus
memangkas jam kerja karyawan demi menghemat biaya operasional karena minimnya
kunjungan pembeli dari UMKM Seblak Sadang, ini berakibat pada jam kerja karyawan yang
semakin pendek yang secara tidak langsung mempengaruhi jumlah gaji yang diterima oleh
karyawan. Karena personel harus memakai masker saat bekerja dan juga harus berinteraksi
dengan pelanggan dan ojek online yang menerima pesanan, kendala kedua pandemic juga
menimbulkan emosi resah dan tidak nyaman. Terlepas dari kenyataan bahwa langkah-langkah
kesehatan telah dilakukan, kecemasan dan ketidaknyamanan masih ada saat ini.. Kesulitan ketiga adalah banyak karyawan yang mengambil pekerjaan lepas dan paruh
waktu di tempat lain untuk menambah penghasilan, yang menyebabkan mereka kehilangan fokus
dan merasa lelah saat bekerja. Dorongan untuk bekerja lebih keras dan menghasilkan lebih
banyak uang tidak berbanding terbalik dengan dorongan untuk berprestasi di tempat kerja. Keberlangsungan usaha UMKM Seblak Sadang terhambat oleh minimnya pengetahuan tentang
kapan pandemi akan berhenti. Terlepas dari kenyataan bahwa banyak pekerja masih belum
terbiasa bekerja di bawah kondisi wabah COVID-19, karyawan yang senang dan termotivasi
untuk bekerja adalah aset organisasi yang signifikan. Nanggroe : Jurnal Pengabdian Cendikia pengamatan adalah Kota Karawang, salah satu dari tiga cabang Seblak Sadang di sekitar
Kosambi. Sasaran Pengamatan ini kami tanyakan langsung kepada staf Cabang 3 Seblak Sadang. pengamatan adalah Kota Karawang, salah satu dari tiga cabang Seblak Sadang di sekitar
Kosambi. Sasaran Pengamatan ini kami tanyakan langsung kepada staf Cabang 3 Seblak Sadang. METODE PENELITIAN Pengamatan ini menggunakan metode kualitatif deskriptif yaitu penelitian studi kasus. menggunakan data sekunder untuk memperoleh informasi atas penelitian yang dilakukan dari
berbagai sumber literatur, antara lain buku, jurnal, dan artikel. Tujuan dari pendekatan kualitatif
deskriptif adalah untuk menghasilkan gambaran dan gambaran yang jelas dalam menanggapi
artikulasi masalah yaitu metode untuk menjaga motivasi UMKM kuliner tetap tinggi. Untuk
menjawab rumusan masalah yaitu strategi melestarikan motivasi UMKM kuliner untuk
beradaptasi dalam menghadapi pandemi Covid-19, maka teknik deskriptif kualitatif berupaya
menghasilkan gambaran dan gambaran yang jelas. Berdasarkan beberapa isu krusial yang
diklarifikasi oleh berbagai penulis, berbagai makalah dan jurnal dikumpulkan dari berbagai
referensi untuk menggambarkan keinginan untuk beroperasi dalam situasi berbahaya. Lokasi Motivasi Kinerja Karyawan (Rostiani, dkk) 809 | Vol. 1 No. 5 2023 Nanggroe : Jurnal Pengabdian Cendikia 810 | Vol. 1 No. 5 2023 Nanggroe : Jurnal Pengabdian Cendikia bawah kendali perusahaan. Ini mencakup hal-hal yang akan dilakukan bisnis untuk
menginspirasi pekerja, seperti: bawah kendali perusahaan. Ini mencakup hal-hal yang akan dilakukan bisnis untuk
menginspirasi pekerja, seperti: bawah kendali perusahaan. Ini mencakup hal-hal yang akan dilakukan bisnis untuk
menginspirasi pekerja, seperti: 1. Setting yang kondusif untuk bekerja, dimana ruang kerja yang nyaman akan meningkatkan
semangat kerja
2 kompensasi yang adil 1. Setting yang kondusif untuk bekerja, dimana ruang kerja yang nyaman akan meningkatkan
semangat kerja 2. kompensasi yang adil. 3. Insentif dan prestasi yang sesuai untuk kerja keras karyawan akan memberi mereka rasa
pengakuan diri dan meningkatkan motivasi karyawan. Tujuan dasar bekerja adalah untuk
memenuhi kebutuhan. 4. Kebutuhan akan penghargaan adalah kebutuhan akan harga diri, kebutuhan untuk dihormati
oleh orang lain, dan rasa takut kehilangan pekerjaan atau kemungkinan penurunan jabatan
atau demosi, antara lain ancaman terhadap kondisi kerja terkait dengan penurunan
kesejahteraan psikologis . 5. Kebutuhan aktualisasi diri adalah dorongan untuk menggunakan kemampuan dan potensi
diri serta kebutuhan untuk berdebat dengan mengemukakan pendapat dan memberikan
kritik. Yang pertama dari lima keinginan ini, yaitu tuntutan fisik, harus dipenuhi. Ini adalah
kebutuhan mendasar untuk mempertahankan kehidupan manusia. Akibat kekhawatiran akan
kehilangan pekerjaan selama wabah COVID-19, banyak tuntutan fisiologis karyawan yang tidak
terpenuhi, padahal banyak dari mereka yang masih harus menafkahi keluarga. Selain itu,
tuntutan mereka akan rasa stabilitas dalam pekerjaan mereka saat ini tidak terpenuhi. Banyak
UMKM yang mencoba lari namun kemudian tutup karena biaya yang dikeluarkan melebihi
pendapatan yang diterima sehingga membuat karyawan merasa khawatir, takut, kesal, dan tidak
jelas tentang keadaan dan keberadaan pekerjaan yang dimiliki saat ini. Selain itu, pekerja harus
terus bekerja di luar rumah untuk mengurangi risiko tertular HASIL DAN PEMBAHASAN Menurut Robins dalam Yenni (2019), motivasi adalah yang mendorong orang untuk
melakukan berbagai tindakan guna mencapai tujuan tertentu. Prosedur yang juga menetapkan
seberapa serius, sengaja, dan gigih orang mengejar tujuan mereka. Menurut Theodora (2015),
unsur merangsang, membimbing, memelihara, menunjukkan intensitas, berkelanjutan, dan
memiliki tujuan adalah bagian dari motivasi. Dua jenis dasar motivasi adalah artifisial (eksternal)
dan intrinsik (interior). Menurut Sutrisno (2010), motivasi eksternal adalah dorongan atau
kekuatan yang berada dalam diri seseorang dan dipengaruhi oleh variabel internal yang berada di 810 | Vol. 1 No. 5 810 | Vol. 1 No. 5 Motivasi Kinerja Karyawan (Rostiani, dkk) 2023 Motivasi Kinerja Karyawan (Rostiani, dkk) KESIMPULAN Pandemi COVID-19 yang menyebabkan keresahan pada staf UMKM Seblak Sadang
memiliki perhatian utama terkait motivasi kerja sebagai berikut: Pandemi COVID-19 yang menyebabkan keresahan pada staf UMKM Seblak Sadang
memiliki perhatian utama terkait motivasi kerja sebagai berikut: 1) Karyawan UMKM Seblak Sadang merasa sedikit risih dengan penggunaan gaji karena
tidak sepenuhnya menyentuh kehidupan sehari-hari. 1) Karyawan UMKM Seblak Sadang merasa sedikit risih dengan penggunaan gaji karena
tidak sepenuhnya menyentuh kehidupan sehari-hari. 2) Karyawan UMKM Seblak Sadang memiliki keinginan dan kemampuan untuk menguasai
gajinya sendiri. 2) Karyawan UMKM Seblak Sadang memiliki keinginan dan kemampuan untuk menguasai
gajinya sendiri. 3) Restoran karyawan mengalami kesulitan keuangan akibat banyaknya perselisihan
perburuhan yang sering diselesaikan oleh manajemen restoran dalam upaya menekan
biaya operasional. Karyawan harus multitasking dengan melakukan berbagai pekerjaan
secara bersamaan, seperti melayani pelanggan, membuat makanan, dan bekerja sebagai
kasir. 4) Ikatan sosial yang positif, termasuk kerja sama antara rekan kerja, atasan, dan pelanggan,
berdampak besar pada motivasi karyawan. 4) Ikatan sosial yang positif, termasuk kerja sama antara rekan kerja, atasan, dan pelanggan,
berdampak besar pada motivasi karyawan. Melihat hasil tersebut di atas, maka para pelaku usaha UMKM Seblak Sadang cabang 3
Kosambi harus dapat melakukan pengawasan dan disiplin pegawai yang ketat terhadap prosedur
yang diterapkan sehingga tercipta suasana kerja yang menyenangkan. Pemilik usaha UMKM di
Seblak Sadang harus disiplin menerapkan praktik kesehatan pengunjung. 811 | Vol. 1 No. 5 Motivasi Kinerja Karyawan (Rostiani, dkk) Motivasi Kinerja Karyawan (Rostiani, dkk) Referensi Surat Edaran Menteri Perhubungan Republik Indonesia Nomor PM 25 Tahun 2020 Tentang
Pengendalian Transportaso Selama Masa Mudik Idul Fitri Tahun 1441 Hijriah Dalam
Rangka Pencegahan Penyebaran Corona Virus Disease 2019 (COVID-19) g
g
y
World Health Organization (2020). Listings of WHO’s response to COVID-19. Tersedia secara
online di https://www.who.int/news/ite m/29-06-2020-covidtimeline Kosakoy, Y. I. (2021). Motivasi Kerja Karyawan Restoran Pada Masa Pandemi Covid-19 Di
Bali. Journal of Accounting and Management Innovation, 5(2), 70-76. Pakpahan AK. Covid-19 Dan Implikasi Bagi Usaha Mikro, Kecil, Dan Menengah. J Ilm Hub Int. 2020;0(0):59–64. Hadiwardoyo W. Kerugian Ekonomi Nasional Akibat Pandemi Covid-19. Baskara J Bus Entrep. 2020;2(2):83–92. Islam A. Configuring a Quadruple Helix Innovation Model (QHIM) based blueprint for
Malaysian SMEs to survive the crises happening by Covid-19. Emerald Open. 2020;2(May):1–4 UKM KK dan. Perkembangan Data Usaha Mikro, Kecil, Menengah (UMKM) dan Usaha Besar
(UB). Vol. 2018. UKM, Koperasi K. Menkop dan UKM paparkan Skema Pemulihan Ekonomi KUKM di Masa
dan Pasca Covid-19. 2020. OECD. Covid-19: SME Policy Responses. Tackling coronavirus Contrib to a Glob effort
[Internet]. 2020;(March):1–55. Available
from:
https://oecd.dam-
broadcast.com/pm 7379 119 119680- di6h3qgi4x.pdf. Sugiri D. Menyelamatkan Usaha Mikro, Kecil dan Menengah dari Dampak Pandemi Covid-19. Fokus Bisnis Media Pengkaj Manaj dan Akunt. 2020;19(1):76–86. g
j
j
Gibson JL, Ivancevich JM, Donnelly JH, Konopaske R. Organization; Behavior, Stucture,
Processes. Fourteenth. United States: Mc Graw Hilll Irwin; 2009. 642 p. Amanda, R., Suherman, E., & Hidayaty, D. E. (2022). Pengaruh Stres Kerja Terhadap Kinerja
Karyawan Melalui Kepuasan Kerja Pada Karyawan Imigrasi Kelas I Non TPI
Karawang. Jurnal
Ilmiah
Mandala
Education, 8(4). https://ejournal.mandalanursa.org/index.php/JIME/article/view/3931 812 | Vol. 1 No. 5
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https://openalex.org/W2982377894
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https://genomebiology.biomedcentral.com/track/pdf/10.1186/s13059-019-1833-x
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English
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Endogenous retroviral insertions drive non-canonical imprinting in extra-embryonic tissues
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Genome biology
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cc-by
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Hanna et al. Genome Biology (2019) 20:225
https://doi.org/10.1186/s13059-019-1833-x Hanna et al. Genome Biology (2019) 20:225
https://doi.org/10.1186/s13059-019-1833-x Open Access Endogenous retroviral insertions drive non-
canonical imprinting in extra-embryonic
tissues Courtney W. Hanna1,2*
, Raquel Pérez-Palacios3, Lenka Gahurova4,5, Michael Schubert6, Felix Krueger7,
Laura Biggins7, Simon Andrews7, Maria Colomé-Tatché6,8,9, Deborah Bourc’his3, Wendy Dean1,10 and
Gavin Kelsey1,2* © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Genomic imprinting is an epigenetic phenomenon that allows a subset of genes to be expressed
mono-allelically based on the parent of origin and is typically regulated by differential DNA methylation inherited
from gametes. Imprinting is pervasive in murine extra-embryonic lineages, and uniquely, the imprinting of several
genes has been found to be conferred non-canonically through maternally inherited repressive histone
modification H3K27me3. However, the underlying regulatory mechanisms of non-canonical imprinting in post-
implantation development remain unexplored. Results: We identify imprinted regions in post-implantation epiblast and extra-embryonic ectoderm (ExE) by
assaying allelic histone modifications (H3K4me3, H3K36me3, H3K27me3), gene expression, and DNA methylation in
reciprocal C57BL/6 and CAST hybrid embryos. We distinguish loci with DNA methylation-dependent (canonical) and
independent (non-canonical) imprinting by assaying hybrid embryos with ablated maternally inherited DNA
methylation. We find that non-canonical imprints are localized to endogenous retrovirus-K (ERVK) long terminal
repeats (LTRs), which act as imprinted promoters specifically in extra-embryonic lineages. Transcribed ERVK LTRs are
CpG-rich and located in close proximity to gene promoters, and imprinting status is determined by their epigenetic
patterning in the oocyte. Finally, we show that oocyte-derived H3K27me3 associated with non-canonical imprints is
not maintained beyond pre-implantation development at these elements and is replaced by secondary imprinted
DNA methylation on the maternal allele in post-implantation ExE, while being completely silenced by bi-allelic DNA
methylation in the epiblast. Conclusions: This study reveals distinct epigenetic mechanisms regulating non-canonical imprinted gene
expression between embryonic and extra-embryonic development and identifies an integral role for ERVK LTR
repetitive elements. Keywords: Genomic imprinting, Histone modifications, Extra-embryonic, Development, Embryo, H3K27me3, Non-
canonical imprinting, Long terminal repeats (LTRs), Placenta, Endogenous retroviruses (ERVs) p
y
;
gavin.kelsey@babraham.ac.uk
1Epigenetics Programme, Babraham Institute, Cambridge, UK
Full list of author information is available at the end of the article g
y@
1Epigenetics Programme, Babraham Institute, Cambridge, UK
Full list of author information is available at the end of the article * Correspondence: courtney.hanna@babraham.ac.uk;
gavin.kelsey@babraham.ac.uk
1Epigenetics Programme, Babraham Institute, Cambridge, UK
Full list of author information is available at the end of the article Results
Study design To evaluate the allelic regulation of gene expression in
the embryo, we assessed the epigenetic modifications in
C57BL6/Babr and CAST/EiJ reciprocal hybrid (denoted
as B6/CAST and CAST/B6, in which by convention, the
maternal strain is indicated first) embryonic day (E) 6.5
epiblast
and
extra-embryonic
ectoderm
(ExE). We
assayed H3K4me3, H3K36me3, and H3K27me3 using
ultra low-input ChIP-seq and DNA methylation using
post-bisulphite adaptor tagging (PBAT), as previously de-
scribed [22], from a pool of ~ 2500 cells of either epiblast
or ExE (Fig. 1a, b; Additional file 1: Figure S1 and S2). We
additionally profiled these epigenetic marks in E6.5 hybrid
embryos derived from B6 females with a double conditional
knockout for Dnmt3a and Dnmt3b in oocytes, driven by
Zp3-cre, crossed to CAST males (denoted matDKO/
CAST) (Additional file 1: Figure S1 and S2). Consequently,
these matDKO/CAST embryos will inherit no maternal
DNA methylation [9] but are able to sufficiently establish
DNA methylation post-fertilization [23]. Allelic gene ex-
pression was evaluated in E7.5 epiblast and ExE of all hy-
brid crosses (Fig. 1a, b; Additional file 1: Figure S3). Details
of biological replicates and datasets generated for this study
are summarized in Additional file 2: Table S1. Imprinted genes are essential for the regulation of
mammalian development, placentation, and fetal growth. It has been proposed that imprinting arose as a conse-
quence of the conflict between the paternal and mater-
nal genomes within the conceptus in placental mammals
to increase or restrict demand for maternal resources,
respectively [13]. The barrier between the mother and
fetus, the extra-embryonic tissues, perhaps unsurprisingly,
has more expressed imprinted genes than most other tis-
sues [14, 15]. Furthermore, several observations suggest
that imprinted gene regulation in extra-embryonic tissues
may be dependent on a unique combination of multiple
epigenetic layers, utilizing differential DNA methylation
together with or in addition to histone modifications and
long non-coding RNAs (lncRNAs) [16, 17]. © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Hanna et al. Genome Biology (2019) 20:225 Page 2 of 17 Page 2 of 17 Hanna et al. Genome Biology (2019) 20:225 Background Zfp64, Phf17, Smoc1, Pde10a) appear to have no associ-
ated gDMRs, suggesting they may be solely regulated by
histone modifications [15, 19, 20]. Indeed, a recent study
found that maternally deposited H3K27me3 can confer
imprinted gene expression. However, this “non-canon-
ical” imprinting appears to be predominantly transient
in the early embryo, and the key mechanisms that main-
tain this form of imprinting are still unknown [21]. Notably, for the few genes with persistent mono-allelic
expression in later development, mono-allelic expression
becomes restricted to extra-embryonic lineages, suggest-
ing that extra-embryonic tissues may be uniquely permis-
sive for this additional form of imprinted gene regulation. Importantly, it remains to be shown whether (1) histone
modifications have a unique allelic patterning in extra-
embryonic tissues conferring imprinted gene expression
and (2) non-canonical imprinting is truly independent of
maternally inherited gDMRs. The genetic contributions from both the sperm and oocyte
are essential for successful development in mammals. Thirty-five years ago, seminal embryo manipulation experi-
ments in mice showed that embryos with either two mater-
nal or two paternal genomes die early in gestation [1, 2],
and it was postulated that the parental genomes were
somehow differentially imprinted during gametogenesis. Shortly thereafter, three genes, Igf2r, H19, and Igf2, were
identified to be expressed mono-allelically based on the
parent of origin, revealing the first examples of “genomic
imprinting” [3–5]. Importantly, the regulation of imprinted
mono-allelic expression was found to be due to the asym-
metric deposition of an epigenetic mark, DNA methyla-
tion, in gametes [6, 7]. The study of imprinted genes has been integral to our
understanding of epigenetic regulation of gene expression
and has revealed the capacity for intergenerational trans-
mission of epigenetic instructions from gametes to a newly
formed embryo. Imprinting classically depends on locus-
specific differences in DNA methylation established in the
gametes [8, 9], with the vast majority of germ line differen-
tially methylated regions (gDMRs) being established on
maternal alleles during oogenesis [10]. Upon fertilization,
despite the widespread epigenetic reprogramming, which
includes the erasure of DNA methylation, reallocation of
histone modification patterns, and dynamic chromatin re-
modeling [11], imprinted gDMRs are protected from these
reprogramming events. In the post-implantation embryo,
as there is re-acquisition of genomic DNA methylation,
gDMRs
maintain
their
inherited
mono-allelic
status
through the protection of the unmethylated allele [12]. Imprinted H3K4me3 is associated with imprinted gene
expression Two 10% inputs were taken from each pool of embryos,
one for a ChIP-seq input control and the other for low-coverage bisulphite-seq. RNA-seq was done on matched single E7.5 epiblast (N = 3) and ExE (N = 3). b Screenshot of E7.5 gene expression; E6.5 H3K4me3, H3K36me3, and H3K27me3; and E6.5 DNA methylation for B6/CAST epiblast and ExE. H3K4me3 is
enriched at gene promoters, H3K36me3 along gene bodies of expressed genes, and H3K27me3 at transcriptionally silent promoters. The epiblast is highly
methylated with exception of promoters, while ExE shows the expected lower global levels of DNA methylation. The box highlights the Sfmbt2 gene,
which shows tissue-specific expression in ExE. ChIP-seq enrichment (RPKM) is shown for 1-kb running windows, with a 100-bp step (scales in square
brackets), while gene expression and DNA methylation are shown using 2-kb running windows, with a 500-bp step Fig. 1 Experimental design and data evaluation. a Schematic of experimental design demonstrating the collection of reciprocal hybrid post-implantation
embryos for ultra low-input ChIP-seq, bisulphite-seq, and RNA-seq. Two replicates of H3K4me3, H3K27me3, and H3K36me3 ChIP-seq were each done
using a pool of either E6.5 epiblasts (N = 4) or ExE (N = 8), approximating an input of ~ 2500 cells. Two 10% inputs were taken from each pool of embryos,
one for a ChIP-seq input control and the other for low-coverage bisulphite-seq. RNA-seq was done on matched single E7.5 epiblast (N = 3) and ExE (N = 3). b Screenshot of E7.5 gene expression; E6.5 H3K4me3, H3K36me3, and H3K27me3; and E6.5 DNA methylation for B6/CAST epiblast and ExE. H3K4me3 is
enriched at gene promoters, H3K36me3 along gene bodies of expressed genes, and H3K27me3 at transcriptionally silent promoters. The epiblast is highly
methylated with exception of promoters, while ExE shows the expected lower global levels of DNA methylation. The box highlights the Sfmbt2 gene,
which shows tissue-specific expression in ExE. ChIP-seq enrichment (RPKM) is shown for 1-kb running windows, with a 100-bp step (scales in square
brackets), while gene expression and DNA methylation are shown using 2-kb running windows, with a 500-bp step a significant allelic bias in at least one dataset (Add-
itional file 2: Table S2). Thus, imprinted H3K4me3 peaks
are strongly predictive of mono-allelic H3K36me3 and
gene expression of the nearest genes, as demonstrated by
the Peg3 gene (Fig. 2c; Additional file 1: Figure S4). for multiple comparisons). Imprinted H3K4me3 is associated with imprinted gene
expression Histone modifications H3K27me3 and H3K9me2/3
have been associated with placental-specific imprinting
of distal genes in the Kcnq1/Kcnq1ot1 and Igf2r/Airn
clusters; however, this distal mono-allelic silencing is
mediated by a non-coding RNA that is regulated by a
canonical gDMR [16, 18]. Intriguingly, a number of iso-
lated placental-specific imprinted genes (e.g., Sfmbt2, To identify imprinted domains in E6.5 embryos, we
called H3K4me3 peaks on autosomes in the epiblast
(N = 33,329) and ExE (N = 40,468) of B6/CAST and
CAST/B6 embryos. H3K4me3 peaks with a minimum of
20 strain-specific SNP-spanning reads in at least 1 repli-
cate of epiblast (N = 15,407) and ExE (N = 15,976) were
evaluated for allelic bias using EdgeR (p < 0.05, corrected Hanna et al. Genome Biology (2019) 20:225 Page 3 of 17 Hanna et al. Genome Biology Fig. 1 Experimental design and data evaluation. a Schematic of experimental design demonstrating the collection of reciprocal hybrid post-implantation
embryos for ultra low-input ChIP-seq, bisulphite-seq, and RNA-seq. Two replicates of H3K4me3, H3K27me3, and H3K36me3 ChIP-seq were each done
using a pool of either E6.5 epiblasts (N = 4) or ExE (N = 8), approximating an input of ~ 2500 cells. Two 10% inputs were taken from each pool of embryos,
one for a ChIP-seq input control and the other for low-coverage bisulphite-seq. RNA-seq was done on matched single E7.5 epiblast (N = 3) and ExE (N = 3). b Screenshot of E7.5 gene expression; E6.5 H3K4me3, H3K36me3, and H3K27me3; and E6.5 DNA methylation for B6/CAST epiblast and ExE. H3K4me3 is
enriched at gene promoters, H3K36me3 along gene bodies of expressed genes, and H3K27me3 at transcriptionally silent promoters. The epiblast is highly
methylated with exception of promoters, while ExE shows the expected lower global levels of DNA methylation. The box highlights the Sfmbt2 gene,
which shows tissue-specific expression in ExE. ChIP-seq enrichment (RPKM) is shown for 1-kb running windows, with a 100-bp step (scales in square
brackets), while gene expression and DNA methylation are shown using 2-kb running windows, with a 500-bp step Fig. 1 Experimental design and data evaluation. a Schematic of experimental design demonstrating the collection of reciprocal hybrid post-implantation
embryos for ultra low-input ChIP-seq, bisulphite-seq, and RNA-seq. Two replicates of H3K4me3, H3K27me3, and H3K36me3 ChIP-seq were each done
using a pool of either E6.5 epiblasts (N = 4) or ExE (N = 8), approximating an input of ~ 2500 cells. Imprinted H3K4me3 is associated with imprinted gene
expression In epiblast, 85.2%
(23/27) of informative genes associated with an imprinted
H3K4me3 peak (Additional file 1: Figure S4) showed a sig-
nificant allelic bias in at least one dataset (Additional file 2:
Table S3). In ExE, 94.4% (51/54) of informative genes asso-
ciated with an imprinted H3K4me3 peak (Fig. 2b) showed Imprinted H3K4me3 is associated with imprinted gene
expression A consensus set of allelic
H3K4me3 peaks was identified for epiblast (N = 329) and
ExE (N = 913), as those that were significant in both B6/
CAST and CAST/B6 crosses (Fig. 2a; Additional file 1:
Figure S4). The vast majority of allelic H3K4me3 peaks
demonstrated strain-specific inheritance patterns (92%),
with the remaining 8% of peaks showing parent-of-origin
(imprinted) inheritance. In total, we identified 69 imprinted
H3K4me3 peaks in ExE and 29 in the epiblast (Fig. 2a; Add-
itional file 1: Figure S4; Additional file 2: Tables S2 and S3). The majority (72.4%) of imprinted H3K4me3 peaks were lo-
cated at an annotated gene promoter(s), and the remaining
were assigned to the nearest gene within 10 kb, where ap-
plicable (Additional file 2: Tables S2 and S3). When
compared to a list of known (and putative) imprinted
genes (Additional file 2: Table S4), known imprinted genes
comprised 77.8% and 96.2% of genes associated with an
imprinted H3K4me3 peak in ExE and epiblast, respectively. for multiple comparisons). A consensus set of allelic
H3K4me3 peaks was identified for epiblast (N = 329) and
ExE (N = 913), as those that were significant in both B6/
CAST and CAST/B6 crosses (Fig. 2a; Additional file 1:
Figure S4). The vast majority of allelic H3K4me3 peaks
demonstrated strain-specific inheritance patterns (92%),
with the remaining 8% of peaks showing parent-of-origin
(imprinted) inheritance. In total, we identified 69 imprinted
H3K4me3 peaks in ExE and 29 in the epiblast (Fig. 2a; Add-
itional file 1: Figure S4; Additional file 2: Tables S2 and S3). The majority (72.4%) of imprinted H3K4me3 peaks were lo-
cated at an annotated gene promoter(s), and the remaining
were assigned to the nearest gene within 10 kb, where ap-
plicable (Additional file 2: Tables S2 and S3). When
compared to a list of known (and putative) imprinted
genes (Additional file 2: Table S4), known imprinted genes
comprised 77.8% and 96.2% of genes associated with an
imprinted H3K4me3 peak in ExE and epiblast, respectively. We then evaluated whether imprinted H3K4me3 was as-
sociated with allele-specific gene expression, using the
EdgeR statistical approach to identify genes with allelic
bias for H3K36me3 in E6.5 epiblast and ExE, and gene ex-
pression in E7.5 epiblast, E7.5 ExE, and E12.5 placenta [15]
(Fig. 2b; Additional file 1: Figure S4). Non-canonical vs. canonical imprinted gene regulation Non-canonical vs. canonical imprinted gene regulation
To determine which imprinted loci are dependent on ma-
ternally inherited gDMRs, we evaluated allelic H3K4me3
in post-implantation matDKO/CAST embryos. Using the
EdgeR statistical approach described for the reciprocal hy-
brids, we identified H3K4me3 peaks that lost allelic bias in
the matDKO/CAST (canonical maternal imprints) and
those that remained imprinted (non-canonical imprints
and canonical paternal imprints) (Fig. 3a; Additional file 1:
Figure S5). In epiblast, there were only 5 imprinted
H3K4me3 peaks present in the matDKO/CAST (H19, IG-
DMR, Meg3, Slc38a4, and Gab1); the former 3 are regu-
lated by paternal gDMRs, thus leaving 2 that could be
classified as non-canonical (Additional file 2: Table S3). In
ExE, we identified 3 H3K4me3 peaks associated with
known paternal gDMRs (H19, Igf2, and Meg3), 17 that we
classified as non-canonical (including all 4 previously
reported non-canonical imprinted genes [21]), with a
remaining 49 canonical maternally regulated imprinted
H3K4me3 peaks that were lost in matDKO/CAST (Fig. 3a;
Additional file 2: Table S2). These data support previous
reports that non-canonical imprinting is largely restricted
to the extra-embryonic lineage [21]. We then evaluated whether imprinted H3K4me3 was as-
sociated with allele-specific gene expression, using the
EdgeR statistical approach to identify genes with allelic
bias for H3K36me3 in E6.5 epiblast and ExE, and gene ex-
pression in E7.5 epiblast, E7.5 ExE, and E12.5 placenta [15]
(Fig. 2b; Additional file 1: Figure S4). In epiblast, 85.2%
(23/27) of informative genes associated with an imprinted
H3K4me3 peak (Additional file 1: Figure S4) showed a sig-
nificant allelic bias in at least one dataset (Additional file 2:
Table S3). In ExE, 94.4% (51/54) of informative genes asso-
ciated with an imprinted H3K4me3 peak (Fig. 2b) showed Hanna et al. Genome Biology (2019) 20:225 Page 4 of 17 Hanna et al. Genome Biology Fig. 2 Imprinted H3K4me3 peaks are associated with imprinted gene expression in ExE. a Scatter plots of allelic H3K4me3 enrichment at
autosomal H3K4me3 peaks (N = 15,976) in B6/CAST E6.5 ExE (top) and CAST/B6 E6.5 ExE (bottom). Peaks with allelically biased H3K4me3 were
identified using EdgeR statistic (p < 0.05, corrected for multiple comparisons). Significant peaks were then classified into strain-specific allelic H3K4me3 if
their allelic enrichment switched in the reciprocal cross, denoted as B6-specific (green) and CAST-specific (turquoise). Significant peaks were identified as
imprinted if the allelic enrichment was consistent between reciprocal crosses, denoted as paternal (blue) or maternal (red). Non-canonical vs. canonical imprinted gene regulation Allelic bias (log2(pat/mat)) for E6.5 ExE H3K36me3, E7.5 ExE gene expression, and E12.5 placenta (P) gene expression is shown for
associated nearby genes (Additional file 2: Table S2). Reciprocal hybrids are denoted as B/C (B6/CAST), C/B (CAST/B6), F/C (FvB/CAST), and C/F (CAST/FvB). White boxes indicate where there was insufficient data (ChIP-seq < 20 SNP-spanning reads in all replicates, RNA-seq < 5 SNP-spanning reads in all
replicates). ChIP-seq data was quantitated is as in a, RNA-seq data was quantitated as read count over exons. H3K4me3 peaks were excluded if there was
no gene within 10 kb or the associated gene was uninformative in all datasets. H3K4me3 peaks overlapping more than one gene promoter are duplicated
in the H3K4me3 column. Novel imprinted genes are marked with an asterisk. c Screenshot of allelic enrichment for H3K4me3 and H3K36me3 in E6.5 ExE
and gene expression in E7.5 ExE for B6/CAST and CAST/B6 at the known imprinted gene Peg3. Box indicates the location of the maternal gDMR. ChIP-seq
data is quantitated using enrichment normalized RPKM for autosomal 1-kb running windows with a 100-bp step (scales in square brackets); paternal (blue)
and maternal (red) enrichments are shown on mirrored axes. Gene expression is quantitated as log2(RPKM) for 500-bp running windows with a 50-bp step As ERV LTRs have been implicated in regulating tissue-
specific gene expression [24], we identified those ERVK
LTRs within non-canonical imprinted H3K4me3 peaks
that were transcription initiation sites in extra-embryonic
tissues (N = 8 out of 28) (Additional file 1: Figure S5; Add-
itional file 2: Table S5). Similar to the genes associated
with non-canonical imprinted H3K4me3 peaks (Fig. 2b)
[21], ERVK LTR promoters underlying imprinted paternal
H3K4me3 peaks showed predominantly imprinted pater-
nal expression in E12.5 FvB x CAST hybrid placenta and
visceral endoderm [15] (Fig. 3c). Similarly, using publically
available RNA-seq data [15], we observed they were also
expressed specifically in extra-embryonic lineages during
post-implantation development (Fig. 3d). Two non-canonical imprinted H3K4me3 peaks identi-
fied in ExE were on the maternal alleles (Pde10a and
Cd81) and were localized at the large Igf2r/Airn and
Kcnq1/Kcnq1ot1 imprinted clusters, and thus have dis-
tinct regulatory mechanisms to non-canonical H3K4me3
peaks on paternal alleles [15]. Thus, all subsequent ana-
lyses have been done on the 15 non-canonical imprinted
paternal H3K4me3 peaks identified in ExE. Non-canonical imprinted H3K4me3 peaks localize to
endogenous retroviral LTRs We evaluated
whether
canonical
and
non-canonical
imprints in ExE are enriched for similar genomic features. While canonical imprinted H3K4me3 peaks were strongly
enriched
for
CGIs
(88%),
non-canonical
imprinted
H3K4me3 peaks were enriched for regulatory sequences
of repetitive elements, the most significant of which was
the long terminal repeats (LTRs) of endogenous retroviral
(ERV) (93%) (Fig. 3b), specifically endogenous retrovirus-
K (ERVKs) (Additional file 1: Figure S5). Non-canonical vs. canonical imprinted gene regulation Enrichment is quantitated as
read count normalized to library size, correcting for peak length. b Heatmap showing allelic bias (log2(pat/mat)) for E6.5 ExE H3K4me3 at H3K4me3 peaks
identified in E6.5 ExE. Allelic bias (log2(pat/mat)) for E6.5 ExE H3K36me3, E7.5 ExE gene expression, and E12.5 placenta (P) gene expression is shown for
associated nearby genes (Additional file 2: Table S2). Reciprocal hybrids are denoted as B/C (B6/CAST), C/B (CAST/B6), F/C (FvB/CAST), and C/F (CAST/FvB). White boxes indicate where there was insufficient data (ChIP-seq < 20 SNP-spanning reads in all replicates, RNA-seq < 5 SNP-spanning reads in all
replicates). ChIP-seq data was quantitated is as in a, RNA-seq data was quantitated as read count over exons. H3K4me3 peaks were excluded if there was
no gene within 10 kb or the associated gene was uninformative in all datasets. H3K4me3 peaks overlapping more than one gene promoter are duplicated
in the H3K4me3 column. Novel imprinted genes are marked with an asterisk. c Screenshot of allelic enrichment for H3K4me3 and H3K36me3 in E6.5 ExE
and gene expression in E7.5 ExE for B6/CAST and CAST/B6 at the known imprinted gene Peg3. Box indicates the location of the maternal gDMR. ChIP-seq
data is quantitated using enrichment normalized RPKM for autosomal 1-kb running windows with a 100-bp step (scales in square brackets); paternal (blue)
and maternal (red) enrichments are shown on mirrored axes. Gene expression is quantitated as log2(RPKM) for 500-bp running windows with a 50-bp step Fig. 2 Imprinted H3K4me3 peaks are associated with imprinted gene expression in ExE. a Scatter plots of allelic H3K4me3 enrichment at Fig. 2 Imprinted H3K4me3 peaks are associated with imprinted gene expression in ExE. a Scatter plots of allelic H3K4me3 enrichment at
autosomal H3K4me3 peaks (N = 15,976) in B6/CAST E6.5 ExE (top) and CAST/B6 E6.5 ExE (bottom). Peaks with allelically biased H3K4me3 were
identified using EdgeR statistic (p < 0.05, corrected for multiple comparisons). Significant peaks were then classified into strain-specific allelic H3K4me3 if
their allelic enrichment switched in the reciprocal cross, denoted as B6-specific (green) and CAST-specific (turquoise). Significant peaks were identified as
imprinted if the allelic enrichment was consistent between reciprocal crosses, denoted as paternal (blue) or maternal (red). Enrichment is quantitated as
read count normalized to library size, correcting for peak length. b Heatmap showing allelic bias (log2(pat/mat)) for E6.5 ExE H3K4me3 at H3K4me3 peaks
identified in E6.5 ExE. Genomic and epigenetic features associated with non-
canonically imprinted ERVK LTRs We then sought to determine (1) whether sequence
or genomic features underlie the tissue specificity of
extra-embryonic ERVK LTR promoters and (2) why a Page 5 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology Fig. 3 Non-canonical imprinted H3K4me3 in ExE demarcates imprinted ERVK LTR elements with extra-embryonic-specific imprinted expression. a
Allelic ratio for H3K4me3 at canonical maternally regulated imprinted H3K4me3 peaks (N = 49) canonical paternally regulated imprinted H3K4me3
peaks (N = 3), and non-canonical imprinted H3K4me3 peaks (N = 17) in B6/CAST, CAST/B6, and matDKO/CAST E6.5 ExE. Informative H3K4me3
peaks were quantitated using read counts corrected for library size, and relative allelic ratios were calculated (allelic ratio = mat/(mat + pat)). b The
percentage of non-canonical imprinted H3K4me3 peaks with paternal allelic bias (N = 15) and canonical imprinted H3K4me3 peaks (N = 52) that were
overlapping each category of genomic feature, including CpG islands (CGIs) and classes of repetitive elements. Each pair-wise comparison was done
using chi-square statistic, with a significance threshold adjusted for multiple comparisons using Bonferroni correction. c Allelic expression of
transcribed ERVK LTRs within a non-canonical imprinted paternal H3K4me3 peak (N = 8, Additional file 2: Table S5) is shown in extra-embryonic tissues
at E12.5 (placenta and visceral endoderm (VE)). Reciprocal hybrids are denoted as F/C (FvB/CAST) and C/F (CAST/FvB). White boxes indicate where
there was insufficient data (< 5 SNP-spanning reads in all replicates). d Heatmap showing expression levels across extra-embryonic and embryonic
tissues of transcriptionally active ERVK LTR elements within a non-canonical imprinted paternal H3K4me3 peak (N = 8). The nearest gene is denoted in
brackets next to the ERVK LTR identifier Fig. 3 Non-canonical imprinted H3K4me3 in ExE demarcates imprinted ERVK LTR elements with extra-embryonic-specific imprinted expression. a
Allelic ratio for H3K4me3 at canonical maternally regulated imprinted H3K4me3 peaks (N = 49) canonical paternally regulated imprinted H3K4me3
peaks (N = 3), and non-canonical imprinted H3K4me3 peaks (N = 17) in B6/CAST, CAST/B6, and matDKO/CAST E6.5 ExE. Informative H3K4me3
peaks were quantitated using read counts corrected for library size, and relative allelic ratios were calculated (allelic ratio = mat/(mat + pat)). b The
percentage of non-canonical imprinted H3K4me3 peaks with paternal allelic bias (N = 15) and canonical imprinted H3K4me3 peaks (N = 52) that were
overlapping each category of genomic feature, including CpG islands (CGIs) and classes of repetitive elements. Genomic and epigenetic features associated with non-
canonically imprinted ERVK LTRs Each pair-wise comparison was done
using chi-square statistic, with a significance threshold adjusted for multiple comparisons using Bonferroni correction. c Allelic expression of
transcribed ERVK LTRs within a non-canonical imprinted paternal H3K4me3 peak (N = 8, Additional file 2: Table S5) is shown in extra-embryonic tissues
at E12.5 (placenta and visceral endoderm (VE)). Reciprocal hybrids are denoted as F/C (FvB/CAST) and C/F (CAST/FvB). White boxes indicate where
there was insufficient data (< 5 SNP-spanning reads in all replicates). d Heatmap showing expression levels across extra-embryonic and embryonic
tissues of transcriptionally active ERVK LTR elements within a non-canonical imprinted paternal H3K4me3 peak (N = 8). The nearest gene is denoted in
brackets next to the ERVK LTR identifier LTRs that act as enhancers in extra-embryonic tissues
have been reported to be enriched in transcription factor
motifs ELF5, EOMES, and CDX2 [25]; however, we did
not identify motifs that were enriched among extra-
embryonic ERVK LTR promoters using an unbiased
approach. Furthermore, we did not find significant en-
richment specifically for ELF5, EOMES, or CDX2 motifs. subset is non-canonically imprinted. To evaluate these ques-
tions, we identified all ERVK LTRs that fell within ExE
H3K4me3 peaks that were active promoters in extra-
embryonic tissues (N = 40), which included the 8 non-
canonical imprinted ERVK LTRs and 32 ERVK LTRs with-
out imprinted expression (Additional file 2: Table S6). Using
these 40 extra-embryonic ERVK LTR promoters, we assessed
the sequence composition, sequence motifs, proximity to
genes and promoters, ERVK LTR classes, and LTR length. subset is non-canonically imprinted. To evaluate these ques-
tions, we identified all ERVK LTRs that fell within ExE
H3K4me3 peaks that were active promoters in extra-
embryonic tissues (N = 40), which included the 8 non-
canonical imprinted ERVK LTRs and 32 ERVK LTRs with-
out imprinted expression (Additional file 2: Table S6). Using
these 40 extra-embryonic ERVK LTR promoters, we assessed
the sequence composition, sequence motifs, proximity to
genes and promoters, ERVK LTR classes, and LTR length. As non-canonical imprinting has been associated with
maternal H3K27me3 inherited from the oocyte [21], we
evaluated whether epigenetic marks (H3K4me3, H3K27me3,
and DNA methylation) in the maternal oocyte were associ-
ated with the transcriptional status of ERVK LTR promoters
in extra-embryonic tissues. Non-canonical imprinted ERVK
LTR promoters were indeed significantly associated with oo-
cyte H3K27me3 (p < 0.001) (Fig. 4c). Genomic and epigenetic features associated with non-
canonically imprinted ERVK LTRs Remarkably, H3K4me3
in the oocyte significantly differentiated those ERVK LTRs
that were transcriptionally active in extra-embryonic tissues
compared to inactive (p < 0.001) (Fig. 4c). g
p
g
In contrast to ERVK LTRs genome-wide, we found
that extra-embryonic ERVK LTR promoters had rela-
tively high CpG content (Fig. 4a) and were more likely
to be in close proximity and on the same strand as an
annotated transcription start site (TSS) (Fig. 4b). Similar
to the majority of ERVK LTRs in the genome, extra-
embryonic ERVK LTR promoters were mostly solo LTR
elements (417 ± 19 bp) (Additional file 1: Figure S6),
which had lost their associated retroviral genes [24]. Solo Page 6 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology Fig. 4 Genomic features and epigenetic patterning in the maternal oocyte are associated with ERVK LTR expression patterns in extra-embryonic
tissues. a CpG content was compared between ERVK LTRs that were transcriptionally active in extra-embryonic tissues, including the subset of
non-canonically imprinted ERVKs (N = 40, blue dots) and all mappable ERVK LTRs (N = 334,322) (p < 5E−10, Welch two-sample t test). b The
proportion of transcriptionally active ERVK LTRs in extra-embryonic tissues (N = 40) within 3 kb of a transcription start site (TSS) on the same or
opposing strand was compared to all mappable ERVK LTRs (N = 334,322) (chi-square statistic, p < 0.0001). c The proportion of transcriptionally
active non-canonical imprinted ERVK LTRs (N = 8) and extra-embryonic active ERVK LTRs (N = 32) overlapping epigenetic modifications in GV
oocytes was compared to a random subset of mappable ERVK LTRs (N = 100) (chi-square statistic, p = 0.0002 and p = 0.0001, respectively) Fig. 4 Genomic features and epigenetic patterning in the maternal oocyte are associated with ERVK LTR expression patterns in extra-embryonic
tissues. a CpG content was compared between ERVK LTRs that were transcriptionally active in extra-embryonic tissues, including the subset of
non-canonically imprinted ERVKs (N = 40 blue dots) and all mappable ERVK LTRs (N = 334 322) (p < 5E−10 Welch two-sample t test) b The Fig. 4 Genomic features and epigenetic patterning in the maternal oocyte are associated with ERVK LTR expression patterns in extra-embryonic
tissues. Genomic and epigenetic features associated with non-
canonically imprinted ERVK LTRs a CpG content was compared between ERVK LTRs that were transcriptionally active in extra-embryonic tissues, including the subset of
non-canonically imprinted ERVKs (N = 40, blue dots) and all mappable ERVK LTRs (N = 334,322) (p < 5E−10, Welch two-sample t test). b The
proportion of transcriptionally active ERVK LTRs in extra-embryonic tissues (N = 40) within 3 kb of a transcription start site (TSS) on the same or
opposing strand was compared to all mappable ERVK LTRs (N = 334,322) (chi-square statistic, p < 0.0001). c The proportion of transcriptionally
active non-canonical imprinted ERVK LTRs (N = 8) and extra-embryonic active ERVK LTRs (N = 32) overlapping epigenetic modifications in GV
oocytes was compared to a random subset of mappable ERVK LTRs (N = 100) (chi-square statistic, p = 0.0002 and p = 0.0001, respectively) Non-canonically imprinted ERVK LTR promoters mediate
imprinting of nearby protein-coding genes Non-canonically imprinted ERVK LTR promoters mediate
imprinting of nearby protein-coding genes H3K27me3 in the oocyte (Fig. 5c). We find that RLTR15
acts as an alternative promoter for the Gab1 gene on the
paternal allele specifically in the placenta (Fig. 5d, e), with
intron-spanning reads demonstrating that the ERVK LTR
is spliced onto exon 2 (Additional file 1: Figure S7). We found examples of non-canonically imprinted ERVK
LTR promoters driving transcription of non-coding RNAs,
but also mediating imprinting of protein-coding genes. One such example is the non-canonically imprinted ERVK
LTR (RLTR15) located in intron 1 of the Gab1 gene. Gab1 shows imprinted paternal expression in E7.5 ExE;
yet, the promoter of Gab1 has bi-allelic enrichment for
H3K4me3 (Fig. 5a). Rather, the intronic RLTR15 is
demarcated by imprinted paternal H3K4me3 (Fig. 5a) and
is non-canonically imprinted (Fig. 5b) with enrichment for g
Together, these analyses suggest that ERVK LTR ele-
ments can directly mediate imprinted gene expression in
extra-embryonic lineages. To demonstrate this using a
genetic approach, we designed CRISPR/Cas9 sgRNAs to
excise RLTR15 in vivo (Additional file 1: Figure S7). We
targeted B6/CAST hybrid zygotes which were implanted
in foster mothers, and we subsequently collected E12.5 Page 7 of 17 Hanna et al. Genome Biology (2019) 20:225 (2019) 20:225 Hanna et al. Genome Biology Fig. 5 (See legend on next page.) Page 8 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology (See figure on previous page.)
Fig. Genomic and epigenetic features associated with non-
canonically imprinted ERVK LTRs Together, these data suggest that the anno-
tated Slc38a4 promoter is predominantly canonically
imprinted by DNA methylation in embryonic lineages,
while in extra-embryonic lineages, it appears that the
non-canonically imprinted upstream ERVK LTRs may
modulate the activity of the paternal allele of the Slc38a4
promoter, resulting in non-canonical imprinted gene
expression. extra-embryonic tissues (placenta and yolk sac) and
whole embryos (N = 42 embryos). We were able to ob-
tain one embryo (F4E5) that was targeted on the paternal
CAST allele, although genotyping revealed that the dele-
tion was mosaic (Additional file 1: Figure S7). Nevertheless,
allelic RNA-seq analysis of F4E5 compared with three con-
trols (Additional file 1: Figure S7) demonstrated that Gab1
specifically showed a partial loss of imprinting in E12.5 pla-
centa and yolk sac (Fig. 5f; Additional file 1: Figure S7). Another intriguing example is imprinted gene Slc38a4. Slc38a4 has a maternal gDMR at its promoter [26] but
paradoxically was recently reported to have non-canonical
imprinted gene expression in extra-embryonic lineages
[21]. Furthermore, we identified a non-canonical imprinted
H3K4me3 peak overlying the Slc38a4 gDMR promoter
(Additional file 2: Tables S2 and S3), raising questions as
to whether the Slc38a4 promoter is regulated canonically
or non-canonically. To investigate this further, we assessed
allelic RNA-seq patterns in the epiblast and ExE from B6/
CAST, CAST/B6, and matDKO/CAST embryos in detail. B6/CAST and CAST/B6 epiblast and ExE showed the ex-
pected imprinted paternal expression (Additional file 1:
Figure S8). In the matDKO/CAST epiblast, loss of the ma-
ternal DNA methylation at the gDMR resulted in bi-allelic
expression (Additional file 1: Figure S8), consistent with
canonical imprinting. However, in the matDKO/CAST
ExE, while there was an increase in the expression of the
maternal allele, there was still a twofold paternal bias in the
expression (Additional file 1: Figure S8), an observation
consistent with non-canonical imprinting. We evaluated publically available gene expression [27],
DNA methylation [28], and H3K4me3 and H3K27me3
histone modifications [22] in GV oocytes to determine
whether the germ line pattern of maternal epigenetic
modifications across the Slc38a4 locus is consistent with
this finding. Indeed, the annotated promoter is fully
methylated in GV oocytes, spanned by an oocyte-specific
transcript emanating from multiple mammalian appar-
ent LTR retrotransposon (MaLR) elements upstream
(Additional file 1: Figure S8), as has been previously re-
ported [27, 29]. Genomic and epigenetic features associated with non-
canonically imprinted ERVK LTRs In contrast, the upstream non-canonical
imprinted H3K4me3 peaks are enriched for H3K27me3
in GV oocytes (Additional file 1: Figure S8). Thus, it
appears that independent ERV LTR insertions upstream
of the Slc38a4 locus, one specifically active in oocytes
and the other specifically active in extra-embryonic
tissues, may have enabled genomic imprinting to have
evolved twice at this locus, using both canonical and
non-canonical mechanisms. While this finding needs to
be confirmed genetically, it would represent, to our
knowledge, the first such example of recurrent evolution
of imprinting mechanisms reported to date. In ExE, in addition to the non-canonical H3K4me3 peak
at the annotated Slc38a4 promoter, there were four up-
stream non-canonical H3K4me3 peaks, all of which were
located over ERV LTR element insertions (Additional file 1:
Figure S8). In particular, one ERVK LTR ~ 75 kb upstream
(MLTR31F_Mm) was highly expressed in ExE and showed
non-canonical imprinted expression of a spliced transcript
from the paternal allele (Additional file 1: Figure S8). How-
ever, we found no evidence that this upstream ERVK Genomic and epigenetic features associated with non-
canonically imprinted ERVK LTRs 5 A non-canonically imprinted ERVK LTR drives imprinted expression of Gab1 in placenta. a Screenshot of allelic gene expression, H3K4me3,
H3K36me3, and H3K27me3 in B6/CAST and CAST/B6 ExE. ChIP-seq data is quantitated using enrichment normalized RPKM for 1-kb running
windows with a 100-bp step (scales in square brackets); paternal (blue) and maternal (red) enrichments are shown on mirrored axes. RNA-seq
data is quantitated as RPKM for 1-kb running windows with a 100-bp step. The box denotes the location of the non-canonical imprinted
H3K4me3 peak associated with the known non-canonical imprinted gene Gab1. b Screenshot of allelic gene expression, H3K4me3, H3K36me3,
and H3K27me3 in matDKO/CAST ExE, quantitated as in a. c Screenshot of H3K4me3, H3K27me3, and DNA methylation in GV oocytes. One-kilobase
running windows with a 100-bp step were used; ChIP-seq data was quantitated as RPKM (scales in square brackets). d Screenshot showing allelic gene
expression in F/CAST and CAST/F E12.5 placenta across the Gab1 locus. The box depicts the non-canonical imprinted paternal H3K4me3 peak
containing an imprinted transcriptionally active ERVK LTR element (RLTR15). RNA-seq data is quantitated as log2RPKM for 1000-bp running windows
with a 100-bp step. e Read count for maternal (red) and paternal (blue) transcription is shown for the non-canonically imprinted RLTR15 and exon 1 of
the Gab1 gene in E12.5 and E16.5 embryonic (Li, liver; He, heart; Br, brain) and extra-embryonic (Pl, placenta; VE, visceral endoderm) tissues. Only intron-
spanning reads were used, and two-tailed t test was used to statistically compare the allelic expression (***p < 0.0005). f Barplot shows the allelic gene
expression (allelic ratio = mat/(mat + pat)) for the Gab1 gene in B6/CAST E12.5 yolk sac, placenta, and whole embryos. F4E5 carried CRISPR-targeted
deletion of non-canonically imprinted RLTR15 on the paternal allele and was compared to wild-type (WT) controls (N = 3). Two-tailed single sample
t test was used to compare the F4E5 value to the WT mean (*p < 0.05). Error bars show standard deviation LTR was acting an alternative promoter for Slc38a4, as
there were no intron-spanning reads extending to the
first or second exon of Slc38a4 in E7.5 ExE or E12.5
placenta. Epigenetic regulation of non-canonical imprints in post-
implantation embryos It has been shown that non-canonical imprinting in the
early embryo is mediated by the inheritance of maternal
H3K27me3 from the oocyte [21]. Therefore, we were Page 9 of 17 Page 9 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology (2019) 20:225 surprised to find that non-canonical imprinted EVRK
LTRs did not show enrichment for maternal H3K27me3
in E6.5 ExE (Figs. 5a and 6a). Although there was a sub-
tle bias of H3K27me3 towards the maternal allele in ExE
at non-canonical imprinted H3K4me3 peaks (p = 0.02),
when we identified regions with imprinted H3K27me3 in
ExE using the EdgeR statistical approach (Additional file 1:
Figure S9), only one non-canonically imprinted H3K4me3
peak was associated with imprinted H3K27me3. Further-
more, we found that the vast majority of imprinted
H3K27me3 in post-implantation ExE was localized to two
large imprinting clusters (Kcnq1/Kcnq1ot1 and Igf2r/Airn)
and entirely dependent on maternal gDMRs (Additional file 1:
Figure S9 and S10). their epigenetic regulation is superseded by secondary
imprinted DMRs specifically acquired in extra-embryonic
lineages (Fig. 7). Our findings not only reveal that non-
canonical imprinting can be mediated by ERVK LTR inser-
tions, but uncover the epigenetic mechanisms responsible
for their persistence in extra-embryonic tissues. The majority of the non-canonical imprinted H3K4me3
peaks we identified overlaid mono-allelically expressed
ERVK LTR promoters, which mediated transcription of
non-coding RNAs (e.g., Platr20, upstream of Slc38a4) or
acted as alternative promoters to form chimeric mRNAs
with nearby genes (e.g., Gab1, Smoc1). At the Gab1 locus,
we demonstrated that spliced transcripts from the ERVK
LTR are exclusively expressed from the paternal allele, while
the upstream canonical exon 1 is transcribed bi-allelically. Furthermore, when we genetically targeted the Gab1 EVRK
LTR promoter, despite only obtaining a mosaic deletion, we
were able to disrupt the imprinted gene expression of Gab1. Together, these findings demonstrate that ERVK LTRs are a
key genomic feature mediating non-canonical imprinting in
murine extra-embryonic development. g
To determine whether another repressive epigenetic mark
replaced maternal H3K27me3 in the post-implantation em-
bryo, we assessed the allelic DNA methylation. We gener-
ated high coverage bisulphite sequencing data from ExE and
epiblast of E7.5 reciprocal B6 x CAST hybrid embryos enab-
ling us to obtain sufficient read depth over ERVK LTRs. These data revealed that non-canonical imprinted EVRK
LTR promoters become DMRs in ExE, with the maternal al-
lele becoming methylated (Fig. Epigenetic regulation of non-canonical imprints in post-
implantation embryos 6a), whereas both alleles
were methylated in the epiblast (Additional file 1: Figure
S11). Using publicly available bisulphite and RNA sequen-
cing data from C57BL/6 germ cells and early embryos [30],
we demonstrate that these regions are definitively tissue-
specific
secondary
imprints
acquired
in
the
post-
implantation de novo DNA methylation wave specifically in
ExE (Fig. 6b). The acquisition of bi-allelic DNA methylation
in the post-implantation epiblast corresponds to the silen-
cing of these ERVK LTR promoters (Fig. 6c). y
p
ERVs have also been reported to function as enhancers
specifically in the placenta through the acquisition of
binding sites for developmental transcription factors,
and it is thought that the uniquely hypomethylated state
of the extra-embryonic tissues may enable transcrip-
tional regulation by repetitive elements [25, 32]. We did
not find any evidence for shared transcription factor
binding motifs among active extra-embryonic ERVK
LTR promoters; however, we found that they were pre-
dominantly CpG-rich solo LTRs. There are several epi-
genetic modifiers containing CxxC domains that bind
unmethylated CpGs, such H3K4 methyltransferases [33];
thus, high CpG content may be key to their role in tran-
scriptional regulation. Solo LTRs, in particular, may be
co-opted as transcriptional regulators in development
because their lack of viral genes may enable them to
escape the KRAB-ZFP silencing [24]. Notably, ERVs
genome-wide are under-represented within 5 kb of pro-
moters and specifically in the sense orientation [34]. We
find that extra-embryonic ERVK LTR promoters are not
only in close proximity to TSSs, but in particular in the
sense orientation. Together, these findings suggest that
promoter activity of ERVK LTRs in extra-embryonic tis-
sues may be attributable to sequence composition and
opportunistic positioning in the genome. Conversely, using publically available ChIP-seq data
[31], we observed the loss of maternal enrichment for
H3K27me3
at
non-canonical
imprints
during
pre-
implantation development (Fig. 6d; Additional file 1:
Figure S11). Thus, non-canonical imprints do not main-
tain allelic H3K27me3 beyond early pre-implantation em-
bryonic development, supporting that the regulation of
allele-specific expression of non-canonical imprinted
genes is superseded by DNA methylation in post-
implantation development. Discussion In this study, we evaluated allelic histone modifications,
DNA methylation, and gene expression to investigate the
epigenetic regulation of imprinted genes in the post-
implantation embryonic and extra-embryonic lineages. We
identified non-canonical imprints that are definitively inde-
pendent of maternally inherited DNA methylation in ExE
and find that these are located preferentially at active
ERVK LTR insertions. Furthermore, we find that while
non-canonical imprinted genes inherit allelic H3K27me3
from the oocyte, this allelic enrichment is transient and Notably, ERV-derived placental enhancers and oocyte
promoters were found to be species-specific [25, 29],
and thus, we may expect that non-canonical imprinted
regions, similarly co-opting ERV insertions, may also be
species-specific. Indeed, preliminary studies in human
embryos found five paternally expressed genes that may
be regulated by maternal H3K27me3 [35], none of which
have been reported to be imprinted in mice. These Page 10 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology Fig. 6 (See legend on next page.) Fig. 6 (See legend on next page.) Page 11 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology (See figure on previous page.)
Fig. 6 Non-canonically imprinted ERVK LTRs lose maternal H3K27me3 and acquire secondary imprinted DMRs in post-implantation ExE. a
Heatmap showing enrichment for H3K4me3 and H3K27me3 and DNA methylation on the maternal and paternal allele in B6/CAST and CAST/B6
ExE at non-canonically imprinted active ERVK LTRs ± 500 bp (N = 8). DNA methylation of the maternal and paternal allele is shown in B6/CAST and
CAST/B6 E7.5 ExE. b Boxplots show DNA methylation at non-canonically imprinted active ERVK LTRs ± 500 bp (N = 8) in germ cells and pre- and
post-implantation stage C57BL/6 embryos. c Boxplots show gene expression for non-canonically imprinted active ERVK LTRs ± 500 bp (N = 8) in
pre- and post-implantation embryonic stage C57BL6 embryos. d Heatmap showing enrichment for H3K4me3 and H3K27me3 on the maternal
and paternal allele across pre-implantation development (e2-cell, early 2-cell embryo; l2-cell, late 2-cell embryo; 8-cell, 8-cell embryo; ICM, inner
cell mass) in B6/PWK embryos at non-canonically imprinted active ERVK LTRs ± 500 bp (N = 8) H3K27me3. These findings support the observations from
trophoblast stem cells in vitro that have shown lncRNAs
regulated by the Igf2r/Airn and Kcnq1/Kcnq1ot1 maternal
gDMRs mediate the recruitment of PRC2 and spreading of
H3K27me3 in cis, in an X chromosome inactivation-like
mechanism of silencing [40–42]. Discussion findings are reminiscent of placental-specific imprinted
gDMRs in humans, which were also found to be species-
specific [36, 37]. Furthermore, a recent study demonstrated
that species-specific gDMRs were a consequence of unique
ERV insertions, which initiated gDMR-spanning transcrip-
tion in oocytes [29]. Together, these findings support that
ERV activity in the placenta and in the oocyte may be a
key driver in the recent evolution of non-canonical and ca-
nonical imprinting in extra-embryonic tissues. Conclusions Our study of imprinted genes in in vivo post-implantation
extra-embryonic development has provided novel insights
into non-canonical imprinted gene regulation, which are
otherwise masked in bulk genomic data from inbred
strains and are difficult to assess in human populations
due to the sparsity of genetic polymorphisms. We reveal
that the majority of non-canonical imprints are localized
to solo ERVK LTR repeats, which act as imprinted tran-
scription
initiation
sites
for
non-coding
RNAs
and
chimeric mRNAs in extra-embryonic tissues. Importantly,
we find that the regulation of non-canonical imprinted
regions transition from inherited maternal H3K27me3 to
secondary
imprinted
DMRs
specifically
in
extra-
embryonic lineages. These findings highlight the unique
mechanisms regulating imprinted gene expression in
the placenta and the potential importance of the still
unexplored role of these non-canonical imprints in
regulating placentation and fetal growth. Non-canonical imprinting is mediated by inheritance
of H3K27me3 from the oocyte and was suggested to
maintain a few non-canonical imprints into the extra-
embryonic development [21]. In our study, we identified
all four previously reported non-canonical imprinted genes
[21], in addition to several novel domains. Furthermore, we
demonstrated conclusively that non-canonical imprinted
genes are mono-allelically expressed independent of inher-
ited maternal DNA methylation. However, we find that
maternal enrichment for H3K27me3 does not persist be-
yond pre-implantation development at non-canonically
imprinted loci but rather is replaced by maternal DNA
methylation in post-implantation ExE. Conversely, non-
canonical imprinted ERVK LTRs become bi-allelically si-
lenced in embryonic lineages by the acquisition of bi-allelic
DNA methylation. The mechanisms underlying the transi-
tion in repressive epigenetic states on the maternal allele
are unclear, and why the allelic specificity would persist in
ExE, but not in the epiblast, remains to be explored. Methods p
p
Despite the lack of allelic H3K27me3 at non-canonical
imprinted loci in post-implantation ExE, we find a role for
imprinted H3K27me3 at other genomic regions. We identi-
fied four silenced imprinted genes (Plagl1, Slc22a3, Pde10a,
and Magel2) where the active allele was demarked by bi-
valent chromatin in E6.5 ExE, which subsequently resolved
to imprinted gene expression in E12.5 placentae. Thus, bi-
valent chromatin may enable the temporal regulation of
imprinted gene expression in extra-embryonic develop-
ment, similar to that which has been observed in embry-
onic lineages [38, 39]. We also find large allelic H3K27me3
domains at the Igf2r/Airn and Kcnq1/Kcnq1ot1 loci in
extra-embryonic tissues in vivo and identify a number of
novel imprinted genes distal of the Igf2r/Airn cluster. Furthermore, we show that the maternal gDMRs at these
loci are required to prevent bi-allelic acquisition of Sample collection Reciprocal natural timed matings were set up between
C57BL6/Babr and CAST/EiJ animals (denoted as B6/
CAST and CAST/B6), and embryos were collected on
embryonic days 6.5 (E6.5) and 7.5 (E7.5). Natural timed
matings were set up between Dnmt3a floxed/floxed,
Dnmt3b floxed/floxed, Zp3+ve B6/129 females (resulting
in ablation of DNA methylation in the oocyte) [9] and
CAST males (denoted as matDKO/CAST). The epiblast
(Epi) and extra-embryonic ectoderm (ExE) for each em-
bryo were manually separated. E6.5 epiblast (N = 4) and
ExE (N = 8) samples were pooled (an estimated ~ 2500
cells), washed in PBS, and then flash-frozen in 10 μL of
nuclear lysis buffer (Sigma-Aldrich). Single E7.5 epiblast
and ExE samples were individually frozen in 10 μL of
buffer RLT Plus (Qiagen). Page 12 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology In vivo CRISPR targeting
C57BL6/J females were superovulated and crossed with
ERVK element (200 ng/μL each) (Additional file 1: Figure S7)
and CAS9 protein (500 ng/μL) Embryos were then implanted
Fig. 7 Summary of epigenetic regulation of non-canonical imprinting in embryonic development. Schematic diagram showing the allelic
epigenetic regulation of a non-canonically imprinted gene by an ERVK LTR element (top) and the dynamic regulation of non-canonically
imprinted ERVK LTRs across pre- and post-implantation development (bottom). In the pre-implantation embryo, inherited H3K27me3 from the
oocyte silences the maternal allele. In the post-implantation embryo, maternal H3K27me3 transitions to imprinted maternal DNA methylation in
extra-embryonic lineages, thereby retaining the imprinted paternal expression of the ERVK LTR. Alternatively, in the embryonic lineages, both the
maternal and paternal alleles acquire DNA methylation, consequently silencing the ERVK LTR transcription. The maternal allele is shown in red,
and paternal allele is shown in blue. In the allelic enrichment plot, the solid line is the level of H3K27me3, and the dashed line is the level of DNA
methylation. Embryonic day (E) is shown on the x-axis for each respective stage of embryogenesis Fig. 7 Summary of epigenetic regulation of non-canonical imprinting in embryonic development. Schematic diagram showing the allelic
epigenetic regulation of a non-canonically imprinted gene by an ERVK LTR element (top) and the dynamic regulation of non-canonically
imprinted ERVK LTRs across pre- and post-implantation development (bottom). In the pre-implantation embryo, inherited H3K27me3 from the
oocyte silences the maternal allele. Sample collection In the post-implantation embryo, maternal H3K27me3 transitions to imprinted maternal DNA methylation in
extra-embryonic lineages, thereby retaining the imprinted paternal expression of the ERVK LTR. Alternatively, in the embryonic lineages, both the
maternal and paternal alleles acquire DNA methylation, consequently silencing the ERVK LTR transcription. The maternal allele is shown in red,
and paternal allele is shown in blue. In the allelic enrichment plot, the solid line is the level of H3K27me3, and the dashed line is the level of DNA
methylation. Embryonic day (E) is shown on the x-axis for each respective stage of embryogenesis ERVK element (200 ng/μL each) (Additional file 1: Figure S7)
and CAS9 protein (500 ng/μL). Embryos were then implanted
into NMRI pseudo-pregnant females. The embryos were
dissected on E12.5, and the following tissues were Low-input mRNA sequencing library preparation Low-input mRNA sequencing library preparation
Stranded mRNA-seq libraries were generated for E7.5
embryos: B6/CAST Epi (N = 3) and ExE (N = 3), CAST/
B6 Epi (N = 3) and ExE (N = 3), and matDKO/CAST Epi
(N = 3) and ExE (N = 3). Total RNA was extracted using
a TRIzol extraction method, as previously described
[27]. In brief, samples were homogenized in 400 μL of
TRIzol
(Invitrogen)
and
phase-separated
by
adding
80 μL of chloroform:isoamyl alcohol (Sigma-Aldrich),
mixed, and centrifuged at 4 °C for 15 min. The aqueous
phase was transferred to a new tube, 1 μL GlycoBlue and
300 μL of ice-cold isopropanol were added and mixed. Samples were incubated for 10 min and then centrifuged
for 10 min at 4 °C. The pellet was washed once with 75%
ethanol, air-dried, and then resuspended in 5 μL of
RNase-free water. Twenty microliters of lysis/binding
buffer was immediately added to each RNA sample, and
oligo
(dT)25
capture
of
mRNA
was
done
using In vivo CRISPR targeting C57BL6/J females were superovulated and crossed with
CAST/EiJ males. Zygotes were recovered the next day and
electroporated with two sgRNAs for the Gab1 RLTR15 Page 13 of 17 Hanna et al. Genome Biology (2019) 20:225 Dynabeads mRNA DIRECT kit (Life Technologies). The
protocol was implemented as per manufacturer’s in-
structions including the additional steps for elimination
of rRNA contamination. Maxymum Recovery tubes
(Axygen) were used, and volumes were adapted for the
low amount of starting material: 5 μL of Dynabeads
Oligo (dT)25 were used for each sample, mRNA capture
was done in a total volume of 50 μL of lysis/binding buf-
fer, washes were done using 100 μL Washing Buffer A or
50 μL of Washing Buffer B, and a final elution volume of
5 μL 10 mM Tris-HCl. The total volume of mRNA was
then immediately advanced into the library preparation
protocol, using the SMARTer Stranded RNA-seq kit
(Clontech), which is optimized for as little as 100 pg of
RNA. The protocol was completed as per the manufac-
turer’s instructions, and 14 amplification cycles were
used for all samples. The quantification of all libraries
was done using the High DNA Sensitivity Bioanalyzer
2500 (Agilent) and Illumina library quantification kit
(KAPA). Libraries were sequenced using 50 bp single-
end on the Illumina HiSeq 2500 RapidRun, multiplexing
12 samples per lane. Libraries were evaluated for quality
in SeqMonk using RNA-seq QC and duplication plots,
resulting in 1 replicate of B6/CAST ExE being excluded
due to high duplication. collected: (1) visceral yolk sac/amnion, (2) placental
disc with as much decidua removed as possible, (3) em-
bryo, and (4) tail clip for genotyping. Tissue samples were
washed in cold PBS and flash-frozen in 50 μL of RLT+ buf-
fer (Qiagen). Tissues were collected from a total of 42
E12.5 embryos from 6 females across 2 independent
experiments. DNA from tail clippings were genotyped using MyTaq
master mix (Bioline) with primers: F - AGCCCAATCT
CACAACAGTT, R - CGGACCAGGTGAACATGTTG. Bands corresponding to the wild-type (847 bp) and
knockout (320 bp) alleles were gel extracted and sent for
Sanger sequencing to identify the targeted allele (Add-
itional file 1: Figure S7). One effectively targeted sample
(F4E5) and three wild-type controls (F4E1, F4E3, and
F5E6) were selected for RNA sequencing. Ultra low-input native chromatin immunoprecipitation Ultra low-input native chromatin immunoprecipitation
Ultra low-input native ChIP-seq was done as previously de-
scribed [22]. ChIP-seq libraries for H3K4me3, H3K27me3,
H3K36me3, and 10% inputs were generated for replicates
of pooled E6.5 embryos: B6/CAST Epi (N = 2) and ExE
(N = 2), CAST/B6 Epi (N = 2) and ExE (N = 2), and
matDKO/CAST Epi (N = 2) and ExE (N = 2). Prior to the
immunoprecipitation with antibody-bound beads, each
chromatin sample (200 μL) was divided into 5 aliquots:
1 for each antibody (54 μL), 1 10% input (20 μL), and 1
10%
input
for
bisulphite
sequencing
(20 μL)
(Add-
itional file 1: Figure S1). For each immunoprecipitation,
250 ng of anti-H3K4me3 (Diagenode K02921004), 125 ng
of anti-H3K27me3 (Millipore 07-449), and 250 ng of anti-
H3K36me3 (Diagenode C15410192) were used. Library
preparation was done using the MicroPlex Library Prepar-
ation kit v2 (Diagenode), as per the manufacturer’s recom-
mendations, and libraries amplified using 15 amplification
cycles. Quantification was done using the High DNA
Sensitivity Bioanalyzer 2500 (Agilent) and Illumina library
quantification kit (KAPA). Samples were multiplexed using
75 bp paired-end sequencing on Illumina NextSeq500. mRNA sequencing library preparation q
g
y p
p
RNA was extracted from E12.5 yolk sac, placenta, and
whole embryo from F4E1 (Gab1 ERVK RLTR15 +/+),
F4E3 (Gab1 ERVK RLTR15 +/+), F4E5 (Gab1 ERVK
RLTR15 +/−), and F5E6 (Gab1 ERVK RLTR15 +/+)
embryos using RNeasy Mini Kit (Qiagen) as per the
manufacturer’s
instructions. RNA
was
treated
with
TURBO DNase (Thermo Fisher Scientific), and quality
was assessed with RNA Pico Kit (Agilent) on the Agilent
2100 Bioanalyzer (RIN > 8.7 for all samples). mRNA se-
quencing libraries were generated using SmartSeq v4
cDNA generation and Nextera XT library preparation,
as per manufacturers’ instructions. The quantification of
all libraries was done using the High DNA Sensitivity
Bioanalyzer 2500 (Agilent) and Illumina library quantifi-
cation kit (KAPA). Libraries were sequenced using 125
bp paired-end on the Illumina HiSeq 2500 RapidRun,
multiplexing 12 samples over 2 lanes. Post-bisulphite adaptor tagging for deep sequencing p
p
gg
g
p
q
g
Post-bisulphite adaptor tagging (PBAT) was done on
E7.5 epiblast and ExE samples from single embryos
(B6/CAST Epi and ExE (N = 2), CAST/B6 Epi and
ExE (N = 2)), as previously described [43]. Quantification
was done using the High DNA Sensitivity Bioanalyzer
2500 (Agilent) and Illumina library quantification kit
(KAPA). Samples were multiplexed using 150 bp paired-
end sequencing on Illumina NextSeq500, multiplexing
four samples per lane. ChIP-seq peak calling Peak calling was done for B6/CAST and CAST/B6 epi-
blast and ExE H3K4me3, H3K27me3, and H3K36me3
using chromstaR, a multivariate peak-calling approach
based on a multivariate hidden Markov model, using the
default parameters [47]. Allelic histone enrichment and gene expression analyses
Read counts for maternal and paternal H3K4me3 or
H3K27me3 were quantitated over B6/CAST and CAST/
B6 H3K4me3 peaks for either epiblast or ExE. H3K4me3
or H3K27me3 peaks were combined and de-duplicated
between the B6/CAST and CAST/B6 epiblast or ExE, to
generate a complete list of peaks from both hybrid crosses
for each tissue. Peaks were then filtered for those with a
minimum read count of 20 in at least 1 allelically
mapped
biological
replicate. Peaks
with
allelically
biased H3K4me3 or H3K27me3 were then identified
using EdgeR statistic (p < 0.05, corrected for multiple
comparisons). Significant peaks were then classified into
strain-specific allelic H3K4me3 or H3K27me3 if their allelic
enrichment switched in the reciprocal cross. Significant
peaks were identified as imprinted if the allelic enrichment Public datasets The following public datasets were used in this manu-
script: stranded total RNA-seq from FvB x CAST recipro-
cal hybrids for E12.5 placenta, E12.5 visceral endoderm,
E12.5 liver, E16.5 brain, E16.5 heart, and E16.5 liver [15];
H3K27me3 ChIP-seq from B6 x PWK hybrid embryos for
early and late 2-cell embryos, 8-cell embryos, and E3.5
blastocyst inner cell mass (ICM) [31]; H3K4me3 ChIP-seq
from B6 x PWK hybrid embryos for early and late 2-cell
embryos, 8-cell embryos, and E3.5 blastocyst inner cell
mass (ICM) [44]; RNA-seq and bisulphite-seq from
C57BL/6
pre-
and
post-implantation
embryos
[30];
bisulphite-seq [28], total RNA-seq [27], and H3K4me3
and H3K27me3 ChIP-seq [22] data from C57BL/6 GV oo-
cytes. All raw data files were obtained from Gene Expres-
sion Omnibus or the DNA data bank of Japan and were
mapped and evaluated using the following pipelines. Low-input post-bisulphite adaptor tagging from ChIP
input samples Post-bisulphite adaptor tagging (PBAT) was done on
10% input samples, as previously described [22]. A cor-
responding 10% input was taken from each ChIP sample Page 14 of 17 Page 14 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology (2019) 20:225 Following alignments, all sequencing data was then
split allele-specifically using SNPsplit (v0.3.3) [46]. In
brief, sequencing reads were mapped to a Mus musculus
(GRCm38)-derived genome, where SNPs between hybrid
strains (C57BL6 and CAST/EiJ, or FvB and CAST/EiJ, or
C57BL6 and PWK) had been masked by the ambiguity
nucleobase N (N-masked genome). Aligned reads were
then sorted into one of three BAM files: C57BL6 (genome
1), CAST/EiJ (genome 2), or unassigned. The females car-
rying
conditional
Dnmt3a/Dnmt3b
double
knockout
(matDKO) were predominantly C57BL6; however, there
was approximately 15% of 129 alleles remaining in the
strain. Therefore, these data were run through a unique
pipeline to allow for a complete mapping of the maternal
allele. All datasets generated from matDKO/CAST em-
bryos were first aligned to a B6/CAST N-masked genome,
as above, but with the difference that all SNPs which were
in common between 129 and CAST (~ 2 million) had
been excluded. The data was then split against C57BL6
and CAST/EiJ, as above. FastQ reads of the unassigned
fraction of reads were then recovered from the original
FastQ files, and in the second step, these reads were
then aligned to a 129S1/CAST genome (generated
with SNPsplit_genome_preparation). Alignments were
then SNPplit between 129 and CAST/EiJ, and the
129-specific
reads
were
then
combined
with
the
C57BL6-specific reads (from step 1) to comprise a
complete maternal allelic set. Raw sequencing reads and
allelically mapped BAM files have been deposited into the
Gene Expression Omnibus database (GSE124216). above, with the addition of replicates, where available:
B6/CAST Epi (N = 3) and ExE (N = 2), CAST/B6 Epi
(N = 3) and ExE (N = 2), and matDKO/CAST Epi (N = 3)
and ExE (N = 3). All input PBAT libraries were amplified
using 12 amplification cycles; quantification was done
using the High DNA Sensitivity Bioanalyzer 2500 (Agi-
lent) and Illumina library quantification kit (KAPA). Samples were multiplexed using 75 bp paired-end se-
quencing on Illumina NextSeq500. One replicate of
matDKO/CAST epiblast was excluded from the analysis
due to < 5% unique mappability. Allelic mapping of sequencing data pp
g
q
g
RNA-seq data was subjected to trimming with Trim
Galore (v0.4.5) and aligned using HISAT2 (v2.1.0, guided
by gene models from Ensembl annotation release 70, op-
tions: --dta –sp 1000,1000). ChIP-seq and input material
was also trimmed with Trim Galore and aligned using
Bowtie2 (v2.3.2, options -X 1200). In addition to adapter
and quality trimming, bisulfite sequencing data had the
first 9 bp of both read 1 and read 2 removed to reduce
biases arising from the 9 N oligo pull-down reaction
(Trim Galore options: --clip_r1 9 --clip_r2 0 --paired). The trimmed PBAT data was then aligned using Bis-
mark (v0.19.0, options: --pbat) [45]. Page 15 of 17 Page 15 of 17 Hanna et al. Genome Biology (2019) 20:225 for a parental allele was consistent between reciprocal
crosses. imprinted paternal H3K4me3 peaks (Additional file 2:
Table S5) and 32 were classified as extra-embryonic
active ERVK LTRs (Additional file 2: Table S6). The
presence and directionality of reads spanning annotated
introns, potential introns between annotated and upstream
novel exons, and between upstream novel exons were ana-
lyzed to determine those ERVK LTRs that were initiating
mRNA chimeras or non-coding RNAs (Additional file 2:
Tables S5 and S6). Read counts for maternal and paternal H3K36me3 or
RNA-seq were quantitated over autosomal genes. Genes
were then filtered for those with a minimum read count
of 20 in at least 1 allelically mapped biological replicate
of B6/CAST and CAST/B6 H3K36me3 or a minimum
read count of 5 in at least 1 allelically mapped biological
replicate of B6/CAST and CAST/B6 (or F/CAST and
CAST/F for E12.5 placenta) RNA-seq. Genes with alleli-
cally biased expression were then identified using EdgeR
statistic (p < 0.05, corrected for multiple comparisons). Significant genes were filtered for those that were associ-
ated with an imprinted H3K4me3 peak. Funding Coordinates
for
repetitive elements
for
the
mouse
GRCm38 genome build were generated using Repeat-
Masker. Active ERVK LTRs were identified as those that
fell within an H3K4me3 peak in E6.5 ExE, with ≥5 reads
on the same strand at the LTR repeat in at least 2 repli-
cates of RNA-seq data from E7.5 ExE, E12.5 visceral
endoderm [15], and/or E12.5 placenta [15] with at least
1 intron-spanning read indicative of spliced RNA. These
were then filtered for those that were sites of transcription
initiation with no apparent upstream intron-spanning
reads (N = 40), of which 8 were within non-canonically CH is supported by a fellowship from the Centre for Trophoblast Research
and LG is supported by a Marie Curie Intra-European Fellowship (708255). Work in GK’s lab is supported by grants from the UK Medical Research Coun-
cil (MR/K011332/1, MR/S000437/1) and Biotechnology and Biological Sci-
ences Research Council (BBS/E/B/000C0423). Work in DB’s lab was supported
by grants from the ERC (ERC-CoG EpiREPRO). Authors’ contributions CH and GK conceptualized and designed the study. CH, WD, and RPP
collected the samples and generated the datasets. RPP designed and
performed the CRISPR targeting experiments. CH, LG, MS, LB, FK, and SA
performed the data analysis. CH, LG, LB, and RPP generated the figures. CH
wrote the manuscript. RPP, LG, FK, SA, MCT, WD, DB, and GK contributed to
the manuscript. GK and DB financially supported the study. All authors read
and approved the final manuscript. Sequence motif analysis of extra-embryonic ERVK LTR
promoters DREME (version 5.0.5) was used to identify transcription
factor motifs among ERVK LTRs that are transcription-
ally active in extra-embryonic tissues (N = 40) compared
to a background set with comparable length and class. AME (version 5.0.5) was used to evaluate enrichment for
transcription factor binding sites for CDX2, EOMES,
and ELF5. Review history
h
h The review history is available as Additional file 3. Supplementary information Supplementary information
Supplementary information accompanies this paper at https://doi.org/10. 1186/s13059-019-1833-x. Additional file 1. Supplementary figure and table legends, Figures. S1-S11. Additional file 2. Supplementary Tables S1-S6. Additional file 3. Review history. pp
y
Supplementary information accompanies this paper at https://doi.org/10. 1186/s13059-019-1833-x. pp
y
Supplementary information accompanies this paper at https://doi.org/10. 1186/s13059-019-1833-x. Additional file 1. Supplementary figure and table legends, Figures. S1-S11. Additional file 2. Supplementary Tables S1-S6. Additional file 3. Review history. Additional file 1. Supplementary figure and table legends, Figures. S1-S11. Additional file 2. Supplementary Tables S1-S6. Additional file 3. Review history. Acknowledgements g
We would like to acknowledge the essential contributions of the Biological
Support Unit and Kristina Tabbada in the Sequencing Facility at the
Babraham Institute, Julian Iranzo from DB’s lab and Fatima El Marjou, and
Colin Jouhanneau of the Trangenesis Platform at the Institut Curie. ChIP-seq quantitation For the quantitative display of allelic ChIP-seq data for a
single histone mark and allelic ratios, read counts per
running window or peak (where applicable) were aver-
aged between biological replicates. Read counts were
normalized to library size, excluding X, Y, and mito-
chondrial chromosomes, using size-factor normalization
in SeqMonk. However, for the comparison of allelic en-
richment for H3K4me3 and H3K27me3 across pre-
implantation development (Additional file 1: Figure
S11B and C), raw read counts were used. For this com-
parison, correcting for library size is not appropriate, as
there is a known discrepant abundance of H3K27me3
between the maternal and paternal alleles [31]. When
ChIP-seq data of multiple histone marks are displayed
together in a screenshot, enrichment normalized reads
per kilobase per million (RPKM) was used. Enrichment
normalization performs an initial additive translation of
the data based on a low data percentile (40th percentile)
representing non-zero but unambiguously unenriched
points, followed by a multiplicative expansion of the data
to a second high percentile (99th percentile) representing
the most highly enriched regions. Enrichment is therefore
scaled between these two points, but following the relative
enrichment levels seen in the untransformed data. Availability of data and materials All data generated for this study is available on Gene Expression Omnibus
(GSE124216) [48]. Publically available datasets were sourced from Gene
Expression Omnibus (GSE75957 [15], GSE76687 [31], GSE71434 [44], GSE98149
[30], GSE70116 [27], and GSE93941 [22]) and the DNA Data Bank of Japan
(DRA000570) [28]. Page 16 of 17 Page 16 of 17 Page 16 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology Consent for publication
Not applicable. 19. Wang X, Soloway PD, Clark AG. A survey for novel imprinted genes in the
mouse placenta by mRNA-seq. Genetics. 2011;189:109–22. 20. Wang Q, Chow J, Hong J, Smith AF, Moreno C, Seaby P, et al. Recent
acquisition of imprinting at the rodent Sfmbt2 locus correlates with
insertion of a large block of miRNAs. BMC Genomics. 2011;12:204. Received: 14 January 2019 Accepted: 23 September 2019 27. Veselovska L, Smallwood SA, Saadeh H, Stewart KR, Krueger F, Maupetit-
Mehouas S, et al. Deep sequencing and de novo assembly of the mouse
oocyte transcriptome define the contribution of transcription to the DNA
methylation landscape. Genome Biol. 2015;16:209. Competing interests
Th
h
d
l
h The authors declare that they have no competing interests. 21. Inoue A, Jiang L, Lu F, Suzuki T, Zhang Y. Maternal H3K27me3 controls DNA
methylation-independent imprinting. Nature. 2017;547:419–24. References 1. McGrath J, Solter D. Completion of mouse embryogenesis requires both the
maternal and paternal genomes. Cell. 1984;37:179–83. 1. McGrath J, Solter D. Completion of mouse embryogenesis requires both the
maternal and paternal genomes. Cell. 1984;37:179–83. 28. Shirane K, Toh H, Kobayashi H, Miura F, Chiba H, Ito T, et al. Mouse oocyte
methylomes at base resolution reveal genome-wide accumulation of non-CpG
methylation and role of DNA methyltransferases. PLoS Genet. 2013;9:e1003439. 2. Surani MA, Barton SC, Norris ML. Development of reconstituted mouse eggs
suggests imprinting of the genome during gametogenesis. Nature. 1984;
308:548–50. 29. Brind’Amour J, Kobayashi H, Richard Albert J, Shirane K, Sakashita A, Kamio
A, et al. LTR retrotransposons transcribed in oocytes drive species-specific
and heritable changes in DNA methylation. Nat Commun. 2018;9:3331. 3. DeChiara TM, Robertson EJ, Efstratiadis A. Parental imprinting of the mouse
insulin-like growth factor II gene. Cell. 1991;64:849–59. 4. Barlow DP, Stoger R, Herrmann BG, Saito K, Schweifer N. The mouse insulin-
like growth factor type-2 receptor is imprinted and closely linked to the
tme locus. Nature. 1991;349:84–7. 30. Wang C, Liu X, Gao Y, Yang L, Li C, Liu W, et al. Reprogramming of
H3K9me3-dependent heterochromatin during mammalian embryo
development. Nat Cell Biol. 2018;20:620–31. 5. Bartolomei MS, Zemel S, Tilghman SM. Parental imprinting of the mouse
H19 gene. Nature. 1991;351:153–5. 5. Bartolomei MS, Zemel S, Tilghman SM
H19 gene. Nature. 1991;351:153–5. 5. Bartolomei MS, Zemel S, Tilghman SM. Parental imprinting of the mouse
H19 gene Nature 1991;351:153 5 31. Zheng H, Huang B, Zhang B, Xiang Y, Du Z, Xu Q, et al. Resetting epigenetic
memory by reprogramming of histone modifications in mammals. Mol Cell. 2016;63:1066–79. 6. Stoger R, Kubicka P, Liu CG, Kafri T, Razin A, Cedar H, et al. Maternal-specific
methylation of the imprinted mouse Igf2r locus identifies the expressed
locus as carrying the imprinting signal. Cell. 1993;73:61–71. 32. Cohen CJ, Rebollo R, Babovic S, Dai EL, Robinson WP, Mager DL. Placenta-
specific expression of the interleukin-2 (IL-2) receptor beta subunit from an
endogenous retroviral promoter. J Biol Chem. 2011;286:35543–52. 7. Li E, Beard C, Jaenisch R. Role for DNA methylation in genomic imprinting. Nature. 1993;366:362–5. 33. Clouaire T, Webb S, Skene P, Illingworth R, Kerr A, Andrews R, et al. Cfp1
integrates both CpG content and gene activity for accurate H3K4me3
deposition in embryonic stem cells. Genes Dev. 2012;26:1714–28. 8. Bourc’his D, Xu GL, Lin CS, Bollman B, Bestor TH. Ethics approval and consent to participate 16. Lewis A, Mitsuya K, Umlauf D, Smith P, Dean W, Walter J, et al. Imprinting
on distal chromosome 7 in the placenta involves repressive histone
methylation independent of DNA methylation. Nat Genet. 2004;36:1291–5. The use of animals in this study was performed in accordance with the
European Regulation in Animals (Scientific Procedures) Act 1986 with all
protocols approved by (1) the Animal Welfare and Ethical Review Body at
the Babraham Institute under licenses issued by the Home Office (UK) and
(2) the Institut Curie Animal Care and Use Committee and the French
regulation 2010/63 at the Institut Curie (agreement C 75-05-18). 17. Nagano T, Mitchell JA, Sanz LA, Pauler FM, Ferguson-Smith AC, Feil R, et al. The air noncoding RNA epigenetically silences transcription by targeting
G9a to chromatin. Science. 2008;322:1717–20. 18. Wagschal A, Sutherland HG, Woodfine K, Henckel A, Chebli K, Schulz R, et al. G9a histone methyltransferase contributes to imprinting in the mouse
placenta. Mol Cell Biol. 2008;28:1104–13. Author details
1 1Epigenetics Programme, Babraham Institute, Cambridge, UK. 2Centre for
Trophoblast Research, University of Cambridge, Cambridge, UK. 3Institut
Curie, PSL University, Inserm, CNRS, Paris, France. 4University of South
Bohemia, Ceske Budejovice, Czech Republic. 5Institute of Animal Physiology
and Genetics, ASCR, Libechov, Czech Republic. 6European Research Institute
for the Biology of Ageing, University Medical Center Groningen, University of
Groningen, Groningen, The Netherlands. 7Bioinformatics, Babraham Institute,
Cambridge, UK. 8Helmholtz Zentrum München, German Research Center for
Environmental Health, Institute of Computational Biology, Neuherberg,
Germany. 9TUM School of Life Sciences Weihenstephan, Technical University
of Munich, Freising, Germany. 10Present Address: Department of Biochemistry
and Molecular Biology, University of Calgary, Calgary, Canada. 22. Hanna CW, Taudt A, Huang J, Gahurova L, Kranz A, Andrews S, et al. MLL2
conveys transcription-independent H3K4 trimethylation in oocytes. Nat
Struct Mol Biol. 2018;25:73–82. 1Epigenetics Programme, Babraham Institute, Cambridge, UK. 2Centre for
Trophoblast Research, University of Cambridge, Cambridge, UK. 3Institut
Curie, PSL University, Inserm, CNRS, Paris, France. 4University of South
Bohemia, Ceske Budejovice, Czech Republic. 5Institute of Animal Physiology
and Genetics, ASCR, Libechov, Czech Republic. 6European Research Institute
for the Biology of Ageing, University Medical Center Groningen, University of
Groningen, Groningen, The Netherlands. 7Bioinformatics, Babraham Institute,
Cambridge, UK. 8Helmholtz Zentrum München, German Research Center for
Environmental Health, Institute of Computational Biology, Neuherberg, 23. Okano M, Bell DW, Haber DA, Li E. DNA methyltransferases Dnmt3a and
Dnmt3b are essential for de novo methylation and mammalian
development. Cell. 1999;99:247–57. 24. Thompson PJ, Macfarlan TS, Lorincz MC. Long terminal repeats: from
parasitic elements to building blocks of the transcriptional regulatory
repertoire. Mol Cell. 2016;62:766–76. 25. Chuong EB, Rumi MA, Soares MJ, Baker JC. Endogenous retroviruses
function as species-specific enhancer elements in the placenta. Nat Genet. 2013;45:325–9. Germany. 9TUM School of Life Sciences Weihenstephan, Technical University
of Munich, Freising, Germany. 10Present Address: Department of Biochemistry
and Molecular Biology, University of Calgary, Calgary, Canada. 26. Smith RJ, Dean W, Konfortova G, Kelsey G. Identification of novel imprinted
genes in a genome-wide screen for maternal methylation. Genome Res. 2003;13:558–69. Received: 14 January 2019 Accepted: 23 September 2019 Received: 14 January 2019 Accepted: 23 September 2019 References Dnmt3L and the
establishment of maternal genomic imprints. Science. 2001;294:2536–9. 9. Kaneda M, Okano M, Hata K, Sado T, Tsujimoto N, Li E, et al. Essential role
for de novo DNA methyltransferase Dnmt3a in paternal and maternal
imprinting. Nature. 2004;429:900–3. 34. Medstrand P, van de Lagemaat LN, Mager DL. Retroelement distributions in
the human genome: variations associated with age and proximity to genes. Genome Res. 2002;12:1483–95. 10. Ferguson-Smith AC. Genomic imprinting: the emergence of an epigenetic
paradigm. Nat Rev Genet. 2011;12:565–75. 35. Zhang W, Chen Z, Yin Q, Zhang D, Racowsky C, Zhang Y. Maternal-biased
H3K27me3 correlates with paternal-specific gene expression in the human
morula. Genes Dev. 2019;33:382–7. 11. Xu Q, Xie W. Epigenome in early mammalian development: inheritance,
reprogramming and establishment. Trends Cell Biol. 2018;28:237–53. 36. Okae H, Chiba H, Hiura H, Hamada H, Sato A, Utsunomiya T, et al. Genome-
wide analysis of DNA methylation dynamics during early human
development. PLoS Genet. 2014;10:e1004868. 12. Proudhon C, Duffie R, Ajjan S, Cowley M, Iranzo J, Carbajosa G, et al. Protection against de novo methylation is instrumental in maintaining
parent-of-origin methylation inherited from the gametes. Mol Cell. 2012;47:
909–20. 37. Hanna CW, Penaherrera MS, Saadeh H, Andrews S, McFadden DE, Kelsey G,
et al. Pervasive polymorphic imprinted methylation in the human placenta. Genome Res. 2016;26:756–67. 13. Moore T, Haig D. Genomic imprinting in mammalian development: a
parental tug-of-war. Trends Genet. 1991;7:45–9. 38. Sanz LA, Chamberlain S, Sabourin JC, Henckel A, Magnuson T, Hugnot JP,
et al. A mono-allelic bivalent chromatin domain controls tissue-specific
imprinting at Grb10. EMBO J. 2008;27:2523–32. 14. Babak T, DeVeale B, Tsang EK, Zhou Y, Li X, Smith KS, et al. Genetic conflict
reflected in tissue-specific maps of genomic imprinting in human and
mouse. Nat Genet. 2015;47:544–9. 39. Maupetit-Mehouas S, Montibus B, Nury D, Tayama C, Wassef M, Kota SK, et al. Imprinting control regions (ICRs) are marked by mono-allelic bivalent
chromatin when transcriptionally inactive. Nucleic Acids Res. 2016;44:621–35. 15. Andergassen D, Dotter CP, Wenzel D, Sigl V, Bammer PC, Muckenhuber M,
et al. Mapping the mouse allelome reveals tissue-specific regulation of
allelic expression. Elife. 2017;6. https://doi.org/10.7554/eLife.25125. Page 17 of 17 Hanna et al. Genome Biology (2019) 20:225 Hanna et al. Genome Biology (2019) 20:225 40. Terranova R, Yokobayashi S, Stadler MB, Otte AP, van Lohuizen M, Orkin
SH, et al. Polycomb group proteins Ezh2 and Rnf2 direct genomic
contraction and imprinted repression in early mouse embryos. References Dev Cell. 2008;15:668–79. 41. Schertzer MD, Braceros KCA, Starmer J, Cherney RE, Lee DM, Salazar G, et al. lncRNA-induced spread of polycomb controlled by genome architecture,
RNA abundance, and CpG island DNA. Mol Cell. 2019;75:523–37. 42. Reik W, Lewis A. Co-evolution of X-chromoso
in mammals. Nat Rev Genet. 2005;6:403–10. 42. Reik W, Lewis A. Co-evolution of X-chromosome inactivation and imp
in mammals. Nat Rev Genet. 2005;6:403–10. 42. Reik W, Lewis A. Co-evolution of X-chromosome inactivation and imprinting
in mammals. Nat Rev Genet. 2005;6:403–10. 43. Stewart KR, Veselovska L, Kim J, Huang J, Saadeh H, Tomizawa S, et al. Dynamic changes in histone modifications precede de novo DNA
methylation in oocytes. Genes Dev. 2015;29:2449–62. 43. Stewart KR, Veselovska L, Kim J, Huang J, Saadeh H, Tomizawa S, et al. Dynamic changes in histone modifications precede de novo DNA
methylation in oocytes. Genes Dev. 2015;29:2449–62. 44. Zhang B, Zheng H, Huang B, Li W, Xiang Y, Peng X, et al. Allelic
reprogramming of the histone modification H3K4me3 in early mamm
development. Nature. 2016;537:553–7. p
45. Krueger F, Andrews SR. Bismark: a flexible aligner and methylation caller for
bisulfite-seq applications. Bioinformatics. 2011;27:1571–2. 46. Krueger F, Andrews SR. SNPsplit: allele-specific splitting of alignments
between genomes with known SNP genotypes. F1000Res. 2016;5:1479. 47. Taudt A, Nguyen M, Heinig M, Johannes F, Colome-Tatche M. chromstaR: tracking
combinatorial chromatin state dynamics in space and time. bioRxiv. 2016. https://
doi.org/10.1101/038612 47. Taudt A, Nguyen M, Heinig M, Johannes F, Colome-Tatche M. chromstaR: tracking
combinatorial chromatin state dynamics in space and time. bioRxiv. 2016. https://
doi.org/10.1101/038612 48. Hanna CW, Pérez-Palacios R, Gahurova L, Schubert M, Krueger F, Biggins L,
et al. Endogenous retroviral insertions drive non-canonical imprinting in
extra-embryonic tissues. Gene Expression Omnibus. 2019. https://www.ncbi. nlm.nih.gov/geo/query/acc.cgi?acc=GSE124216 Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
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English
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Normalization of lymphocyte count after high ablative dose of I-131 in a patient with chronic lymphoid leukemia and secondary papillary carcinoma of the thyroid. Case report
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Einstein
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cc-by
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1 Hospital Israelita Albert Einstein, São Paulo, SP, Brazil.
2 Sociedade Brasileira de Diabetes, São Paulo, SP, Brazil.
Corresponding author: Anneliese Rosmarie Gertrud Fischer Thom – Hospital Israelita Albert Einstein, Imagem department, Avenida Albert Einstein, 627/701, 1st sub basement floor, building A – Morumbi –
Zip code: 05652-900 – São Paulo, SP, Brazil – Phone: (55 11) 2151-0489 – E-mail: afthom@einstein.br
Received on: Dec 3, 2012 – Accepted on: Dec 5, 2013
DOI: 10.1590/S1679-45082014RC2657 CASE REPORT CASE REPORT ABSTRACT The authors report the case of a 70-year-old male patient with chronic
lymphoid leukemia who presented subsequently a papillary carcinoma
of the thyroid with metastases to regional lymph nodes. The patient
was treated with surgical thyroidectomy with regional and cervical
lymph node excision and radioiodine therapy (I-131). The protocolar
control scintigraphy 4 days after the radioactive dose showed I-131
uptake in both axillae and even in the inguinal regions. PET/CT
showed faint FDG-F-18 uptake in one lymph node of the left axilla. An ultrasound guided fine needle biopsy of this lymph node identified
by I-131 SPECT/CT and FDG-F-18 PET/CT revealed lymphoma cells
and was negative for thyroid tissue and thyroglobulin content. The
sequential blood counts done routinely after radiation treatment
showed a marked fall until return to normal values of leucocytes and
lymphocytes (absolute and relative), which were still normal in the
last control 19 months after the radioiodine administration. Chest
computed tomography showed a decrease in size of axillary and para-
aortic lymph nodes. By immunohistochemistry, cells of the lymphoid
B lineage decreased from 52% before radioiodine therapy to 5% after
the procedure. The authors speculate about a possible sodium iodide
symporter expression by the cells of this lymphoma, similar to some
other non-thyroid tumors, such as breast cancer cells. Descritores: Linfoma; Contagem de linfócitos; Leucemia; Neoplasias
da glândula tireóide/terapia; Radioisótopos do iodo/uso terapêutico;
Relatos de casos Keywords: Lymphoma; Lymphocyte count; Leukemia; Thyroid neoplasms/
therapy; Iodine radioisotopes/therapeutic use; Case reports INTRODUCTION It is well known that chronic lymphocytic leukemia/small
cell lymphocytic lymphoma (CLL/SCLL) predispose
to the occurrence of subsequent neoplasms, mainly Normalization of lymphocyte count after high ablative dose of
I-131 in a patient with chronic lymphoid leukemia and
secondary papillary carcinoma of the thyroid. Case report
Normalização da contagem de linfócitos após dose ablativa de I-131 em um paciente com
leucemia linfóide crônica e carcinoma papilífero da tireóide. Relato de caso
Anneliese Rosmarie Gertrud Fischer Thom1, Nelson Hamerschlak1, Verônica Goes Teles2, Akemi Osawa1,
Fabio Pires de Souza Santos1, Denise da Cunha Pasqualin1, Jairo Wagner1, Lilian Yuri Itaya Yamaga1,
Marcelo Livorsi da Cunha1, Guilherme de Carvalho Campos Neto1, Marcelo Buarque de Gusmão Funari1 Anneliese Rosmarie Gertrud Fischer Thom1, Nelson Hamerschlak1, Verônica Goes Teles2, Akemi Osawa1,
Fabio Pires de Souza Santos1, Denise da Cunha Pasqualin1, Jairo Wagner1, Lilian Yuri Itaya Yamaga1,
Marcelo Livorsi da Cunha1, Guilherme de Carvalho Campos Neto1, Marcelo Buarque de Gusmão Funari1 papilífero da tireóide com metástases para linfonodos regionais. O
paciente foi tratado com tireoidectomia total cirúrgica com exérese
de linfonodos regionais e cervicais e radioiodoterapia (I-131). A
pesquisa de corpo inteiro protocolar de controle 4 dias após a dose
radioativa mostrou captação de I-131 em ambas as axilas e mesmo
nas regiões inguinais. PET/CT mostrou discreta captação de FDG-F-18
em um linfonodo da axila esquerda. A biópsia por agulha fina guiada
por ultrassom deste linfonodo identificado por SPECT/CT com I-131
e PET/CT com FDG-F-18 revelou células linfomatosas e foi negativa
para tecido tireoidiano e conteúdo de tireoglobulina. Os hemogramas
sequenciais feitos rotineiramente após tratamento com radiações
mostraram uma acentuada queda até retorno aos valores normais
de leucócitos e de linfócitos (absolutos e relativos), que continuavam
normais no último controle 19 meses após a administração do
radioiodo. Tomografia computadorizada de tórax mostrou uma
redução em tamanho de linfonodos axilares e para-aorticos. Por
imunohistoquímica, as células da linhagem linfoide B decresceram de
52% antes da radioiodoterapia para 5% depois do procedimento. Os
autores conjeturam sobre uma possível expressão de symporter de
iodeto de sódio pelas células deste linfoma, à semelhança de outros
tumores não tireoidianos, tais como células de câncer da mama. CASE REPORT I-131 WBS done on January 27, 2010 detected tiny
remnants of iodine avid tissue in the anterior cervical
region, with 24 hour uptake <1% of the tracer dose. No other definite uptake was seen besides a very faint
dubious higher concentration in both axillary regions,
which was disregarded (Figure 1 A). I.F., a 70-year-old male patient, was diagnosed as
having chronic lymphocytic leukemia (CLL) in July
2009. During the staging workup, a huge substernal
multinodular goiter, with an estimated volume of
82cm3 was found by computed tomography (CT). An
ultrasound (US) guided fine needle biopsy of one of
the nodules was suspicious for thyroid cancer. This
suspicion was reinforced by a serum thyroglobulin
value of 936.9ng/mL (chemiluminescence immunoassay),
measured in October of the same year. A therapeutic dose of 7,400MBq (200mCi) I-131
was administered on February 2, 2010. At the routine post-therapeutic WBS done on
February 6, in addition to the expected uptake in the
cervical remnants, definite uptake in both axillary
regions and even in tiny structures in the inguinal
regions was seen (Figure 1B). The planar scintigrams
were complemented by a SPECT/CT study of the chest,
which clearly showed radioiodine concentration in the
axillary lymph nodes. At least one enlarged lymph
node in the left axilla could be precisely identified
(Figure 2). As for the CLL, no specific treatment had been
recommended. However, in view of the above mentioned
findings concerning the thyroid, the patient was submitted
to total thyroidectomy with regional lymph node (LN)
resection in January 5, 2010. A total of 29 LN were
excised (5 right paratracheal, 8 from level VI, 5 from
level VII on the right side, 7 from level VI and 4 from
level VII on the left side). The pathological diagnosis of the excised material
reported: “follicular variant of papillary microcarcinoma
of the thyroid in the right lobe, confined to the
thyroid gland, measuring 1.2mm, without involvement of
surgical margins, extrathyroid tissue, or vascular invasion;
multinodular goiter with foci of lymphocytic thyroiditis”. Figure 1. Whole-body scintigraphy before (1A) and 4 days after (1B) therapeutic
dose of I-131. Uptake in axillae is suspected in the pre-dose scan but is evident
in the post-dose scan. Note uptake also in the inguinal regions
A
B B Metastases were found in 8/29 LN: in all 5 right
paratracheal LN and in 3/8 LN of level VI, on the right
site. RESUMO Os autores relatam o caso de um paciente de 70 anos com leucemia
linfóide crônica que apresentou subsequentemente um carcinoma einstein. 2014;12(1):100-5 Normalization of lymphocyte count after high ablative dose of I-131 101 –
CT of the chest and abdomen: enlarged axillary and
retroperitoneal LN, not further investigated and
attributed to the underlying lymphocytic leukemia. kidney and skin cancers.(1-7) The association with thyroid
carcinoma is extremely rare, according to the medical
literature.(8, 9) We present the case of a patient with chronic
lymphocytic leukemia and secondary papillary thyroid
carcinoma whose primary neoplasm had an unusual
evolution after a single therapeutic dose of I-131 intended
to ablate thyroid remnants after total thyroidectomy. By that time (January 27), his complete blood count
showed 4.74x106 erythrocytes, 19,200 leukocytes from
which 13,958 (72.7%) were lymphocytes, and 265,000
platelets. Serum values obtained in January 23 were: TSH:
63mIU/L; thyroglobulin: 93.4ng/mL (963.9ng/mL before
surgery); anti-thyroglobulin antibodies: absent. CASE REPORT All others were free of disease. The patient was referred for internal radiation
therapy with I-131, which was planned for February 2010
and was preceded by a whole-body scintigraphy (WBS)
one week before. Preparation for WBS and subsequent
treatment was instituted during one month according to
the international guidelines. The patient had remained
without hormone replacement since the surgery. In the meantime the following follow-up studies were
done, listed with the respective results: In the meantime the following follow-up studies were
done, listed with the respective results: –
Chest X-ray: normal. –
Chest X-ray: normal. B B A –
US of the cervical region: enlarged LN in levels I, II,
and VI bilaterally consistent with an inflammatory
reaction. Figure 1. Whole-body scintigraphy before (1A) and 4 days after (1B) therapeutic
dose of I-131. Uptake in axillae is suspected in the pre-dose scan but is evident
in the post-dose scan. Note uptake also in the inguinal regions einstein. 2014;12(1):100-5 einstein. 2014;12(1):100-5 102 Thom AR, Hamerschlak N, Teles VG, Osawa A, Santos FP, Pasqualin DC, Wagner J, Yamaga LY, Cunha ML, Campos Neto GC, Funari MB Metastatic spread of thyroid carcinoma to the
axillary lymphatic chains is a very rare condition and
is generally related to advanced disease according
to the literature,(10-13) which was not the case of our
patient. Another potential mechanism mentioned in the
literature is an anomalous lymphatic drainage caused
by a complex surgery,(10) which could have been possible
in that case. The aspirated material was submitted to cytology,
flow cytometry, and dosing of thyroglobulin and anti-
thyroglobulin antibodies. Cytology analysis reported the absence of epithelial
cells and calcification and was consistent with CLL/
SCLL. Flow cytology/immunophenotypic profile showed
CD19+ cells with coexpression of CD5, CD20, CD23
and kappa light chain, being also consistent with CLL/
SCLL. On the other hand, the moderate diffuse and bilateral
enlargement of the lymph nodes found upon clinical
examination was more consistent with lymphoma. A
differential diagnosis was imperative for decision-making
between surgical or conservative treatment. Thyroglobulin and anti-thyroglobulin antibodies
measured in the biopsied tissue by chemiluminescence
immunoassay were undetectable. Based on these results, thyroid carcinoma metastases
were ruled out and adenomegaly by CLL/SCLL was
reported. A FDG-F-18 PET/CT revealed only faint metabolic
activity in both axillae, slightly more pronounced
(SUVmax 1.3) in one nodule on the left side, assumed
to be the same that showed the highest radioiodine
uptake. CASE REPORT As part of the follow-up protocol of radioiodine
treatment, sequential blood counts were done weekly
between the 3rd and 6th week and eventually at later
times after the radioactive dose. Although a transient
drop of white blood cells, and particularly lymphocytes, Because the patient refused open biopsy, a SPECT/CT,
PET/CT, and ultrasound-guided fine needle aspiration
biopsy of the well-defined left axillary LN was performed. Figure 2. SPECT/CT 4 days after I-131 therapy. Beside radioiodine concentration in the surgical remnants of the thyroidectomy, significant uptake is detected in the
axillary lymph nodes, mainly in the left axillat axilla Figure 2. SPECT/CT 4 days after I-131 therapy. Beside radioiodine concentration in the surgical remnants of the thyroidectomy, significant uptake is detected in the
axillary lymph nodes, mainly in the left axillat axilla einstein. 2014;12(1):100-5 Normalization of lymphocyte count after high ablative dose of I-131 103 of the lymphoid B lineage (lymphoid B cells) dropped
from 52% to 5% respectively. always occurs after radiation therapy, an unusual
reduction of the number of leucocytes mainly due to
the drop of lymphocytes was seen in this patient. There
was a remarkable reduction in the absolute as well as in
the relative number of lymphocytes, which returned to
normal values and remained normal for up to 19 months
(September 2011). In January 24, 2012, leukocyte count
was 8,590/mm3 (100%) and lymphocytes were 3,800/mm3
(44%), showing a small rise in the relative count beyond
the normal upper limit of 40% (Table 1, Figure 3). Follow-up CT of the chest was also done on April
15, 2010, and compared to the CT from September 8,
2009, and showed a decrease in the number and the
dimensions of the axillary lymph nodes (Figure 4), as well
as absence of mediastinal and hilar lymphadenomegaly. A WBS with I-131 under recombinant TSH (rhTSH)
was repeated for follow-up control on February 3, 2011,
and was negative for thyroid iodine-avid tissues. Serum
TSH, thyroglobulin and antithyroglobulin antibodies
measured before the first dose and 48 hours after the
second dose of rhTSH yielded, respectively, the following pp
(
g
)
A flow cytometry of the peripheral blood had been
performed on September 8, 2009 (before surgery), and was
repeated on April 15, 2010 (2 months after I-131). Cells Figure 3. Graphic representation of the sequential leukocyte and lymphocyte counts before and along 19 months after internal radiation therapy with I-131
Table 1. CASE REPORT Erythrocyte, leucocyte, lymphocyte and platelet counts in sequential hemograms from immediately before radioiodine therapy until 19 months after the treatment
Date
6 days prior
I-131
I-131
therapy
Time after I-131 therapy
Jan 27, 2010
Feb 2, 2010
Mar 6, 2010
4 week
Mar 27, 2010
7 week
Jul 6, 2010
5 month
Oct 20, 2010
Jan 14, 2011
Sep 17, 2011 Jan 24, 2012
Erythrocytes /mm3
4.74x106
7,400mBq
(200 mCi)
4.32x106
3.87x106
4.08X106
4.54x106
4.28x106
4.58X106
4.58X106
Leucocytes/mm3
19,000
5,730
4,800
6,000
5,190
5,450
7,010
8,590
Lymphocytes/mm3
13,958
1,250
1,248
859
1,520
1,150
2,240
3,800
Lymphocytes relative count
72%
21%
26%
14.3%
29.3%
27.7%
32%
44%
Platelets/mm3
265,000
104,000
145,000
201,000
198,000
204,000
212,000 Figure 3. Graphic representation of the sequential leukocyte and lymphocyte counts before and along 19 months after internal radiation therapy with I-131
Table 1. Erythrocyte, leucocyte, lymphocyte and platelet counts in sequential hemograms from immediately before radioiodine therapy until 19 months after the treatment
Date
6 days prior
I-131
I-131
therapy
Time after I-131 therapy
Jan 27, 2010
Feb 2, 2010
Mar 6, 2010
4 week
Mar 27, 2010
7 week
Jul 6, 2010
5 month
Oct 20, 2010
Jan 14, 2011
Sep 17, 2011 Jan 24, 2012
Erythrocytes /mm3
4.74x106
7,400mBq
(200 mCi)
4.32x106
3.87x106
4.08X106
4.54x106
4.28x106
4.58X106
4.58X106
Leucocytes/mm3
19,000
5,730
4,800
6,000
5,190
5,450
7,010
8,590
Lymphocytes/mm3
13,958
1,250
1,248
859
1,520
1,150
2,240
3,800
Lymphocytes relative count
72%
21%
26%
14.3%
29.3%
27.7%
32%
44%
Platelets/mm3
265,000
104,000
145,000
201,000
198,000
204,000
212,000 Table 1. Erythrocyte, leucocyte, lymphocyte and platelet counts in sequential hemograms from immediately before radioiodine therapy until 19 months after the treatment Table 1. Erythrocyte, leucocyte, lymphocyte and platelet counts in sequential hemograms from immediately before radioiodine thera Figure 3. Graphic representation of the sequential leukocyte and lymphocyte counts before and along 19 months after internal radiation therapy with I-131 presentation of the sequential leukocyte and lymphocyte counts before and along 19 months after internal radiation therapy with I-13 Figure 3. Graphic representation of the sequential leukocyte and lymphocyte counts before and along 19 months after internal radi Figure 3. Graphic representation of the sequential leukocyte and lymphocyte counts before and along 19 months after internal radiation therapy with I-131 A
B
Figure 4. Computed tomography before (4A) and 9 weeks after (4B) I-131 therapy. DISCUSSION The occurrence of secondary tumors in patients with
chronic lymphocytic leukemia is not infrequent and is
well-documented. According to the literature, those that
occur most often are kidney cancer(3,4) and melanoma,
among others. Secondary thyroid tumors seem to be
rare, as they are found in the literature only as case
reports.(8, 9) Lymphoma cells are sensitive to the energy of
the beta emission of I-131.(14) This is the basis of
radioimmunotherapy, where the antibody is the carrier
of the radioisotope. But no reference to free radioiodine
uptake by lymphoma cells was found in the literature. Iodide uptake by thyroid follicular cells and cells
of differentiated thyroid carcinoma is mediated by the
sodium iodide symporter (NIS), which is responsible for
an active co-transport mechanism of the ion across the
basolateral membrane.(15) Our patient presented a well-differentiated papillary
microcarcinoma follicular variant secondary to (or
concomitant with) chronic lymphocytic leukemia with
regional LN metastases. The finding of radioiodine uptake in the axillary
lymph nodes was perplexing, since this region normally
has no anatomical connection with the vessels departing
from the thyroid region. References concerning axillary
LN metastases of thyroid tumors are equally limited
to case reports, in general of patients with advanced
disease.(10-13) One possible manner for this unusual
spread could have been the large surgery to remove the
intrathoracic goiter, as already mentioned. NIS is also known to be expressed by breast cancer(16)
and by glioma tumor cells.(17) One may speculate that
lymphoma cells eventually might also be able to express
NIS and that this might have been a possibility in our
patient. The documentation of this case is limited by the
absence of a histological evaluation of the axillary
lymphnode which had concentrated the radioactive
agent. Nevertheless the normalization of the white cell
count and the reduction in size of the axillary and
paraaortic lymph nodes following the therapeutic dose
of I-131 suggest that there was indeed a radiotherapeutic
effect of the radioiodine on the lymphoma cells. This
might be a subject for further research. As a matter of fact, FDG-F-18 PET/CT was not
properly indicated for differential diagnosis because
both types of tumors (CLL/SCLL and papillary thyroid
carcinoma) have a rather low metabolic activity. It only
ruled out a more aggressive process. Ideally, an open biopsy with specimen histology
should have been done. CASE REPORT Note the marked reduction of lymph nodes in the left axilla A B A B Figure 4. Computed tomography before (4A) and 9 weeks after (4B) I-131 therapy. Note the marked reduction of lymph nodes in the left axilla einstein. 2014;12(1):100-5 Thom AR, Hamerschlak N, Teles VG, Osawa A, Santos FP, Pasqualin DC, Wagner J, Yamaga LY, Cunha ML, Campos Neto GC, Funari MB 104 results: TSH <0.05mIU/L and 306mIU/L; thyroglobulin,
undetectable at both measurements; anti-thyroglobulin
antibodies <5U/mL at both determinations. returned to normal values in the sixth-week follow-up
after the therapeutic radioiodine dose and remained
normal for up to 19 months, becoming only minimally
elevated after 24 months; the reduction in size of the
axillary and mediastinal LN documented by CT prior to
and after radioiodine administration, and the compared
blood immunohistochemistry. DISCUSSION Bocian et al.(8) published a case
of coinciding metastases of papillary carcinoma and of
SCLL in cervical lymph nodes. Reid-Nicholson et al.(9)
reported the finding of concurrent papillary thyroid
carcinoma and CLL/SCLL in a thyroid nodule. A similar
concurrence could explain the radioiodine uptake in the
axillary LN of our patient. But one may accept that the
fine-needle aspiration biopsy was informative in that it
confirmed the presence of lymphoma cells by histology
and immunohistochemistry, and was entirely negative
for cells of the thyroid lineage as well as for thyroid cell-
related substances. einstein. 2014;12(1):100-5 REFERENCES 1. Manusow D, Weinerman BH. Subsequent neoplasia in chronic lymphocytic
leukemia. JAMA. 1975;232(3):267-9. 2. Travis LB, Curtis RE, Hankey BF, Fraumeni JF Jr. Second cancers in patients
with chronic lymphocytic leukemia. J Natl Cancer Inst. 1992;84(18):1422-7. 3. Mellemgaard A, Geisler CH, Storm HH. Risk of kidney cancer and other
second solid malignancies in patients with chronic lymphocytic leukemia. Eur
J Haematol. 1994;53(4):218-22. 4. Nishikubo CY, Kunkel LA, Figlin R, Belldegrun A, Rosen P, Elashoff R et al. An
association between renal cell carcinoma and lymphoid malignancies. A case
series of eight patients. Cancer. 1996;78(11):2421-6. 5. Hisada M, Biggar RJ, Greene MH, Fraumeni JF Jr, Travis LB. Solid tumors
after chronic lymphocytic leukemia. Blood. 2001;98(6):1979-81. 5. Hisada M, Biggar RJ, Greene MH, Fraumeni JF Jr, Travis LB. Solid tumors
after chronic lymphocytic leukemia. Blood. 2001;98(6):1979-81. Beside the contents of the material of the aspiration
biopsy taken from a LN that had stored the radioactive
isotope, one may hypothesize that there was, indeed,
a radioiodine uptake by the lymphoma cells and a
consequent radiotherapeutical action because of three
additional observations: the drastic drop in white
blood cell count, in particular of the lymphocytes which 6. Dasanu CA, Alexandrescu DT. Risk for second nonlymphoid neoplasms in
chronic lymphocytic leukemia. MedGenMed. 2007;9(4):35.Review. 6. Dasanu CA, Alexandrescu DT. Risk for second nonlymphoid neoplasms in
chronic lymphocytic leukemia. MedGenMed. 2007;9(4):35.Review. 7. Royle JA, Baade PD, Joske D, Girschik J, Frischi L. Second cancer incidence
and cancer mortality among chronic lymphocytic leukaemia patients: a
population-based study. Br J Cancer. 2011;105(7):1076-81. 8. Bocian A, Kopczynski J, Rieske P, Piaskowski S, Stuszniak J, Kupnicka D et
al. Simultaneous occurrence of medullary and papillary carcinomas of the
thyroid gland with metastases of papillary carcinoma to the cervical lymph Normalization of lymphocyte count after high ablative dose of I-131 105 nodes and the coinciding small B-cell lymphocytic lymphoma of the lymph
nodes – a case report. Pol J Pathol. 2004:55(3):23-30. nodes and the coinciding small B-cell lymphocytic lymphoma of the lymph
nodes – a case report. Pol J Pathol. 2004:55(3):23-30. metastasis as a late manifestation of papillary thyroid carcinoma. Thyroid. 2009;19(4):417-9. 14. Kaminski MS, Zelenetz AD, Press OW, Saleh M, Leonard J, Fehrenbacher L,
et al. Pivotal study of iodine I 131 tositumomab for chemotherapy-refractory
low-grade or transformed low-grade B-Cell non-Hodgkin’s lymphomas. J Clin
Oncol. 2001;19(19):3918-28. 9. Reid-Nicholson M, Moreira A, Ramalingam P. REFERENCES Cytologic features of mixed
papillary carcinoma and chronic lymphocytic leukemia/small lymphocytic
lymphoma of the thyroid gland. Diagn Cytopathol. 2008;36(11):813-7. 10. Koike K, Fujii T, Yanaga H, Nakagawa S, Yokoyama G, Yahara T, et al. Axillary
lymph node recurrence of papillary thyroid microcarcinoma: report of a case. Surg Today. 2004;34(5):440-3. 15. Dohán O, De la Vieja A, Paroder V, Riedel C, Artani M, Reed M, et al. The
sodium/iodide Symporter (NIS): characterization, regulation and medical
significance. Endocr Rev. 2003;24(1):48-77. 11. Ers V, Galant C, Malaise J, Rahier J, Daumerie C. Axillary lymph node metastasis
in recurrence of papillary thyroid carcinoma: a case report. Wien Klin
Wochenschrift. 2006;118(3-4):124-7. 16. Renier C, Yao C, Goris M, Grosh M, Katznelson L, Noless K, et al. Endogenous NIS
expression in triple-negative breast cancers. Ann Surg Oncol. 2009;16(4):962-8. 12. Nakayama H, Wada N, Masudo Y, Rino Y. Axillary lymph node metastasis from
papillary thyroid carcinoma: report of a case. Surg Today. 2007;37(4):311-5. 17. Carlin S, Akabani G, Zalutsky MR. In vitro cytotoxicity of (211) at-astatide and
(131) I-iodide to glioma tumor cells expressing the sodium/iodide symporter. J Nucl Med. 2003;44(11):1827-38. 13. Kepenekci I, Demirkan A, Cakmac A, Tug T, Ekinci S. Axillary lymph node einstein. 2014;12(1):100-5 einstein. 2014;12(1):100-5
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A IMPORTÂNCIA DA ASSISTÊNCIA DO ENFERMEIRO NA CONSULTA PRÉ-NATAL
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doi.org/10.51891/rease.v8i8.6647 doi.org/10.51891/rease.v8i8.6647 doi.org/10.51891/rease.v8i8.6647 1 Faculdade JK- Brasília. E-mail: antonia_amaral@hotmail.com.
2 Faculdade JK- Brasília. E-mail: gisre08@hotmail.com.
3 Orientador do curso de Enfermagem da Faculdade JK- Brasília. E-mail:ronaldo.nunes@facjk.com.br. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022.
ISSN - 2675 – 3375 2 Faculdade JK- Brasília. E-mail: gisre08@hotmail.com. 1 Faculdade JK- Brasília. E-mail: antonia_amaral@hotmail.com. 3 Orientador do curso de Enfermagem da Faculdade JK- Brasília. E-mail:ronald A IMPORTÂNCIA DA ASSISTÊNCIA DO ENFERMEIRO NA CONSULTA
PRÉ-NATAL
THE IMPORTANCE OF NURSES' PERFORMANCE IN PRENATAL
CONSULTATIONS Antônia Amaral Lima1
Mirian Mota Carlos2
Ronaldo Nunes Lima3 RESUMO: Introdução A importância ao pré-natal deve ser iniciada assim que a
mulher ter a certeza de que está grávida a consulta de pré-natal caracteriza-se como
atividade essencial frente a assistência prestada à gestante durante período gravídico,
Objetivo: orientar quanto a importância do pré-natal para que ocorra uma gestação
saudável e quais são os fatores associados à qualidade da assistência prestada
destacando a importância do enfermeiro nesse processo. Materiais e Métodos: O
desenvolvimento desse artigo foi baseado na pesquisa bibliográfica por meio de revisão
integrativa de literatura, observando a relevância do tema e a busca do saber sob o olhar
de alguns autores, este tipo de pesquisa me permite manipular entre as variáveis. Resultados: tomando por embasamento em 12 artigos analisados e levando em
consideração os seus aspectos semelhantes foram possíveis apontar questões centrais
e importantes em relação ao pré-natal, onde relata sobre a importância do pré-natal
para que ocorra uma gestação saudável, visando analisar a importância sobre a
assiduidade nas consultas é essencial, pois é através delas que serão verificados alguns
tipos de doenças e evitar uma gravidez que apresenta risco para a mãe e o feto. CONCLUSÃO O material bibliográfico analisado aponta que a atuação dos
enfermeiros na educação e na promoção de saúde no pré-natal tem sido essencial de
forma satisfatória, com estabelecimento de vínculos consistentes entre enfermeiro
gestante e a comunidade ao longo da assistência prestada. 636 Palavras-chaves: Cuidados de enfermagem. Acompanhamento pré-natal. Enfermagem pré-natal. ABSTRACT: Prenatal care is the assistance in the area of nursing and medicine
provided to pregnant women during the nine months of pregnancy, it is a preparation
for childbirth, it is monitoring each week of the baby and his health in order to
improve and avoid problems for the mother and the fetus. Nurses are fundamental in
prenatal care, as they are qualified to intervene with health promotion strategies,
disease prevention and use humanization in the care provided. The role of the nurse
as a caregiver is to fully seek the health of these women, the objective of the article is Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. A IMPORTÂNCIA DA ASSISTÊNCIA DO ENFERMEIRO NA CONSULTA
PRÉ-NATAL
THE IMPORTANCE OF NURSES' PERFORMANCE IN PRENATAL
CONSULTATIONS ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE to guide the importance of prenatal care for a healthy pregnancy and what are the
factors associated with the quality of care provided, highlighting the importance of
the nurse in this process. Keywords: Nursing care. Prenatal care. Prenatal nursing. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022.
ISSN - 2675 – 3375 INTRODUÇÃO A importância ao pré-natal deve ser iniciada assim que a mulher ter a certeza
de que está grávida a consulta de pré-natal caracteriza-se como atividade essencial
frente a assistência prestada à gestante durante período gravídico, o enfermeiro precisa
realizar consultas humanizada e qualificada, dados revelam as taxas de
morbimortalidade materno-infantil ainda
são
preocupantes,
principalmente
relacionados às condições obstétricas das mulheres como um problema de saúde
pública. As gestantes devem buscar apoio, ações e estratégias para minimizar os
índices relacionados a essas condições para aumentar a qualidade de vida durante a
gestação (SILVA et al, 2018). O enfermeiro é fundamental na assistência pré-natal, por ser qualificado para
intervir com estratégias de promoção da saúde, prevenção de doenças e utilizar a
humanização nos cuidados prestados. Durante as consultas deve-se realizar ações
educativas para elaborar o plano de assistência na consulta de acompanhamento pré-
natal, conforme as necessidades identificadas e priorizadas, estabelecendo as
intervenções orientações e encaminhando para outros serviços, promovendo e
disciplinando sob cada ações (SEHNEM., et al 2019). 637 A grávida quando não dá início ao pré-natal e resolve começar tardio reduzindo
assim os números de consultas, está contribuindo para um desfecho desfavorável da
gestação, uma vez que estão diretamente relacionados ao diagnóstico precoce de
situações que colocam em risco a saúde do feto ou até mesmo óbito. O pré-natal deve
ser iniciado logo após que a mulher descobrir a gravidez para garantir que a mulher
tenha uma gestação e um parto saudáveis e sem nenhuma complicação o pré-natal além
de prevenir e diagnosticar precocemente doenças e problemas também orienta a
gestante sobre ações importantes referente a maternidade, favorecendo um
acompanhamento e continuidade do cuidado (BALCELLS et al., 2018). Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. INTRODUÇÃO ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE A qualidade da assistência pré-natal representa papel fundamental na
prevenção e detecção precoce de patologia tanto para a mãe e para o feto, assim
permitindo um desenvolvimento saudável do bebe e reduzindo os riscos da gestante,
uma vez que contribui para a redução das taxas de morbimortalidade materno e
infantil é imprescindível instituir medidas que facilitem o acesso, ampliem a cobertura
e qualifique o acompanhamento pré-natal, principalmente em países como o Brasil,
com proporções continentais, amplas desigualdades sociais, econômicas, culturais e
regionais, de acesso aos serviços de saúde, sobretudo os de alta complexidade
(MAYOR et al, 2018). Dessa forma, o objetivo deste estudo é orientar quanto a importância do pré-
natal para que ocorra uma gestação saudável e quais são os fatores associados à
qualidade da assistência prestada destacando a importância do enfermeiro nesse
processo. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022.
ISSN - 2675 – 3375 MATERIAIS E MÉTODOS O desenvolvimento desse seminário artigos foi baseado na pesquisa
bibliográfica por meio de revisão integrativa de literatura, observando a relevância do
tema e a busca do saber sob o olhar de alguns autores, este tipo de pesquisa me permite
manipular entre as variáveis. 638 Como procedimento metodológico selecionou-se material já publicado
constituído de artigos on-line nas plataformas google académico, scientific
electronic library online, (Scielo), biblioteca virtual em saúde(BVS),foram utilizado
como auxiliares nas pesquisas operadores booleanos AND e OR, com as palavras
chaves: cuidado de enfermagem, acompanhamento pré-natal, enfermagem pré-natal,
onde foram analisados 50 publicações científicos, sendo selecionados 25 periódicos, os
quais tinham mais ênfase no tema escolhido, o levantamento bibliográfico e de
construção desse estudo foi realizado no período de fevereiro a junho 2022. As pesquisas foram realizadas em banco de fatores de inclusão nacionais de
língua portuguesa por considerar mais acessíveis este tipo de publicação entre 2017 a
2022. Foram excluídos os periódicos publicados antes de 2017, e que fogem do objetivo
proposto. Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE Assim, após a seleção do material bibliográfico, foi promovida uma leitura,
oportunidade em que foi produzido o texto final, visando atingir o objetivo pré-
estabelecido para o presente trabalho e análise para interpretação do material Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ,
ç
,
g
ISSN - 2675 – 3375 DESENVOLVIMENTO O ministério da saúde afirma que, a gravidez é um evento resultante da
fecundação do óvulo ovócito pelo espermatozóide. Habitualmente, ocorre dentro da
trompa uterina e é responsável pela geração de um novo ser. Este é um momento de
grandes transformações para a mulher, para seu parceiro e para toda a família. Durante
o período da gestação, o corpo vai se modificar lentamente, preparando-se para o parto
e para a maternidade. A gestação é um fenômeno fisiológico e, por isso mesmo, sua
evolução se dá, na maior parte dos casos, sem intercorrências. Em alguns casos, o bebê
pode não conseguir se desenvolver de forma adequada. Por isso, é importante o pré-
natal (BRASIL, 2020). O pré-natal é a assistência na área da enfermagem e da medicina prestada à
gestante durante os noves meses de gravidez, é um preparatório para o parto, é
acompanhar cada semana do bebê e a saúde dele visando melhorar e evitar problemas
para a mãe eo feto, ao compreender a importância do pré-natal para as grávidas o
profissional de saúde que a acompanha consegue identificar o que esse cuidado
significa para cada uma delas, o que auxilia no direcionamento da assistência social
que cada mulher está inserida, sua percepção do mundo e suas particularidades, as
quais precisam ser consideradas e assistidas, proporcionando um cuidado mais efetivo
e integral, assegurando o desenvolvimento de uma gestação saudável (PEREIRA et al.,
2018). 639 639 Sendo assim, a assistência ao pré-natal é uma etapa primordial para uma
gestação e parto humanizado, o enfermeiro juntamente com a equipe deve desenvolver
assistência integral a grávida essa acessória envolve respeito aos sentimentos,
emoções, necessidades, valore culturais- incluindo toda a família; essa assistência se
dá também “por meio de ações e procedimentos técnicos e científicos, assegurando
uma gestação sem intercorrências ou minimizando os agravos e desconforto que
podem surgir no decorrer da gestação”(PAULA, BARBOSA, 2019). Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE Embasado na lei 7.498 de 1996, que regulamenta o exercício de enfermagem
decreto e resoluções que trata do mesmo assunto, o enfermeiro possui aptidão para
desenvolver atividades de atenção à enfermagem e toda a rotina pré-natal. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022.
ISSN - 2675 – 3375 ,
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ISSN - 2675 – 3375 DESENVOLVIMENTO O
enfermeiro tem autonomia para prescrever alguns tipos de medicamentos na consulta
de pré-natal como o ácido fólico que é recomendado para mulher em idade fértil e dois
meses antes de engravidar e nos primeiros meses de gestação, também existe o sulfato
ferroso que deve começar a partir do conhecimento da gravidez até o terceiro mês após
o parto. Tendo em vista isso, o enfermeiro destaca-se como um profissional capacitado
para a prestação do cuidado pré-natal de qualidade, uma vez que demonstra
resolutividade e competência em sua assistência. (LEAL et al., 2018) Conforme protocolos, já na primeira consulta de pré-natal o enfermeiro é
responsável por realizar ações educativas para a gestante e sua família, e acompanhar
a gestação de baixo risco, solicitar exames de rotina e orientar o tratamento de acordo
com o protocolo que o enfermeiro é habilitado e respaldado, também coletar exame
cito patológico, as consultas de pré-natal devem ser intercaladas uma com o enfermeiro
e outra com o médico, assim, sendo podemos considerar a assistência de enfermagem
importante e confiável para o acompanhamento da gravidez de baixo risco (SILVA et
al., 2018) 640 No pré-natal de baixo risco, a maioria das consultas é realizada pelos
enfermeiros, porque não é necessário intervenções de maior complexidade, o total de
consultas deverá ser no mínimo 6 intercaladas entre médico e enfermeiro, para uma
gestante sem risco estabelece no mínimo 2 consultas realizadas pelo médico uma no
início do pré-natal, e outra entre a 29° e a 32° semanas e o intervalo entre as consultas
devem ser de 4 semanas, após a 36° semana deverá ser acompanhada a cada 15 dias para
avaliar pressão, edema, altura uterina, movimento do feto e batimento cardio fetal,
deve acontecer prioritariamente na UBS, a fim de contribuir para melhores desfechos
maternos e perinatais. O pré-natal de risco habitual, é onde a mãe e filho não
apresentam fatores de risco individual que está relacionado à doença ou agravo que
possam interferir negativamente na evolução da gravidez, e são atribuições do
enfermeiro no acompanhamento (OLIVEIRA et al.,2017). Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. DESENVOLVIMENTO 2022 ,
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ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE A gestação de alto risco são os casos mais complexos de assistência durante a
gravidez, em que há maior probabilidade de alcançar resultados desfavoráveis e
nocivos, tanto para a mãe quanto para o feto. Onde existem as Condições como, idade
acima de 35 anos, pois são mais vulneráveis algumas doenças, obesidade, doença previa
crônicas, aquelas que tiveram gestação anterior de alto risco, hipertensão, diabetes,
deslocamento prévio da placenta, pré-eclâmpsia ou até mesmo infecção viral ou
bacteriana, idades menores que 15 anos porque o útero não está preparado, pois há
maior chance do bebe nascer com baixo peso, prematuro e a mulher sofrer aborto
espontâneo, devem ser acompanhadas pelo profissional medico de forma pontual para
que não haja aumento do risco à saúde do binômio mãe e filho decorrentes do processo
gestacional (SONCINI, et al., 2019; GADELHA, et al., 2020). Enfim, o papel do enfermeiro como cuidador é buscar integralmente a saúde
destas mulheres, seja prescrevendo cuidados de enfermagem e medicamentos previstos
em programas de saúde e protocolos das instituições de saúde, durante o pré-natal a
gestante deve receber informações sobre seus direitos hábitos saudáveis de vida,
também tem de receber informações sobre sinais de risco em cada etapa da gravidez, é
muito importante que a gestante aproveite o momento da consulta para colocar suas
dúvidas, preocupações, experiências a fim de ampliar o diálogo com os profissionais
de saúde mantendo esquemas terapêuticos, solicitados exames complementares e
fortalecendo o vínculo entre a gestante e sua equipe. (REIS; RACHED, 2017). 641 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ç
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ISSN - 2675 – 3375 O Gráfico 1 - tomando por embasamento em 12 artigos analisados e levando em
consideração os seus aspectos semelhantes foram possíveis apontar questões centrais
e importantes em relação ao pré-natal, onde relata sobre a importância do pré-natal
para que ocorra uma gestação saudável, visando analisar a importância sobre a
assiduidade nas consultas é essencial, pois é através delas que serão verificados alguns
tipos de doenças e evitar uma gravidez que apresenta risco para a mãe e o feto e
consequentemente você vai ter um bom parto seja parto normal ou Cesário, dos
artigos selecionados, sendo elas de acordo com os autores em estudo, assiduidade nas Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE evista Ibero- Americana de Humanidades, Ciências e Educação- REASE consultas com 70%, orientação à gestantes 75% para garantir que a mulher e o bebe
tenham uma gestação e um parto saudáveis e sem nenhuma complicação e o que fazer
para que ocorra um parto sem intercorrência, habilidade nas consultas com 67%, onde
a competência pode ser definida como habilidade de desempenhar uma tarefa
específica de modo a produzir resultados desejáveis a habilidade nas consultas e o
principal marco do desenvolvimento profissional de prestar o bom atendimento onde
compete a função do enfermeiro nesse cuidado. Gráfico 1 - Orientação da importância do pré-natal para que ocorra uma gestação saudável. Gráfico 1 - Orientação da importância do pré-natal para que ocorra uma gestação saudável. Fonte: Autores com embasamentos em ANDRADE et al.,2020, FERREIRA et al.,2019, QUEIROZ et
al.,2018, ARAÚJO et al.,2022, GADELHA et al.,2020, BALCELLS et al.,2018, GONÇALVES et al.,2018,
SOUSA et al., 2021, LADEIRA et al.,2021, CONRADO et al.,2021, SILVA 2018, SENA et al.,2021. Gráfico 2
fatores associados à qualidade da assistência prestada 642 Fonte: Autores com embasamentos em ANDRADE et al.,2020, FERREIRA et al.,2019, QUEIROZ et
al.,2018, ARAÚJO et al.,2022, GADELHA et al.,2020, BALCELLS et al.,2018, GONÇALVES et al.,2018,
SOUSA et al., 2021, LADEIRA et al.,2021, CONRADO et al.,2021, SILVA 2018, SENA et al.,2021. Gráfico 2 – fatores associados à qualidade da assistência prestada. Gráfico 2 – fatores associados à qualidade da assistência prestada. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022.
ISSN - 2675 – 3375 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022.
ISSN - 2675 – 3375 O Gráfico Fonte: Autores com embasamentos em SILVESTRI et al.,2021, BALSELLS et al., 2018, SOUSA et
al.,2019, MEDEIROS 2019, MACHADO et al.,2021, SILVA 2018, CAVALCANTE et al.,2022,
MENEZES et al.;2021, MENDES et al.,2022, VIANA et al.,2021. Quadro 1- Publicações selecionadas acerca da importância da atuação do enfermeiro na consulta ao pré-
natal, estudo que fazem parte dos resultados e discussão. AUTOR/ANO
TÍTULO
OBJETIVO
ANDRADE et al.,2020
O papel do enfermeiro na assistência,
educação e promoção da saúde no pré-
natal
Investigar por
meio de uma revisão integrativa
da literatura a atuação dos
enfermeiros na educação e na
promoção de saúde no pré-
natal
FERREIRA et al.,2019
Pré-natal e a assistência de enfermagem
à gestante de alto risco
Discutir a partir de achados na
literatura a importância do pré-
natal e a assistência de
enfermagem à gestante de alto
risco. QUEIROZ et al.,2018
Fatores associados à qualidade da
assistência de enfermagem durante o
pré-natal: um referencial teórico
Analisar quais os fatores
associados à qualidade da
assistência pré-natal correta do pré-natal é necessário qualidade da assistência, permitindo um
desenvolvimento saudável e os riscos da gestante. Fonte: Autores com embasamentos em SILVESTRI et al.,2021, BALSELLS et al., 2018, SOUSA et
al.,2019, MEDEIROS 2019, MACHADO et al.,2021, SILVA 2018, CAVALCANTE et al.,2022,
MENEZES et al.;2021, MENDES et al.,2022, VIANA et al.,2021. Q
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P bli
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i
d
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i d
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é correta do pré-natal é necessário qualidade da assistência, permitindo um
desenvolvimento saudável e os riscos da gestante. Fonte: Autores com embasamentos em SILVESTRI et al.,2021, BALSELLS et al., 2018, SOUSA et
al.,2019, MEDEIROS 2019, MACHADO et al.,2021, SILVA 2018, CAVALCANTE et al.,2022,
MENEZES et al.;2021, MENDES et al.,2022, VIANA et al.,2021. 644 ro 1- Publicações selecionadas acerca da importância da atuação do enfermeiro na consulta ao pré-
estudo que fazem parte dos resultados e discussão. Quadro 1- Publicações selecionadas acerca da importância da atuação do enfermeiro na consulta ao pré-
natal, estudo que fazem parte dos resultados e discussão. O Gráfico Os resultados elencados neste gráfico mediante de 13 artigos selecionados
permitiram discutir as medidas sob fatores associados à qualidade da assistência
prestada ao pré-natal deve ser organizada da melhor forma para atender as reais
necessidades das gestantes através da utilização de conhecimentos técnico-científicos
54%, por meio das ações educativas espera-se que a gestante adquira maiores Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE evista Ibero- Americana de Humanidades, Ciências e Educação- REASE conhecimento percebendo sua importância e interesse em participar do pré-natal 62%,
uma boa realização correta da anamnese torna-se possível um elo de confiança entre o
enfermeiro e a gestante 62% que seja promovidas precisam estar voltadas para
cobertura de toda a população de gestante da área de abrangência da unidade de saúde,
possibilitando a continuidade no atendimento, o acompanhamento e a avaliação dessas
assistência prestada. Fonte: Autores com embasamentos em, PESSOA et al.,2021, FERNANDES et al.,2021, DOURADO et
al.,2021, SEHNEM et al.,2019, OLIVEIRA et al.,2019, TAVARES et al.,2021, REIS et al.,2017,
GUIMARÃES et al.,2018, PAULA 2019, SILVA et al.,2019, JUSTINO et alt.,2020, NASCIMENTO et
al.,2019, GADELHA et al.,2019. Fonte: Autores com embasamentos em, PESSOA et al.,2021, FERNANDES et al.,2021, DOURADO et
al.,2021, SEHNEM et al.,2019, OLIVEIRA et al.,2019, TAVARES et al.,2021, REIS et al.,2017, 643 Fonte: Autores com embasamentos em, PESSOA et al.,2021, FERNANDES et al.,2021, DOURADO et
al.,2021, SEHNEM et al.,2019, OLIVEIRA et al.,2019, TAVARES et al.,2021, REIS et al.,2017,
GUIMARÃES et al.,2018, PAULA 2019, SILVA et al.,2019, JUSTINO et alt.,2020, NASCIMENTO et
al.,2019, GADELHA et al.,2019. Gráfico 3 – A importância do enfermeiro na consulta de pré-natal. Ainda neste estudo, foram selecionados 10 artigos, visando analisar a
importância do enfermeiro na consulta de pré-natal, sendo que é essencial o
acompanhamento do enfermeiro nesse processo é de 50%, para isso a gestante deve
receber atenção suficiente e na intensidade desejada de acordo com suas necessidades
básicas, para ser realizado um pré-natal adequado é preciso uma assistência integral de
90%, evitando assim morte fetal e complicações durante a gravidez, 70% da realização Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE correta do pré-natal é necessário qualidade da assistência, permitindo um
desenvolvimento saudável e os riscos da gestante. O Gráfico AUTOR/ANO
TÍTULO
OBJETIVO
ANDRADE et al.,2020
O papel do enfermeiro na assistência,
educação e promoção da saúde no pré-
natal
Investigar por
meio de uma revisão integrativa
da literatura a atuação dos
enfermeiros na educação e na
promoção de saúde no pré-
natal
FERREIRA et al.,2019
Pré-natal e a assistência de enfermagem
à gestante de alto risco
Discutir a partir de achados na
literatura a importância do pré-
natal e a assistência de
enfermagem à gestante de alto
risco. QUEIROZ et al.,2018
Fatores associados à qualidade da
assistência de enfermagem durante o
pré-natal: um referencial teórico
Analisar quais os fatores
associados à qualidade da
assistência pré-natal
destacando a importância do
enfermeiro nesse processo. ARAÚJO et al.,2022
Consulta de enfermagem no pré-natal:
atendimento à gestante com sífilis
Identificar as ações do
enfermeiro durante a consulta
pré-natal às gestantes com
sífilis Rev Revista Ibero Americana de Humanidades, Ciências e Educação REASE
SILVESTRI et al.,2021
Os significados do pré-natal atribuído
por gestantes realizado por
enfermeiros
Compreender os significados
atribuídos por gestantes ao pré-
natal
realizado por enfermeiros. BALCELLS et al.,2018
Avaliação do processo na assistência
pré-natal de gestantes com risco
habitual
Avaliar a qualidade do cuidado
quanto ao processo no pré-natal
de gestantes com risco
habitual. GONÇALVES et al.,2018
Pré-natal: preparo para o parto na
atenção primária à saúde no sul do
Brasil
Avaliar a relação entre
assistência pré-natal e
orientações para o parto na
Atenção Primária à Saúde
SOUSA et al., 2021
Consulta de pré-natal de risco habitual
na atenção primária à saúde. Relatar as atividades e
experiências de acadêmicos do
curso de graduação em
enfermagem durante o
acompanhamento às consultas
de pré-natal de risco habitual
em uma unidade básica de
saúde. LADEIRA et al.,2021
O desafio da atuação do enfermeiro
frente a ausência paterna
no acompanhamento pré-natal:
estratégias e intervenções
Incluir a figura paterna nos
cuidados pertinentes ao ciclo
gravídico é um desafio, já que o
mesmo é visto como uma
responsabilidade materna e
poucos serviços de saúde
promovem a integração
paterna. CONRADO et al., 2021
Estratégias utilizadas por enfermeiras
durante a consulta de pré-natal de
mulheres
vítimas de violência sexual: revisão
integrativa
Discutir estratégias utilizadas
por enfermeiras durante a
consulta de pré-natal de
mulheres vítimas de violência
sexual. O Gráfico SILVA et al., 2018
O pré-natal e a assistência de
enfermagem à gestante de alto risco
Objetivo discutir a partir de
achados na literatura a
importância do pré-natal e a
assistência de enfermagem à
gestante de alto risco. SENA et al.,2021
Gestação de alto risco: epidemiologia e
cuidados, uma revisão de literatura
Compreender o perfil
epidemiológico das
gestantes acompanhadas no pré-
natal de alto risco, assim como
os cuidados voltados às
mesmas. PESSOA et al.,2021,
Conhecimento da Gestante Sobre A
Importância da Consulta Pré-natal:
Revisão Integrativa
A assistência pré-natal está
voltada aos cuidados com a
mulher, durante o período
gestacional, com a finalidade de
identificar riscos, agir
antecipadamente em possíveis
intercorrências, garantir
qualidade na saúde, evitar
morte e danos físicos à gestante
e ao feto
64 645 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375 Rev FERNANDES et al,2021
A atenção do enfermeiro na assistência
ao pré-natal de baixo risco
O objetivo do trabalho foi
realizar um levantamento
bibliográfico sobre a atenção do
enfermeiro na assistência ao
pré-natal de baixo risco, assim
como a abordagem frente às
dificuldades encontradas e
sucesso para um bom parto. DOURADO et al., 2021
Assistência de enfermagem ao pré-
natal: Relato de experiência. Observar a atuação do
enfermeiro nas consultas de
pré-natal de
baixo risco. SEHNEM et al.,2019
Consulta de pré-natal na atenção
primária à saúde:
fragilidades e potencialidades da
intervenção de
enfermeiros brasileiros
Conhecer as fragilidades e
potencialidades da intervenção
do enfermeiro na consulta de
pré-natal
OLIVEIRA et al.,2019,
Importância do pré-natal na opinião
das usuárias de uma
unidade básica de saúde da família em
porto velho, Rondônia
Estudar o nível de
conhecimento das pacientes
atendidas na Unidade
Básica de Saúde Oswaldo Piana
sobre o pré-natal de baixo
risco
TAVARES et al.,2021
Conhecimento Da Gestante Sobre A
Importância Da
consulta Pré-natal: Revisão
Integrativa
Garantir qualidade na saúde,
evitar morte e danos físicos à
gestante e ao feto. REIS; RACHED, 2017,
O papel do enfermeiro no
acompanhamento de pré-natal de baixo
risco utilizando a abordagem centrada
na pessoa – gestante. O pré-natal é o
acompanhamento da evolução
da gestação que visa cuidar da
saúde da mulher e do seu bebê
até que o parto ocorra, também
é o momento que a gestante
vivencia diferentes
sentimentos, por isso o
estabelecimento de relação com
a enfermagem se faz
imprescindível. GUIMARÃES et al. O Gráfico 2018,
Acesso e qualidade da atenção pré-natal
na Estratégia Saúde da Família:
infraestrutura, cuidado e gestão. Investigação do acesso e da
qualidade do cuidado pré-natal
na Estratégia Saúde da Família
no Brasil e na Região Norte,
mediante avaliação de aspectos
de infraestrutura nas unidades
de saúde, da gestão e oferta do
cuidado prestado pelas equipes,
sob o prisma das desigualdades
regionais e estaduais. PAULA et al. 2019. cuidado-pré-natal-em-uma-unidade-de-
saúde-de-cachoeira-alta
O acompanhamento pré-natal é
um cuidado da saúde de
gestantes. É uma poderosa
estratégia para reduzir a
morbimortalidade materna,
perinatal e neonatal. 646 JUSTINO et alt.,2020,
Estratégias de educação em saúde
durante o pré-natal como agente
promotor de qualidade de vida. objetivo de avaliar as
estratégias de educação em
saúde desenvolvidas na
assistência ao pré-natal de risco
habitual como agente promotor
de qualidade de vida. SILVA et al.,2019,
Importância do pré-natal na opinião
das usuárias de uma unidade básica de
saúde da família em porto Velho,
Rondônia
O presente trabalho pretende
estudar o nível de
conhecimento
das pacientes atendidas na
Unidade
Básica de Saúde Oswaldo Piana
sobre o pré-natal de baixo risco. NASCIMENTO et al.,2019
Principais fatores associados ao
tardiamente do pré-natal:
Identificar os principais fatores
associados ao início tardio do
pré-natal entre gestantes
GADELHA et al 2020
Qualidade de vida de mulheres com
gravidez de alto risco durante o cuidado
pré-natal
Analisar a qualidade de vida de
gestantes de alto risco
SOUSA et al., 2019
O cuidado pré-natal humanizado na
atenção primária em saúde: uma
revisão de literatura
O cuidado pré-natal prestado às
gestantes na atenção primária
em saúde e as condutas que
tornam essa assistência
humanizada. MACHADO et al.,2021
Qualidade de vida de gestantes atrelada
a assistência do enfermeiro no pré-
natal. elencar as evidências científicas
sobre a
qualidade de vida entre
gestantes em assistência pré-
natal. CAVALCANTE et al.,2022
Atuação do enfermeiro na gestação de
alto risco: uma revisão sistemática
Identificar na literatura
científica as formas de atuação
do enfermeiro à gestantes de
alto risco
VIANA et al.,2021,
Qualidade da assistência pré-natal
realizada por enfermeiros das unidades
básicas de saúde de Cáceres-MT /
Qualidade da assistência pré-natal
realizada por enfermeiros nas unidades
básicas de saúde de Cáceres-MT
. Objetivo:
avaliar a qualidade da
assistência prestada no pré-
natal de baixo risco pelos
enfermeiros das Unidades
Básicas de Saúde de Cáceres-
MT. O Gráfico MENDES et al.,2020
Avaliação da qualidade do pré-natal a
partir das recomendações do Programa
de Humanização no Pré-natal e
Nascimento
O objetivo deste estudo foi
analisar a qualidade do pré-
natal no estado de Sergipe a
partir das recomendações do
PHPN. MENEZES
A assistência do enfermeiro no pré-
natal
Objetivo: O estudo teve como
objetivo conhecer, entender e
verificar como se dá a
assistência ao pré-natal
realizada pelo enfermeiro na
atenção básica. 647 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE DISCUSSÃO Percebe-se a imensa importância da consulta de enfermagem no processo de
pré-natal, pois é abordada desde os programas de saúde da mulher, pré-natal, parto e
puerpério e continua com o desenvolvimento do feto, assim diminuindo os riscos para
a mãe e o bebê que são afastados no atendimento dos enfermeiros junto às gestantes. Nas consultas de enfermagem, o enfermeiro não necessita apenas de sua competência
técnica, mas também necessita da escuta qualificada, ouvindo suas queixas,
preocupações e angústia, criando assim uma relação mais próxima com a gestante, sua
família e comunidade, visando a necessidade de resultados positivos o presente estudo
permitiu orientar e analisar a importância da atuação do enfermeiro na consulta do
pré-natal. Tomando como fundamento os 12 artigos analisados para o estudo no gráfico 1,
nos foi permitido concluir que a orientação da importância do pré-natal para que ocorra
uma gestação saudável, visando analisar a importância sobre a assiduidade nas
consultas, orientação a gestantes e habilidades na consulta, são os itens que não podem
acontecer falhas durante o atendimento com a gestante, são apresentados que 70%
estão relacionados a assiduidade nas consultas, verificamos que evitar uma gravidez
que apresenta risco para a mãe e o feto é através da orientação à gestantes
75%, para garantir que a mulher e o bebe tenha uma gestação e um parto saudáveis e
sem nenhuma complicação é aplicada sobre habilidade nas consultas com 67%, através
de boa prática e atenção à gestante. 648 Conforme os artigos analisados sobre fatores associados à qualidade da
assistência prestada, podem ser alcançadas de acordo com análise dos indicadores
apontados no gráfico 2, pois o pré-natal é um acompanhamento do início da gestação
que cuida da saúde da mulher e do seu bebê até que o parto aconteça. A consulta de
enfermagem é uma atividade que proporciona ao enfermeiro condições para atuar de
forma direta e independente caracterizando dessa forma, conhecimento específica de
54%, o pré-natal busca garantir a assistência à saúde da gestante, promovendo ações
educativas de 62%, a qualidade no atendimento e prevenção de possíveis complicações
durante a gestação é através da realização correta da anamnese de 62%, no atendimento
durante as consultas. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. DISCUSSÃO ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE Os resultados obtidos no gráfico 3, mostra a importância do enfermeiro na
consulta de pré-natal e suas atribuições de forma mais efetivas, 50% é essencial para
preparar a mulher para a maternidade, não devendo ser encarada como simples
assistência de enfermagem e sim como trabalho de prevenção de intercorrências e
complicações gestacional. A atenção à saúde da mulher deve ser organizada de forma
que atenda as existentes necessidades das mulheres durante a gestação através da
utilização da assistência integral 90%, dos conhecimentos específicos adequados e dos
meios de recursos humanos e físicos disponíveis e apropriados para cada caso
assegurando uma qualidade da assistência 70%, e dessa forma reduzindo a
morbimortalidade materna e infantil. Os resultados da revisão de literatura têm a importância da atuação dos
profissionais enfermeiros junto às gestantes e famílias ao longo do período do pré-natal
e quando ele é realizado com qualidade e exerce um cuidado integral à gestante e a
consolidação do vínculo, que proporciona o bem-estar e o nascimento do bebê. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. CONCLUSÃO 649 O material bibliográfico analisado aponta que a atuação dos enfermeiros na
educação e na promoção de saúde no pré-natal tem sido essencial de forma satisfatória,
com estabelecimento de vínculos consistentes entre enfermeiro gestante e a
comunidade ao longo da assistência prestada. Ainda existe um caminho a ser
percorrido para que os enfermeiros atuem plenamente em prol da qualificação da
assistência ao pré-natal, é necessário que várias ações educativas sejam colocadas em
práticas, para uma assistência de qualidade, onde o enfermeiro é capaz de realizar uma
anamnese corretamente, conhecimento específico e assistência integral. A assiduidade nas consultas e a participação nas atividades educativas, para que
sejam identificadas precocemente as possíveis complicações e assim a equipe possa
intervir e proporcionar um parto e puerpério com desfecho favorável, assegurando a
saúde da mulher e de seu bebê. O enfermeiro é a referência principal para as gestantes
tratando-se das atividades educativas e ações de promoção e prevenção à saúde durante
esse período, além de ser habilitado e preparado para exercer cargos de liderança em
diversos serviços de saúde, tendo assim, papel primordial no processo de assistência
pré-natal, desde a orientação e acompanhamento nas mudanças necessárias para a ,
ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE melhoria na assistência prestada e de qualidade. Tendo em vista os aspectos
observados no pré-natal compreende-se que o enfermeiro tem um papel fundamental
e significante na qualidade e cuidado às gestantes tanto na unidade básicas intra e
extra-hospitalar, observa-se um relevante e satisfatória no acompanhamento do pré-
natal evidenciado por equipe multidisciplinar e comprometimento na assistência
integral. Espera-se que este estudo venha contribuir para a reflexão da importância do
enfermeiro na consulta de pré-natal para que a gestante tenha um parto saudável e sem
intercorrência REFERÊNCIA 1 - BRASIL. Ministério da Saúde. Gravidez, 2020 https://www.gov.br/saude/pt-
br/assuntos/saude-de-a-a-z/g/gravidez 1 - BRASIL. Ministério da Saúde. Gravidez, 2020 https://www.gov.br/saude/pt-
br/assuntos/saude-de-a-a-z/g/gravidez 2 - ALVES Thaynara Oliveira Alves; Nunes Raynara Laurinda Nascimento; Sena
Luis Henrique Alves De; Alves Fernanda Gonçalves; Souza; Aline Gomes Silva De;
Salviano Arianny Moreira; Oliveira Bruna Renata Duarte; Gestação De Alto Risco:
Epidemiologia E Cuidados, Uma Revisão De Literatura. High Risk Pregnancy:
Epidemiology And Care, A Literature Review. Doi:10.34119/Bjhrv4n4-040. Recebimento
Dos
Originais:
09/06/2021. Aceitação
Para
Publicação:
09/07/2021 Https://Www.Brazilianjournals.Com/Index.Php/BJHR/Article/View
/32690 650 3 - ANITHA De Cássia Ribeiro Da SILVA; Danielly Castro De Bezerra OLIVEIRA;
Denise Pereira FERRARI; José Odair FERRARI; Arlindo Gonzaga BRANCO
JUNIOR Importância Do Pré-Natal Na Opinião Das Usuárias De Uma
Unidade Basica De Saúde Da Familia Em Porto Velho, Rondônia Recebido Em:05 De
Agosto
De
2019
–
Aceito
Em:
27
De
Novembro
De
2019
Http://Revista.Saolucas.Edu.Br/Index.Php/Resc/Article/View/1240/Pdf 4 – ANJOS Gisele Brito dos; ALVS Luciene Alves; PEREIRA Sayonara Nayranne;
CAMPOS Lyliane Martins. Ações do enfermeiro no pré-natal e a importância
atribuída pelas gestantes Nurse Assistance In Prenatal Care Asistencia De Enfermería
En La Atención Prenatal RECEBIDO: 22/10/2021 | REVISADO: 27/10/2021 | ACEITO: 29/10/2021 |
PUBLICADO:01/11/2021 https://www.epublicacoes.uerj.br/index.php/sustinere/art
icle/view/31722/25719 5 – BARBOSA Mende Rosemar; JESUS Santos José Marcos de; PRADO Daniela
Siqueira; QUEIROZ Gurgel Rosana; Bezerra Felipa Daiana; QUEIROZ Gurgel
Ricardo. Avaliação da qualidade do pré-natal a partir das recomendações do programa
de
humanização
no
pré-natal
e
nascimento https://www.scielo.br/j/csc/a/cdtVRDQYnSdzTNCGFjSZCJr/?lang
=pt Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE 6 - BALSELLS Marianne Maia Dutra; Oliveira Tyane Mayara Ferreira De; Bernardo
Elizian Braga Rodrigues; Aquino Priscila De Souza; Damasceno Ana Kelve De
Castro; Castro Régia Christina Moura Barbosa; Lessa Paula Renata Amorim;
Pinheiro Ana Karina Bezerra. REFERÊNCIA Avaliação Do Processo Na Assistência Pré-Natal De
Gestantes Com Risco Habitual Artigo Original • Acta Paul Enferm 31 (3) • MAY-
JUN 2018 Https://Www.Scielo.Br/J/Ape/A/Kvhnqddlrvtmdb5tr4cksjr/?Lang=Pt 7 - CRISTIANE Dos Santos Viana; Danyella Rodrigues De Almeida; Adryelle Lemes
De Campos; Aline De Almeida Silva; Carolina Sampaio De Oliveira; Naudia Da
Silva Dias; Samira Michel Garcia; Thaís Martins Dos Santos Qualidade Da
Assistência Pré-Natal Realizada Por Enfermeiros Das Unidades Básicas De Saúde De
Cáceres-Mt/ Qualidade Da Assistência Pré-Natal Realizada Por Enfermeiros Nas
Unidades
Básicas
De
Saúde
De
Cáceres-Mt
Publicação
10/02/2021 Https://Www.Brazilianjournals.Com/Index.Php/BJHR/Article/View/
24877/19835 8 - DANIELLA Da Silva Nascimento; Danielle Da Silva Nascimento; Valdeluce
Freitas De Araujo Silva; Camilla Mirela Viana Belarmino; Vivian Conceição Alves
Leite
Pereira
Do
Lago;
Revista
De
Casos
E
Consultoria,
Qualidade De Vida De Gestantes Atrelada A Assistência Do Enfermeiro No Pré-
Natal:
Uma
Revisão
Integrativa
Quality Of Life Of Pregnant Women Linked To Nurses' Care In Prenatal: An
Integrative. Publicação
27/01/2021
File:///C:/Users/User-PC/Downloads/7219-Artigo-76741-1-10-20210426.Pdf 651 9 - DOURADO Gisele Gomes; CARVALHO Brenda Da Rocha; Duarte Iago
Araújo;SANTOS Taise Rocha; VIEIRA Nandiara; OLIVEIRA Marina Matos De;
MATOS Iandra Gabriela De Almeida; BARBOSA Jaciara Profiro; ROCHA Giovana
Alecrim; PONTES Adelia Matos. Assistência De Enfermagem Ao Pré-Natal: Relato
De Experiência Prenatal Nursing Care: Experience Report Cuidado De Enfermería
Prenatal: Informe De Experiencia Recebido: 12/07/2021 | Revisado: 16/07/2021 | Aceito:
20/07/2021 | Publicado: 28/07/2021. File:///C:/Users/User-PC/Downloads/18140-
Article-227188-1-10-20210728%20(1).Pdf 10 - FRANCISCO Lucas Leandro De Sousa; PASSOS Alane Dionizio; Caroline
Taiane Santos Da Silva; Consulta De Pré-Natal De Risco Habitual Na Atenção
Primária
À
Saúde:
Um
Relato
De
Experiência
Https://Doity.Com.Br/Media/Doity/Submissoes/Artigo-
2021
Https://Doity.Com.Br/Media/Doity/Submissoes/Artigo-
f19b1b8645ecb9dcb42d09c4ec016cb09a1fe89a-Segundo_Arquivo.Pdf 11 - GADELHA Ivyna Pires;AQUINO Priscila De Souza;BALSELLS Marianne Maia
Dutra; DINIZ Flaviane Fabrício; PINHEIRO Ana Karina Bezerra; RIBERIRO
Samila Gomes; CASTRO Régia Christina Moura Barbosa. Qualidade De Vida De
Mulheres Com Gravidez De Alto Risco Durante O Cuidado Pré-Natal • Rev. Brasil. Enferma.73
(Suppl
5)
•
2020 Https://Www.Scielo.Br/J/Reben/A/YZ5QftCZvqHvF5WVrXKS5gv/Abstr
act/?Lang=Pt 11 - GADELHA Ivyna Pires;AQUINO Priscila De Souza;BALSELLS Marianne Maia
Dutra; DINIZ Flaviane Fabrício; PINHEIRO Ana Karina Bezerra; RIBERIRO
Samila Gomes; CASTRO Régia Christina Moura Barbosa. Qualidade De Vida De
Mulheres Com Gravidez De Alto Risco Durante O Cuidado Pré-Natal • Rev. Brasil. Enferma.73
(Suppl
5)
•
2020 Https://Www.Scielo.Br/J/Reben/A/YZ5QftCZvqHvF5WVrXKS5gv/Abstr
act/?Lang=Pt Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. REFERÊNCIA ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE 12 - GOMES Celma Barros De Araújo; DIAS Rosane Da Silva; SILVA Walisson
Grangeiro Bringel; PACHECO Marcos Antônio Barbosa; SOUSA Francisca
Georgina Macedo De; LOYOLA Cristina Maria Douat. Consulta De Enfermagem
No
Pré-Natal:
Narrativas
De
Gestantes
E
Enfermeiras
Https://Www.Scielo.Br/J/Tce/A/3pldtxnvjlgjwdffhm3fqbv/?Lang=Pt 13 - GUIMARÃES, Wilderi Sidney Gonçalves; PARENTE,Rosana Cristina Pereira;
GARNELO, Thayanne Louzada Ferreira Guimarães Luiza. Acesso e qualidade da
atenção pré-natal na Estratégia Saúde da Família: infraestrutura, cuidado e
gestão. Artigo,
cad. Saúde
pública
34,
maio
2018. https://www.scielo.br/j/csp/a/9CMWjGgNGcLLYRjpCQQrymh/?lang=pt 14 - JOSÉ William Araújo Do Nascimento; Ana Carla Macedo Da Silva; Natália
Borba Cavalcanti Dos Santo; Dhenifer Cristiane Macedo Gonçalves; Ana Carolina
Gonçalves Da Silva; Andréa De Oliveira Ribeiro Cavalcanti; Ana Ravely Da Silva
Candéas; Érica Lays Leite Pires; Andreza Pereira Dos Santos; Karoliny Alves
Pereira. Research, Society And Development, Atuação Do Enfermeiro Na Gestação
De
Alto
Risco:
Uma
Revisão
Sistemática
The Role Of Nurses In High-Risk Pregnancy: A Systematic Review
El Papel De Las Enfermeras En El Embarazo De Alto Riesgo: Una Revisión
Sistemática
File:///C:/Users/Usuario-PC/Downloads/24616-Article-292368-1-10- 14 - JOSÉ William Araújo Do Nascimento; Ana Carla Macedo Da Silva; Natália
Borba Cavalcanti Dos Santo; Dhenifer Cristiane Macedo Gonçalves; Ana Carolina
Gonçalves Da Silva; Andréa De Oliveira Ribeiro Cavalcanti; Ana Ravely Da Silva
Candéas; Érica Lays Leite Pires; Andreza Pereira Dos Santos; Karoliny Alves
Pereira. Research, Society And Development, Atuação Do Enfermeiro Na Gestação
De
Alto
Risco:
Uma
Revisão
Sistemática Candéas; Érica Lays Leite Pires; Andreza Pereira Dos Santos; Karoliny Alves
Pereira. Research, Society And Development, Atuação Do Enfermeiro Na Gestação
De
Alto
Risco:
Uma
Revisão
Sistemática
The Role Of Nurses In High-Risk Pregnancy: A Systematic Review
El Papel De Las Enfermeras En El Embarazo De Alto Riesgo: Una Revisión
Sistemática
File:///C:/Users/Usuario-PC/Downloads/24616-Article-292368-1-10-
20220104%20(6).Pdf The Role Of Nurses In High-Risk Pregnancy: A Systematic Review
El Papel De Las Enfermeras En El Embarazo De Alto Riesgo: Una Revisión
Sistemática
File:///C:/Users/Usuario-PC/Downloads/24616-Article-292368-1-10-
20220104%20(6).Pdf 15 - JUSTINO Jessica Micaele Rebouças; NOGUEIRA Cintia Mikaelle Cunha De
Santiago; LIRA Cindy Damaris Gomes; MARTINS Remerson Russel; FILHO Ana
Virgínia De Melo Estratégias De Educação Em Saúde Durante O Pré-Natal Como
Agente Promotor De Qualidade De Vida / Health Education Strategies During
Prenatal
As
An
Agent
Promoting
Quality
Of
Life. REFERÊNCIA Publicação
13/10/2021 Https://Brazilianjournals.Com/Index.Php/Brjd/Article/View/18436
Https://Www.Brazilianjournals.Com/Index.Php/BRJD/Article/View/18436/14855 652 16 - MENDE Rosemar Barbosa; Santos José Marcos De Jesus; Prado Daniela Siqueira
Prado; Gurgel Rosana Queiroz; Bezerra Felipa Daiana; Gurgel Ricardo
Queiroz Avaliação Da Qualidade Do Pré-Natal A Partir Das Recomendações Do
Programa
De
Humanização
No
Pré-Natal
E
Nascimento Https://Www.Scielo.Br/J/Csc/A/Cdtvrdqynsdztncgfjszcjr/?Lang=Pt 17 - NASCIMENTO José William Araújo Do; Barbosa Lucas Mariano Da Silva;
Lima; Sara Sue Helen Da Silva; Lucena Myrella Lins De; Andrade Débora Valéria Da
Silva. Principais Fatores Associados Ao Tratamento Do Pré-Natal: Uma Revisão
Sistemática Main Factors Associated With Late Prenatal Care: A Systematic Review. Publicação 20/12/2021File:///C:/Users/User-Pc/Downloads/41575-104062-1-Pb.Pdf 18 - PAULA, Michelle Rodrigues Souza De; BARBOSA, Valquíria Vicente Da Cunha
Relato De Experiência: Cuidado Pré-Natal Em Uma Unidade De Saúde Da Família
De Cachoeira Alta, Goiás Report Of Experience: Prenatal Care In A Family Health
Unit
Of
The
City
Of
Cachoeira
Alta,
GoiásHttps://Docs.Bvsalud.ORG/BIBLIOREF/2020/12/1140093/Cuidado-Pre-
Natal-Em-Uma-Unidade-De-Saude-De-Cachoeira-Alta.Pdf Https://Www.Revista.Esap.Go.Gov.Br/Index.Php/Resap/Article/View/109/126 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE 19 – QUEIROZ Kariny Tabosa; CARVALHO Keliane Beltrão; SIQUEIRA Maria
Deiza Barros; QUEIROZ Carla Ketelem Tabosa; PINHEIRO Carlos José Moreira. Fatores Associados À Qualidade Da Assistência De Enfermagem Durante O Pré-
Natal:
Um
Referencial
Teórico
2018. Https://Downloads.Editoracientifica.Org/Articles/210504647.Pdf 20 – REIS, Rachel Sarmento; RACHED, Chennyfer Dobbins Abi. O Papel Do
Enfermeiro No Acompanhamento De Pré-Natal De Baixo Risco Utilizando A
Abordagem. International Journal of Health Management Review. V, 3, N. 2, Maio
2017. Https://Ijhmreview.Org/Ijhmreview/Article/View/125 21 - PESSOA Wedja Gleicy Souza; LIMA Manuela Maria De França Bezerra De;
TAVARES Lucidia De Medeiros. Conhecimento Da Gestante Sobre A Importância
Da
Consulta
Pré-Natal:
Revisão
Integrativa.Vol.7-Nª
01-
Setembro,2021
Https://Reer.Emnuvens.Com.Br/Reer/Article/Viewfile/554/251 22 - SEHNEM Graciela Dutra; SALDANHA Laísa Saldanha de; ARBOIT Jaqueline;
RIBEIRO Aline Cammarano; PAULA Francielle Morais de. Consulta de pré-natal na
atenção primária à saúde: fragilidades e potencialidades da intervenção de enfermeiros
brasileiros Revista de Enfermagem Referência, vol. V, núm. 1, pp. 1-7, 2020. Escola
Superior
de
Enfermagem
de
Coimbra https://www.redalyc.org/journal/3882/388263105017/html/ 653 23 - SILVA Ana Alice Bueno Da; ANDRADE Claudiane. Research, Society and
Development,
V. 9,
N. 10,
E9989109477,
2020
(Cc By 4.0) | Issn 2525-3409 | Doi: Http://Dx.Doi.Org/10.33448/Rsd-V9i10.94771
O Papel Do Enfermeiro Na Assistência, Educação E Promoção Da Saúde No Pré-
Natal
The Role Of Nurses In Prenatal Care, Education And Health Promotion
El Papel De Las Enfermeras En La Atención Prenatal, La Educación Y La Promoción
De
La
Salud
20/10/2020. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022.
ISSN - 2675 – 3375 REFERÊNCIA Https://Rsdjournal.Org/Index.Php/Rsd/Article/View/9477/8455 24 - SILVA Dulcinéia Pinho; SILVESTE Grasiela Cristina Silva Botelho;
CASTELLI Laíza Strinta; Silva Fabiane Verônica; Vicente Jefferson Tennesse Da
Silva; Faria Nemora Barros; Rocha Roseany Patrícia Silva. Research, Society And
Development,
V. 10,
N. 6,
E44210615937,
2021
(Cc By 4.0) | Issn 2525-3409 | Doi: Http://Dx.Doi.Org/10.33448/Rsd-V10i6.159371
The Meanings Of Prenatal Assigned By Pregnant Women Performed By Nurses
Los Significados De Prenatal Asignado Por Mujeres Embarazadas Realizado Por
Enfermeras. Https://Rsdjournal.Org/Index.Php/Rsd/Article/View/15937/14276 25 - SOUSA Larissa Aguiar De; VERGARA Lilian Maureira; Revista Científica Da
Umc O Cuidado Pré-Natal Humanizado Na Atenção Primária Em Saúde: Uma
Revisão De Literatura Humanized Prenatal Care In Primary Health Care: A
Literature Review Http://Seer.Umc.Br/Index.Php/Revistaumc/Article/View/1536 25 - SOUSA Larissa Aguiar De; VERGARA Lilian Maureira; Revista Científica Da
Umc O Cuidado Pré-Natal Humanizado Na Atenção Primária Em Saúde: Uma
Revisão De Literatura Humanized Prenatal Care In Primary Health Care: A
Literature Review Http://Seer.Umc.Br/Index.Php/Revistaumc/Article/View/1536 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.8.n.08. ago. 2022. ISSN - 2675 – 3375
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https://figshare.com/articles/journal_contribution/Data_Supplement_from_Efficient_Identification_of_Mutated_Cancer_Antigens_Recognized_by_T_Cells_Associated_with_Durable_Tumor_Regressions/22454372/1/files/39905480.pdf
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Data Supplement from Efficient Identification of Mutated Cancer Antigens Recognized by T Cells Associated with Durable Tumor Regressions
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Supplementary Material
Efficient identification of mutated cancer antigens recognized by T cells
associated with durable tumor regressions Yong-Chen Lu1, Xin Yao1, Jessica S. Crystal1, Yong F. Li1, Mona El-Gamil1, Colin Gross1,
Lindy Davis1, Mark E. Dudley1, James C. Yang1, Yardena Samuels2, Steven A. Rosenberg1, and
Paul F. Robbins1 Authors’Affiliations: Authors’Affiliations: 1Surgery Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892
2Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot 76100, Israel. 1 1 Supplementary Fig. S1. Identification of dominant HLA-restriction element. Mel 2359 cells (A)
or Mel 2591 cells (B) were pre-incubated with HLA-B,C (B1.23.1) or HLA-A,B,C (W6/32)
blocking antibodies for 3 hr, followed by co-cultured overnight with TIL 2359 T cells, C*07-
restricted MAGE-A12 TCR-transduced T cells, TIL 2591 T cells or A*02-restricted MART-1-
specific T cells, respectively. The secretion of IFN- by T cells was determined by ELISA. Supplementary Fig. S1. Identification of dominant HLA-restriction element. Mel 2359 cells (A)
or Mel 2591 cells (B) were pre-incubated with HLA-B,C (B1.23.1) or HLA-A,B,C (W6/32)
blocking antibodies for 3 hr, followed by co-cultured overnight with TIL 2359 T cells, C*07-
restricted MAGE-A12 TCR-transduced T cells, TIL 2591 T cells or A*02-restricted MART-1-
specific T cells, respectively. The secretion of IFN- by T cells was determined by ELISA. 2 2 Supplementary Fig. S2. TIL 2591 T cells recognize multiple known antigens. COS-7 cells were
transfected with a panel of previously described antigens, together with HLA cDNA constructs. These transfected cells were then co-cultured overnight with TIL 2359 T cells (A) or 2591 T
cells (B, C). The secretion of IFN- was determined by ELISA. A positive control of GFP was
included to demonstrate the effectiveness of the transfection. Supplementary Fig. S2. TIL 2591 T cells recognize multiple known antigens. COS-7 cells were
transfected with a panel of previously described antigens, together with HLA cDNA constructs. These transfected cells were then co-cultured overnight with TIL 2359 T cells (A) or 2591 T
cells (B, C). The secretion of IFN- was determined by ELISA. A positive control of GFP was
included to demonstrate the effectiveness of the transfection. 3 3 Supplementary Fig. S3. Gene structure of SERPINE2, DUSP12 and SLC24A5. (A) SERPINE2
transcript variants. Exon 7B of transcript variant 2 (TV2) is 3 nucleotides (5’-CAG-3’) shorter
than Exon 7A, resulted in amino acid substitution from Thr-Gly to Arg. (B) DUSP12 WT mRNA
and transcript variant. The DUSP12 transcript variant contains 11 nucleotides (5’-GTCTCTTTT
TCAG-3’) prior to the WT exon 2 and induces early termination of DUSP12 protein synthesis. (C) SLC24A5 WT mRNA and transcript variant. This variant contains a prolong exon 2, which
translates into a new in-frame amino acid sequence: CKWLESCPVTFWESVPHRYDCL. Supplementary Fig. S3. Authors’Affiliations: Gene structure of SERPINE2, DUSP12 and SLC24A5. (A) SERPINE2
transcript variants. Exon 7B of transcript variant 2 (TV2) is 3 nucleotides (5’-CAG-3’) shorter
than Exon 7A, resulted in amino acid substitution from Thr-Gly to Arg. (B) DUSP12 WT mRNA
and transcript variant. The DUSP12 transcript variant contains 11 nucleotides (5’-GTCTCTTTT
TCAG-3’) prior to the WT exon 2 and induces early termination of DUSP12 protein synthesis. (C) SLC24A5 WT mRNA and transcript variant. This variant contains a prolong exon 2, which
translates into a new in-frame amino acid sequence: CKWLESCPVTFWESVPHRYDCL. Supplementary Fig. S3. Gene structure of SERPINE2, DUSP12 and SLC24A5. (A) SERPINE2
transcript variants. Exon 7B of transcript variant 2 (TV2) is 3 nucleotides (5’-CAG-3’) shorter
than Exon 7A, resulted in amino acid substitution from Thr-Gly to Arg. (B) DUSP12 WT mRNA
and transcript variant. The DUSP12 transcript variant contains 11 nucleotides (5’-GTCTCTTTT
TCAG-3’) prior to the WT exon 2 and induces early termination of DUSP12 protein synthesis. (C) SLC24A5 WT mRNA and transcript variant. This variant contains a prolong exon 2, which
translates into a new in-frame amino acid sequence: CKWLESCPVTFWESVPHRYDCL. 4 Supplementary Fig. S4. SLC24A5 WT expression in normal tissue. A human normal tissue
cDNA panel was obtained from Clontech (A) or OriGene (B). The copy numbers of SLC24A5
WT cDNA from normal tissue samples were determined by quantitative PCR. Supplementary Fig. S4. SLC24A5 WT expression in normal tissue. A human normal tissue
cDNA panel was obtained from Clontech (A) or OriGene (B). The copy numbers of SLC24A5
WT cDNA from normal tissue samples were determined by quantitative PCR Supplementary Fig. S4. SLC24A5 WT expression in normal tissue. A human normal tissue
cDNA panel was obtained from Clontech (A) or OriGene (B). The copy numbers of SLC24A5
WT cDNA from normal tissue samples were determined by quantitative PCR. 5 5 Supplementary Fig. S5. Gene structure and DNA sequence chromatogram results of KIF2C and
POLA2. (A) Gene structure of KIF2C. The point mutation is located at Exon 1. (B) DNA
sequence chromatogram results for KIF2C. Genomic DNA samples were obtained from
autologous PBMC and Mel 2359 cells, and cDNA sample was obtained from Mel 2359 cells. (C)
Gene structure of POLA2. The point mutation is located at Exon 14. (D) DNA sequence
chromatogram results for POLA2. Genomic DNA samples were obtained from autologous
PBMC and Mel 2591 cells, and cDNA sample was obtained from Mel 2591 cells. Authors’Affiliations: Minigene
ID
Tandem
Minigene
ID
Gene
Symbol
Mut
AA
Position
Mutated Minigene
1
1
EPHB2
489
GAGCTCAGTGAGTACAACGCCACAGCCATAAAAAGCTCCACCAACACGGTCACCGTGCAGGGCCTCAAAGCCGGC
2
1
KIF2C
16
GACTCGTCGCTTCAGGCCCGCCTGTTTCCCGGTCTCACTATCAAGATCCAACGCAGTAATGGTTTAATTCACAGT
3
1
SLC44A5
512
CCACTTTTTACTGCATTTGGACGAGCCATACGATATTACACAGGATCCCTAGCATTTGGATCTTTAATTATTGCA
4
1
ABCA4
18
CAGATACAGCTTTTGCTCTGGAAGAACTGGACCCTGCAGAAAAGGCAAAAGATTCGCTTTGTGGTGGAACTCGTG
5
1
DENND4B
41
ACGTGGGTTCCTGAACCCAGTGGGCCCCTGCGCCCTTCCCGGCCAGCTGAGCCCATCACAGATGTGGCAGTCATC
6
1
EPRS
913
GCGAAAGTACTTTTTGACAAAGTAGCTTCTCAAGGGGGAGTAGTTCGGAAACTTAAAACTGAAAAAGCCCCTAAG
7
2
DNAH14
2593
ATATACCATCAAGTACGTCAGAATATGTTACCAACTTCAACAAAATGTCACTACATGTTTAATCTTCGAGATATG
8
2
OR14C36
264
TCATGCTCTTCTGTGTACCTCAGGCCACCTGCGATATCTGCAGCCACCCAGGATCTGATCCTTTCTGGTTTTTAT
9
2
TRAPPC12
104
GCTGAGCCCGGAGGGGAAGGCGACCCAGGCCCGGAGCTCGCGGGCACCCCGAGTCCCAGCGGCGAGGCCGACGGC
10
2
SLC5A7
251
TCTTGGCTTGATAGTTTTCTGTTGTTGATGCTGGGTAGAATCCCATGGCAAGCATACTTTCAGAGGGTTCTCTCT
11
2
SLC5A7
4
ATGCTGGGTAGAATCCCATGGCAAGCATACTTTCAGAGGGTTCTCTCT
12
2
LRP2
2131
GCATCTGATAATGCGATCCGTAGAATTAAACCAGATAGATCTTCTCTGATGAACATTGTGACACATGGAATAGGA
13
3
FANCD2
405
ACTCAGACAAAGAAGTACATTGACAGGGTGCTAAGAAGTAAGATTCGATCAGGCTGCATTCAAGAACAGCTGCTC
14
3
SCN10A
1665
TGCCTCTTCCAGATTACCACGTCGGCCGGCTGGGATAGCCTCCTCAGCCCCATCCTCAACACAGGGCCCCCCTAC
15
3
TBC1D23
227
CAGGCAATATGGGATGGATATCTACAACAAGCAGATCAATTTTTTATTTATTTCTTAATGTTAATTATCCTTGTT
16
3
TNIK
207
GCAAGAAAGATTTCGGTGGTAAATGTAAACCCAACCAGCATTCGGCCTCATAGCGACACACCAGAAATCAGAAAA
17
3
SGMS2
108
ATGATCACAGTTGTACATGAGAGGGTCCCTCCCAAGAAGCTTAGCCCTCCACTCCCAGACAAGTTTTTTGATTAC
18
3
SPATA4
201
AAAGATAACATTAGGTTATCAGAATTACTAAGCAATCTCAACATGCTGACCAATGAACTTAAAGCGGAGTTCCTC
19
4
KLKB1
25
TTGTTTGCTACAGTTTCCTGTGGATGTCTGACTCAATTCTATGAAAACGCCTTCTTCAGAGGTGGGGATGTAGCT
20
4
THBS4
319
GGCTTCCAGTGTGGGCCCTGCCCCGAGGGCTACACAAGAAACGGGATCACCTGTATTGATGTTGATGAGTGCAAA
21
4
PCDHA13
317
AAAGGCAAACTAGATTTCGAAGAAAAGAAATTATATAAAATATCCGTGGAGGCAGTTGACAAAGGAAATATTCCA
22
4
PCDHB8
199
AGTGATGGCAGGAAATACCCAGAGCTGGTGCTGGACAACGCGCTGGACCGAGAGGAAGAAGCTGAGCTCAGGTTA
23
4
ZNF354C
398
TGCTTGGAATGTGGGAGAACCTTCACACGTATTGTAATCCTTATCGAACATCAGCGAATTCACACTGGACAAAAA
24
4
GPR116
506
TCAATGACTTTTAAGAACAATAGCCCTTCAGGCGGCAAAACGAAGTGTGTCTTCTGGAACTTCAGGCTTGCCAAC
25
5
ARG1
305
GTGAACACAGCAGTTGCAATAACCTTGGCTTGTTTCAGACTTGCTCGGGAGGGTAATCACAAGCCTATTGACTAC
26
5
BCLAF1
356
AAGAATCTGGATGCACGAGAAAAGTCTACCTTCAGAAAGGAAAGCCCACTTAGGATCAAAATGATAGCGAGTGAT
27
5
KIAA1244
2039
ACCGAATACAAAAAGAGGAAACAGCAGCACAACCTGTTCGCGTTCCCCAAAGAGGTCAAAGTGGAGAAGAAAGGA
28
5
EIF3B
577
ATCATAGCCTTTGCCTGGGAACCAAATGGAAGTAAGCTTGCTGTGCTGCACGGAGAGGCTCCGCGGATATCTGTG
29
5
TBRG4
207
TGCAGCGTACTTCTGGCTTTTGCGCGTCTGAACTTCTATCCAGACCAAGAGGATCAGTTCTTCAGCCTGGTACAT
30
5
CLIP2
615
ACCAGCGAGAACATGGGGCTAATGGACAACTGGAAATTCAAGCTGGACTCGCTGGCCTCGGACCACCAGAAGTCC
31
6
CLIP2
9
ATGGGGCTAATGGACAACTGGAAATTCAAGCTGGACTCGCTGGCCTCGGACCACCAGAAGTCC
32
6
SAMD9L
1205
AACACAGCTTGTTTCTTGGGTGAAATAGAAGTTGGTTTTTACACTATCCAGATTCTTCAGCTCACTCCCTTTTTC
33
6
C9orf72
196
ATGGAACTGCTTTCATCTATGAAATCACACAGTGTTCTTGAAGAAATAGATATAGCTGATACAGTACTCAATGAT
34
6
ZNF782
432
AAACCATACAAATGTGATGGATGTGATAAAGCTTTCGGTGCAAAGTCAGGCCTAAGAATACACCAGAGAACCCAC
35
6
ABO
63
TTCTGCATGGCTGTTAGGGAACCTGACCATCTGCAGCGTGTCTCGTTGCCAAGGATGGTCTACCCCCAGTCAAAG
36
6
CACNA1B
165
GGCTTTGTCTTCCACAAGGGCTCTTACCTGCGGAACGTCTGGAACGTCATGGACTTCGTGGTCGTCCTCACAGGG
37
7
PCDH15
1419
TTTAAAGTACGTCAAGCTGAGTGTACAAAGACTGCACAAATTCAGGCCGCATTACCCGCGGCTAAACCAGCAGTG
38
7
PCDH15
1389
TACAGACAACGTCAAGCTGAGTGTACAAAGACTGCACAAATTCAGGCCGCATTACCCGCGGCTAAACCAGCAGTG
39
7
CYP2C18
23
CTCTCCTGTTTGTTTCTCCTTTCACTCTGGAGGCAGAACTCTGGAAGAGGGAGGCTCCCGTCTGGCCCCACTCCT
40
7
MUC6
1587
ACACACTCCCCACCTACAGGGAGCAGTCCCTTCTCTCCCACAGGTCCCATGACGGCAACATCCTTCAAGACCACC
41
7
MUC6
1562
ACTAGTACACGCACCAGAACCCCTGTGGCCCACACCACCTCAGCCACCAGCAGCAGGCCACCACCACCCTTCACC
42
7
MUC6
1555
ACCACGATTACTCCCAACCCCACTAGTACACGCACCGGAACCCCTGTGGCCCACACCAACTCAGCCACCAGCAGC
43
8
PIK3C2A
217
CCCTTTCATCCACAAGGAAGCTTACCTATCTATCGTCTAGTAGTCAGTACTGACATGGCAAAACTATTTGACAAA
44
8
OR4C3
157
TATGACCGCTATGTGGCCATCTGTAAGCCCCTGCACTATACTACCATCATGACCAGGCATCTCTGTGCCATGCTT
45
8
OR4C3
157
TATGACCGCTATGTGGCCATCTGTAAGCCCCTGCACAGTACTACCATCATGACCAGGCATCTCTGTGCCATGCTT
46
8
PPP1CA
134
AAGATCAAGTACCCCGAGAACTTCTTCCTGCTCCGTAGGAACCACGAGTGTGCCAGCATCAACCGCATCTATGGT
47
8
SUV420H1
448
ATTCCTCTTCCTCCAGCTAAGCGCTTGAGGTTAATAGCTGGAAAAGACTCTATAGATATTGACATTTCTTCAAGG
48
8
ODZ4
184
TTCGACAAGAATGACCGCCTCTCTTCTGTGACGATGTCCAACGTGGCGCGGCAGACACTAGAGACCATCCGCTCA
49
9
CNTN5
70
TCATTAGGAACACTGAGTGCTTCTTCACCCAGCTGGCGAGGGGCAGCTCAGAATTATTATTCCCCCATCAATCTT
50
9
TRPC6
156
GAGCATCTGGAAATTACAGAACTTCTTCTCAAGAAAAAAAACCTCTCTCGAGTTGGGGATGCTTTGCTTCTAGCT
51
9
EEA1
626
GACCGTGTCCTTTCCCTAGAAACTAGTGTCAATGAATTCAATAGTCAATTAAATGAAAGCAAGGAGAAGGTCTCC
52
9
EP400
2796
ATGCAGAAGCAGAAACTGCAGATGCCCCCGCAGCCCTCACCGCCACAGGCCCAGTCTGCGCCCCCGCAGCCAACA
53
9
ZAR1L
308
CATCGACAGGAACTGTGTGGTCGCTGCAAAGACAAGATATTCTCCTGTGGCAATATTTACAGCTTTAAATATGTG
54
9
DOCK9
309
GAAGATGATGAACAAAGCAAATTGGAAGGTTCTGGTTTCGGTTTAGATAGCTACCTGCCGGAACTTGCCAAGAGT
55
10
COL4A1
1174
GCAGGAGAGAAGGGTGAACCAGGTCTACCAGGAAGAAGATTCCCAGGGTTTCCAGGGGCCAAAGGAGACAAAGGT
56
10
PLEKHG3
699
TCCTACATCCCCAAAGGACTGGTAAGAAACTCCATCTTCAGGTTCAACAGCCTTCCCCGGCCAGACCCAGAGCCA
57
10
LRRK1
1938
GGAGATGTTATCGTCATTGGCCTGGAGAAGGATTCTGACGCCCAGCGGGGCCGAGTCATTGCCGTCTTAAAAGCC
58
10
TMEM204
207
GAGGACTGCATGGCCCCCCGGGTGATTGTCATCAGCCACTCCCTGACAGCGCGCTTTCGCCGTGGGCTGGACAAT
59
10
ITGAL
269
AAAGTGCTTATCATCATCACGGATGGGGAGGCCACTAACAGTGGCAACATCGATGCGGCCAAAGACATCATCCGC
60
10
CNOT1
316
TTAACAGATGGCATTCCATTACAGAGTATTTCTGCTCTGGGCAGTGGGATCTGGAGTGATGGGAAAGATAAAAGT
61
11
DNAH9
2583
GGCCACTGGTATGATCGGAGCAAGCTGTCCCTAAAGAAGATCACAAATGTACAGTATGTTTCCTGTATGAACCCC
62
11
ERBB2
355
CACTCACTGCCCCCGAGGCCAGCTGCAGTTCCTGTCTCTCTGCGCATGCAGCCTGGCCCAGCCCACCCTGTCCTA
63
11
TRIM25
191
TGCCTGGTGGAGCATAAGACCTGCTCTCCCGCGTCCATGAGCCAGGCCAGCGCCGACCTGGAGGCCACCCTGAGG
64
11
TMEM241
131
GAGAAAACATCTCCTGCAAAGATCTGTAGTGCCCTCTTCCTCCTGGCCGCAGCAGGATGCCTTCCCTTCAATGAC
65
11
PTPRS
141
CAGCTGCCCTCTGGCTTCCCCAACATCGACATGGGCTCACAGTTGAAGGTGGTGGAGCGGACACGGACAGCCACC
66
11
OR2Z1
253
TGCTCCTCGCACATCACGGTAGTGGGGCTCTTTTATGATGCCGCCGTGTTCATGTACATGGTGCCTTGCGCCTAC
67
12
RYR1
103
TCATCCCAGGGCGGGGGACACAGGACGCTCCTGTATAGCCATGCCATCCTGCTCCGGCATGCACACAGCCGCATG
68
12
C20orf26
975
ATTGATACCAACTTCCACACCAACGACATAGCCATCGGAGCTGCTGGCTCCCTCACCAAATTCTCCAATAGATAC
69
12
XKR7
491
ACTACAGGTGCTGAGCGGGATGGGGCCTCGGCGGGAAAGCGTGCAGGGACCCCCACCCCACCTGTCTTCCAGGTG
70
12
TTN
1491
TCTGGGGAATGGACTGTGGTTGCCCAAAACAGGGCAAGCAGATCTTCAATTTCAGTGATTTTAACTGTGGAAGCT
71
12
MUC16
11792
ACAGAGACAAGTAAAACATTTCCTGCTTCAACTGTGCTTCCTCAAGTATCAGAGACCACAGCCTCACTCACCATT Supplementary Table S1. Tandem minigene constructs for Mel 2359. Authors’Affiliations: DNA sequence chromatogram results of KIF2C and
e point mutation is located at Exon 1. (B) DNA
C. Genomic DNA samples were obtained from
DNA sample was obtained from Mel 2359 cells. (C)
ation is located at Exon 14. (D) DNA sequence
c DNA samples were obtained from autologous
e was obtained from Mel 2591 cells. Supplementary Fig. S5. Gene structure an
POLA2. (A) Gene structure of KIF2C. T
sequence chromatogram results for KIF
autologous PBMC and Mel 2359 cells, and
Gene structure of POLA2. The point mu
chromatogram results for POLA2. Genom
PBMC and Mel 2591 cells, and cDNA sam Supplementary Fig. S5. Gene structure and DNA sequence chromatogram results of KIF2C and
POLA2. (A) Gene structure of KIF2C. The point mutation is located at Exon 1. (B) DNA
sequence chromatogram results for KIF2C. Genomic DNA samples were obtained from
autologous PBMC and Mel 2359 cells, and cDNA sample was obtained from Mel 2359 cells. (C)
Gene structure of POLA2. The point mutation is located at Exon 14. (D) DNA sequence
chromatogram results for POLA2. Genomic DNA samples were obtained from autologous
PBMC and Mel 2591 cells, and cDNA sample was obtained from Mel 2591 cells. 6 6 Supplementary Table S1. Tandem minigene constructs for Mel 2359. Authors’Affiliations: Minigene
ID
Tandem
Minigene
ID
Gene
Symbol
Mut
AA
Position
Mutated Minigene
1
1
EPHB2
489
GAGCTCAGTGAGTACAACGCCACAGCCATAAAAAGCTCCACCAACACGGTCACCGTGCAGGGCCTCAAAGCCGGC
2
1
KIF2C
16
GACTCGTCGCTTCAGGCCCGCCTGTTTCCCGGTCTCACTATCAAGATCCAACGCAGTAATGGTTTAATTCACAGT
3
1
SLC44A5
512
CCACTTTTTACTGCATTTGGACGAGCCATACGATATTACACAGGATCCCTAGCATTTGGATCTTTAATTATTGCA
4
1
ABCA4
18
CAGATACAGCTTTTGCTCTGGAAGAACTGGACCCTGCAGAAAAGGCAAAAGATTCGCTTTGTGGTGGAACTCGTG
5
1
DENND4B
41
ACGTGGGTTCCTGAACCCAGTGGGCCCCTGCGCCCTTCCCGGCCAGCTGAGCCCATCACAGATGTGGCAGTCATC
6
1
EPRS
913
GCGAAAGTACTTTTTGACAAAGTAGCTTCTCAAGGGGGAGTAGTTCGGAAACTTAAAACTGAAAAAGCCCCTAAG
7
2
DNAH14
2593
ATATACCATCAAGTACGTCAGAATATGTTACCAACTTCAACAAAATGTCACTACATGTTTAATCTTCGAGATATG
8
2
OR14C36
264
TCATGCTCTTCTGTGTACCTCAGGCCACCTGCGATATCTGCAGCCACCCAGGATCTGATCCTTTCTGGTTTTTAT
9
2
TRAPPC12
104
GCTGAGCCCGGAGGGGAAGGCGACCCAGGCCCGGAGCTCGCGGGCACCCCGAGTCCCAGCGGCGAGGCCGACGGC
10
2
SLC5A7
251
TCTTGGCTTGATAGTTTTCTGTTGTTGATGCTGGGTAGAATCCCATGGCAAGCATACTTTCAGAGGGTTCTCTCT
11
2
SLC5A7
4
ATGCTGGGTAGAATCCCATGGCAAGCATACTTTCAGAGGGTTCTCTCT
12
2
LRP2
2131
GCATCTGATAATGCGATCCGTAGAATTAAACCAGATAGATCTTCTCTGATGAACATTGTGACACATGGAATAGGA
13
3
FANCD2
405
ACTCAGACAAAGAAGTACATTGACAGGGTGCTAAGAAGTAAGATTCGATCAGGCTGCATTCAAGAACAGCTGCTC
14
3
SCN10A
1665
TGCCTCTTCCAGATTACCACGTCGGCCGGCTGGGATAGCCTCCTCAGCCCCATCCTCAACACAGGGCCCCCCTAC
15
3
TBC1D23
227
CAGGCAATATGGGATGGATATCTACAACAAGCAGATCAATTTTTTATTTATTTCTTAATGTTAATTATCCTTGTT
16
3
TNIK
207
GCAAGAAAGATTTCGGTGGTAAATGTAAACCCAACCAGCATTCGGCCTCATAGCGACACACCAGAAATCAGAAAA
17
3
SGMS2
108
ATGATCACAGTTGTACATGAGAGGGTCCCTCCCAAGAAGCTTAGCCCTCCACTCCCAGACAAGTTTTTTGATTAC
18
3
SPATA4
201
AAAGATAACATTAGGTTATCAGAATTACTAAGCAATCTCAACATGCTGACCAATGAACTTAAAGCGGAGTTCCTC
19
4
KLKB1
25
TTGTTTGCTACAGTTTCCTGTGGATGTCTGACTCAATTCTATGAAAACGCCTTCTTCAGAGGTGGGGATGTAGCT
20
4
THBS4
319
GGCTTCCAGTGTGGGCCCTGCCCCGAGGGCTACACAAGAAACGGGATCACCTGTATTGATGTTGATGAGTGCAAA
21
4
PCDHA13
317
AAAGGCAAACTAGATTTCGAAGAAAAGAAATTATATAAAATATCCGTGGAGGCAGTTGACAAAGGAAATATTCCA
22
4
PCDHB8
199
AGTGATGGCAGGAAATACCCAGAGCTGGTGCTGGACAACGCGCTGGACCGAGAGGAAGAAGCTGAGCTCAGGTTA
23
4
ZNF354C
398
TGCTTGGAATGTGGGAGAACCTTCACACGTATTGTAATCCTTATCGAACATCAGCGAATTCACACTGGACAAAAA
24
4
GPR116
506
TCAATGACTTTTAAGAACAATAGCCCTTCAGGCGGCAAAACGAAGTGTGTCTTCTGGAACTTCAGGCTTGCCAAC
25
5
ARG1
305
GTGAACACAGCAGTTGCAATAACCTTGGCTTGTTTCAGACTTGCTCGGGAGGGTAATCACAAGCCTATTGACTAC
26
5
BCLAF1
356
AAGAATCTGGATGCACGAGAAAAGTCTACCTTCAGAAAGGAAAGCCCACTTAGGATCAAAATGATAGCGAGTGAT
27
5
KIAA1244
2039
ACCGAATACAAAAAGAGGAAACAGCAGCACAACCTGTTCGCGTTCCCCAAAGAGGTCAAAGTGGAGAAGAAAGGA
28
5
EIF3B
577
ATCATAGCCTTTGCCTGGGAACCAAATGGAAGTAAGCTTGCTGTGCTGCACGGAGAGGCTCCGCGGATATCTGTG
29
5
TBRG4
207
TGCAGCGTACTTCTGGCTTTTGCGCGTCTGAACTTCTATCCAGACCAAGAGGATCAGTTCTTCAGCCTGGTACAT
30
5
CLIP2
615
ACCAGCGAGAACATGGGGCTAATGGACAACTGGAAATTCAAGCTGGACTCGCTGGCCTCGGACCACCAGAAGTCC
31
6
CLIP2
9
ATGGGGCTAATGGACAACTGGAAATTCAAGCTGGACTCGCTGGCCTCGGACCACCAGAAGTCC
32
6
SAMD9L
1205
AACACAGCTTGTTTCTTGGGTGAAATAGAAGTTGGTTTTTACACTATCCAGATTCTTCAGCTCACTCCCTTTTTC
33
6
C9orf72
196
ATGGAACTGCTTTCATCTATGAAATCACACAGTGTTCTTGAAGAAATAGATATAGCTGATACAGTACTCAATGAT
34
6
ZNF782
432
AAACCATACAAATGTGATGGATGTGATAAAGCTTTCGGTGCAAAGTCAGGCCTAAGAATACACCAGAGAACCCAC
35
6
ABO
63
TTCTGCATGGCTGTTAGGGAACCTGACCATCTGCAGCGTGTCTCGTTGCCAAGGATGGTCTACCCCCAGTCAAAG
36
6
CACNA1B
165
GGCTTTGTCTTCCACAAGGGCTCTTACCTGCGGAACGTCTGGAACGTCATGGACTTCGTGGTCGTCCTCACAGGG
37
7
PCDH15
1419
TTTAAAGTACGTCAAGCTGAGTGTACAAAGACTGCACAAATTCAGGCCGCATTACCCGCGGCTAAACCAGCAGTG
38
7
PCDH15
1389
TACAGACAACGTCAAGCTGAGTGTACAAAGACTGCACAAATTCAGGCCGCATTACCCGCGGCTAAACCAGCAGTG
39
7
CYP2C18
23
CTCTCCTGTTTGTTTCTCCTTTCACTCTGGAGGCAGAACTCTGGAAGAGGGAGGCTCCCGTCTGGCCCCACTCCT
40
7
MUC6
1587
ACACACTCCCCACCTACAGGGAGCAGTCCCTTCTCTCCCACAGGTCCCATGACGGCAACATCCTTCAAGACCACC
41
7
MUC6
1562
ACTAGTACACGCACCAGAACCCCTGTGGCCCACACCACCTCAGCCACCAGCAGCAGGCCACCACCACCCTTCACC
42
7
MUC6
1555
ACCACGATTACTCCCAACCCCACTAGTACACGCACCGGAACCCCTGTGGCCCACACCAACTCAGCCACCAGCAGC
43
8
PIK3C2A
217
CCCTTTCATCCACAAGGAAGCTTACCTATCTATCGTCTAGTAGTCAGTACTGACATGGCAAAACTATTTGACAAA
44
8
OR4C3
157
TATGACCGCTATGTGGCCATCTGTAAGCCCCTGCACTATACTACCATCATGACCAGGCATCTCTGTGCCATGCTT
45
8
OR4C3
157
TATGACCGCTATGTGGCCATCTGTAAGCCCCTGCACAGTACTACCATCATGACCAGGCATCTCTGTGCCATGCTT
46
8
PPP1CA
134
AAGATCAAGTACCCCGAGAACTTCTTCCTGCTCCGTAGGAACCACGAGTGTGCCAGCATCAACCGCATCTATGGT
47
8
SUV420H1
448
ATTCCTCTTCCTCCAGCTAAGCGCTTGAGGTTAATAGCTGGAAAAGACTCTATAGATATTGACATTTCTTCAAGG
48
8
ODZ4
184
TTCGACAAGAATGACCGCCTCTCTTCTGTGACGATGTCCAACGTGGCGCGGCAGACACTAGAGACCATCCGCTCA
49
9
CNTN5
70
TCATTAGGAACACTGAGTGCTTCTTCACCCAGCTGGCGAGGGGCAGCTCAGAATTATTATTCCCCCATCAATCTT
50
9
TRPC6
156
GAGCATCTGGAAATTACAGAACTTCTTCTCAAGAAAAAAAACCTCTCTCGAGTTGGGGATGCTTTGCTTCTAGCT
51
9
EEA1
626
GACCGTGTCCTTTCCCTAGAAACTAGTGTCAATGAATTCAATAGTCAATTAAATGAAAGCAAGGAGAAGGTCTCC
52
9
EP400
2796
ATGCAGAAGCAGAAACTGCAGATGCCCCCGCAGCCCTCACCGCCACAGGCCCAGTCTGCGCCCCCGCAGCCAACA
53
9
ZAR1L
308
CATCGACAGGAACTGTGTGGTCGCTGCAAAGACAAGATATTCTCCTGTGGCAATATTTACAGCTTTAAATATGTG
54
9
DOCK9
309
GAAGATGATGAACAAAGCAAATTGGAAGGTTCTGGTTTCGGTTTAGATAGCTACCTGCCGGAACTTGCCAAGAGT
55
10
COL4A1
1174
GCAGGAGAGAAGGGTGAACCAGGTCTACCAGGAAGAAGATTCCCAGGGTTTCCAGGGGCCAAAGGAGACAAAGGT
56
10
PLEKHG3
699
TCCTACATCCCCAAAGGACTGGTAAGAAACTCCATCTTCAGGTTCAACAGCCTTCCCCGGCCAGACCCAGAGCCA
57
10
LRRK1
1938
GGAGATGTTATCGTCATTGGCCTGGAGAAGGATTCTGACGCCCAGCGGGGCCGAGTCATTGCCGTCTTAAAAGCC
58
10
TMEM204
207
GAGGACTGCATGGCCCCCCGGGTGATTGTCATCAGCCACTCCCTGACAGCGCGCTTTCGCCGTGGGCTGGACAAT
59
10
ITGAL
269
AAAGTGCTTATCATCATCACGGATGGGGAGGCCACTAACAGTGGCAACATCGATGCGGCCAAAGACATCATCCGC
60
10
CNOT1
316
TTAACAGATGGCATTCCATTACAGAGTATTTCTGCTCTGGGCAGTGGGATCTGGAGTGATGGGAAAGATAAAAGT
61
11
DNAH9
2583
GGCCACTGGTATGATCGGAGCAAGCTGTCCCTAAAGAAGATCACAAATGTACAGTATGTTTCCTGTATGAACCCC
62
11
ERBB2
355
CACTCACTGCCCCCGAGGCCAGCTGCAGTTCCTGTCTCTCTGCGCATGCAGCCTGGCCCAGCCCACCCTGTCCTA
63
11
TRIM25
191
TGCCTGGTGGAGCATAAGACCTGCTCTCCCGCGTCCATGAGCCAGGCCAGCGCCGACCTGGAGGCCACCCTGAGG
64
11
TMEM241
131
GAGAAAACATCTCCTGCAAAGATCTGTAGTGCCCTCTTCCTCCTGGCCGCAGCAGGATGCCTTCCCTTCAATGAC
65
11
PTPRS
141
CAGCTGCCCTCTGGCTTCCCCAACATCGACATGGGCTCACAGTTGAAGGTGGTGGAGCGGACACGGACAGCCACC
66
11
OR2Z1
253
TGCTCCTCGCACATCACGGTAGTGGGGCTCTTTTATGATGCCGCCGTGTTCATGTACATGGTGCCTTGCGCCTAC
67
12
RYR1
103
TCATCCCAGGGCGGGGGACACAGGACGCTCCTGTATAGCCATGCCATCCTGCTCCGGCATGCACACAGCCGCATG
68
12
C20orf26
975
ATTGATACCAACTTCCACACCAACGACATAGCCATCGGAGCTGCTGGCTCCCTCACCAAATTCTCCAATAGATAC
69
12
XKR7
491
ACTACAGGTGCTGAGCGGGATGGGGCCTCGGCGGGAAAGCGTGCAGGGACCCCCACCCCACCTGTCTTCCAGGTG
70
12
TTN
1491
TCTGGGGAATGGACTGTGGTTGCCCAAAACAGGGCAAGCAGATCTTCAATTTCAGTGATTTTAACTGTGGAAGCT
71
12
MUC16
11792
ACAGAGACAAGTAAAACATTTCCTGCTTCAACTGTGCTTCCTCAAGTATCAGAGACCACAGCCTCACTCACCATT 7 7 Supplementary Table S2. Candidate binding peptides for mutated KIF2C. Authors’Affiliations: Amino
acid
position
Mutated Peptide
Predicted HLA-A*0205
binding affinity (nM)
Co-culture result
[IFN- (pg/mL)]
10-19
RLFPGLTIKI
55.21
10690
10-17
RLFPGLTI
132.35
121.5
15-25
LTIKIQRSNGL
251.33
31.5
7-17
LQARLFPGLTI
293.83
27
7-16
LQARLFPGLT
1549.33
24 Supplementary Table S2. Candidate binding peptides for mutated KIF2C. 8 8 Supplementary Table S3. Tandem minigene constructs for Mel 2591. Authors’Affiliations: Minigene
ID
Tandem
Minigene
ID
Gene
Symbol
Mut
AA
Position
Mutated Minigene
1
1
TAS1R3
88
ATGAAAATGGCCGTGGAGGAGATCAACAACAAGTCGAATCTGCTGCCCGGGCTGCGCCTGGGCTACGACCTCTTT
2
1
TARDBP
201
AGAAGCAGAAAAGTGTTTGTGGGGCGCTGTACAGAGTACATGACTGAGGATGAGCTGCGGGAGTTCTTCTCTCAG
3
1
KIAA1026
603
AGCAGGGAGGCCCTCCAGGAGCGCCGGGCCCGCTGCAAGACGCAGAACATTGACCCCGTGGTGTGGACCAACCAG
4
1
DNAJB4
304
AGAATTATTGGATATGGGCTGCCATTTCCAAAAAATTCTGACCAACGTGGTGACCTTCTAATAGAATTTGAGGTG
5
1
OLFM3
178
GATGCTAAGTTAATCACCCAGTTCAAGGAGGAAATAAAGAATCTGTCTGCTGTCCTCACTGGTATTCAGGAGGAA
6
1
CLCC1
131
GGCGATATGCATTATGATGCTGAGATTATCCTTAAAAAAGAAACTTTGTTAGAAATACAGAAGTTTCTCAATGGA
7
2
CELSR2
2719
CTGGAAGGTCAAGACCAGCAGCATGATCCTGACACGAACTCCGACAGTGACCTGTCCTTAGAAGACGACCAGAGT
8
2
NES
1015
ACAGAGGAGGTCTGGATCCCAGGCGAGGGGCACCCAAAGAGCCCTGAGCCCAAAGAGCAGAGAGGCCTGGTTGAG
9
2
SH2D2A
360
CAGGACAGAGGACAGGCATGGCTTCCCCTTGGGCCTCTTCAGTAG
10
2
SPTA1
818
GAGGCCTGGATCCAAGAGACTGAACCCTCAGCTACTTTCACCTACCTTGGAAAGGACCTGATTGCTTCCAAAAAG
11
2
TNN
134
ATGAAGGAACAGTGTAGTGCCCAGCGCTGCTGCCAGAGAGTCACTGATCTAAGCCGCCACTGCAGCGGCCACGGG
12
2
PAPPA2
1380
CCCAGTAACTGCATCTCAGAGGACGAGGGGCAGAATTATCAGGGACAGAGCTGTATCCATCGGCCCTGTGGGAAG
13
3
NPHS2
109
GGCTTAGGGGCCTGTGAGTGGCTTCTTGTCCTCATTTTCCTGCTCTTCATCATCATGACCTTCCCTTTTTCCATC
14
3
CENPF
678
AGAACGCTGGAGATGGACAGAGAAAACCTAAGTGTCAAGATCAGAAACCTTCACAACGTGTTAGACAGTAAGTCA
15
3
HEATR1
3
ATGACGTTCTTAGCCCAGCAGCTGCAACGACTCGCCCTCCCTCAA
16
3
AKT3
51
AAAGAGAAACCTCAAGATGTGGATTTACCTTATCCCCGCAACAACTTTTCAGTGGCAAAATGCCAGTTAATGAAA
17
3
TFB2M
21
CCTCGGCGGCTGAGGCTCTCCGCCTTGGCGGGCGCTGATCGCTTTTGCATTTTAGGGTCTGAAGCGGCGACGCGA
18
3
FAM171A1
664
GGCACCCGGGAGTGGAGCCCTCAGAACGCATCCATGTTGGAGTCTCTCTCCATCCCAGCTTCCCTGAACGACGCG
19
4
FAM171A1
663
GCGGGCACCCGGGAGTGGAGCCCTCAGAACGCATCCATTTCGGAGTCTCTCTCCATCCCAGCTTCCCTGAACGAC
20
4
MPP7
325
TCCAACAGGAAATCATCTGGTTTTAGAAAAAGTTTTTGTCTTAGTAGAAAAGATAAGAAAACAAATAAATCCATG
21
4
P4HA1
65
TTAGAACAAATAAAAAAATGGGCAGAGAAGTTAGATTGGCTAACTAGTACAGCGACAAAAGATCCAGAAGGATTT
22
4
LRIT1
575
GACTCCACTGAGGCCACAGTTACCTACGTCAACCTAAAGAGACTGGGCTACAGCGAGGACGGCTTGGAGGAGCTG
23
4
SLIT1
296
GCCATGTGCACCTGCAGCAATGGCATCGTGGACTGTTGTGGAAAAGGCCTCACTGCCATCCCGGCCAACCTGCCC
24
4
PPRC1
281
AGCAGTATCCCGGACTTCCCCATGCATTTGGCCTGCTCTGAGGAGGAAGATAAAGCAACAGCAGCAGAGATGGCA
25
5
OR52N1
151
ACTAATTCAGTCATTGCTAAAGCTGGGTTCCTCACTTGTCTTAGGGGTGTGATGCTTGTTATCCCTTCCACTTTC
26
5
DNHD1
384
TCCTTTACCTGTTGGAAGAAGAATGTGAGATTACAGAGGCTGCATCGACTCCAGAAATTCCTAGAGAATCATCTG
27
5
OR10A3
269
ATGACTTATTTACAACCCAAATCTGGCTACTCACCCAAAACCAAGAAACTGATCTCATTGGCTTACACGTTGCTT
28
5
BBOX1
173
GAAGTTTCAAAACTTGGGAAAAGGATGGGTTTCCTCTGTCTCACATTTTATGGACATACTTGGCAAGTGCAAGAC
29
5
CCDC73
432
TATAATACTGAGCAAGAAATAAGGGAAGAAAATATGAAGAATTTTTGTTCAGATACTGAATACAGAGAAAAAGAA
30
5
QSER1
936
AATCAGGTTACTGTGAACCTTTCACCAGTACCTGCCCCTCAGTCAAAAATGACTCTTGATCAACAGCACATTGAA
31
6
POLA2
420
ACAATTATTGAAGGCACAAGAAGCTCCGGCTCCCACTTTGTCTTTGTCCCGTCATTGAGAGATGTGCACCATGAG
32
6
PDGFD
54
GACTTGTACCGAAGAGATGAGACCATCCAGGTGAAAGAAAACGGCTACGTGCAGAGTCCTAGATTCCCGAACAGC
33
6
MLL
3174
TTACATTCCTTCCCTGCAGCTACTCAAAGTAGTTTCCTACCAAACATCAGCAATCCTCCTTCAGGCCTGCTTATT
34
6
GPR19
42
GAAACAGCCACACCTCTGCCAAGCCAATACCTGATGAAATTAAGTGAGGAGCACAGTTGGATGAGCAACCAAACA
35
6
SFRS2IP
482
AAAAAGCCTCGTACTCGAAGATCTAGATTTCATTCTTCATCTACAACTTGGTCACCCAACAAAGACACTCCACAA
36
6
COL2A1
238
AATCCTGGTGAACCTGGTGAACCTGGTGTCTCTGGTCTCATGGGTCCCCGTGGTCCTCCTGGTCCCCCTGGAAAG
37
7
RHEBL1
124
GTGCCAGTGGTTCTAGTGGGGAACAAGGCAGATCTCTTTCCAGAGAGAGAGGTACAGGCAGTTGAAGGAAAGAAG
38
7
SUOX
223
AACCCTATCTTCTTCACCCGGAACCATCTGCCTGTATCTAACCTGGATCCAGACACCTATCGCTTACACGTAGTA
39
7
PTPRB
1067
ACGGTGAACTGGACTCCTGGTGGGGGAGACGTTGATTTCTACACGGTGTCGGCATTCAGGCACAGTCAAAAGGTT
40
7
MYL2
10
ATGTTCGAACAGACCCAAATCCAGGAAATTAAGGAGGCCTTCACTATCATGGACCAGAACAGGGAT
41
7
MYL2
29
GTGTTCTCCATGTTCGAACAGACCCAAATCCAGGAAATTAAGGAGGCCTTCACTATCATGGACCAGAACAGGGAT
42
7
CCDC60
406
GCCCAGGAGGCTGGCTTCTGCCTGCAGGACAAGATGAAAATCCTCATGAAGCGCCAAGAAGAGAGAGGTATCCAG
43
8
HNF1A
353
TTAGTGACAGTGTCTACACCCCTCCACCAAGTGTCCCTCACGGGCCTGGAGCCCAGCCACAGCCTGCTGAGTACA
44
8
KNTC1
1517
CTGACGAGCACAAAAGATTTGGTCATCAGTCTTAGTGAAATACTACATAAGTTGGATCCTTATGACTATGAAATG
45
8
SBNO1
299
GGCTGGTTATCAGCATTGCAGCTTGAGGCAATTACACATGCAGCCCAGCAACATGAAACTTTCCTACCTAATGGA
46
8
ZNF268
40
CTCCAAGGTCAGGAATCCATCTTGGGCCAAGGGACTTCTGGTCTGCAACCTCTCCCTGGAACACCCAGGCAGAAG
47
8
RNF17
1333
GACATTCACATTATGGAGTTACCTAAAAATCCATGGAAGAAATTGTCTATTCACCTCTATTTTGATGGAATGTCA
48
8
CSNK1A1L
243
CAAAAATATGAAAAGATTAGTGAGAAGAAGATGTCCATCCCTGTTGAAGTTTTATGTAAGGGGTTTCCTGCAGAA
49
9
G2E3
670
GTGGATTTTCCTGTTGGAAACAAGTGTAATAACTGTGTAGCAATTCCCATCACCAATACATATAAAGAGTTTCAA
50
9
GARNL1
1201
AATACAATCATCAAACACTGCTCACCTCAATTTTTTTTACTTGGTTTGCCTGGTGCCACAATGCTTATTATGGAT
51
9
TTC6
152
CGAGGGCTTTGTAAAGTGAAACTCCACAAGGATAGCTTGATTCTGGATTTTAATCGTGCAATTACCCTCAATCCA
52
9
SIPA1L1
359
ATTATGAACAGGCACAATGTTATTAAGAGGAGAAACATCACCACTGGAGCTTCCGCAGCTGCCGTGGCATCCTTG
53
9
YLPM1
1342
TCTCTTCCACCTTTACCGCCCCTCCCACCTCTTCCACTTTTGGATAGATATCGGGATGATAGATGGAGAGAAGAA
54
9
TRIP11
80
AATGAAAGGCTTAAGAAACTTTGTACTGATCTAGAAAAGAAACATGAAGCATCAGAGATTCAAATAAAGCAGCAA
55
10
SERPINA9
58
AGTGCATACCCCCGCCCTTCCTCCACAAAGAGCACCTCTGCCTCACAGGTGTATTCCCTCAACACCGACTTTGCC
56
10
GABRG3
91
GTTAACAGCATTGGTCCTGTGTCATCAATAAACATGAAATACCAAATTGACATATTTTTTGCTCAGACCTGGACA
57
10
ADAL
240
GACAGAATCGGGCATGGAACATTTCTCAACTCCGGTAAGGGAGGATCCCTGGATCTGGTGGACTTTGTGAGGCAA
58
10
TRPM7
961
TTTGCAAATGCATATGATAATCATGTTTTTGTGGCTGAAAGATTAATTTACTGTCTTAACATAATATTTTGGTAT
59
10
LCTL
174
CTCCAGGTCAAATACGGTGGGTGGCAGAATGTGAGCATAGCCAACTACTTCAGAGACTACGCCAACCTGTGCTTT
60
10
IQCH
282
CGCATCAGGACCTCCAGGAGGACTATTATCCATATCCTATCATTAGGTATAACACTTTTGCCTGCAAATCTATCA
61
11
IQCH
455
CGCATCAGGACCTCCAGGAGGACTATTATCCATATCCTATCATTAGGGTATTCCCAGCCTGTGAGAGAACATATT
62
11
MAN2C1
202
GTGGATCTGGAGCTGCTGCTGGGCATAGCCAAGGGCTTCGGGAAGGACAACCAGCGCAGCTTCCAGGCCCTGTAC
63
11
CLDN9
171
GAGCTGGGGGCCTCCCTCTACCTGGGCTGGGCGGCGACTGCACTGCTTATGCTGGGCGGGGGGCTCCTCTGCTGC
64
11
CLDN6
188
CTGGGTGGGGGGTTGCTGTGCTGCACTTGCCCCTCGAGGGGGTCCCAGGGCCCCAGCCATTACATGGCCCGCTAC
65
11
MKL2
314
AAGTTAAAGTACCACCAATACATTCCACCAGATCAGGAGGGTGAGAAGAATGAGCCGCAGATGGACTCTAACTAC
66
11
EXOD1
362
AGATTAATGGTTTTGAAAGAATTGGAAATGTCAAGTTATGAAAACTTTGGAGACATAGAGGAAACTCCTCAAAAA
67
12
XPO6
265
CTGGCCCATCTCTTCAGTTGGATTCCTCTGTCTGCCGGCATCACCCCATCCCTCCTTACCACCATCTTCCACTTT
68
12
HYDIN
2425
AAGGAAGAGCTAAATAAGAAGAAAAGGAACATGGGCAATGTCAGCATGCATGGGCTTCCTCTTGTCCAGGACCAA
69
12
WDR59
58
AGTGGGAGCCCCACTCGCAGCGAGAAAGAGCAGGTCTTCATCAGCTCCTTCTACTACAAGGAGCGGAAATCAAGA
70
12
HSD17B2
199
CAATGCATGGCCGTGAACTTCTTTGGAACTGTGGAGATCACAAAGACGTTTTTGCCTCTTCTTAGAAAATCCAAA
71
12
FOXC2
125
AAGCAGGGCTGGCAGAACAGCATCCGCCACAACCTCTTGCTCAACGAGTGCTTCGTCAAGGTGCCCCGCGACGAC
72
12
CYB5D2
37
CTTATGGGCTGGTGGGGTCCCCGCGCTGGCTTTCGCTTTTTCATACCGGAGGAGCTGTCTCGCTACCGCGGCGGC
73
13
XPO6
255
GAGTATATCTGTTCCCTGGCTTTGGAGTGCCTGGCCCAGCTCTTCAGTTGGATTCCTCTGTCTGCCAGCATCACC
74
13
KIF1C
40
GTCAGCATGCAGGGCAACACCACCTCCATCATCAATCTTAAACAGAGCAAGGATGCCCCCAAAAGCTTCACCTTT
75
13
PITPNM3
111
TTGAGAAGACAGAGGTTCCCAGCCCAGGGAAGCATCAAGATCCACGAAGACAGCGAGGAAGGCTGCCCGCAGCGC
76
13
SLC13A5
453
CACGCAGTGCCCCCGGCAGCCATCACCTTGATCTTGTTCTTGCTCGTTGCCGTGTTCACTGAGTGCACAAGCAAC
77
13
ACADVL
307
CCCCCTGAGAAGAAGATGGGCATCAAGGCTTCAAACAGAGCAGAGGTGTTCTTTGATGGAGTACGGGTGCCATCG
78
13
DNAH2
2828
TCCTTCATTTTTGTGGACACCCAAATAGCTGATGAGTTCTTCCTAGAGGACATCAACAACATCCTCAGCTCAGGC
79
14
DNAH9
1138
ATAAAGAAGAGTGAGAGCGGCTTACTCAAGAAAGTTAAAAAAGGAGATTTCCAAGGCTTGGTTGAGATCATGGGA
80
14
LRRC37B
202
AAGAACCTGAAGAAAGATCTAGCTGAACGTTGGAGCTTTCCTGAGATTGTTGGGATTCCACACCAATTATCCAAA
81
14
KPNB1
140
GAACTCATTCCTCAGCTGGTGGCCAATGTCACAAACCTCAACAGCACAGAGCACATGAAGGAGTCGACATTGGAA 9 82
14
QRICH2
948
CTCTTTGACAGTCATGATTCAATGTATCCTGGTTATTGTGGCCCAGGGTATCTAAGTGCTGATCAGCATGGCCAG
83
14
ASPSCR1
303
CCCCAGCAGGAGCAGGAGCAGGAGCGGGAGCGGGATACCCAGCAGGAGCAGGAGCGGGAGCGGCCCGTGGACCGG
84
14
SLC14A2
339
GGGCTGCTAGCAGCCCTGTCAGTGGCCACACCCTTCAAGACCATCTACACAGGCCTCTGGAGCTACAACTGCGTC
85
15
SLC14A1
23
GACAGCCCCACTATGGTTAGGGGTGAAAACCAGGTTTTGCCATGTCAAGGGAGAAGGTGCTTCCCCAAAGCTCTT
86
15
LIPG
67
ACCTCCAAGGACCCAGAGCATGAAGGATGCTACCTCTTCGTCGGCCACAGCCAGCCCTTAGAAGACTGCAGTTTC
87
15
WDR7
829
GATGAAGTTTGCCTGGATCGCCTTGGAATGCTGAAACTCCACTGCACCGTATCGTTTGGCCTCTTGTCAAGAGGA
88
15
RAD23A
209
TATCTGCTCACGGGAATTCCTGGGAGCCCCGAGCCGAAACACGGTTCTGTCCAGGAGAGCCAGGTATCGGAGCAG
89
15
AKAP8L
511
CAGAAGCATCTGAAGACCATGGATCACAACCGGAACTGCAGGCTCATGATGGAGCAGTCCAAGAAGTCCTCCCTC
90
15
CYP2F1
102
GACCAGGGAGAGGAGTTTAGTGGCCGCGGTGACTACTCTGCCTTTTTCAACTTTACCAAGGGCAATGGCATCGCC
91
16
SIGLEC12
258
CCTCCTCAGAACTTGACCATGACTGTCTTCCAAGGAAATGGCACAGCATCCACAACCTTGAGGAATGGCTCGGCC
92
16
LILRA3
366
ACTTTCCTTTTGACCAAGGAGGGGGCAGCTGATTCCTCGCTGCGTCTAAAATCAAAGCGCCAATCTCATAAGTAC
93
16
LILRA2
76
AACAAATCAGCATCCTGGGTTAGACGGATACAAGAGCTTGGGAAGAATGGCCAGTTCCCCATCCCATCCATCACC
94
16
NLRP13
140
GCAGCAGGGAATATGCAGACCCAGGGATGCCAAGATTCAAACCAAGAAGAACTAGACGAGCTAGAAGAAGAAACA
95
16
USP29
88
TTGAAAAACAACGTGTTCTTGTTTATTGACAAATTATTCTACAGAGATGCTAAACAGTTGAATATGTTCCTGGAC
96
16
SNTG2
99
AGTATAAAGGGAGGTTCTGAGCACAACGTCCCTGTCGCCATATCAAAAATATTCGAAGACCAAGCAGCTGACCAG
97
17
ATP6V1C2
189
GATTCTGAATATCTCGTCACACTTCTGGTCATCGTCCTCAAACCAAACTACTCACAATGGCAAAAAACCTACGAA
98
17
DDX1
206
TGTTACCTGGATATAGATAAGGGACATGTCAAGTTCTTCAAAAATGGAAAAGATCTTGGTCTGGCATTTGAAATA
99
17
C2orf16
1402
TATTATCCAAAACAAAATGCCAGGGACTATTGCTTACTAAGCAGTATCAAAAGAGACAAGAGGTCAGCTGACAAG
100
17
SRD5A2
9
ATGCAGGTTCAGTGCCAGCAGAGCTCAGTGCTGGCAGGCAGCGCCACTTTGGTCGCCCTTGGG
101
17
LTBP1
427
TCAAGGGACAAATGTCAGTGCCCTCCAAATTTCACAGAAAAACTTTGTCAGATCCCAGTCCATGGTGCCAGCGTG
102
17
PELI1
117
GTAGGGTTCAACACACTAGCATTTCCTAGTATGAAGAGCAAAGACGTTGTAGATGAAAAACAACCATGGGTATAT
103
18
ADD2
333
TCCAGTGCCGGGGGAGTGGAGAACCTCATCCTCCTGAAGCAGGAGAAGCACCGGCCCCATGAGGTGGGCTCCGTG
104
18
NPAS2
790
TCGCTACTTCTCTCCACCTACTCACAACAGCCAGGGATCCTGGGCTACCCCCAACCACCCCCAGCACAGCCCCAG
105
18
SULT1C3
2
ATGGGGAAGATTGAGAAAAACGCTCCCACGATGGAAAAAAAG
106
18
IL1F7
137
GATAAAGGACAAAGTCATCCATCCCTTCAGCTGAAGAATGAGAAACTGATGAAGCTGGCTGCCCAAAAGGAATCA
107
18
PSD4
450
AGGAGCCCAGCTTCTTCTCCAGAGCCTAGCAGCCCAAAATCTGAGAGCAGAGGCCCTGGTCCCAGGCCCAGCCCT
108
18
ZRANB3
99
CCTTCGTCTCTGAGGTACCCTTGGACAGAAGAAATTAAAAAATGGATCCCAGAGCTAAGTCCAGAAGAAATCAAT
109
19
PSD4
421
ACTCTTAACTCCCAGGACAGAGAGCCTAGCAGCCCAAAATCTGAGAGCAGAGGCCCTGGTCCCAGGCCCAGCCCT
110
19
BAZ2B
313
GTGCTATTACATGGTATTTCAGACCCAAAAGCAGATAGACAGAAAGCAACTGAAAAAGCCCAGGAAAAAAGAATA
111
19
XIRP2
2019
GGCAATTTAGTAGAAGAAAGAACTGAGGTTAATCTTTCAAAAGCCCCCAAAGGCACTGTAAAGATTGTCATAGAT
112
19
CALCRL
109
CCATCAGAAAAAGTTACAAAGATCTGTGACCAAGATGAAAACTGGTTTAGACATCCAGCAAGCAACAGAACATGG
113
19
HIBCH
310
GTAATTAATAAAATGTCTCCAACATCTCTAAAGATCTCACTAAGGCAACTCATGGAGGGGTCTTCAAAGACCTTG
114
19
DNAH7
818
GGATTATATAAACTGGAGAAAACCTTTCATGATTCTCTATATGCATTGGCAATGACAAAAAAAGTAAGATCAAAG
115
20
ZDBF2
108
AAGGTTGAGGATGAGGATGCTACCGAAGAGAGACCATTCGAGGTTTCAGAACCTATTGAAGAGTTACATTCCAGA
116
20
FN1
1501
AGTGGGAGACCTCGAGAAGATCGGGTGCCCCACTCTTGGAATTCCATCACCCTCACCAACCTCACTCCAGGCACA
117
20
ALPP
29
CTACAGCTCTCCCTGGGCATCATCCCAGTTGAGGAGAAGAACCCGGACTTCTGGAACCGCGAGGCAGCCGAGGCC
118
20
TRPM8
278
GGCTGTCATGGACATCCCACTGTCGAAGCAAAGCTCTGGAATCAGCTAGAGAAGTATATCTCTGAGCGCACTATT
119
20
CD93
204
GCCCTGGGGGGCCCAGGTCAGGTGACCTACACCACCTCCTTCCAGACCACCAGTTCCTCCTTGGAGGCTGTGCCC
120
20
BAGE2
76
ATCCTTGTGCTGCAGGAGCCGACACCTTTCAGGATTTTAGTCACATCTTCCTGCTTTGTCCAGAACACATTGACC
121
21
TTC3
608
CTCAATCACTTTGAGAAAGCAAGAACCTTGATTTATTGTCTTCCTGGAGTGTTAACTTGGCCCACGAGTAATGTG
122
21
IGSF5
263
TTATCAAGTTTACCGAGTTTAGGTTTTTCATTGCCTATTTGGGGCAAAGTTGGACTTGGACTAGCAGGCACCATG
123
21
PCNT
176
CACCCACCAGAACAGCGTGGGATGTTCACAATCAGTAACCACCAACCGGAACAGCGTGGGATGTTCACAGTCAGT
124
21
MYO18B
193
TCTCCCCCCGCCACAGATACTGGAAAGGAAAAGAAAAGGGAGACCTCTAGGACTCCTTGTGGCTCCCAGGCCAGC
125
21
SEZ6L
90
GAAGTGCTGGGCGAGCTGGTGCTGGATGGGACCGCACTCTCTGCACATCACGACATCCCAGCCCTGTCACCGCTG
126
21
PATZ1
530
CTGAGGCAGGGCTGGACCACCCCAGAGGGCAGCAGGGTCTTTACCCAGTGGCCTGTTGGCTAG
127
22
NCF4
232
CCTCTCTCCTTCGTGAAGATCCTCAAAGACTTCCCTAAGGAGGACGACCCCACCAACTGGCTGCGTTGCTACTAC
128
22
SEPT3
193
ACAGGACACTCCTTGCGACCTCTGGATCTTGAGTTCATTAAACACCTCAGCAAGGTTGTGAACATCATCCCTGTC
129
22
TCF20
502
TCATCTTCCAAGAAAGCAGATAGCTGCACAAATTCTAAAGGCTCCTCACAACCTGAAGAACAGCTGAAGTCCCCT
130
22
SEC13
126
TTTGCATCAGGTGGCTGTGACAACCTCATCAAGCTGTCGAAGGAGGAGGAGGACGGCCAGTGGAAGGAGGAGCAG
131
22
ATP2B2
1103
TTCCTCAAGGAGGCAGGCAGGCTCACACAGAAGGAGAAGATCCCGGAGGAGGAGCTCAACGAGGACGTGGAGGAG
132
22
CMC1
92
GAATACCTGAAGGAAAGGGAAGAATTCAGAAAAACTGAAATTCCTACAAAGAAAAGGCTACAGAAGCTTCCAACA
133
23
CTNNB1
387
CAACGTCTTGTTCAGAACTGTCTTTGGACTCTCAGGAAACTTTCAGATGCTGCAACTAAACAGGAAGGGATGGAA
134
23
STAB1
1124
CACATCCTCAGCCAGGTCTTACTGCCCCCCCGAGGGAATGTGCCCGGTGGGCAGGGGTTGCTGCAGCAGCTGGAC
135
23
HHLA2
184
TGGAAAATGGACAACACACCTATCTCTGAAAACAACATAGAAGAAACAGGGTCTTTGGATTCTTTTTCTATTAAC
136
23
HGD
99
GAAGTTGATCCTGATCCTAACCAGCTTAGATGGAAACTATTTGAGATTCCAAAAGCATCTCAGAAGAAAGTAGAC
137
23
STXBP5L
789
AAAGTAAATCGCTGGGGTCCTGGAAGACCACCATTTCAAAAGGCCCAGTCAGCAGCCTGCATGGAGATTTCTTTA
138
23
MLF1
198
GATGAGGAGTGGCAAAGTGAGGTTTTGAAGTACAAATCAGGACGACACAATCTAGGAAACACTAGAATGAGAAGT
139
24
ATP13A5
159
CGGTTTCAGAAAGTTGGGTTGCTAGAAGACAGCAATTTCTGCTCTGACATCCATCAGACATTTGGATTGGGTCTG
140
24
MAN2B2
78
CGCGGCCAGCAGCGCCGGTTCATCGCTGTGGAGCAGAAGTTTTTCCGGCTGTGGTGGGATGGCGTCGCCTCGGAC
141
24
TBC1D1
441
ATTTTTGAAGAGGTTCAGAAATTGAGACCGAGAAATAAGCAGCGAGAGAATGAATTGATTATTTCTTTTCTGAGA
142
24
BMP2K
639
TTTGGAGAGGATAATTTCTCTAAGTTAACAGAAGAGGGACTATTGGACAGAGAATTTGACCTTCTAAGATCAAGT
143
24
C4orf22
91
CAGCAAAAGACGCTAACAAGTGCTGGTAAAGACCTACCAGATAATTTTCTGACGGCCCTGGCAATGAGAGAAGAA
144
24
C4orf22
117
AATCGCAGTGGAAAACTGAGTTCCGTGATCTTTATTTGTGACAGAAATTCTCATGGGCAAGAGATATCAGGATAC
145
25
AFF1
113
TTAATTCCTGACAAAGGGAGCAGCATTCCATCCAGCTTCTTCCACACTAGTGTCCACCACCAGTCCATTCACACT
146
25
MMRN1
819
GCAGGTATTCCCAGAGATGAGAAACTAAATCAGTCCAGCTTCCAAAAGATGTATCAAATGTTCAATGAAACCACT
147
25
CFI
115
AACGGAACATGCACAGCCGAAGGAAAGTTTAGTGTTTTCTTGAAGCATGGAAATACAGATTCAGAGGGAATAGTT
148
25
ENPEP
466
TTGATGTCTTCGCATCCAATTATTGTGACTGTGACAATCCCTGATGAAATAACATCTGTTTTTGATGGAATATCC
149
25
ALPK1
456
CTTATCTTGCATGGGCAAGGGGATTTCCAAAAAATCTTTGACACCTATTCACAGCACCATACTTCGGTGTGTGAA
150
25
DNAH5
1756
AATGTGTTTGACAACATTAAATCTGTCAAGTTCCACAAAAAGATCTATGATCGAATTCTGTCAATTTCCTCTCAA
151
26
ADAMTS6
116
ACAGATTTTGTGTCCAAACATTTTACAGTAGAATATTTGGGGAAAGATGGACCCCAGTGGAAACATGATTTTTTA
152
26
KIAA0686
1671
GTTTATTGGAAAGCATCACCAGACAGTGCTGGCCTGAAAGACTTTAAACCATCTCATGGGATTCTTGAATTTGCA
153
26
CDC23
363
GCCTTATATTTCCAGAGAGCCCTGAAATTAAATCCTTGGTATCTTGGTGCCTGGACACTAATGGGACATGAGTAC
154
26
PCDHB7
240
GTGCGCATTCTGGTTCTAGACGTAAATGACAACGCCCTTGATTTTGTGCGGTCGCTCTACAAGGTGCAGGTGCCC
155
26
GABRB2
377
AACATCTTACTGAGCACTCTCGAGATAAAAAATGAAATAGCCACATCTGAGGCTGTGATGGGACTTGGAGACCCC
156
26
KIF13A
309
GGTAAAAGCAAATTTGTGCCTTATCGAGATTCAGTCTTCACTTGGCTGCTTAAGGACAACTTGGGGGGCAACAGC
157
27
MDC1
1776
GCTGAATCCCTTACAGCCATTCCTGAGCCTGCCTCTCTCCAGCTTCTTGAGACACCAATTCATGCCTCCCAGATC
158
27
ZNF318
2245
CTGAATTTGGTTAAAGCTCCAGTGTCAAGGTCCCCTTCAAGGGAGCAGGTAATTGAAGACAATATGGTCCCTCAG
159
27
GPR115
66
CTTCTGAATTATCTTGTCATCCCATCAAAGGCCCAAGGTAACAAACCAGGCTACATCCCTAACCTAGGAGAATGT
160
27
PRIM2
227
GTGGCAATCATCCTGAATGAATTTAGAGCCAAACTGTTCAAGGCTTTGGCAGTGAGTATTTTACTTGATTTCTGT
161
27
DDX43
50
ACAGGTCCTGAGGGATATAGTGTCGGCAGAGGTGGTTGCTGGAGAGGCACCTCTAGGCCCCCGGAGGCCGTGGCC
162
27
COL12A1
1082
AAGATGGGAGAAGGAAAGCTTAGGCAAGGATCAGGAGCAACAGCTTCTCGGTTTAAGTCTCCTAGAAACCTCAAA
163
28
PRIM2
227
GTGGCAATCATCCTGAATGAATTTAGAGCCAAACTGTTCAAGGCTTTGGCATTAACAGCCAGGTCCTTGCCTGCT
164
28
MCHR2
266
CTGGTGCTGGTGGTAGTCTTTATCCTGAGTGCTGCCCTTTATCATGTGATACAACTGGTGAACTTACAGATGGAA
165
28
RTN4IP1
149
TTCAAGCCTGGAGATGAGGTCTGGGCTGCAGTTCCTTCTTGGAAACAAGGCACTCTTTCAGAGTTTGTTGTAGTC
166
28
AK124171
245
AGACTCGAAGAAGAAAATCGAAGGCTACTGGAACTTATAAAAGTGAAGGCAAAAGAAGCTGAAGAGACTGATAAT
167
28
ROS1
960
CCAGATTCTGTTCAAGAGTCTTCATTTAGGATTGAAAGAAATGCTTCAAGTTTTCAAATCCTGTGGAATGGTCCC
168
28
TRDN
705
TACTTGGATGGGTACAATGGCTATGGATTTCAGTTTTCTTTCACTCCTGCAGACCGCCCTGGAGAGAGCTCTGGT 10 169
29
LRP11
369
ACGGCAGCTAGTCCTGCCCTGCCAAGAACCACAGGGTCGAGTGAAGATGCAGGGGGTGACTCCTTGGTGGAAAAG
170
29
MAS1
294
TTTGTGGGAAGCAGTAAGAAGAAGAGATTCAAGGAGTTCTTAAAAGTTGTTCTGACCAGGGCTTTCAAAGATGAA
171
29
SLC22A2
199
AATGCTGCAGCTGGAGTTCTCATGGCCATTTCCCCAGCCTATACGTGGATGTTAATTTTTCGCTTAATCCAAGGA
172
29
CARD11
756
AGCGGCCCCGTCACGCTGCACTACAAGGTCAACCACAAAGGGTACCGGAAGCTGGTGAAGGACATGGAGGACGGC
173
29
SEMA3D
209
GATGAGTACCTCTACTCTGGAACAGCTTCTGATTTCTTTGGCAAAGATACTGCATTCACTCGATCCCTTGGGCCT
174
29
TRRAP
122
ACAAAAAATGTTTTGTCTGTGATGTTTCGCTTTTTAAAGACGGAAAATGAAGAAAATGTTCTTATTTGTCTAAGA
175
30
ORC5L
57
TATGTAACACAAACGTTGTTGAAAACTTTAGAGCTCCAACATGTGTTTGTGAATTGTGTTGAATGCTTTACATTG
176
30
DOCK4
506
ACAAAGGAGAAAGGAGAGAAGAAGTTGTTTGGGTTTTTTTTTGTCCCTCTGATGCAAGAAGATGGTAGGACTCTT
177
30
GRM8
649
TTTTTAATGATTGCAGCACCAGATACAATCATATGCTTCTTCCGACGGGTCTTCCTAGGACTTGGCATGTGTTTC
178
30
IRF5
416
AACACCCCACCACCCTTCGAGATCTTCTTCTGCTTTGAGGAAGAATGGCCTGACCGCAAACCCCGAGAGAAGAAG
179
30
ATP6V0A4
181
AAGTTGGGGTTCATAGCCGGTGTGATCAACAGGGAGACGATGGCTTCCTTTGAGCGGTTACTGTGGCGAATCTGC
180
30
DENND2A
852
GACCTCGTCAACAGCCGGTTCCTCAGACAGATGGACAATGAGGACTCCATCCTGCCCCGGAAGCTTCAGGTGGCC
181
31
BRAF
600
CTCACAGTAAAAATAGGTGATTTTGGTCTAGCTACAGAGAAATCTCGATGGAGTGGGTCCCATCAGTTTGAACAG
182
31
TCRBV6S1A1N1
18
CTCTGCTGGGCAGCCCTGTGCCTCCTGGGGGCAGATTACACAGGTGCTGGAGTCTCCCAGACCCCCAGTAACAAG
183
31
SGCZ
131
CAGTCTGACAGGAATGTCACAGTGAATGCAAGAAATTACATGGGGCAGTTAACCGGACAGCTGACCATAGGAGCT
184
31
PRKDC
70
GTTTTTTCCAGAGATTTCGGTTTGCTTGTATTTGTCTGGAAGTCACTCAACAGTATTGAATTTCGTGAATGTAGA
185
31
ZFHX4
2527
CACTTCCTTGCTGCTCAAAACCAATTCCTTCACTCTCTGTTCTTGGAAAGGCCCATGGACATGCCCTACATGATA
186
31
CALB1
199
TGTGGGAAAGAGTTCAATAAGGCTTTTGAGCTGTATAATCAGGACGGCAATGGATACATAGATGAAAATGAACTG
187
32
EIF3E
170
TCTCTTCAGCAGAGAACATGGCTCATTCACTGGTCTCGGTTTGTTTTCTTCAATCACCCCAAAGGTCGCGATAAT
188
32
CDKN2A
135
CGCGGAGCCCAACTGCGCCGACCCCGCCACTCTCACCTGACCCGTGCACGACGCTGCCCGGGAGGGCTTCCTGGA
189
32
SLC28A3
22
AGAGCTGAGGGCTACAGCAACGTGGGCTTCCAGAATAAAGAAAACTTTCTTGAGAACGAGAACACATCAGGAAAC
190
32
FAM120A
764
GATCAGCTCCAGGAGCTCAAGATTGAGAACCTAGATCTCCGAGGAATTCAGCTATCAGCTCTCTTCATGAGTGGA
191
32
GRIN3A
434
GTGGAAACTACAAATCTCACTTCAGGACAATATTTATTAAGGTTTCTAGCCAATACCACTTTCAGAGGCCTCAGT
192
32
SEC16A
604
TATGATGGTGCTGCGTCTGCTTACGCCCAGAACTACAGCTATCCCGAGCCCGAGCGGCCCAGCTCCCGAGCCAGC
193
33
EIF1AX
7
ATGCCCAAGAATAAAGGTGAAGGAGGTAAAAACAGACGCAGGGGTAAGAATGAGAAT
194
33
PHF8
114
GTGATTCTGAAGCCCACTGGAAATCAACTGACCGTGCAATTCCTGGAAGAAAATAGCTTCAGTGTGCCCATCCTG
195
33
CYLC1
378
CCAGAGTCTACTGATACTGAATCAGGAGATGCAAAGAATGCAAGAAATGATTCAAGAAATTTGAAGAAAGCTTCA
196
33
SERPINA7
122
CATGGCTTCCAGCATCTGATCTGTTCACTGAATTTTTCAAAGAAGGAACTGGAATTGCAGATAGGAAATGCCCTC
197
33
GABRE
115
TTTTCCTATCCTGAGAATGAGATGATCTACAAGTGGAAAAATTTCAAGCTTGAAATCAATGAGAAGAACTCCTGG
198
33
SLC2A7
484
AAAACATTTGTGGAGATAAACCGCATTTTTGCCAAGAAAAACAGGGTGAAGCTTCCAGAGGAGAAAGAAGAAACC
199
34
TAF3
579
ACTGGCAGGGAAACAAAGTATCCCTGGAAGGAATTTTTTAAAGAGGAAGAGGCAGATCCCTACAAGTTTAAAATC
200
34
RNF17
525
CTTTCAAAGAGACAGGAGTTACCTAAAAATCCATGGAAGAAATTGTCTATTCACCTCTATTTTGATGGAATGTCA
201
34
DACH1
439
TCCAGAGTTGAGACATCAGTTATTAAGGAGCGTGTTTCTGATAGCCCCTCACCTGCCCCCTCTCTGGAGGAGGGG
202
34
MAP2K1
176
CAAATTTTAGGAAAAGTTAGCATTGCTGTAATAAAAAGCCTGACATATCTGAGGGAGAAGCACAAGATCATGCAC
203
34
ABCA10
427
TTTGACATATATGAAGGACAGATCACTGCAATACTTGAGCATAATGGAGCTGGTAAATCAACACTGCTAAACATT
204
35
LOC391343
183
CACCAGACGCAGTGCAGGCGAGGAGGCCGGGAGGAACTGAAAGACCAGACCCAGTGCAGGCGAGGAGGCTGGGAG
205
35
BIRC6
3210
TCCTACATCTTTCTTCCAGAGGAGGCTTGGTGTGACTTTACCATTCACCTTCCTGCAGCAGTGCTGCTTAAGGAG
206
35
BIRC6
3744
GGTGCACAACAGACCAGTGCAAGATCAGCTTCTCTTTTTTCAGCTGCTACAACAGGACTGACTACTCAACAGCGC
207
35
KIAA1697
712
CTTCTTTCTGTGTCAAAGACATTTTTCTCACAAGTCAATGCTGGAAATGAAGAACTGAAAGAAAAGCTTCCCTTG
208
35
KIAA1697
2208
CACTGCCCACTTTATAAAACAGGAGCCCGGGCAGGAGCACTCTCAACCACAGGACATTCAACCAATTTTGTGGTA
209
36
MUC20
375
TCAGCCCTCTCTGTTGAGACACCAAGTTACGTCAAAATCTCAGGAGCAGCTCCGGTCTCCATAGAGGCTGGGTCA
210
36
C4orf22
134
ATCTTGAAGAAGCAACTGGCATCCGTGATCTTTATTTGTGACAGAAATTCTCATGGGCAAGAGATATCAGGATAC
211
36
TXLNB
2
ATGAAGGCTAATCACTCTGAACAGCTCTCAGCGGAACGACAG
212
36
PRUNE2
972
CCTTCCCCCTTAGATACCAATTATTCCACCTCAGACACTTACACATCACCAACATTTGCTGGAGACGAAAAGGAA
213
36
TTN
30410
GATTATTATGCTCTGCACATCAGGGACACTTTGCCTAAAGACACGGGTTATTATAGAGTCACAGCCACTAACACA
214
37
TTN
10455
AAGCATTCAATGGTGATCAAGTCAGCTGCTTTTGAAAATGAAGCAAAATACATGTTTGAAGCTGAAGATAAGCAC
215
37
TTN
1445
TCCCCTGCAAGAATGTCCCCTGGACGTAGGCTGGAGAAGACAGATGAGTCACAACTTGAGAGACTATATAAACCA
216
37
MUC16
8613
ACCACAGACATGTTGCGCACAAGCTCAGAACCTGAAATCAGTTCACCTCCAAATTTGAGCAGCACCTCAGCTGAA
217
37
MUC16
3435
TATTCATCAACTAGTTCTTGGTCAGATCAGACATCTTGGAGTGACATCACCCTTGGTGCATCTCCTGATGTCACA 11 11 Supplementary Table S4. Authors’Affiliations: Candidate binding peptides for mutated POLA2. Amino acid position
Mutated Peptide
Predicted HLA-C*0701
binding affinity (nM)
Co-culture result
[IFN- (pg/mL)]
413-422
TRSSGSHFVF
147.35
1106
413-423
TRSSGSHFVFV
280.38
50
413-421
TRSSGSHFV
285.90
60
413-420
TRSSGSHF
518.82
48
420-429
FVFVPSLRDV
599.44
39 Supplementary Table S4. Candidate binding peptides for mutated POLA2. 12
|
https://openalex.org/W3160349507
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https://www.research-collection.ethz.ch/bitstream/20.500.11850/511954/2/MolecularEcologyResources-2021-Bohmann-StrategiesforsamplelabellingandlibrarypreparationinDNAmetabarcoding.pdf
|
English
| null |
Strategies for sample labelling and library preparation in DNA metabarcoding studies
|
Molecular ecology resources
| 2,021
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cc-by
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ETH Library ETH Library Author(s): Author(s):
Bohmann, Kristine; Elbrecht, Vasco; Carøe, Christian; Bista, Iliana; Leese, Florian; Bunce, Michael; Yu, Douglas W.; Seymour,
Mathew; Dumbrell, Alex J.; Creer, Simon Publication date:
2022-05 Rights / license: g
Creative Commons Attribution 4.0 International Originally published in:
Molecular Ecology Resources 22(4), https://doi.org/10.1111/1755-0998.13512 Review Article Author(s):
Bohmann, Kristine; Elbrecht, Vasco; Carøe, Christian; Bista, Iliana; Leese, Florian; Bunce, Michael; Yu, Douglas W.; Seymour,
Mathew; Dumbrell, Alex J.; Creer, Simon Author(s):
Bohmann, Kristine; Elbrecht, Vasco; Carøe, Christian; Bista, Iliana; Leese, Florian; Bunce, Michael; Yu, Douglas W.; Seymour,
Mathew; Dumbrell, Alex J.; Creer, Simon Received: 28 April 2021 | Revised: 7 September 2021 | Accepted: 14 September 2021
DOI: 10.1111/1755-0998.13512
I N V I T E D T E C H N I C A L R E V I E W
Strategies for sample labelling and library preparation in DNA
metabarcoding studies
Kristine Bohmann1
| Vasco Elbrecht2
| Christian Carøe1
| Iliana Bista3,4 |
Florian Leese5
| Michael Bunce6
| Douglas W. Yu7,8,9
| Mathew Seymour10
|
Alex J. Dumbrell11
| Simon Creer12
1Faculty of Health and Medical Sciences, Section for Evolutionary Genomics, Globe Institute, University of Copenhagen, Copenhagen, Denmark
2Department of Environmental Systems Science, ETH Zurich, Zürich, Switzerland
3Department of Genetics, University of Cambridge, Cambridge, UK
4Tree of Life, Wellcome Sanger Institute, Hinxton, UK
5Aquatic Ecosystem Research, Faculty of Biology, University of Duisburg-Essen, Essen, Germany
6Trace and Environmental DNA (TrEnD) Laboratory, School of Molecular and Life Sciences, Curtin University, Perth, WA, Australia
7State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China
8School of Biological Sciences, Norwich Research Park, University of East Anglia, Norwich, UK
9Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming Yunnan, China
10Department of Ecology, Swedish University of Agricultural Sciences, Uppsala, Sweden
11School of Life Sciences, University of Essex, Colchester, UK
12Molecular Ecology and Evolution Group, School of Natural Sciences, Bangor University, Gwynedd, UK Received: 28 April 2021 | Revised: 7 September 2021 | Accepted: 14 September 2021
DOI: 10.1111/1755-0998.13512 Received: 28 April 2021 | Revised: 7 September 2021 | Accepted: 14 September 2021 DOI: 10.1111/1755-0998.13512 I N V I T E D T E C H N I C A L R E V I E W I N V I T E D T E C H N I C A L R E V I E W This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited.
© 2021 The Authors. Molecular Ecology Resources published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited. Abstract Metabarcoding of DNA extracted from environmental or bulk specimen samples is
increasingly used to profile biota in basic and applied biodiversity research because
of its targeted nature that allows sequencing of genetic markers from many samples
in parallel. To achieve this, PCR amplification is carried out with primers designed
to target a taxonomically informative marker within a taxonomic group, and sample-
specific nucleotide identifiers are added to the amplicons prior to sequencing. The
latter enables assignment of the sequences back to the samples they originated from. Nucleotide identifiers can be added during the metabarcoding PCR and during “library
preparation”, that is, when amplicons are prepared for sequencing. Different strate-
gies to achieve this labelling exist. All have advantages, challenges and limitations,
some of which can lead to misleading results, and in the worst case compromise the
fidelity of the metabarcoding data. Given the range of questions addressed using me-
tabarcoding, ensuring that data generation is robust and fit for the chosen purpose
is critically important for practitioners seeking to employ metabarcoding for biodi-
versity assessments. Here, we present an overview of the three main workflows for
sample-specific labelling and library preparation in metabarcoding studies on Illumina
sequencing platforms; one-step PCR, two-step PCR, and tagged PCR. Further, we Metabarcoding of DNA extracted from environmental or bulk specimen samples is
increasingly used to profile biota in basic and applied biodiversity research because
of its targeted nature that allows sequencing of genetic markers from many samples
in parallel. To achieve this, PCR amplification is carried out with primers designed
to target a taxonomically informative marker within a taxonomic group, and sample-
specific nucleotide identifiers are added to the amplicons prior to sequencing. The
latter enables assignment of the sequences back to the samples they originated from. Mol Ecol Resour. 2022;22:1231–1246. y cited.
ogy Resources published by John Wiley & Sons Ltd. he terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
y cited Funding information
NERC Biomolecular Analysis Facility,
Grant/Award Number: NE/M02086X/1,
NE/N003756/1, NE/N006216/1, NE/
S000291/1, NE/S005560/1 and NE/
S006958/1; Carlsbergfondet, Grant/
Award Number: CF18-1110; H2020
European Research Council, Grant/
Award Number: 856488; Det Frie
Forskningsråd, Grant/Award Number:
5051-00140; Wellcome, Grant/Award
Number: WT207492, 104640/Z/14/Z and
092096/Z/10/Z Strategies for sample labelling and library preparation in DNA
metabarcoding studies Kristine Bohmann1
| Vasco Elbrecht2
| Christian Carøe1
| Iliana Bista3,4 |
Florian Leese5
| Michael Bunce6
| Douglas W. Yu7,8,9
| Mathew Seymour10
|
Alex J. Dumbrell11
| Simon Creer12 Kristine Bohmann1
| Vasco Elbrecht2
| Christian Carøe1
| Iliana Bista3,4 |
Florian Leese5
| Michael Bunce6
| Douglas W. Yu7,8,9
| Mathew Seymour10
|
Alex J. Dumbrell11
| Simon Creer12 12Molecular Ecology and Evolution Group, School of Natural Sciences, Bangor University, Gwynedd, UK Originally published in: Molecular Ecology Resources 22(4), https://doi.org/10.1111/1755-0998.13512 This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. 1 | INTRODUCTION main approaches; one-step PCR, two-step PCR, and tagged PCR
(Figure 2). All three approaches have advantages, challenges, and
limitations which, if not considered, can result in misleading data in-
terpretation, and in the very worst case can lead to unusable data
and considerable wasted time and money, as for instance in the case
of the so-called “tag-jumps” (Carøe & Bohmann, 2020; Esling et al.,
2015; Schnell et al., 2015). Despite this, in contrast to discussions on
metabarcoding substrate selection, DNA extraction, and data pro-
cessing, the strategies for amplicon labelling and library preparation
workflows have received little systematic attention in the metabar-
coding literature (although see Murray et al., 2015). 1 In recent years, the analysis of environmental DNA (eDNA) and DNA
extracted from bulk specimen samples has experienced an enor-
mous surge in popularity in basic and applied biodiversity studies
seeking to detect e.g., animal, plant, algae, fungi, and bacteria (Bálint
et al., 2016; Compson et al., 2020; Creer et al., 2016; Jarman et al.,
2018; Lindahl et al., 2013; Taberlet et al., 2012). Within the field of
genetic biodiversity assessment, DNA metabarcoding is currently
the most widely used approach, as it allows targeted, parallel, and
as such relatively cost-effective, identification of multiple taxa from
environmental samples, such as soil, water, and faeces, as well as
from bulk samples of organisms (Taberlet, Coissac, Pompanon, et al.,
2012). Here, the applications of metabarcoding range widely; for
example, detection of invasive species (e.g., Pochon et al., 2013);
assessment of water quality via identification of freshwater inver-
tebrates in bulk specimen samples (e.g., Elbrecht et al., 2017) and
environmental samples (e.g., Seymour et al., 2020); identification
of plant-pollinator interactions (e.g, Gous et al., 2019; Lucas et al.,
2018); detection of vertebrate wildlife via invertebrate “samplers” of
vertebrate blood or faeces (e.g., Calvignac-Spencer et al., 2013), and
assessment of for example, niche partitioning (e.g., Razgour et al.,
2011) and ecosystem services (e.g., Aizpurua et al., 2017) through
detection of diet items. Furthermore, metabarcoding is explored for
implementation in routine biomonitoring around the world (Aylagas
et al., 2018; Li et al., 2018, 2019; Pont et al., 2018, 2021; Zizka et al.,
2020; www.danubesurvey.org; www.syke.fi), and is an integral com-
ponent of the proposals for the Next Generation of Biomonitoring
programmes (Bohan et al., 2017). 1 | INTRODUCTION Here, we present an overview of the three most commonly used
workflows with which to achieve sample-specific labelling and li-
brary preparation in metabarcoding studies, and how they can po-
tentially influence the resulting data. For the sake of simplicity, we
mainly focus on metabarcoding of plants and animals in basic and
applied biodiversity studies with sequencing on arguably the most
used high-throughput sequencing platform series today, the Illumina
sequencing platforms. Note that points raised will be relevant for
metabarcoding of other organisms and to high-throughput sequenc-
ing platforms with similar labelling structures to Illumina platforms,
such as Ion Torrent (Thermo Fischer Scientific), BGI platforms (BGI
Genomics), Oxford Nanopore Technologies MinION, and PacBio
(Pacific Biosciences). In the present article, we provide critical
considerations for researchers to choose the optimal metabarcod-
ing strategy for generating reliable data tailored to their individual
study; for example, regarding sample type and number, research
question, speed of laboratory processing, contamination risk, bud-
get, and whether similar studies are to be carried out in the labo-
ratory. Ultimately, by gaining detailed and critical insights into the
consequences of choosing different metabarcoding workflows, we
hope to further increase the potential of metabarcoding as a reliable
tool for use across a wide range of applications. Metabarcoding relies on PCR amplification of extracted DNA
with primers designed to target a taxonomically informative marker
for a selected taxonomic group (Taberlet, Coissac, Pompanon, et al.,
2012) (Figure 1). The backbone of metabarcoding analyses is the
addition of sample-specific nucleotide identifiers to amplicons and
the use of these to assign metabarcoding sequences back to the
samples they originated from (“demultiplexing”). This allows pooling
of hundreds to thousands of samples for sequencing and utilisation
of the capacity of high-throughput sequencing platforms (Figure 1). Amplicon labelling can be achieved at two stages during a metabar-
coding workflow: prior to library build, as 5′ nucleotide “tags” on
metabarcoding primers, and during library build as library indices. The strategies to achieve this labelling can be categorised into three K E Y W O R D S K E Y W O R D S
amplicon sequencing, biodiversity assessment, eDNA, environmental DNA, high-throughput
sequencing, Illumina sequencing, library preparation | 1232 BOHMANN et al. distill the key considerations for researchers seeking to select an appropriate meta-
barcoding strategy for their specific study. Ultimately, by gaining insights into the con-
sequences of different metabarcoding workflows, we hope to further consolidate the
power of metabarcoding as a tool to assess biodiversity across a range of applications. Funding information Funding information
NERC Biomolecular Analysis Facility,
Grant/Award Number: NE/M02086X/1,
NE/N003756/1, NE/N006216/1, NE/
S000291/1, NE/S005560/1 and NE/
S006958/1; Carlsbergfondet, Grant/
Award Number: CF18-1110; H2020
European Research Council, Grant/
Award Number: 856488; Det Frie
Forskningsråd, Grant/Award Number:
5051-00140; Wellcome, Grant/Award
Number: WT207492, 104640/Z/14/Z and
092096/Z/10/Z 1231 wileyonlinelibrary.com/journal/men Mol Ecol Resour. 2022;22:1231–1246. | 2 | TAGGING AND INDEXING
APPROACHES IN METABARCODING
STUDIES Today, the most commonly used high-throughput sequencing
platform for metabarcoding studies is the Illumina series, where
for example the MiSeq, iSeq, HiSeq, NextSeq, and NovaSeq have | BOHMANN et al. 1233 |
been employed (Jarman et al., 2018). These platforms offer high
throughput relatively low error rates and relatively long paired-end
2017; Hope et al., 2014; Quéméré et al., 2013; Shehzad, Riaz, et al.,
2012; Singer et al 2019; Stoeck et al 2018)
FI G U R E 1 Simplified overview of a metabarcoding workflow. (a–b) DNA extracted from environmental samples such as soil, water,
and faeces or from bulk specimen samples. The DNA extracts are typically a complex mix of DNA from target and nontarget organisms. (c) DNA extracts are PCR-amplified with metabarcoding primers that target a taxonomically informative marker for a taxonomic group. Importantly, identifiers unique to each PCR product are added in the form of 5ʹ nucleotide tags on primers and/or as indices added to
sequence libraries during library build. (d) The taxonomic markers of hundreds to thousands of samples are sequenced in parallel on a high-
throughput sequencing platform producing millions of sequence reads. (e) The sequences can be traced back to the samples they originated
from through the nucleotide tags and/or library indices, and (f) can be further analysed. Images courtesy of the Integration and Application
Network, University of Maryland Centre for Environmental Science (ian.umces.edu/symbols/) and Illumina.com
(c)
(d)
(e)
(f)
(a) Environmental or bulk specimen samples
DNA from target taxa, e.g. DNA from non-target taxa,
e.g. bacteria, fungi
PCR amplification with primers
for a taxonomically informative
marker for a taxonomic group,
e.g. generic vertebrate, plant,
and insect primers
Sample n
Unique identifiers
attached to each
PCR product
- 5’ nucleotide tags and/or
library indices
Demultiplexing by informatically tracing
sequences back to samples through the
nucleotide tags and/or library indices
1
2
3
Sample 1
Sample 2
Sample n
Sample 2
Sample 1
Sample n
Sample 1
Sample 2
Sample n
3
3
2
2
1
2
1
3
2
2
3
3
3
3
3
DNA extract
Metabarcoding
Tracing sequences back to samples
High-throughput sequencing
Further sequence processing
and taxonomic assignment
(b) (a) Environmental or bulk specimen samples
DNA from target taxa, e.g. DNA from non-target taxa,
e.g. bacteria, fungi
Sample n
DNA extract
(b) Sample n (c)
PCR amplification with primers
for a taxonomically informative
marker for a taxonomic group,
e.g. 2 | TAGGING AND INDEXING
APPROACHES IN METABARCODING
STUDIES index PCR
Library sequence
F
R
i5
i7
t
t
OR
Adapter
ligation
Adapter
Index primers
PCR
i5
i7
t
t
Two-step PCR - tagged
R
PCR 2
i5
i7
Library sequence
Sample 1
F
R
F
R
i5
i7
PCR amplicon with
sequence overhangs
and tags
Library
sample 1
Library
sample 2
Pooling
Fusion primers with sequence complementary
to overhang, adapters and indexes
Primers with sequence
overhangs
and tags
PCR 1
DNA
extract
F
Sample 1
t
t
t
t
t
t
DNA
extract
Primers with sequence
overhangs
F
PCR 1
R
PCR 2
i5
i7
Library sequence
Sample 1
F
R
F
R
i5
i7
PCR amplicon with
sequence overhangs
Two-step PCR - untagged
Library
sample 1
Library
sample 2
Pooling
Fusion primers with sequence complementary
to overhang, adapters and indexes
Sample 1
DNA
extract
Library sequence
Sample 1
F
R
Sample 1
F
PCR
R
Fusion primers
One-step PCR with fusion primers
Library
sample 1
Library
sample 2
Pooling
t
t
}
}
}
Insert
nucleotide tagged PCR product
Sequence read 1 (r1)
Sequence read 2 (r2)
5’
3’
5’
3’
Metabarcoding primer
Adapters and indices
added during
library build
5’ nucleotide tag
Sequencing adapter
Library index
Flow cell bind sequence
Metabarcoding marker
i7
Forward
Reverse
i5
t
Metabarcoding marker
i7
Forward
Reverse
i5
Adapters and indices
added during
library build
t
t
t
Index read 2
Index read 1 Structure of dual-tagged and dual-indexed Illumina metabarcoding library sequence
(a)
Strategies for addition of sample-specific identifiers and library build in metabarcoding studies
}
}
}
Insert
nucleotide tagged PCR product
Sequence read 1 (r1)
Sequence read 2 (r2)
5’
3’
5’
3’
Metabarcoding primer
Adapters and indices
added during
library build
5’ nucleotide tag
Sequencing adapter
Library index
Flow cell bind sequence
Metabarcoding marker
i7
Forward
Reverse
i5
t
Metabarcoding marker
i7
Forward
Reverse
i5
Adapters and indices
added during
library build
t
t
t
Index read 2
Index read 1 Structure of dual-tagged and dual-indexed Illumina metabarcoding library sequence
(a)
Strategies for addition of sample-specific identifiers and library build in metabarcoding studies
}
}
}
Insert
nucleotide tagged PCR product
Sequence read 1 (r1)
Sequence read 2 (r2)
5’
3’
5’
3’
Metabarcoding primer
Adapters and indices
added during
library build
5’ nucleotide tag
Sequencing adapter
Library index
Flow cell bind sequence
Metabarcoding marker
i7
Forward
Reverse
i5
t
Metabarcoding marker
i7
Forward
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Index read 1 tructure of dual-tagged and dual-indexed Illumina metabarcoding library sequence Structure of dual-tagged and dual-indexed Illumina metabarcoding library sequence
(a) Metabarcoding primer
5’ nucleotide tag
Sequencing adapter
Library index
Flow cell bind sequence Sequence read 2 (r2) Sequence read 1 Index read 2 Index read 1 Strategies for addition of sample-specific identifiers and library build in metabarcoding studies Strategies for addition of sample-specific identifiers and library build in metabarcoding studies
(b)
(c)
(e)
(d)
Sample 1
Tagged PCR and library build on amplicon pool
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Primers with tags
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Incl. 2 | TAGGING AND INDEXING
APPROACHES IN METABARCODING
STUDIES index PCR
Library sequence
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sample 1
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extract
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(b)
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Tagged PCR and library build on amplicon pool
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pool
Incl. 2 | TAGGING AND INDEXING
APPROACHES IN METABARCODING
STUDIES 1234 Structure of dual-tagged and dual-indexed Illumina metabarcoding library sequence
(a)
Strategies for addition of sample-specific identifiers and library build in metabarcoding studies
(b)
(c)
(e)
(d)
Sample 1
Tagged PCR and library build on amplicon pool
DNA
extract
Primers with tags
F
PCR
R
t
t
F
R
Tagged PCR amplicon
Tagged PCR
product
sample 1
Tagged PCR
product
sample 2
Pooling
Library build
on amplicon
pool
Incl. 2 | TAGGING AND INDEXING
APPROACHES IN METABARCODING
STUDIES index PCR
Excl. 2 | TAGGING AND INDEXING
APPROACHES IN METABARCODING
STUDIES generic vertebrate, plant,
and insect primers
Metabarcoding Unique identifiers
attached to each
PCR product
- 5’ nucleotide tags and/or
library indices Sample 2 Sample 1 Demultiplexing by informatically tracing
sequences back to samples through the
nucleotide tags and/or library indices Demultiplexing by informatically tracing
sequences back to samples through the
nucleotide tags and/or library indices Sample n FI G U R E 1 Simplified overview of a metabarcoding workflow. (a–b) DNA extracted from environmental samples such as soil, water,
and faeces or from bulk specimen samples. The DNA extracts are typically a complex mix of DNA from target and nontarget organisms. (c) DNA extracts are PCR-amplified with metabarcoding primers that target a taxonomically informative marker for a taxonomic group. Importantly, identifiers unique to each PCR product are added in the form of 5ʹ nucleotide tags on primers and/or as indices added to
sequence libraries during library build. (d) The taxonomic markers of hundreds to thousands of samples are sequenced in parallel on a high-
throughput sequencing platform producing millions of sequence reads. (e) The sequences can be traced back to the samples they originated
from through the nucleotide tags and/or library indices, and (f) can be further analysed. Images courtesy of the Integration and Application
Network, University of Maryland Centre for Environmental Science (ian.umces.edu/symbols/) and Illumina.com 2017; Hope et al., 2014; Quéméré et al., 2013; Shehzad, Riaz, et al.,
2012; Singer et al., 2019; Stoeck et al., 2018). been employed (Jarman et al., 2018). These platforms offer high
throughput, relatively low error rates, and relatively long paired-end
reads, typically up to 150 bp of each paired read on the iSeq100,
NextSeq550/1000/2000, HiSeq 3000/4000, and NovaSeq (up
to 250 bp on SP flow cell), and 300 bp of each paired read on the
MiSeq platform (www.illumina.com, applied in e.g., Elbrecht et al., The sequencing depth required per sample is commonly much
lower in metabarcoding studies than in shotgun sequencing studies
(e.g., Srivathsan et al., 2015; Stat et al., 2017), and in metabarcoding
studies it is (economically) feasible to sequence tens, hundreds, or BOHMANN et al. | (2017), Hardy et al. (2017), Elbrecht and Steinke (2018),
Seersholm et al. (2018), and Bessey et al. (2020). If indices
are used, then each PCR replicate or sample is a sequencing
library and as such is returned as a separate fastq file fol-
lowing sequencing. It should be noted that most studies add
nucleotide tags next to the primers thereby eliminating the
need for i5 and i7 “indexing”. 1. The “one-step PCR” approach in which sample DNA extracts
are amplified and built into sequence libraries in one reac-
tion. Here, metabarcoding primers carry sequencing adapters,
nucleotide tags, and/or library indices, referred to as “fusion
primers” (Figure 2b). This approach is used in for example,
Kozich et al. (2013), Elbrecht and Leese (2015), Sickel et al. (2015), Grealy et al. (2016), Berry et al. (2017), Elbrecht et
al. (2017), Hardy et al. (2017), Elbrecht and Steinke (2018),
Seersholm et al. (2018), and Bessey et al. (2020). If indices
are used, then each PCR replicate or sample is a sequencing
library and as such is returned as a separate fastq file fol-
lowing sequencing. It should be noted that most studies add
nucleotide tags next to the primers thereby eliminating the
need for i5 and i7 “indexing”. For all three strategies, it is important to carefully design tags
and indices to ensure that oligonucleotide synthesis, PCR, and se-
quencing error will not cause them to be unidentifiable or confused
(Coissac, 2012; Faircloth & Glenn, 2012). Further, all three strategies
offer the option to add extra nucleotides to shift PCR amplicons in
relation to each other and thereby to increase sequence complexity
on the flow cell (“heterogeneity spacers”, see for example, Bohmann
et al., 2018; De Barba et al., 2014; Elbrecht & Leese, 2015). 2. The two-step PCR approach in which sample DNA extracts are
PCR-amplified with two primer sets. In the primary reaction the
metabarcoding primers carry 5′ sequence overhangs of c. 33–
34 nucleotides in length. These can be with (Clarke et al., 2017;
Griffiths et al., 2020; Kitson et al., 2018; Li et al., 2019; Vesterinen
et al., 2018) or without (Bista et al., 2017; de Vere et al., 2017;
Galan et al., 2017; Miya et al., 2015; Swift et al., 2018; Vesterinen
et al., 2018) nucleotide tags (Figure 2c,d). | Most commonly, two consecutive PCRs are carried out, such as
in Miya et al. (2015), de Vere et al. (2017), Galan et al. (2017),
Kaunisto et al. (2017), Swift et al. (2018), and Vesterinen et al. (2018). However, a few studies carry out only one reaction with
the two primer sets, such as Clarke, Czechowski, et al. (2014). The
two-step PCR approach is based on Illumina's 16S rRNA system
originally developed for microbiome studies (www.illumina.com). If unique ndexing is used on PCR replicates in the two-step ap-
proach, each PCR replicate is an individual sequencing library and
as such is returned as a separate fastq file following sequencing. 3. The “tagged PCR” approach, in which sample DNA extracts are
PCR amplified with metabarcoding primers that carry 5′ nucleo-
tide tags. Following PCR amplification, the individually tagged
PCR products are pooled, and ligation-based library preparation
is carried out on pools of 5′ tagged amplicons. The ligated adapt-
ers can themselves contain indices, which eliminates the need for
a second PCR step (e.g., Carøe & Bohmann, 2020; Thomsen et
al., 2016), or the adapter ligation can be followed by a PCR step
with indexed primers (e.g., Bohmann et al., 2018; Hope et al.,
2014). This approach was first demonstrated by Binladen et al. (2007) on the 454 FLX platform and has since been used in for
example, Shehzad, McCarthy, et al. (2012), Hibert et al. (2013),
Hope et al. (2014), Thomsen et al. (2016), Apothéloz-Perret-Gentil
et al. (2017), Sigsgaard et al. (2017), Bakker et al. (2017), Kocher
et al. (2017), Thomsen and Sigsgaard (2019), and Lynggaard et al. (2020) (Figure 2e). In this approach, each library pool of PCR rep-
licates is a sequencing library and is returned as a separate fastq
file, each of which can contain data from a large number of tagged
PCR replicates. 3. Metabarcoding approaches can be divided into three overall
strategies for adding nucleotide tags and library indices (Taberlet
et al., 2018) (Figure 2): 1. The “one-step PCR” approach in which sample DNA extracts
are amplified and built into sequence libraries in one reac-
tion. Here, metabarcoding primers carry sequencing adapters,
nucleotide tags, and/or library indices, referred to as “fusion
primers” (Figure 2b). This approach is used in for example,
Kozich et al. (2013), Elbrecht and Leese (2015), Sickel et al. (2015), Grealy et al. (2016), Berry et al. (2017), Elbrecht et
al. | FI G U R E 2 Metabarcoding approaches can be divided into three overall strategies for adding nucleotide tags and library indices. (a) The
composition of a dual-tagged and dual-indexed metabarcoding Illumina library sequence. Note that the metabarcoding marker, primers,
and tags are sequenced as Illumina read 1 and read 2, while index reads are sequenced separately as i7 and i5 reads and used to multiplex
sequencing libraries. (b–e) Strategies for adding nucleotide tags and indices to metabarcoding markers. The one-step PCR (b) is depicted with
the use of nucleotide tags, which eliminates the need for indices FI G U R E 2 Metabarcoding approaches can be divided into three overall strategies for adding nucleotide tags and library indices. (a) The
composition of a dual-tagged and dual-indexed metabarcoding Illumina library sequence. Note that the metabarcoding marker, primers,
and tags are sequenced as Illumina read 1 and read 2, while index reads are sequenced separately as i7 and i5 reads and used to multiplex
sequencing libraries. (b–e) Strategies for adding nucleotide tags and indices to metabarcoding markers. The one-step PCR (b) is depicted with
the use of nucleotide tags, which eliminates the need for indices even thousands of samples per sequencing run. To allow pooling and
parallel sequencing of this magnitude, different molecular labelling
systems have been developed. For metabarcoding studies, the addi-
tion of sample-specific identifiers to PCR amplicons can be achieved
either as nucleotide tags during the metabarcoding PCR, or as library
indices when converting amplicons into sequencing libraries, that is,
as part of the workflow of adding sequencing adapters to amplicons. A metabarcoding sequencing library consists of amplicons carrying
sequencing adapters and indices and can consist of one or more PCR
products from one or more samples as outlined below. Note that
given the inconsistent use of terminology in the metabarcoding lit-
erature, for clarity, we use the original term for nucleotide tags in
amplicon sequencing as used by Binladen et al., (2007), and Illumina's
terminology to describe the nucleotide reads that are used to de-
multiplex sequencing libraries, the i5 and i7 index reads. That is, 5′
nucleotide tags are sequenced with the metabarcoding marker and
primers in the Illumina sequencing read 1 (and read 2 for paired-end
sequencing), while library indices are sequenced as separate index
reads, i.e., if dual-indexing is performed as i5 and i7 reads (Figure 2a)
(https://support.illumina.com). 2 | TAGGING AND INDEXING
APPROACHES IN METABARCODING
STUDIES index PCR
Excl. index PCR
Library sequence
F
R
i5
i7
t
t
OR
Adapter
ligation
Adapter
and index
ligation
Index primers
PCR
i5
i7
Library sequence
F
R
i5
i7
t
t
t
t Index primers Tagged PCR
product
sample 2 Tagged PCR
product
sample 1 Incl. index PCR PCR Adapter
ligation Library sequence Library build
on amplicon
pool Pooling PCR Tagged PCR amplicon Sample 1 Adapter
and index
ligation Excl. index PCR Library sequence BOHMANN et al. 1235 to low reported use of this method, its high cost and workload and
thereby limited throughput (Zizka et al., 2019). In the two-step approach, sample-specific labelling is not neces-
sarily carried out during the metabarcoding PCR (Figure 2c,d). If not
labelled, there is a risk of cross-contamination between unlabelled
PCR products when handling them prior to the second PCR (Zizka
et al., 2019). Therefore, this metabarcoding approach has the great-
est theoretical risk of cross-contamination between PCR products
(Figure 2c, Table 1). The risk of this kind of cross-contamination is
eliminated if tagging is carried out in the first PCR, see for example
Kitson et al. (2018). If untagged metabarcoding primers are used in
the two-step PCR approach (Figure 2c), then cross-contamination
can be eliminated if the two PCRs are carried out in the same re-
action, that is, both two primer sets are included, see for example
Clarke, Czechowski, et al. (2014). 3 | PROS AND CONS OF
METABARCODING APPROACHES The ability to tag and index amplicons to fully harvest the power of
high-throughput sequencing comes at a price as the labelling and
pooling of hundreds of PCR replicates is highly complex and entails
costs associated with preventing, detecting, and eliminating errors
and biases. None of the metabarcoding approaches presented here
is perfect; rather each of them has pros and cons. Below, we outline
the advantages and disadvantages, specifically addressing issues
related to cross-contamination risk, PCR amplification efficiency,
chimera formation, tag-jumping, index-misassignment, cost, and
workload. The issues associated with each metabarcoding strat-
egy are important to keep in mind for choosing a metabarcoding
strategy and for designing laboratory workflows and interpreting
results. Irrespective of the chosen approach, cross-contamination can be
detected and filtered out by including sample replicates, PCR repli-
cates, and positive and negative controls. Thus, these should be in-
cluded in the laboratory workflow and sequencing (e.g., Bista et al.,
2017). An important measure that enables one to filter out potential
contamination during data processing is to use different nucleotide
tag or library index combinations on each sample's individual PCR
replicates. This will allow for stringent sequence processing across
each sample's PCR replicates, that is, a restrictive approach in which
only sequences that are shared by a number of a sample's PCR rep-
licates are retained (see Alberdi et al., 2018, applied in, for example,
Giguet-Covex et al., 2014; De Barba et al., 2014; Hope et al., 2014;
Cohen et al., 2020; Lynggaard et al., 2021; Yang et al., 2021). 3.1 | Cross-contamination risk During the metabarcoding PCR, here specified as the PCR in which
the metabarcoding marker is targeted, relatively short DNA se-
quences (typically <350 bp) are enriched through amplification. Especially when targeting trace amounts of DNA, PCR amplifica-
tion can be highly susceptible to contamination and thereby to false
positives. The risk of contamination when preparing metabarcod-
ing PCRs, that is from the surroundings or laboratory reagents, is
the same no matter which of the three overall metabarcoding ap-
proaches is used. Moreover, regardless of the metabarcoding strat-
egy employed, cross-contamination can happen between nucleotide
tagged and indexed primer stocks (which are delivered at high mo-
larity). The risk of this happening will be similar between the strate-
gies and will depend on the number of samples and the chosen setup
within the employed strategy. In the following, we will therefore
focus on how the three main metabarcoding approaches differ in
their ability to allow detection of cross-contamination between PCR
products after the metabarcoding PCR. | The sequence over-
hangs allow the resulting amplicons to be targeted by the second
round of primers, which carry sequencing adapters and indices. In this article, we discuss the three main metabarcoding strat-
egies. One approach not mentioned here is library preparation on
individual unlabelled PCR products through a ligation-based library
preparation protocol with or without an index PCR step. However,
such ligation based protocol would entail several protocol steps to
be carried out on each PCR product, such as end-repair and ligation
of adapters (e.g., carrying indices such as in Illumina's TruSeq Nano
DNA Library Prep kit, see Zizka et al., 2019). The reason that we
do not consider this approach a main metabarcoding strategy is due 2. The two-step PCR approach in which sample DNA extracts are
PCR-amplified with two primer sets. In the primary reaction the
metabarcoding primers carry 5′ sequence overhangs of c. 33–
34 nucleotides in length. These can be with (Clarke et al., 2017;
Griffiths et al., 2020; Kitson et al., 2018; Li et al., 2019; Vesterinen
et al., 2018) or without (Bista et al., 2017; de Vere et al., 2017;
Galan et al., 2017; Miya et al., 2015; Swift et al., 2018; Vesterinen
et al., 2018) nucleotide tags (Figure 2c,d). The sequence over-
hangs allow the resulting amplicons to be targeted by the second
round of primers, which carry sequencing adapters and indices. 1236 BOHMANN et al. 3.2 The
longest 5ʹ-nucleotide additions are found in the one-step PCR ap-
proach where up to 60 nucleotides (sequence adapters and tags) are
added to one or both of the primers, making the complete primer
often over 80 bp long (e.g., Elbrecht & Leese, 2015). In the two-step
PCR approach (Figure 2c,d), the sequence overhangs on the me-
tabarcoding primers used in the first PCR are approximately half the
length of the fusion primers, for example, 33–34 nucleotides if using
Illumina Nextera Indices. The tagged PCR approach has the shortest
nucleotide additions to the metabarcoding primers (Figure 2e) with
tags of typically 5–10 nucleotides in length (e.g. Alberdi et al., 2018;
Coissac, 2012; De Barba et al., 2014). The long additions to the me-
tabarcoding primers in the one-step PCR approach cause a decrease
in PCR efficiency, as witnessed by an increase in CT values (Murray
et al., 2015). A comparison of PCR efficiency to other metabarcoding
strategies has not, to our knowledge, been formally assessed for the
two-step PCR approach, but the two-step PCR approach has been
shown to have higher consistency as compared to the one-step fu-
sion primer approach (Zizka et al., 2019). Even the short nucleotide
additions in the tagged PCR approach have been shown to decrease
PCR efficiency, as witnessed by a significant increase in CT values
(Schnell et al., 2015). Thus, no method is free of decreased PCR effi-
ciency caused by the nucleotide additions to 5′-end of metabarcod-
ing primers. However, it has to our knowledge, not been formally
tested whether - and to what extent - the shorter nucleotide tag
additions in the tagged PCR approach offers greater PCR efficiency
and taxonomic detection than the two other approaches, and
thereby it can only be speculated that it is the most sensitive when it
comes to detection of taxa in low abundance. It should be noted that
increasing the cycle number in the PCR amplifications is not an ac-
ceptable solution to increase sensitivity, as increased cycle number
will reduce taxonomic diversity (Kelly et al., 2019; Piñol et al., 2015). Regardless of metabarcoding strategy, we stress the importance of
optimising PCR amplifications (usually by qPCR) to detect PCR inhi-
bition, identify samples with low template quantity, and track PCR
efficiency issues (Murray et al., 2015; Yang et al., 2021). 3.2 1237 g
g
re
Metabarcoding strategy
One-step PCR
Two-step PCR
Tagged PCR
With 5′ nucleotide
tags, without i5 and i7
indices
Without 5′ nucleotide
tags on metabarcoding
primers
With 5′ nucleotide tags on
metabarcoding primers
Library preparation with T4
DNA polymerase blunt-
ending and post-ligation
PCR
Library preparation
without T4 DNA
polymerase blunt-ending
and post-ligation PCR
ing and workload
↓
↑
↑
↑
↑
f cross-contamination between PCR products
↓
↑
↓
↓
↓
mps
No
No
No
Yes
No
tial for index misassignment/library bleeding on
e flow cell
No (only if indices are
used)
Yes
Yes (if indices are used)
Yes
Yes
ase in PCR efficiency due to nucleotide additions
metabarcoding primers
High
Potentially high
Potentially high
Low
Low
of metabarcoding primers
↑
↓
↑
↓
↓
er PCR steps prior to sequencing
1
2
2
2
1 TA B LE 1 Features of the three main metabarcoding strategies
Feature
Metabarcoding strategy
One-step PCR
Two-step PCR
Tagged PCR
With 5′ nucleotide
tags, without i5 and i7
indices
Without 5′ nucleotide
tags on metabarcoding
primers
With 5′ nucleotide tags on
metabarcoding primers
Library preparation with T4
DNA polymerase blunt-
ending and post-ligation
PCR
Library preparation
without T4 DNA
polymerase blunt-ending
and post-ligation PCR
Handling and workload
↓
↑
↑
↑
↑
Risk of cross-contamination between PCR products
↓
↑
↓
↓
↓
Tag-jumps
No
No
No
Yes
No
Potential for index misassignment/library bleeding on
the flow cell
No (only if indices are
used)
Yes
Yes (if indices are used)
Yes
Yes
Decrease in PCR efficiency due to nucleotide additions
to metabarcoding primers
High
Potentially high
Potentially high
Low
Low
Cost of metabarcoding primers
↑
↓
↑
↓
↓
Number PCR steps prior to sequencing
1
2
2
2
1 of amplifying (trace copy number) target DNA from different taxa
(Taberlet, Coissac, Pompanon, et al., 2012) potentially distorted by
primer biases, inhibitors, and potentially abundant predator or host
DNA (e.g., Clarke, Soubrier, et al., 2014; Deagle et al., 2014; Murray
et al., 2015). Therefore, it is important to take the effect of 5′ nucle-
otide additions to metabarcoding primers into account. The three main metabarcoding strategies have different lengths
of nucleotide additions on the 5′-end of metabarcoding primers. 3.2 PCR amplification introduces biases, such as primer biases, and
errors, such as nucleotide substitutions and chimeras (Haas et al.,
2011; Murray et al., 2015; Piñol et al., 2015; Polz & Cavanaugh,
1998). Two of the three main metabarcoding strategies allow prac-
titioners to carry out only a single PCR step before sequencing,
namely the one-step PCR approach and the tagged PCR approach in
which PCR-free library building is carried out (Figure 2b,e, Table 1). Because an extra PCR step adds an additional risk of introducing
errors, these two approaches offer an advantage over the two-step
PCR method (Figure 2c,d) and the tagged PCR approach in which
the workflow includes an index PCR step (Figure 2e). It should be
noted that the number of cycles in the indexing PCR is typically kept
low to minimize PCR errors (e.g., eight cycles: Bohmann et al., 2018). Throughout any of these workflows there is a need to keep PCR cy-
cles to a minimum, which might be especially true of metabarcoding
workflows with two PCR steps. PCR products are labelled during the metabarcoding PCR ampli-
fication in the one-step PCR approach (Figure 2b), the two-step PCR
approach where tagging is carried out in the first PCR (Figure 2d), and
the tagged PCR approach (Figure 2e). If the resulting PCR products
carry different tag combinations then cross-contamination between
them is obviously not of concern. However, if the same tag com-
binations occur across multiple samples, then cross-contamination
between them can be an issue. A solution is to process them in sepa-
rate batches to avoid cross-contamination. Some laboratories do not
reuse tag-primer combinations to eliminate cross-contamination risk
(see Murray et al., 2015). Aside from minimizing the number of PCR steps, the effect of
5′ nucleotide additions to metabarcoding primers should be con-
sidered as they are likely to decrease PCR efficiency (Murray et al.,
2015; Schnell et al., 2015). Bulk sample and eDNA extracts consist
of complex mixtures of DNA from a large number of organisms,
which especially in the case of eDNA can be degraded (Taberlet
et al., 2012). With DNA extracts, the primers are faced with the task BOHMANN et al. 3.3 | Chimeras and tag-jumps Chimeras can be formed during all PCR steps in any metabarcod-
ing workflow (Figure 2b–e). Chimeras are amplicons which com-
bine sequences from two or more different template molecules,
and the majority are thought to result from incomplete primer ex-
tension during the elongation phase of the PCR cycle (Judo et al.,
1998; Meyerhans et al., 1990; Shin et al., 2014; Wang & Wang,
1997). The probability of chimera formation increases when simi-
lar template sequences are amplified in the same PCR reaction (
Judo et al., 1998, Smyth et al., 2010, but see also Fonseca et al.,
2012), such as during the metabarcoding PCR or during the index
PCR amplification of pools of tagged amplicons (Figure 2e). There
are different consequences of chimeric sequences depending on
where they arise. If they are created during a PCR amplification
of a single sample's DNA extract, the chimeras will be intrasam-
ple chimeras, which can be falsely interpreted as novel taxa and
erroneously inflate measures of diversity. On the other hand, if
chimeras are created during a PCR amplification of pooled tagged
amplicons, such as in the tagged PCR approach (Figure 2e), the
chimeras may be intersample chimeras. Such intersample chime-
ras can result in tag-jumps and false attribution of amplicon se-
quences to samples, which can lead to false positives and inflation
of diversity (Schnell et al., 2015). To avoid tag-jumps in the tagged PCR approach, and thereby
prevent false assignment of sequences to samples, it is important
to refine index PCR parameters to decrease the likelihood of chi-
mera formation, or better yet, to omit the index PCR step (Figure 2e). Furthermore, blunt-ending using T4 DNA polymerase should be cir-
cumvented during library preparation (Carøe & Bohmann, 2020;
Palkopoulou et al., 2016; Schnell et al., 2015). If both T4 DNA poly-
merase blunt-ending and index PCR are eliminated during library
preparation of pools of tagged amplicons, tag-jumps can practically
be eliminated (Carøe & Bohmann, 2020). If the library preparation protocol contains a T4 DNA blunt-
ending step and/or an index PCR step, and thereby can be assumed
to generate tag-jumps, they can be detected and removed by using
“twin-tags” during the original PCRs (e.g., F1-R1, F2-R2, etc.), be-
cause tag-jumped sequences would then produce nontwinned tag
combinations not used in the set-up (e.g., F1-R2, F2-R3, etc.) (e.g. Schnell et al., 2015; Yang et al., 2021). 3.2 TA B LE 1 Features of the three main metabarcoding strategies Theoretically, the reduced PCR efficiency in the one-step and
two-step PCR approaches caused by the long overhangs on prim-
ers might be counteracted by spiking the PCRs with metabarcod-
ing primers without any 5ʹ attachments (e.g., Murray et al., 2015). However, this has been shown to have modest PCR efficiency im-
provements for the one-step approach (e.g., Murray et al., 2015). Alternatively, a pre-enrichment can be carried out before the me-
tabarcoding PCR. That is, running a PCR with metabarcoding prim-
ers with no nucleotide additions prior to the metabarcoding PCR,
as done in Zizka et al. (2019) and Elbrecht and Steinke (2018) for 1238 BOHMANN et al. programmes such as UCHIME (Edgar et al., 2011) can be used for
further clean-up. the one-step PCR approach. However, this not only introduces
another PCR amplification step, but can increase the risk of cross-
contamination between PCR products due to the initial unlabelled
PCR amplification step (e.g., Murray et al., 2015). Note that adding
such a pre-enrichment step to the one-step approach can cause it to
be mistaken for a two-step PCR approach. the one-step PCR approach. However, this not only introduces
another PCR amplification step, but can increase the risk of cross-
contamination between PCR products due to the initial unlabelled
PCR amplification step (e.g., Murray et al., 2015). Note that adding
such a pre-enrichment step to the one-step approach can cause it to
be mistaken for a two-step PCR approach. Inter-sample chimeras can cause havoc in metabarcoding stud-
ies. They can only occur in the tagged PCR approach where library
build is carried out on pooled tagged amplicons from different sam-
ples (Figure 2e, Table 1). Here, tag-jumps can create sequences with
new combinations of the nucleotide tags used in the amplicon pool
(Schnell et al., 2015). If the new combinations of tags are already
used in the amplicon pool, it will cause false assignment of sequences
to samples, which should be avoided at all cost (Esling et al., 2015;
Schnell et al., 2015). Such tag-jumps can cause negative controls to
accumulate a number of sequences following bioinformatic sorting
of sequences to samples, which makes sequencing of negative con-
trols a valuable tool to detect tag-jumps. 3.2 Apart from the length of the nucleotide additions, it has been
investigated whether differences in nucleotide tag sequences can
result in biases in the tagged PCR approach. Although some studies
show that such tag bias is an issue (Berry et al., 2011; O’Donnell
et al., 2016), other studies show that it is not (Leray & Knowlton,
2017; Yang et al., 2021). If tag bias does exist, it should theoreti-
cally be minimised if different tags are used on each sample's PCR
replicates. The rate of tag-jumping has been estimated from ca. 2% to up
to 49% of total sequences (Carøe & Bohmann, 2020; Esling et al.,
2015; Schnell et al., 2015). This broad range can be caused by fac-
tors affecting intersample chimera formation during the index PCR. For example, DNA template and primer concentration, PCR cycle
number, and sequence similarity (e.g., Carøe & Bohmann, 2020;
Judo et al., 1998; Smyth et al., 2010). The range of tag-jump pro-
portions highlights the unreliability of including an index PCR step
in the tagged PCR approach. It should be noted that tag-jumps can
also occur due to T4 DNA polymerase activity in the blunt-ending
step during library preparation, as demonstrated in library building
for the Roche/454 sequencing platform (van Orsouw et al., 2007;
Palkopoulou et al., 2016) and for the Illumina sequencing platform
(Carøe & Bohmann, 2020). 3.4 | Misassignment of library indices Incorrect assignment of indices between pooled libraries can cause
sequence reads to be incorrectly assigned to libraries. Misassigned
indices have been attributed to the formation of mixed clusters on
the sequencing flow cell, that is, clusters originating from two dif-
ferent template molecules or clusters growing into each other, to
low levels of free index primers present in the sequence library
and to bulk amplification of pooled libraries (Costello et al., 2018;
Nelson et al., 2014; Sinha et al., 2017; Valk et al., 2019; Vodak et al.,
2018). Regardless of how index misassignment occurs, if it occurs
in metabarcoding studies it can cause incorrect assignment of am-
plicon sequences to libraries, which can cause incorrect assignment
of sequences to samples and false positives. This phenomenon can
affect metabarcoding approaches that include indexing of libraries
(Figure 2, Table 1). To avoid index misassignment it is recommended
to dual-index libraries with unique library index combinations
(Kircher et al., 2012; Sinha et al., 2017), www.illumina.com). Further,
stringent bead purification (or size selection) can remove free adapt-
ers/primers from the libraries (Owens et al., 2018). The labelling in
the different metabarcoding approaches further allows for account-
ing for potential incorrect assignment of sequences to libraries. In
the tagged PCR approach, unique tagging of PCR replicates across
all pooled libraries can be used to account for (and detect) index mis-
assignment. However, this can be costly. In the one-step PCR ap-
proach, it is common to eliminate the use of i7 and i5 library indices,
instead relying on 5′ nucleotide tags, which creates a single library
that is free of index misassignment (Table 1). As with tag-jumping,
the extent of incorrect assignment of indices and spillover of taxa
between samples can be detected through inclusion of positive con-
trols consisting of taxa not expected to occur in the data set and
by comparing all observed to all used combinations of used indices
when demultiplexing libraries. The fusion primers for the one-step PCR approach are the most
expensive metabarcoding primers amongst the three approaches. This is because differently labelled versions are purchased for each
metabarcoding primer set and because the increased oligo length
results in lower yield of the full length product. If indexing is used
instead of tagging and unique matching indices are used to account
for index misassignment, one-step PCR can become increasingly
expensive for larger scale studies. 3.4 | Misassignment of library indices However all of this needs to be
factored against the potential cost of repeating runs due to arte-
facts and contamination, and the fact that only a single PCR step is
needed to go from sample extract to library. The tagged two-step
PCR primers will be the second-most expensive (Figure 2d) due to
their length and individual labelling. In the tagged PCR approach (Figure 2e), the metabarcoding prim-
ers are relatively inexpensive as they only add 5′ tags of 5–10 nu-
cleotides in length. However, these need to be purchased in many
tagged versions for each metabarcoding primer set. Furthermore, if
tag-jumping is to be taken into account by only using each tag once
in a library amplicon pool, for example, by only amplifying with twin
forward and reverse tags, then metabarcoding primer sets have to
be ordered in many differently labelled versions (Schnell et al., 2015). To keep costs down, this twin-tagging needs to be balanced by pool-
ing fewer PCR products into each library and thereby creating more
sequence libraries, but this then increases expenses to library prepa-
ration (Figure 2e). However, if a library preparation protocol is used
that does not create tag-jumps, tags can be freely combined, which
lowers the number of tagged primers that must be purchased (Carøe
& Bohmann, 2020; Schnell et al., 2015). In contrast to the other
two metabarcoding approaches, the tagged PCR approach includes
ligation-based library preparation of pools of amplicons, and the cost
of this therefore has to be taken into account. The cost can be kept
low if a protocol that does not generate tag-jumps is used and only a
few libraries have to be made. It is important not to mistake tag-jumping, index misas-
signment, or cross-contamination between PCR products with
cross-contamination of the primers themselves. Due to the high
concentration of primers upon synthesis, cross-contamination
(e.g., by aerosols) can manifest itself as low numbers of sequence
reads and could be misinterpreted as tag-jumps or index-bleeding. Due to the risk of primer cross-contamination, some laboratories
avoid ordering primers in 96-well plates. As mentioned, the risk of
cross-contamination between nucleotide tagged primer stocks and
indexed primer stocks, which could for example occur during resus-
pension of primers, will generally be the same no matter which of the
three overall metabarcoding approaches is used. 3.5 | Cost Metabarcoding primers in the tagged and one-step PCR approaches
are labelled, whereas the metabarcoding primers in the two-step ap-
proach can be either labelled or not (Figure 2). Due to the different
labelling systems in the three primary metabarcoding approaches,
there are different costs associated with them. Metabarcoding primers in the tagged and one-step PCR approaches
are labelled, whereas the metabarcoding primers in the two-step ap-
proach can be either labelled or not (Figure 2). Due to the different
labelling systems in the three primary metabarcoding approaches,
there are different costs associated with them. set. However, note that such controls do not enable confident
elimination of false positives caused by tag-jumps. The extent of
tag-jumping can also be assessed by comparing all observed combi-
nations of used tags to all originally used tag combinations (Schnell
et al., 2015; Zepeda Mendoza et al., 2016). the primers are unlabelled and any cross-contamination between
the primers will not have consequences. 3.3 | Chimeras and tag-jumps However, using twin tags
comes at the price of buying many more versions of tagged prim-
ers and building more libraries (Schnell et al., 2015). If twin tags
are not used, chimera removal software can remove some chimeric
sequences carrying false combinations of used tags (Schnell et al.,
2015). All metabarcoding approaches are prone to intra-sample chi-
meras. However, as chimera formation increases when similar se-
quences are amplified in the same PCR reaction (e.g. Judo et al.,
1998; Smyth et al., 2010), the use of metabarcoding primers with
long 5′ overhangs, as in the one-step and two-step approaches,
might be more prone to chimera formation since they carry long and
similar sequences at the 5ʹ end of the primers. However, this hy-
pothesis requires testing. Intrasample chimeras can be reduced by
limiting the number of PCR cycles and extending elongation time
(Haas et al., 2011; Qiu et al., 2001). Also, if samples are subjected to
multiple, independent PCRs, chimeras can be filtered out by keeping
only sequences that occur in multiple PCR replicates, the “restric-
tive approach” described in Alberdi et al., (2018). Chimera detection The extent of tag-jumping and spillover of taxa between sam-
ples can be detected through inclusion of positive controls con-
sisting of synthetic oligos or taxa not expected to occur in the data BOHMANN et al. 1239 3.6 | Laboratory workload The one-step PCR approach is without doubt the quickest method
for generating sequence-ready libraries, as it only requires a single
PCR-step to achieve both amplification and library preparation of
the metabarcoding amplicons (Figure 2b). Researchers have used
this method in research and commercial scenarios to turn around
sequence data in 12–24 h in the field on the iSeq platform (Bunce,
unpublished data). In some applications, especially requiring timely
interventions, the rapid turnaround time of the one-step PCR ap-
proach may be a consideration. The workload for the two-step PCR
approach and the tagged PCR approach depends, to some extent,
on how many sample extracts and PCR replicates are to be pro-
cessed. If it is a relatively high number, the tagged PCR approach
is the quickest due to the library build being performed on pooled
amplicons rather than through a PCR step on individual PCR prod-
ucts. However, as with all molecular biological workflows, carefully
organised liquid handling and automation provide solutions to high-
throughput studies. When choosing a metabarcoding approach, the need for future
multiplexing of the metabarcoding primers should be considered. That is, to use several metabarcoding primer sets that target differ-
ent markers and taxonomic groups within the same PCR reaction
to simultaneously screen for many taxonomic groups and thereby
keep costs and work load at a minimum (e.g., De Barba et al., 2014). For this, the nucleotide tagged primers in the tagged PCR approach
should theoretically be the most applicable, whereas the long addi-
tions to the metabarcoding primers in the one-step and two-step
PCR approaches might be less conducive to multiplexing due to the
extensive sequence homology. Lastly, it should be noted that whatever metabarcoding strategy
is chosen, it should be clear from the present article that one should
not change workflows within an experiment. Moreover, there is
some justified concern within the metabarcoding community that
the nuances in metabarcoding workflows makes interlaboratory
comparison difficult (Blackman et al., 2019; Murray et al., 2015;
Zizka et al., 2019). 4 | CHOOSING A METABARCODING
APPROACH It is clear that there is no such thing as a perfect metabarcoding
sample-labelling approach, and that choosing which one is right for
a given study or laboratory should be an informed trade-off of pros
and cons balanced to the needs (Table 1). Within metabarcoding
studies, those needs can range widely. 3.4 | Misassignment of library indices The two
primer sets in the untagged two-step PCR approach (Figure 2c) have
good potential for being used up, as the first unlabelled metabar-
coding primer set can be used across many samples and the second
primer set can be used across different metabarcoding primer sets. A multitude of combinations of the above metabarcoding study
parameters exist, and as demonstrated by this article, the signifi-
cance of the pros and cons of the metabarcoding approaches will
differ with them. For example, while the tagged PCR approach
(Figure 2e) may excel in amplifying low abundance templates given
the shorter nucleotide additions to the metabarcoding primers than
the one-step PCR primers (Murray et al., 2015; Zizka et al., 2019),
the one-step PCR offers a quicker turnaround (Figure 2b). However,
the one-step PCR strategy comes at the cost of buying long fusion
primers, and is only worthwhile if the metabarcoding primers are to
be used again. 3.4 | Misassignment of library indices If the first PCR step
in the two-step PCR approach is carried out without tags (Figure 2c), If a large number of metabarcoding primer sets are used, the
two-step approach, where primers in the first PCR do not carry
tags (Figure 2c), offers a relatively inexpensive solution. This means
that the same primer set can be used across multiple samples and
projects. This has the benefit that trying out new metabarcoding
primer sets does not entail buying many labelled versions of the
metabarcoding primer sets, as it does in the other metabarcod-
ing approaches (Figure 2b,d,e). However, the second primer set in
the two-step PCR approach is costly as it has to include both the 1240 BOHMANN et al. from a number of samples within, for example, a geographic location
is the goal (Grealy et al., 2016; Schnell et al., 2018). Sample types can
range from bulk specimen samples consisting of high quality DNA
from pools of entire organisms (Tang et al., 2015) to environmental
samples in which DNA from target organisms can be fragmented and
scarce (Stat et al., 2017). Furthermore, studies differ in how many
metabarcoding primer sets are used - from only one ( Bohmann
et al., 2011; Drinkwater et al., 2018) to several (De Barba et al., 2014;
Drummond et al., 2015; Zhang et al., 2018). Furthermore, the bud-
get for a metabarcoding project will differ between studies, as will
whether the metabarcoding primers are to be used in future studies. Lastly, some applications of metabarcoding, such as biosecurity or
forensics, will necessitate a “high bar” for data fidelity and controls. sequence complementary to the sequence overhang, the sequence
adapters, and the library indices (Figure 2c). It is worth noting that
many labelled index primers will have to be purchased if twin dual-
indices are used to account for incorrect assignment of indices to
libraries. This second primer set is, however, applicable across differ-
ent metabarcoding primer sets and can thereby be used across many
metabarcoding studies. For all three approaches, cost-effectiveness
will be increased if the purchased primers are depleted effectively,
that is, if they are not only to be used in one small study. 5 | APPLICATIONS ON OTHER
SEQUENCING PLATFORMS We thus stress the importance of being informed about the pros
and cons of the chosen metabarcoding approach with regards to
cross-contamination risk, PCR amplification efficiency, chimera for-
mation, tag-jumping, index-misassignment, cost, and workload and
to include appropriate quality assurance and quality control mea-
sures. This will help ensure that the generated data will facilitate
informed data analysis and interpretation. We advocate that me-
tabarcoding publications should include detailed information about
the metabarcoding strategy and how its challenges have been taken
into account in the laboratory, data processing, and interpretation of
results. Furthermore, it may be appropriate to eventually develop a
set of metabarcoding guidelines similar to the MIQE guidelines for
qPCR (Bustin et al., 2009) to establish standard reporting practises,
which would ultimately further increase the power and reliability of
metabarcoding. 5 | APPLICATIONS ON OTHER
SEQUENCING PLATFORMS Metabarcoding studies range from those that look for one or a
few taxa within sample units ( Bohmann et al., 2018) to studies that
look for many taxa within sample units (Seersholm et al., 2018), and
sample numbers can range from tens (Elbrecht et al., 2017), to hun-
dreds (Galan et al., 2017; Rodgers et al., 2017) or even thousands
(Ji et al., 2021; Schnell et al., 2018). The research question and ex-
perimental set-up can require taxonomic identifications to be made
within individual samples (Coghlan et al., 2012), while in other stud-
ies, taxonomic identifications from pools of individual samples or Although to a more limited extent, other second generation se-
quencing technologies than Illumina are used in metabarcoding. For
example, Ion Torrent (Thermo Fischer Scientific) and BGI platforms
(BGI Genomics) (Braukmann et al., 2019; Forin-Wiart et al., 2018;
Schnell et al., 2018; Yang et al., 2020). These technologies require
the addition of sequencing adapters similar to Illumina platforms BOHMANN et al. 1241 and have similar labelling structure. Therefore, discussions regard-
ing labelling strategies in the present article are largely applicable to
metabarcoding on these other platforms. For example, the one-step
(Schnell et al., 2018) and the two-step PCR approach (Braukmann
et al., 2019; Nota et al., 2019) have been used on the Ion Torrent plat-
form, and the tagged PCR approach has been used on BGI's MGISEQ
platform (Yang et al., 2020). Further, third generation technologies
yielding long reads have been employed in metabarcoding; Pacific
Biosciences (PacBio) (James et al., 2016; Tedersoo et al., 2018) and
the portable Oxford Nanopore Technologies MinION sequencer
(Karst et al., 2021). These platforms also rely on the addition of se-
quencing adapters. The high error rate of these platforms (Dohm
et al., 2020) compared to Illumina platforms (Stoler & Nekrutenko,
2021) makes correct taxa identification and sample specific label-
ling difficult. However, solutions to this are being developed (Karst
et al., 2021). It is likely that metabarcoding applications will probably
follow the platform with the highest sequencing fidelity although in
some applications speed and portability may also increasingly be-
come factors in platform choice. of uptake by stakeholders who will employ metabarcoding for en-
vironmental management. Reputational setbacks as the result of
practitioners not executing their metabarcoding workflows well will
probably resonate across a variety of biomonitoring, forensic, and
bioseurity applications. CONFLICT OF INTEREST Metabarcoding of environmental DNA has some commonali-
ties with the field of ancient DNA in which low quality and quantity
of target DNA is also targeted amongst nontarget, and potentially
more abundant, templates. In the early days of ancient DNA studies,
PCR-based techniques, including amplifying already amplified DNA
to enhance signals, were used, which caused authentication issues,
as amplification of modern templates was mistaken for true ancient
signals. This was followed by urgent calls for precautions to ensure
reliability and authenticity of ancient DNA sequences (Cooper &
Poinar, 2000; Pääbo et al., 2004). Also similarly to the field of an-
cient DNA, the take-home message should be that metabarcoding
is becoming a self-critical and self-correcting field in which techni-
cal reliability is promoted and rewarded, with the long-term benefit The authors declare no conflict of interest. The authors declare no conflict of interest. ACKNOWLEDGEMENTS KB was supported by Independent Research Fund Denmark, DFF
grant 5051-00140 and the European Research Council (ERC)
under the European Union's Horizon 2020 research and innova-
tion programme (grant agreement No 856488). AJD was sup-
ported by the U.K. Natural Environment Research Council (NERC)
grants NE/S006958/1, NE/M02086X/1, NE/S005560/1, and NE/
S000291/1. SC benefitted from NERC Highlight Topic funding grant
NE/N006216/1 and SC acknowledges support from NERC grant
NE/N003756/1 and NE/M02086X/1. CC was supported by the
Carlsberg Foundation (CF18-1110, ”Archives”). IB was supported by
Wellcome grants WT207492 and 104640/Z/14/Z, 092096/Z/10/Z. MS was supported by European Research Council grant 856506. FL,
VE and SC are members of EU COST Action DNAqua-Net (CA15219). Moreover, the authors would like to thank their collective research
groups and collaborators whose laboratory and bioinformatic ex-
periences over many years contributed to the ideas, initiation, and
completion of this manuscript. All metabarcoding strategies can generate robust data. However,
like all laboratory workflows if they are not executed well or are in-
appropriate for the application, they may lead to flawed data. We
advocate that just because PCR is a relatively simple method it does
not mean that metabarcoding is simple, and there are many traps in
metabarcoding workflows that can trip-up new users. Here, we have
presented an overview of the three main metabarcoding strategies
for assessment of biodiversity on Illumina sequencing platforms, and
the downstream consequences for the resulting data with regards
to cross-contamination risk, PCR amplification efficiency, chimera
formation, tag-jumping, index-misassignment, as well as cost and
workload. In doing so we wish to enable researchers and practition-
ers to make an informed choice of which metabarcoding strategy is
best suited for their specific study. Ultimately, this is to avoid the
worst case scenario: generation of unusable data and wasting a con-
siderable amount of time and money, or even worse making wrong
conclusions due to flawed data. DATA AVAILABILITY STATEMENT Data sharing is not applicable to this article as no new data were cre-
ated or analyzed in this study. REFERENCES Carrion fly-derived DNA as a tool for comprehensive and cost-
effective assessment of mammalian biodiversity. Molecular Ecology,
22(4), 915–924. https://doi.org/10.1111/mec.12183 Bálint, M., Bahram, M., Eren, A. M., Faust, K., Fuhrman, J. A., Lindahl, B.,
O'Hara, R. B., Öpik, M., Sogin, M. L., Unterseher, M., & Tedersoo,
L. (2016). Millions of reads, thousands of taxa: microbial commu-
nity structure and associations analyzed via marker genes. FEMS
Microbiology Reviews, 40, 686–700. https://doi.org/10.1093/femsr
e/fuw017 Carøe, C., & Bohmann, K. (2020). Tagsteady: A metabarcoding library
preparation protocol to avoid false assignment of sequences to
samples. Molecular Ecology Resources, 20(6), 1620–1631. https://
doi.org/10.1111/1755-0998.13227 Clarke, L. J., Beard, J. M., Swadling, K. M., & Deagle, B. E. (2017). Effect
of marker choice and thermal cycling protocol on zooplankton
DNA metabarcoding studies. Ecology and Evolution, 7(3), 873–883. https://doi.org/10.1002/ece3.2667 Berry, D., Ben Mahfoudh, K., Wagner, M., & Loy, A. (2011). Barcoded
primers used in multiplex amplicon pyrosequencing bias amplifica-
tion. Applied and Environmental Microbiology, 77(21), 7846–7849. https://doi.org/10.1128/AEM.05220-11 Clarke, L. J., Czechowski, P., & Soubrier, J. (2014). Modular tagging
of amplicons using a single PCR for high-throughput sequenc-
ing. Molecular Ecology Resources, 14(1), 117–121. https://doi. org/10.1111/1755-0998.12162 Berry, T. E., Osterrieder, S. K., Murray, D. C., Coghlan, M. L., Richardson,
A. J., Grealy, A. K., Stat, M., Bejder, L., & Bunce, M. (2017). DNA
metabarcoding for diet analysis and biodiversity: A case study using
the endangered Australian sea lion (Neophoca cinerea). Ecology and
Evolution, 7(14), 5435–5453. https://doi.org/10.1002/ece3.3123 Clarke, L. J., Soubrier, J., Weyrich, L. S., & Cooper, A. (2014). Environmental
metabarcodes for insects: in silico PCR reveals potential for taxo-
nomic bias. Molecular Ecology Resources, 14(6), 1160–1170. https://
doi.org/10.1111/1755-0998.12265 Bessey, C., Jarman, S. N., Berry, O., Olsen, Y. S., Bunce, M., Simpson,
T., Keesing, J. (2020). Maximizing fish detection with eDNA me-
tabarcoding. Environmental DNA, 2(4), 493–504. https://doi. org/10.1002/edn3.74 Coghlan, M. L., Haile, J., Houston, J., Murray, D. C., White, N. E.,
Moolhuijzen, P., Bellgard, M. I., & Bunce, M. (2012). Deep se-
quencing of plant and animal DNA contained within traditional
Chinese medicines reveals legality issues and health safety con-
cerns. PLoS Genetics, 8(4), e1002657. https://doi.org/10.1371/journ
al.pgen.1002657 Binladen, J., Gilbert, M. T. P., Bollback, J. P., Panitz, F., Bendixen, C.,
Nielsen, R., & Willerslev, E. (2007). The use of coded PCR primers
enables high-throughput sequencing of multiple homolog amplifi-
cation products by 454 parallel sequencing. PLoS One, 2(2), e197. REFERENCES Bohmann, K., Gopalakrishnan, S., Nielsen, M., Nielsen, L. D. S. B., Jones,
G., Streicker, D. G., & Gilbert, M. T. P. (2018). Using DNA metabar-
coding for simultaneous inference of common vampire bat diet and
population structure. Molecular Ecology Resources, 18, 1050–1063. Aizpurua, O., Budinski, I., Georgiakakis, P., Gopalakrishnan, S., Ibañez, C.,
Mata, V., Rebelo, H., Russo, D., Szodoray-Parádi, F., Zhelyazkova,
V., Zrncic, V., Gilbert, M. T. P., & Alberdi, A. (2017). Agriculture
shapes the trophic niche of a bat preying on multiple pest arthro-
pods across Europe: Evidence from DNA metabarcoding. Molecular
Ecology, 27, 815–825. https://doi.org/10.1111/mec.14474 Bohmann, K., Monadjem, A., Lehmkuhl Noer, C., Rasmussen, M., Zeale,
M. R. K., Clare, E., Jones, G., Willerslev, E., & Gilbert, M. T. P. (2011). Molecular diet analysis of two African free-tailed bats (molossidae)
using high throughput sequencing. PLoS One, 6(6), e21441. https://
doi.org/10.1371/journal.pone.0021441 Alberdi, A., Aizpurua, O., Gilbert, M. T. P., & Bohmann, K. (2018). Scrutinizing key steps for reliable metabarcoding of environmental
samples. Methods in Ecology and Evolution / British Ecological Society,
9(1), 134–147. https://doi.org/10.1111/2041-210X.12849 Braukmann, T. W. A., Ivanova, N. V., Prosser, S. W. J., Elbrecht, V., Steinke,
D., Ratnasingham, S., de Waard, J. R., Sones, J. E., Zakharov, E. V., &
Hebert, P. D. N. (2019). Metabarcoding a diverse arthropod mock
community. Molecular Ecology Resources, 19(3), 711–727. https://
doi.org/10.1111/1755-0998.13008 Apothéloz-Perret-Gentil, L., Cordonier, A., Straub, F., Iseli, J., Esling, P.,
& Pawlowski, J. (2017). Taxonomy-free molecular diatom index for
high-throughput eDNA biomonitoring. Molecular Ecology Resources,
17(6), 1231–1242. https://doi.org/10.1111/1755-0998.12668 Bustin, S. A., Benes, V., Garson, J. A., Hellemans, J., Huggett, J., Kubista,
M., Mueller, R., Nolan, T., Pfaffl, M. W., Shipley, G. L., Vandesompele,
J. O., & Wittwer, C. T. (2009). The MIQE guidelines: Minimum infor-
mation for publication of quantitative real-time PCR experiments. Clinical Chemistry, 55(4), 611–622. https://doi.org/10.1373/clinc
hem.2008.112797 Aylagas, E., Borja, Á., Muxika, I., & Rodríguez-Ezpeleta, N. (2018). Adapting metabarcoding-based benthic biomonitoring into routine
marine ecological status assessment networks. Ecological Indicators,
95, 194–202. https://doi.org/10.1016/j.ecolind.2018.07.044 Bakker, J., Wangensteen, O. S., Chapman, D. D., Boussarie, G., Buddo,
D., Guttridge, T. L., Hertler, H., Mouillot, D., Vigliola, L., & Mariani,
S. (2017). Environmental DNA reveals tropical shark diversity in
contrasting levels of anthropogenic impact. Scientific Reports, 7(1),
16886. https://doi.org/10.1038/s41598-017-17150-2 Calvignac-Spencer, S., Merkel, K., Kutzner, N., Kühl, H., Boesch, C.,
Kappeler, P. M., Metzger, S., Schubert, G., Leendertz, F. H. (2013). freshwater macroinvertebrate biomonitoring – The need for cali-
bration experiments. Metabarcoding Metagenom, 3, 49–57. https://
doi.org/10.5167/UZH-174614 Douglas W. Yu
https://orcid.org/0000-0001-8551-5609 Douglas W. Yu
https://orcid.org/0000-0001-8551-5609 Mathew Seymour
https://orcid.org/0000-0002-3654-4857 Mathew Seymour
https://orcid.org/0000-0002-3654-4857 Alex J. Dumbrell
https://orcid.org/0000-0001-6282-3043 Bohan, D. A., Vacher, C., Tamaddoni-Nezhad, A., Raybould, A., Dumbrell,
A. J., & Woodward, G. (2017). Next-generation global biomoni-
toring: Large-scale, automated reconstruction of ecological net-
works. Trends in Ecology & Evolution, 32(7), 477–487. https://doi. org/10.1016/j.tree.2017.03.001 Simon Creer
https://orcid.org/0000-0003-3124-3550 ORCID Kristine Bohmann
https://orcid.org/0000-0001-7907-064X
Vasco Elbrecht
https://orcid.org/0000-0003-4672-7099
Christian Carøe
https://orcid.org/0000-0001-9601-6768
Florian Leese
https://orcid.org/0000-0002-5465-913X
Michael Bunce
https://orcid.org/0000-0002-0302-4206 1242 BOHMANN et al. Comprehensive bioassessment on a global scale. Frontiers in Ecology
and Evolution, 8, 379. https://doi.org/10.3389/fevo.2020.581835 Acids Research, 43(5), 2513–2524. https://doi.org/10.1093/nar/
gkv107 Comprehensive bioassessment on a global scale. Frontiers in Ecology
and Evolution, 8, 379. https://doi.org/10.3389/fevo.2020.581835 Cooper, A., & Poinar, H. N. (2000). Ancient DNA: Do it right or not
at all. Science, 289(5482), 1139. https://doi.org/10.1126/scien
ce.289.5482.1139b Faircloth, B. C., & Glenn, T. C. (2012). Not all sequence tags are created
equal: Designing and validating sequence identification tags robust
to indels. PLoS One, 7(8), e42543. https://doi.org/10.1371/journ
al.pone.0042543 Costello, M., Fleharty, M., Abreu, J., Farjoun, Y., Ferriera, S., Holmes, L.,
Granger, B., Green, L., Howd, T., Mason, T., Vicente, G., Dasilva,
M., Brodeur, W., DeSmet, T., Dodge, S., Lennon, N. J., & Gabriel,
S. (2018). Characterization and remediation of sample index swaps
by non-redundant dual indexing on massively parallel sequencing
platforms. BMC Genomics, 19(1), 332. https://doi.org/10.1186/
s12864-018-4703-0 Fonseca, V. G., Nichols, B., Lallias, D., Quince, C., Carvalho, G. R., Power,
D. M., & Creer, S. (2012). Sample richness and genetic diversity as
drivers of chimera formation in nSSU metagenetic analyses. Nucleic
Acids Research, 40(9), e66. https://doi.org/10.1093/nar/gks002 ids Research, 40(9), e66. https://doi.org/10.1093/nar/gks00 Forin-Wiart, M.-A., Poulle, M.-L., Piry, S., Cosson, J.-F., Larose, C., &
Galan, M. (2018). Evaluating metabarcoding to analyse diet com-
position of species foraging in anthropogenic landscapes using Ion
Torrent and Illumina sequencing. Scientific Reports, 8. https://doi. org/10.1038/s41598-018-34430-7 Creer, S., Deiner, K., Frey, S., Porazinska, D., Taberlet, P., Thomas, W. K., Potter, C., & Bik, H. M. (2016). The ecologist’s field guide to
sequence-based identification of biodiversity. Methods in Ecology
and Evolution/British Ecological Society, 7(9), 1008–1018. https://doi. org/10.1111/2041-210X.12574 Galan, M., Pons, J.-B., Tournayre, O., Pierre, É., Leuchtmann, M., Pontier,
D., & Charbonnel, N. (2017). Metabarcoding for the parallel identi-
fication of several hundred predators and their prey: Application to
bat species diet analysis. Molecular Ecology Resources, 18(3), 474–
489. https://doi.org/10.1111/1755-0998.12749 De Barba, M., Miquel, C., Boyer, F., Mercier, C., Rioux, D., Coissac, E.,
& Taberlet, P. (2014). DNA metabarcoding multiplexing and valida-
tion of data accuracy for diet assessment: Application to omnivo-
rous diet. Molecular Ecology Resources, 14(2), 306–323. https://doi. org/10.1111/1755-0998.12188 Giguet-Covex, C., Pansu, J., Arnaud, F., Rey, P.-J., Griggo, C., Gielly, L.,
Domaizon, I., Coissac, E., David, F., Choler, P., Poulenard, J., &
Taberlet, P. (2014). Long livestock farming history and human
landscape shaping revealed by lake sediment DNA. Nature
Communications, 5, 3211. https://doi.org/10.1038/ncomms4211 de Vere, N., Jones, L. E., Gilmore, T., Moscrop, J., Lowe, A., Smith, D.,
Hegarty, M. J., Creer, S., & Ford, C. R. (2017). Using DNA metabar-
coding to investigate honey bee foraging reveals limited flower use
despite high floral availability. Scientific Reports, 7, 42838. https://
doi.org/10.1038/srep42838 Gous, A., Swanevelder, D. Z. H., Eardley, C. D., & Willows-Munro, S. (2019). Plant–pollinator interactions over time: Pollen metabar-
coding from bees in a historic collection. Evolutionary Applications,
12(2), 187–197. https://doi.org/10.1111/eva.12707 Deagle, B. E., Jarman, S. N., Coissac, E., Pompanon, F., & Taberlet, P. (2014). DNA metabarcoding and the cytochrome c oxidase subunit
I marker: Not a perfect match. Biology Letters, 10(9). https://doi. org/10.1098/rsbl.2014.0562 Grealy, A., Douglass, K., Haile, J., Bruwer, C., Gough, C., & Bunce, M. (2016). Tropical ancient DNA from bulk archaeological fish bone
reveals the subsistence practices of a historic coastal community
in southwest Madagascar. Journal of Archaeological Science, 75, 82–
88. https://doi.org/10.1016/j.jas.2016.10.001 Dohm, J. C., Peters, P., Stralis-Pavese, N., & Himmelbauer, H. (2020). Benchmarking of long-read correction methods. NAR Genomics
and Bioinformatics, 2(2), lqaa037. https://doi.org/10.1093/nargab/
lqaa037 Griffiths, N. P., Bolland, J. D., Wright, R. M., Murphy, L. A., Donnelly, R. K.,
Watson, H. V., & Hänfling, B. (2020). Environmental DNA metabar-
coding provides enhanced detection of the European eel Anguilla
anguilla and fish community structure in pumped river catchments. Journal of Fish Biology, 97(5), 1375–1384. https://doi.org/10.1111/
jfb.14497 Drinkwater, R., Schnell, I. B., Bohmann, K., Bernard, H., Veron, G., Clare, E.,
Gilbert, M. T. P., & Rossiter, S. J. (2018). Using metabarcoding to com-
pare the suitability of two blood-feeding leech species for sampling
mammalian diversity in North Borneo. Molecular Ecology Resources,
19(1), 105–117. https://doi.org/10.1111/1755-0998.12943 Drummond, A. J., Newcomb, R. D., Buckley, T. R., Xie, D., Dopheide, A.,
Potter, B. C. M., Heled, J., Ross, H. A., Tooman, L., Grosser, S., Park,
D., Demetras, N. J., Stevens, M. I., Russell, J. C., Anderson, S. H.,
Carter, A., & Nelson, N. (2015). Evaluating a multigene environmen-
tal DNA approach for biodiversity assessment. GigaScience, 4, 46. https://doi.org/10.1186/s13742-015-0086-1 Haas, B. J., Gevers, D., Earl, A. M., Feldgarden, M., Ward, D. V.,
Giannoukos, G., Ciulla, D., Tabbaa, D., Highlander, S. K., Sodergren,
E., Methe, B., DeSantis, T. Z., Petrosino, J. F., Knight, R., & Birren, B. W. (2011). Chimeric 16S rRNA sequence formation and detection in
Sanger and 454-pyrosequenced PCR amplicons. Genome Research,
21(3), 494–504. https://doi.org/10.1101/gr.112730.110 Edgar, R. C., Haas, B. J., Clemente, J. REFERENCES https://doi.org/10.1371/journal.pone.0000197 Cohen, Y., Bar-David, S., Nielsen, M., Bohmann, K., & Korine, C. (2020). An appetite for pests: Synanthropic insectivorous bats exploit
cotton pest irruptions and consume various deleterious arthro-
pods. Molecular Ecology, 29, 1185–1198. https://doi.org/10.1111/
mec.15393 Bista, I., Carvalho, G. R., Walsh, K., Seymour, M., Hajibabaei, M., Lallias,
D., Christmas, M., & Creer, S. (2017). Annual time-series analysis of
aqueous eDNA reveals ecologically relevant dynamics of lake eco-
system biodiversity. Nature Communications, 8, 14087. https://doi. org/10.1038/ncomms14087 Coissac, E. (2012). OligoTag: A program for designing sets of tags for
next-generation sequencing of multiplexed samples. Methods
in Molecular Biology, 888, 13–31. https://doi.org/10.1007/978-
1-61779-870-2_2 Blackman, R. C., Mächler, E., Altermatt, F., Arnold, A., Beja, P., Boets,
P., Egeter, B., Elbrecht, V., Filipe, A. F., Jones, J. I., Macher, J.,
Majaneva, M., Martins, F. M. S., Múrria, C., Meissner, K., Pawlowski,
J., Schmidt Yáñez, P. L., Zizka, V. M. A., Leese, F., … Deiner, K. (2019). Advancing the use of molecular methods for routine Compson, Z. G., McClenaghan, B., Singer, G. A. C., Fahner, N. A., &
Hajibabaei, M. (2020). Metabarcoding from microbes to mammals: BOHMANN et al. 1243 N., Hahn, C., Sands, R. J., Straw, N. A., Evans, D. M., & Lunt,
D. H. (2018). Detecting host-parasitoid interactions in an invasive
Lepidopteran using nested tagging DNA metabarcoding. Molecular
Ecology, 28(2), 471–483. https://doi.org/10.1111/mec.14518 Nota, K., Downing, S., & Iyengar, A. (2019). Metabarcoding-based dietary
analysis of hen harrier (Circus cyaneus) in Great Britain using buc-
cal swabs from chicks. Conservation Genetics, 20(6), 1389–1404. https://doi.org/10.1007/s10592-019-01215-y Kocher, A., Thoisy, B., Catzeflis, F., Huguin, M., Valière, S., Zinger, L.,
Bañuls, A.-L., & Murienne, J. (2017). Evaluation of short mitochon-
drial metabarcodes for the identification of Amazonian mammals. Methods in Ecology and Evolution / British Ecological Society, 8(10),
1276–1283. https://doi.org/10.1111/2041-210X.12729 O’Donnell, J. L., Kelly, R. P., Lowell, N. C., & Port, J. A. (2016). Indexed PCR
primers induce template-specific bias in large-scale DNA sequenc-
ing studies. PLoS One, 11(3), e0148698. https://doi.org/10.1371/
journal.pone.0148698 Owens, G. L., Todesco, M., Drummond, E. B. M., Yeaman, S., & Rieseberg,
L. H. (2018). A novel post hoc method for detecting index switch-
ing finds no evidence for increased switching on the Illumina
HiSeq X. Molecular Ecology Resources, 18(1), 169–175. https://doi. org/10.1111/1755-0998.12713 Kozich, J. J., Westcott, S. L., Baxter, N. T., Highlander, S. K., & Schloss,
P. D. (2013). Development of a dual-index sequencing strategy
and curation pipeline for analyzing amplicon sequence data on the
MiSeq Illumina sequencing platform. Applied and Environmental
Microbiology,
79(17),
5112–5120. https://doi.org/10.1128/
AEM.01043-13 Pääbo, S., Poinar, H., Serre, D., Jaenicke-Després, V., Hebler, J., Rohland,
N., Kuch, M., Krause, J., Vigilant, L., & Hofreiter, M. (2004). Genetic
analyses from ancient DNA. Annual Review of Genetics, 38, 645–
679. https://doi.org/10.1146/annurev.genet.37.110801.143214 Leray, M., & Knowlton, N. (2017). Random sampling causes the low re-
producibility of rare eukaryotic OTUs in Illumina COI metabarcod-
ing. PeerJ, 5, e3006. https://doi.org/10.7717/peerj.3006 Palkopoulou, E., Baca, M., Abramson, N. I., Sablin, M., Socha, P.,
Nadachowski, A., Prost, S., Germonpré, M., Kosintsev, P., Smirnov,
N. G., Vartanyan, S., Ponomarev, D., Nyström, J., Nikolskiy, P., Jass,
C. N., Litvinov, Y. N., Kalthoff, D. C., Grigoriev, S., Fadeeva, T., …
Dalén, L. (2016). Synchronous genetic turnovers across Western
Eurasia in Late Pleistocene collared lemmings. Global Change
Biology, 22(5), 1710–1721. https://doi.org/10.1111/gcb.13214 Li, F., Peng, Y., Fang, W., Altermatt, F., Xie, Y., Yang, J., & Zhang, X. (2018). Application of environmental DNA metabarcoding for pre-
dicting anthropogenic pollution in rivers. Environmental Science &
Technology, 52(20), 11708–11719. https://doi.org/10.1021/acs. est.8b03869 Li, J., Hatton-Ellis, T. W., Lawson Handley, L., Kimbell, H. C., Quince, C., & Knight, R. (2011). UCHIME improves sensitivity and speed of chimera detection. Bioinformatics, 27(16), 2194–2200. https://doi.org/10.1093/bioin
formatics/btr381 Hardy, N., Berry, T., Kelaher, B. P., Goldsworthy, S. D., Bunce, M.,
Coleman, M. A., Gillanders, B. M., Connell, S. D., Blewitt, M., &
Figueira, W. (2017). Assessing the trophic ecology of top preda-
tors across a recolonisation frontier using DNA metabarcoding of
diets. Marine Ecology Progress Series, 573, 237–254. https://doi. org/10.3354/meps12165 Elbrecht, V., & Leese, F. (2015). Can DNA-based ecosystem assessments
quantify species abundance? Testing primer bias and biomass—
sequence relationships with an innovative metabarcoding pro-
tocol. PLoS One, 10(7), e0130324. https://doi.org/10.1371/journ
al.pone.0130324 Hibert, F., Taberlet, P., Chave, J., Scotti-Saintagne, C., Sabatier, D., &
Richard-Hansen, C. (2013). Unveiling the diet of elusive rainfor-
est herbivores in next generation sequencing era? The tapir as a
case study. PLoS One, 8(4), e60799. https://doi.org/10.1371/journ
al.pone.0060799 Elbrecht, V., & Steinke, D. (2018). Scaling up DNA metabarcoding for
freshwater macrozoobenthos monitoring. Freshwater Biology, 5, 1. https://doi.org/10.1111/fwb.13220 Hope, P. R., Bohmann, K., Gilbert, M. T. P., Zepeda-Mendoza, M. L.,
Razgour, O., & Jones, G. (2014). Second generation sequencing and
morphological faecal analysis reveal unexpected foraging behaviour
by Myotis nattereri (Chiroptera, Vespertilionidae) in winter. Frontiers
in Zoology, 11(1), 39. https://doi.org/10.1186/1742-9994-11-39 Elbrecht, V., Vamos, E. E., Meissner, K., Aroviita, J., & Leese, F. (2017). Assessing strengths and weaknesses of DNA metabarcoding-based
macroinvertebrate identification for routine stream monitoring. Methods in Ecology and Evolution/British Ecological Society, 8(10),
1265–1275. https://doi.org/10.1111/2041-210x.12789 James, T. Y., Marino, J. A., Perfecto, I., & Vandermeer, J. (2016). Identification of putative coffee rust mycoparasites via single-
molecule
DNA
sequencing
of
infected
pustules. Applied Esling, P., Lejzerowicz, F., & Pawlowski, J. (2015). Accurate multiplexing
and filtering for high-throughput amplicon-sequencing. Nucleic 1244 BOHMANN et al. 244 |
and Environmental Microbiology, 82(2), 631–639. https://doi. org/10.1128/AEM.02639-15 Lucas, A., Bodger, O., Brosi, B. J., Ford, C. R., Forman, D. W., Greig, C.,
Hegarty, M., Jones, L., Neyland, P. J., & de Vere, N. (2018). Floral
resource partitioning by individuals within generalised hoverfly
pollination networks revealed by DNA metabarcoding. Scientific
Reports, 8(1), 5133. https://doi.org/10.1038/s41598-018-23103-0 Jarman, S. N., Berry, O., & Bunce, M. (2018). The value of environ-
mental DNA biobanking for long-term biomonitoring. Nature
Ecology & Evolution, 2, 1192–1193. https://doi.org/10.1038/s4155
9-018-0614-3 Lynggaard, C., Bertelsen, M. F., Jensen, C. V., & Johnson, M. S. (2021). Airborne environmental DNA for terrestrial vertebrate community
monitoring. bioRxiv. https://doi.org/10.1101/2021.07.16.452634. abstract Ji, Y., Baker, C. C. M., Popescu, V. D., Wang, J., Wu, C., Wang, Z., Li, Y., Wang,
L., Hua, C., Yang, Z, Xu, C. C. Y., Diana, A., Wen, Q., Pierce, N., & Yu,
D. W. (2021). Measuring protected-area outcomes with leech iDNA:
large-scale quantification of vertebrate biodiversity in Ailaoshan
reserve. bioRxiv. https://doi.org/10.1101/2020.02.10.941336 Lynggaard, C., Yu, D. W., Oliveira, G., Caldeira, C. F., Ramos, S. J.,
Ellegaard, M. R., Gilbert, M. T. P., Gastauer, M., & Bohmann, K. (2020). DNA-based arthropod diversity assessment in amazonian
iron mine lands show ecological succession towards undisturbed
reference sites. Frontiers in Ecology and Evolution, 8. https://doi. org/10.3389/fevo.2020.590976 Judo, M. S., Wedel, A. B., & Wilson, C. (1998). Stimulation and suppres-
sion of PCR-mediated recombination. Nucleic Acids Research, 26(7),
1819–1825. Retrieved from https://www.ncbi.nlm.nih.gov/pubme
d/9512558 Karst, S. M., Ziels, R. M., Kirkegaard, R. H., Sørensen, E. A., McDonald,
D., Zhu, Q., Knight, R., & Albertsen, M. (2021). High-accuracy long-
read amplicon sequences using unique molecular identifiers with
Nanopore or PacBio sequencing. Nature Methods, 18(2), 165–169. https://doi.org/10.1038/s41592-020-01041-y Meyerhans, A., Vartanian, J. P., & Wain-Hobson, S. (1990). DNA recom-
bination during PCR. Nucleic Acids Research, 18(7), 1687–1691. Retrieved from https://www.ncbi.nlm.nih.gov/pubmed/2186361 Miya, M., Sato, Y., Fukunaga, T., Sado, T., Poulsen, J. Y., Sato, K.,
Minamoto, T., Yamamoto, S., Yamanaka, H., Araki, H., Kondoh, M.,
& Iwasaki, W. (2015). MiFish, a set of universal PCR primers for
metabarcoding environmental DNA from fishes: detection of more
than 230 subtropical marine species. Royal Society Open Science,
2(7), 150088. https://doi.org/10.1098/rsos.150088 Kaunisto, K. M., Roslin, T., Sääksjärvi, I. E., & Vesterinen, E. J. (2017). Pellets of proof: First glimpse of the dietary composition of adult
odonates as revealed by metabarcoding of feces. Ecology and
Evolution, 7(20), 8588–8598. https://doi.org/10.1002/ece3.3404 Kelly, R. P., Shelton, A. O., & Gallego, R. (2019). Understanding PCR pro-
cesses to draw meaningful conclusions from environmental DNA
studies. Scientific Reports, 9(1), 12133. https://doi.org/10.1038/
s41598-019-48546-x Murray, D. C., Coghlan, M. L., & Bunce, M. (2015). From benchtop to
desktop: important considerations when designing amplicon se-
quencing workflows. PLoS One, 10(4), e0124671. https://doi. org/10.1371/journal.pone.0124671 Nelson, M. C., Morrison, H. G., Benjamino, J., Grim, S. L., & Graf, J. (2014). Analysis, optimization and verification of Illumina-generated 16S
rRNA gene amplicon surveys. PLoS One, 9(4), e94249. https://doi. org/10.1371/journal.pone.0094249 Kircher, M., Sawyer, S., & Meyer, M. (2012). Double indexing overcomes
inaccuracies in multiplex sequencing on the Illumina platform. Nucleic Acids Research, 40(1), e3. https://doi.org/10.1093/nar/
gkr771 Kitson, J. J. https://doi.org/10.1101/125724 Smyth, R. P., Schlub, T. E., Grimm, A., Venturi, V., Chopra, A., Mallal, S.,
Davenport, M. P., & Mak, J. (2010). Reducing chimera formation
during PCR amplification to ensure accurate genotyping. Gene,
469(1–2), 45–51. https://doi.org/10.1016/j.gene.2010.08.009 Razgour, O., Clare, E. L., Zeale, M. R. K., Hanmer, J., Schnell, I. B.,
Rasmussen, M., Gilbert, T. P., & Jones, G. (2011). High-throughput
sequencing offers insight into mechanisms of resource partitioning
in cryptic bat species. Ecology and Evolution, 1(4), 556–570. https://
doi.org/10.1002/ece3.49/full. Srivathsan, A., Sha, J., Vogler, A. P., & Meier, R. (2015). Comparing
the effectiveness of metagenomics and metabarcoding for
diet analysis of a leaf-feeding monkey (Pygathrix nemaeus). Molecular
Ecology
Resources,
15(2),
250–261. https://doi. org/10.1111/1755-0998.12302/full Rodgers, T. W., Xu, C. C. Y., & Giacalone, J. (2017). Carrion fly-derived
DNA metabarcoding is an effective tool for mammal surveys:
Evidence from a known tropical mammal community. Molecular
Ecology. https://doi.org/10.1111/1755-0998.12701 Stat, M., Huggett, M. J., Bernasconi, R., DiBattista, J. D., Berry, T. E.,
Newman, S. J., Harvey, E. S., & Bunce, M. (2017). Ecosystem bio-
monitoring with eDNA: Metabarcoding across the tree of life in a
tropical marine environment. Scientific Reports, 7(1), 12240. https://
doi.org/10.1038/s41598-017-12501-5 Schnell, I. B., Bohmann, K., & Gilbert, M. T. P. (2015). Tag jumps
illuminated–reducing sequence-to-sample misidentifications in
metabarcoding studies. Molecular Ecology Resources, 15(6), 1289–
1303. https://doi.org/10.1111/1755-0998.12402 Schnell, I. B., Bohmann, K., Schultze, S. E., Richter, S. R., Murray, D. C.,
Sinding, M.-H.- S., Bass, D., Cadle, J. E., Campbell, M. J., Dolch, R.,
Edwards, D. P., Gray, T. N. E., Hansen, T., Hoa, A. N. Q., Noer, C. L., Heise-Pavlov, S., Sander Pedersen, A. F., Ramamonjisoa, J. C.,
Siddall, M. E., … Gilbert, M. T. P. (2018). Debugging diversity-a pan-
continental exploration of the potential of terrestrial blood-feeding
leeches as a vertebrate monitoring tool. Molecular Ecology Resources,
18(6), 1282–1298. https://doi.org/10.1111/1755-0998.12912 Stoeck, T., Pan, H., Dully, V., Forster, D., & Jung, T. (2018). Towards an
eDNA metabarcode-based performance indicator for full-scale
municipal wastewater treatment plants. Water Research, 144, 322–
331. https://doi.org/10.1016/j.watres.2018.07.051 Stoler, N., & Nekrutenko, A. (2021). Sequencing error profiles of Illumina
sequencing instruments. NAR Genomics and Bioinformatics, 3(1),
lqab019. https://doi.org/10.1093/nargab/lqab019 Swift, J. F., Lance, R. F., Guan, X., Britzke, E. R., Lindsay, D. L., & Edwards,
C. E. (2018). Multifaceted DNA metabarcoding: Validation of a
noninvasive, next-generation approach to studying bat popula-
tions. Evolutionary Applications, 12, 2175. https://doi.org/10.1111/
eva.12644 Seersholm, F. V., Cole, T. L., Grealy, A., Rawlence, N. Polz, M. F., & Cavanaugh, C. M. (1998). Bias in template-to-product ra-
tios in multitemplate PCR. Applied and Environmental Microbiology,
64(10), 3724–3730. Retrieved from https://www.ncbi.nlm.nih.gov/
pubmed/9758791 cat (Prionailurus bengalensis) in Pakistan. Molecular Ecology, 21(8),
1951–1965. https://doi.org/10.1111/j.1365-294X.2011.05424.x/
full Shin, S., Lee, T. K., Han, J. M., & Park, J. (2014). Regional effects on chi-
mera formation in 454 pyrosequenced amplicons from a mock
community. Journal of Microbiology, 52(7), 566–573. https://doi. org/10.1007/s12275-014-3485-6 Pont, D., Rocle, M., Valentini, A., Civade, R., Jean, P., Maire, A., Roset, N.,
Schabuss, M., Zornig, H., & Dejean, T. (2018). Environmental DNA
reveals quantitative patterns of fish biodiversity in large rivers de-
spite its downstream transportation. Scientific Reports, 8(1), 10361. https://doi.org/10.1038/s41598-018-28424-8 Sickel, W., Ankenbrand, M. J., Grimmer, G., Holzschuh, A., Härtel, S.,
Lanzen, J., Steffan-Dewenter, I., & Keller, A. (2015). Increased ef-
ficiency in identifying mixed pollen samples by meta-barcoding
with a dual-indexing approach. BMC Ecology, 15, 20. https://doi. org/10.1186/s12898-015-0051-y Pont, D., Valentini, A., Rocle, M., Maire, A., Delaigue, O., Jean, P., &
Dejean, T. (2021). The future of fish-based ecological assessment
of European rivers: from traditional EU Water Framework Directive
compliant methods to eDNA metabarcoding-based approaches. Journal of Fish Biology, 98(2), 354–366. https://doi.org/10.1111/
jfb.14176 Sigsgaard, E. E., Nielsen, I. B., Carl, H., Krag, M. A., Knudsen, S. W.,
Xing, Y., Holm-Hansen, T. H., Møller, P. R., & Thomsen, P. F. (2017). Seawater environmental DNA reflects seasonality of a coastal fish
community. Marine Biology, 164(6), 128. https://doi.org/10.1007/
s00227-017-3147-4 Qiu, X., Wu, L., Huang, H., McDonel, P. E., Palumbo, A. V., Tiedje, J. M.,
& Zhou, J. (2001). Evaluation of PCR-generated chimeras, muta-
tions, and heteroduplexes with 16S rRNA gene-based cloning. Applied and Environmental Microbiology, 67(2), 880–887. https://doi. org/10.1128/AEM.67.2.880-887.2001 Singer, G., Fahner, N. A., Barnes, J., McCarthy, A., & Hajibabaei, M. (2019). Comprehensive biodiversity analysis via ultra-deep patterned
flow cell technology: A case study of eDNA metabarcoding seawater (p. 515890). https://doi.org/10.1101/515890 Quéméré, E., Hibert, F., Miquel, C., Lhuillier, E., Rasolondraibe, E.,
Champeau, J., Rabarivola, C., Nusbaumer, L., Chatelain, C., Gautier,
L., Ranirison, P., Crouau-Roy, B., Taberlet, P., & Chikhi, L. (2013). A
DNA metabarcoding study of a primate dietary diversity and plas-
ticity across its entire fragmented range. PLoS One, 8(3), e58971. https://doi.org/10.1371/journal.pone.0058971 Sinha, R., Stanley, G., Gulati, G. S., Ezran, C., Travaglini, K. J., Wei, E., …
Weissman, I. L. (2017). Index Switching Causes “Spreading-Of-Signal”
Among Multiplexed Samples In Illumina HiSeq 4000 DNA Sequencing
(p. 125724). S., Benucci, M.,
Peirson, G., & Hänfling, B. (2019). Ground-truthing of a fish-based
environmental DNA metabarcoding method for assessing the
quality of lakes. The Journal of Applied Ecology, 56(5), 1232–1244. https://doi.org/10.1111/1365-2664.13352 Piñol, J., Mir, G., Gomez-Polo, P., & Agustí, N. (2015). Universal and
blocking primer mismatches limit the use of high-throughput
DNA sequencing for the quantitative metabarcoding of arthro-
pods. Molecular Ecology Resources, 15(4), 819–830. https://doi. org/10.1111/1755-0998.12355 Lindahl, B. D., Nilsson, R. H., Tedersoo, L., Abarenkov, K., Carlsen, T.,
Kjøller, R., Kõljalg, U., Pennanen, T., Rosendahl, S., Stenlid, J., &
Kauserud, H. (2013). Fungal community analysis by high-throughput
sequencing of amplified markers – A user’s guide. New Phytologist,
199, 288–299. https://doi.org/10.1111/nph.12243 Pochon, X., Bott, N. J., Smith, K. F., & Wood, S. A. (2013). Evaluating
detection limits of next-generation sequencing for the surveil-
lance and monitoring of international marine pests. PLoS One, 8(9),
e73935. https://doi.org/10.1371/journal.pone.0073935 BOHMANN et al. 1245 J., Greig, K., Knapp,
M., Stat, M., Hansen, A. J., Easton, L. J., Shepherd, L., Tennyson,
A. J. D., Scofield, R. P., Walter, R., & Bunce, M. (2018). Subsistence
practices, past biodiversity, and anthropogenic impacts revealed by
New Zealand-wide ancient DNA survey. Proceedings of the National
Academy of Sciences, 115(30), 7771–7776. https://doi.org/10.1073/
pnas.1803573115 Taberlet, P., Bonin, A., Zinger, L., & Coissac, E. (2018). Environmental
DNA: For biodiversity research and monitoring. Oxford University
Press. Retrieved from https://play.google.com/store/books/detai
ls?id=1e9IDwAAQBAJ Seymour, M., Edwards, F. K., Cosby, B. J., Kelly, M. G., de Bruyn, M.,
Carvalho, G. R., & Creer, S. (2020). Executing multi-taxa eDNA
ecological assessment via traditional metrics and interactive net-
works. The Science of the Total Environment, 729, 138801. https://
doi.org/10.1016/j.scitotenv.2020.138801 Taberlet, P., Coissac, E., Hajibabaei, M., & Rieseberg, L. H. (2012). Environmental DNA. Molecular Ecology, 21(8), 1789–1793. https://
doi.org/10.1111/j.1365-294X.2012.05542.x Taberlet, P., Coissac, E., Pompanon, F., Brochmann, C., & Willerslev, E. (2012). Towards next-generation biodiversity assessment using
DNA metabarcoding. Molecular Ecology, 21(8), 2045–2050. https://
doi.org/10.1111/j.1365-294X.2012.05470.x Shehzad, W., McCarthy, T. M., Pompanon, F., Purevjav, L., Coissac, E.,
Riaz, T., & Taberlet, P. (2012). Prey preference of snow leopard
(Panthera uncia) in South Gobi, Mongolia. PLoS One, 7(2), e32104. https://doi.org/10.1371/journal.pone.0032104 Tang, M., Hardman, C. J., Ji, Y., Meng, G., Liu, S., Tan, M., Yang, S., Moss,
E. D., Wang, J., Yang, C., Bruce, C., Nevard, T., Potts, S. G., Zhou,
X., & Yu, D. W. (2015). High-throughput monitoring of wild bee di-
versity and abundance via mitogenomics. Methods in Ecology and Shehzad, W., Riaz, T., Nawaz, M. A., Miquel, C., Poillot, C., Shah, S. A.,
Pompanon, F., Coissac, E., & Taberlet, P. (2012). Carnivore diet analy-
sis based on next-generation sequencing: Application to the leopard 1246 BOHMANN et al. 46 |
Evolution / British Ecological Society, 6(9), 1034–1043. https://doi. org/10.1111/2041-210X.12416 bulk-sample metabarcoding pipeline emphasizing error reduction. Methods in Ecology and Evolution, 12(7), 1252–1264. https://doi. org/10.1111/2041-210x.13602 Tedersoo, L., Tooming-Klunderud, A., & Anslan, S. (2018). PacBio me-
tabarcoding of Fungi and other eukaryotes: errors, biases and
perspectives. The New Phytologist, 217(3), 1370–1385. https://doi. org/10.1111/nph.14776 Yang, C., Zheng, Y., Tan, S., Meng, G., Rao, W., Yang, C., Bourne, D. G.,
O'Brien, P. A., Xu, J., Liao, S., Chen, A., Chen, X., Jia, X., Zhang, A. B., & Liu, S. (2020). Efficient COI barcoding using high throughput
single-end 400 bp sequencing. BMC Genomics, 21(1), 862. https://
doi.org/10.1186/s12864-020-07255-w Thomsen, P. F., Møller, P. R., Sigsgaard, E. E., Knudsen, S. W., Jørgensen,
O. A., & Willerslev, E. (2016). Environmental DNA from seawa-
ter samples correlate with trawl catches of subarctic, Deepwater
Fishes. PLoS One, 11(11), e0165252. https://doi.org/10.1371/journ
al.pone.0165252 Zepeda Mendoza, M. L., Bohmann, K., Carmona Baez, A., & Gilbert, M. T. P. (2016). DAMe: a toolkit for the initial processing of datasets
with PCR replicates of double-tagged amplicons for DNA me-
tabarcoding analyses. BMC Research Notes, 9(1), 255. https://doi. org/10.1186/s13104-016-2064-9 Thomsen, P. F., & Sigsgaard, E. E. (2019). Environmental DNA metabar-
coding of wild flowers reveals diverse communities of terrestrial
arthropods. Ecology and Evolution, 9(4), 1665–1679. https://doi. org/10.1002/ece3.4809 Zhang, G. K., Chain, F. J. J., Abbott, C. L., & Cristescu, M. E. (2018). Metabarcoding using multiplexed markers increases species detec-
tion in complex zooplankton communities. Evolutionary Applications,
11(10), 1901–1914. https://doi.org/10.1111/eva.12694 van der Valk, T., van der Valk, T., Vezzi, F., Ormestad, M., Dalen, L., &
Guschanski, K. (2019). Index hopping on the illumina HiseqX plat-
form and its consequences for ancient DNA studies. https://doi. org/10.1101/179028 Zizka, V. M. A., Elbrecht, V., Macher, J.-N., & Leese, F. (2019). Assessing
the influence of sample tagging and library preparation on DNA
metabarcoding. Molecular Ecology Resources, 19(4), 893–899. https://doi.org/10.1111/1755-0998.13018 van Orsouw, N. J., Hogers, R. C. J., Janssen, A., Yalcin, F., Snoeijers, S.,
Verstege, E., & van Eijk, M. J. T. (2007). Complexity reduction of
polymorphic sequences (CRoPSTM): A novel approach for large-
scale polymorphism discovery in complex genomes. PLoS One,
2(11), e1172. https://doi.org/10.1371/journal.pone.0001172 Zizka, V. M. A., Geiger, M. F., & Leese, F. (2020). DNA metabarcoding
of stream invertebrates reveals spatio-temporal variation but
consistent status class assessments in a natural and urban river. Ecological Indicators, 115, 106383. https://doi.org/10.1016/j.ecoli
nd.2020.106383 Vesterinen, E. J., Puisto, A. I. E., Blomberg, A. S., & Lilley, T. M. (2018). Table for five, please: Dietary partitioning in boreal bats. Ecology
and Evolution, 8(22), 10914–10937. https://doi.org/10.1002/
ece3.4559 How to cite this article: Bohmann, K., Elbrecht, V., Carøe, C.,
Bista, I., Leese, F., Bunce, M., Yu, D. W., Seymour, M., Dumbrell,
A. J., & Creer, S. (2022). Strategies for sample labelling and
library preparation in DNA metabarcoding studies. Molecular
Ecology Resources, 22, 1231–1246. https://doi. org/10.1111/1755-0998.13512 Vodak, D., Lorenz, S., Nakken, S., Aasheim, L. B., Holte, H., Bai, B., Hovig,
E. (2018). Sample-index misassignment impacts tumor exome sequenc-
ing. https://doi.org/10.1101/182659 How to cite this article: Bohmann, K., Elbrecht, V., Carøe, C.,
Bista, I., Leese, F., Bunce, M., Yu, D. W., Seymour, M., Dumbrell,
A. J., & Creer, S. (2022). Strategies for sample labelling and
library preparation in DNA metabarcoding studies. Molecular
Ecology Resources, 22, 1231–1246. https://doi. org/10.1111/1755-0998.13512 How to cite this article: Bohmann, K., Elbrecht, V., Carøe, C.,
Bista, I., Leese, F., Bunce, M., Yu, D. W., Seymour, M., Dumbrell,
A. J., & Creer, S. (2022). Strategies for sample labelling and
library preparation in DNA metabarcoding studies. Molecular
Ecology Resources, 22, 1231–1246. https://doi. org/10.1111/1755-0998.13512 Wang, G. C., & Wang, Y. (1997). Frequency of formation of chimeric
molecules as a consequence of PCR coamplification of 16S rRNA
genes from mixed bacterial genomes. Applied and Environmental
Microbiology, 63(12), 4645–4650. Retrieved from https://www. ncbi.nlm.nih.gov/pubmed/9406382 Yang, C., Bohmann, K., Wang, X., Cai, W., Wales, N., Ding, Z.,
Gopalakrishnan, S., & Yu, D. W. (2021). Biodiversity Soup II: A
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Rumen (Calicophoron/Paramphistomum spp.) and Liver Flukes (Fasciola hepatica) in Cattle—Prevalence, Distribution, and Impact of Management Factors in Germany
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Animals
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Citation: Forstmaier, T.;
Knubben-Schweizer, G.; Strube, C.;
Zablotski, Y.; Wenzel, C. Rumen
(Calicophoron/Paramphistomum spp.)
and Liver Flukes (Fasciola hepatica) in
Cattle—Prevalence, Distribution, and
Impact of Management Factors in
Germany. Animals 2021, 11, 2727. https://doi.org/10.3390/ani11092727 Abstract: This study was carried out to determine the prevalence of rumen flukes on German cattle
farms via the sedimentation technique, and to identify the rumen fluke species occurring in Germany. Additionally, the prevalence of patent Fasciola hepatica infections was determined. Furthermore, a
short questionnaire was answered by the farmers. A prevalence of 5.5% and 9.5% was detected for
rumen flukes and liver flukes, respectively. Coinfections occurred on 2.1% of farms. In northern
Germany, the rumen fluke prevalence was higher than in southern Germany, while for liver fluke
the distribution was reversed. Rumen flukes were mostly identified as Calicophoron daubneyi, but in
four cases, sequencing revealed Paramphistomum leydeni for the first time in Germany. Grazing and
feeding of fresh grass, as well as organic farming, were significantly associated with rumen and liver
fluke occurrence. In contrast, suckler cow husbandry only had an influence on the occurrence of
rumen flukes, but not liver flukes. Trematode eggs could be detected in both, farms with and without
deworming. Since there were only a few studies about Paramphistomidosis in Germany, more
attention should be paid to these parasitic diseases for animal welfare and animal health reasons. Academic Editors: Maria Teresa
Manfredi, Alessia L. Gazzonis,
Michele Mortarino, Luca Villa and
Sergio Zanzani Received: 28 August 2021
Accepted: 16 September 2021
Published: 18 September 2021 Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Keywords: paramphistomidosis; rumen flukes; Calicophoron daubneyi; Paramphistomum leydeni;
coinfection; faecal examination; modelling; risk factors; organic farming; ruminants Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). Tanja Forstmaier 1, Gabriela Knubben-Schweizer 1, Christina Strube 2
, Yury Zablotski 1
and Christoph Wenzel 1,* Tanja Forstmaier 1, Gabriela Knubben-Schweizer 1, Christina Strube 2
, Yury Zablotski 1
and Christoph Wenzel 1,* 1
Clinic for Ruminants with Ambulatory and Herd Health Services, Centre for Clinical Veterinary Medicine,
Ludwig-Maximilians-Universität München, 85764 Oberschleissheim, Germany;
T.Forstmaier@med.vetmed.uni-muenchen.de (T.F.); gknubben@med.vetmed.uni-muenchen.de (G.K.-S.);
Y.Zablotski@med.vetmed.uni-muenchen.de (Y.Z.) 1
Clinic for Ruminants with Ambulatory and Herd Health Services, Centre for Clinical Veterinary Medicine,
Ludwig-Maximilians-Universität München, 85764 Oberschleissheim, Germany; T.Forstmaier@med.vetmed.uni-muenchen.de (T.F.); gknubben@med.vetmed.uni-muenchen.de (G.K.-S.);
Y.Zablotski@med.vetmed.uni-muenchen.de (Y.Z.) 2
Institute for Parasitology, Centre for Infection Medicine, University of Veterinary Medicine Hannover,
30559 Hanover, Germany; Christina.Strube@tiho-hannover.de 2
Institute for Parasitology, Centre for Infection Medicine, University of Veterinary Medicine Hannover,
30559 Hanover, Germany; Christina.Strube@tiho-hannover.de y
*
Correspondence: c.wenzel@lmu.de Simple Summary: Paramphistomidosis is a parasitic disease of ruminants caused by so-called rumen
flukes. To determine the current prevalence in German cattle, faecal samples from 614 herds were
examined for parasite eggs. In addition, the occurring rumen fluke species were determined, resulting
in Calicophoron daubneyi and Paramphistomum leydeni. In the course of the work, the occurrence of the
common liver fluke, causing fasciolosis, was also documented. Rumen fluke eggs could be detected
in 5.5% of German cattle farms, liver flukes in 9.5%. In 2.1% of the farms, both fluke types occurred. Regional differences between northern and southern Germany were detected. Cattle grazing and
fed with fresh grass were more likely to be infected with rumen and liver flukes than cattle without
such access. Cattle from organic farms were also more likely to have fluke infections than those from
conventional farms, in suckler cows, however, this association only applied to rumen flukes. animals animals 1. Introduction Trematodes of the family Paramphistomidae, so-called rumen flukes, e.g., Paramphisto-
mum cervi, Paramphistomum leydeni, or Calicophoron daubneyi, cause paramphistomidosis in
ruminants [1]. Rumen flukes mainly infect domestic and wild ruminants [2], but also new
world camelids may be affected [3]. Parasite development includes an intermediate host, https://www.mdpi.com/journal/animals Animals 2021, 11, 2727. https://doi.org/10.3390/ani11092727 2 of 11 Animals 2021, 11, 2727 represented by different genera of air-breathing freshwater snails [4]. Calicophoron daubneyi,
nowadays the most frequently recorded rumen fluke in northern, southern, and western
Europe [5], and the liver fluke Fasciola hepatica share the same intermediate host, the dwarf
pond snail Galba truncatula [6]. Therefore, coinfections are possible in both the intermediate,
as well as the final host [7,8]. Infection of the final host with rumen fluke metacercariae
is followed by two phases. During the intestinal phase, juvenile flukes migrate within
the mucosa of the small intestine and abomasum towards the rumen. This may result in
diarrhoea and weight loss up to cachexia, and, in case of massive infection, even death of
the animals [9–11]. In the ruminal phase, flukes attach to the mucosa and mature into adult
egg-laying worms. Ruminal paramphistomidosis is usually clinically inapparent, despite
the occurrence of pathological lesions caused by the parasites [12]. p
g
y
p
Currently, coproscopy by sedimentation is the only practicable method for diagnosing
rumen fluke infections in live animals, although it can only detect patent infections [13]. During prepatency, faeces can be sieved, and the material retained examined for juvenile
stages with a stereomicroscope; however, the method is only meaningful in positive cases. Post mortem detection includes the examination of the upper digestive tract at the abattoir
or during necropsy. Serological methods are not commercially available yet. Recently,
however, a coproantigen-based ELISA with high analytical sensitivity and specificity has
been developed [14], which is a promising future tool to detect current infections in routine
diagnosis or epidemiological studies. A few years ago, paramphistomidosis has been reported as an emerging parasitic
disease in ruminants in Europe [15]. 1. Introduction For cattle, prevalences of up to 45% positive herds in
central France [16], up to 32% in the retrospective analysis of laboratory records [17] and
52% at abattoirs in Ireland [18], 59% positive herds in Wales [19], 61% positive herds [20],
and 6% and 19% at abattoirs in north-western Spain [21,22], 22% positive herds and 28%
at abattoirs in Belgium [23], and 16% positive herds in the Netherlands [24] have been
determined. So far, no comparable figures are available for cattle in Germany. From 1950
to 2000, only a few case reports have been published [25]. Based on recent findings of
C. daubneyi in German cattle herds, it can be assumed that the parasitosis is also spreading
in this country [26]. For the liver fluke Fasciola hepatica, a seroprevalence of 15% was most
recently reported for Germany, and the risk of infection was associated, among other factors,
with grazing and feeding fresh grass [27,28]. Due to the same intermediate host, on all
farms with liver fluke infection, cattle can potentially also get infected with C. daubneyi. For
example, on 46% of Welsh farms coinfections of these two trematodes were observed [19]. p
Therefore, one aim of this study was to determine the prevalence of paramphistomi-
dosis in German cattle herds and to identify the infecting rumen fluke species. In order
to present comprehensive data on fluke infections and to take into account the shared
intermediate host G. truncatula, the study also aimed to investigate the prevalence of patent
F. hepatica infections, and to determine risk factors for both trematodes. 2.2. Questionnaire Survey The questionnaire provided to the participating farmers included the following
questions: federal state, cattle breed, production type (dairy cattle/fattening beef cat-
tle/suckler beef cattle farming [hereafter referred to as suckler cow]), agricultural system
(organic/conventional), grazing patterns or feeding of fresh grass, number of young and
adult animals, deworming scheme and known problems with rumen or liver flukes. Faecal
sampling was carried out according to a provided manual, either during defecation or
by collecting freshly excreted faeces. The sampling scheme included eight young (six
months to 2.5 years or before first calving) and eight adult cattle (older than 2.5 years
or after first calving) at each farm, and samples of four animals each were pooled for
coproscopical analyses. Overall, 90% of farms complied with this pattern (n = 555), but the
other 59 farms (less samples collected than specified and only from young or adult cattle)
were also included in the final analysis. 2.1. Sample Size Calculation and Sampled Farms At the beginning of the study, the sample size was calculated to collect enough samples
for reliable statistical analysis. A rather low prevalence of 5.0% positive herds was assumed,
as there are only few reports for Germany so far [25,26]. Additionally, the seroprevalence of
17.7% for F. hepatica in the federal state of Bavaria [27] was included. Faecal samples were
collected from October 2018 to December 2020. Sampling was carried out as part of the
German research project “PraeRi” [29] in dairy farms (n = 285), and via media acquisition
(calls in different journals and social media) as well as direct contact to veterinary practices,
animal health funds and animal health services (n = 329). In total, 614 German farms
were sampled. To take account of regional differences, Germany was divided into four
regions. In the region North, 179 farms were sampled, in East 76 farms, in South 277 farms
and in West 82 farms (Table 1). Resulting prevalences were calculated for Germany as a
whole, each of the four regions and, additionally, the federal states of Bavaria (n = 205) and 3 of 11 Animals 2021, 11, 2727 Lower Saxony (n = 92), because these federal states include the highest number of cattle in
Germany and the required sample size has been achieved. Farms with co-infections were
included in the calculations for both rumen flukes and common liver fluke, respectively. Table 1. Number of sampled farms per German region and federal state. Region
Number of Farms
per Region
Federal State
Number of Farms
per Federal State
North
179
Schleswig-Holstein
51
Hamburg
1
Lower Saxony
92
Bremen
3
Mecklenburg-Western Pomerania
32
East
76
Berlin
0
Brandenburg
16
Saxony
9
Saxony-Anhalt
15
Thuringia
36
South
277
Baden-Wurttemberg
72
Bavaria
205
West
82
North Rhine-Westphalia
45
Hesse
20
Rhineland-Palatinate
16
Saarland
1
Germany
614 Table 1. Number of sampled farms per German region and federal state. 3.1. Study Population Of the 614 participating farms, 571 were dairy farms (region North: n = 173, East:
n = 57, South: n = 270, West: n = 71) and 43 suckler cow farms (North: n = 6, East: n = 19,
South: n = 7, West: n = 11). No fattening beef farms participated in the study. In total,
506 conventional and 106 organic farms took part in the study, two farms did not provide
information. On 457 farms, cattle where grazed or fed with fresh grass, while on 156 farms
this was not the case. One farmer did not provide any information on grazing and feeding
fresh grass at all. 2.4. Molecular Identification of Rumen Fluke Species 2.4. Molecular Identification of Rumen Fluke Species From samples positive for rumen flukes, usually 10–20 eggs were isolated and subjected
to species identification by amplifying and sequencing the ITS-2 region, as described previ-
ously [26]. In brief, genomic DNA was extracted from the eggs with the DirectPCR® Lysis
Reagent (Cell) (PEQLAB Biotechnologie GmbH, Erlangen, Germany) and amplified in a
50 µL reaction volume containing 1 µL DreamTaq DNA Polymerase (5 U/µL) (ThermoFisher
Scientific, Schwerte, Germany), 5 µL 10x DreamTaq buffer, 1 µL dNTP mix (10 mM each),
2 µL of each primer (ITS-2For and ITS-2Rev [30], 10 µM each), and 10 µL DNA template. Thermocycling was conducted at 95 ◦C for 3 min, 40 cycles of 95 ◦C for 30 s, 53 ◦C for 1 min,
72 ◦C for 45 s, and 72 ◦C for 10 min. The amplification products were custom-sequenced
(Seq-lab Sequence Laboratories, Göttingen, Germany) and compared with available sequences
in NCBI (National Center for Biotechnology Information) GenBank. 2.5. Statistical Analysis The statistical analyses were carried out using R version 4.0.3. (The R Foundation for
Statistical Computing, Vienna, Austria) [31] and Microsoft Excel 2019 (Microsoft Corpo-
ration, Redmond, WA, USA). The 95% confidence interval (CI) for rumen and liver fluke
prevalences in Germany were calculated using Wald approximation. Logistic regression
was carried out to estimate prevalences in the four study regions and two federal states
(Bavaria and Lower Saxony), as well as for the production type (dairy/suckler cows) and
the agricultural system (organic/conventional). All contrasts (differences) were assessed af-
ter model-fitting by the estimated least-squares marginal means (emmeans) with the Tukey
p-value correction for multiple comparisons [32]. The first level of any variable was used as
an intercept. Associations of the variable “coproscopic result” with “agricultural system”,
“breed”, and “grazing/feeding fresh grass” were tested via a Pearson’s Chi-Square Test. p-values ≤0.05 were considered statistically significant in all analyses. 2.3. Coproscopical Examination Samples received were refrigerated for one day up to eight weeks prior to examination
with the sedimentation technique, which was carried out as follows: First, the pooled sample
was thoroughly mixed and approximately 10 g faeces were homogenised with tap water. The obtained homogenous suspension was washed through a sieve (mesh size–1500 µm)
into a 600 mL beaker by rinsing the sieve with a strong water jet until the beaker was
filled to the 500 mL mark. Each sample was allowed to sediment for at least 15 min before
the supernatant was decanted and the beaker refilled with tap water. This process was
repeated until the supernatant became clear. The received sediment was transferred into a
petri dish through a fine-meshed sieve (mesh size 300 µm). Approximately 8 mL of the
sediment were pipetted in an examining chamber, where the sample was stained with
three drops 1% methylene blue and examined microscopically for fluke eggs, which were
differentiated by their colour. 4 of 11 Animals 2021, 11, 2727 3.2. Prevalence of Rumen and Liver Flukes in Germany The rumen fluke prevalence in Germany amounted to 5.5% (95% CI 3.7–7.4%, 34/614). The highest prevalence was observed in the region North (8.4%), the lowest in South
(3.6%). For F. hepatica, a prevalence of 9.5% (95% CI 7.1–11.8%, 58/614) was determined
for Germany. The region South revealed the highest prevalence with 14.8%, whereas
in West no farm was tested positive. Detailed regional results are provided in Figure 1. Coinfections were identified on 13 German farms (2.1%, 95% CI 1.0–3.3%). The highest
regional coinfection rate was determined in East with coinfections on four farms (5.3%,
95% CI 1.9–12.4%), while logically no coinfections occurred in West (0.0%, 95% CI n. a.). In
North, coinfections were detected on three farms (1.7%, 95% CI 0.6–4.9%) and in South on
six farms (2.2%, 95% CI 0.1–4.5%). 5 of 11
r farms
95% CI Animals 2021, 11, 2727 South on six farms (2.2%, 95% CI 0.1–4.5%). Figure 1. Prevalence and 95% confidence interval for rumen fluke and F. hepatica prevalence in
German regions (coinfections included). Abbreviations: CI, confidence interval; n. a., not applicable. Figure 1. Prevalence and 95% confidence interval for rumen fluke and F. hepatica prevalence in
German regions (coinfections included). Abbreviations: CI, confidence interval; n. a., not applicable. Figure 1. Prevalence and 95% confidence interval for rumen fluke and F. hepatica prevalence in
German regions (coinfections included). Abbreviations: CI, confidence interval; n. a., not applicable. Figure 1. Prevalence and 95% confidence interval for rumen fluke and F. hepatica prevalence in
German regions (coinfections included). Abbreviations: CI, confidence interval; n. a., not applicable. In the statistical comparison of the regions, only the rumen fluke prevalence
difference between the regions North and South was statistically significant. Farms in
North have a 2.3 time higher odds of their cattle being infected than farms in South (Table
2). These regional differences were also reflected when comparing the two federal states
with the highest number of cattle in Germany: In the federal state Lower Saxony (North),
rumen fluke prevalence was 10.9% (10/92, 95% CI: 5.8%–18.6%) compared to 4.4% in
Bavaria (South; 9/205, 95% CI 2.4%–8.3%), decreasing the odds for a positive result in
Bavaria by 0 4 (p = 0 047)
In the statistical comparison of the regions, only the rumen fluke prevalence difference
between the regions North and South was statistically significant. 3.2. Prevalence of Rumen and Liver Flukes in Germany Farms in North have
a 2.3 time higher odds of their cattle being infected than farms in South (Table 2). These
regional differences were also reflected when comparing the two federal states with the
highest number of cattle in Germany: In the federal state Lower Saxony (North), rumen
fluke prevalence was 10.9% (10/92, 95% CI: 5.8%–18.6%) compared to 4.4% in Bavaria
(South; 9/205, 95% CI 2.4%–8.3%), decreasing the odds for a positive result in Bavaria by
0.4 (p = 0.047). y
(p
)
The comparison between North and South was also statistically significant for F. hepatica. Cattle on a farm in North have 0.4 times lower odds of being infected with liver
flukes than those in South (Table 2). Again, comparison of the two federal states mirrored
this picture: Liver fluke prevalence in Lower Saxony was 6.5% (6/92, 95% CI: 3.2%–13.9%)
and in Bavaria 16.1% (33/205, 95%CI: 11.6%–21.6%), where a farm has 2.6 times higher
odds of its cattle being infected than a farm in Lower Saxony (p = 0.031). Table 2. Odds ratio, 95% confidence interval and p-value for rumen fluke and F. hepatica prevalence
per German region. Note that in the region West no F. hepatica positive samples were observed. Predictor
OR
95% CI
p-Value
Rumen Flukes
South (Intercept)
0.04
0.02–0.07
<0.001
North
2.29
1.08–5.76
0.038
East
2.10
0.75–6.41
0.145
West
0.97
0.22–3.43
0.965
F. hepatica
South (Intercept)
0.17
0.12–0.24
<0.001
North
0.39
0.18–0.73
0.007
East
0.52
0.18–1.13
0.134
Abbreviations: OR, odds ratio; CI, confidence interval. The comparison between North and South was also statistically significant for F. hepatica. Cattle on a farm in North have 0.4 times lower odds of being infected with liver
fl k
h
h
i
S
h (T bl 2) A
i
i
f h
f d
l
i
d
Table 2. Odds ratio, 95% confidence interval and p-value for rumen fluke and F. hepatica prevalence
per German region. Note that in the region West no F. hepatica positive samples were observed. The comparison between North and South was also statistically significant for F. hepat-
ica. Cattle on a farm in North have 0.4 times lower odds of being infected with liver flukes
than those in South (Table 2). 3.2. Prevalence of Rumen and Liver Flukes in Germany Again, comparison of the two federal states mirrored this
picture: Liver fluke prevalence in Lower Saxony was 6.5% (6/92, 95% CI: 3.2%–13.9%) and
in Bavaria 16.1% (33/205, 95%CI: 11.6%–21.6%), where a farm has 2.6 times higher odds of
its cattle being infected than a farm in Lower Saxony (p = 0.031). 3.3. Rumen Fluke Species Identification Molecular identification of infecting rumen fluke species was successful in 24 of the
34 affected farms. Calicophoron daubneyi was identified on 20 farms, seven of which were
located in the region North, five each in East and South, and three in West. Paramphistomum Animals 2021, 11, 2727 6 of 11 leydeni was detected in the four remaining farms, three of them in North and one in East. Five samples each from the regions North and South could not be identified. leydeni was detected in the four remaining farms, three of them in North and one in East. Five samples each from the regions North and South could not be identified. 3.4. Impact of Management Factors on Rumen and Liver Fluke Occurrence and Awareness
of Farmers 3.4. Impact of Management Factors on Rumen and Liver Fluke Occurrence and Awareness
of Farmers The frequency of patent rumen and liver fluke infections in relation to the management
factors production type and agricultural system is shown in Table 3. Due to a rather
inhomogeneous and partly incomplete data, the management factors grazing/feeding
fresh grass and anthelmintic treatment were only evaluated descriptively (Table 4). Table 3. Prevalence of patent rumen fluke, F. hepatica and co-infections in German cattle farms (n = 614) related to the
management factors production type and agricultural system. Note that percent calculation was omitted if less than five
farms (total values) were included. Table 3. Prevalence of patent rumen fluke, F. hepatica and co-infections in German cattle farms (n = 614) related to the
management factors production type and agricultural system. Note that percent calculation was omitted if less than five
farms (total values) were included. Total
Rumen Flukes a
95% CI
F. hepatica a
95% CI
Co-Infection
95% CI
n
n
%
%
n
%
%
n
%
%
Production type
Dairy cows
571
23
4.0
2.8–6.1
54
9.5
7.3–12.1
9
1.6
0.9–3.1
Suckler cows
43
11
25.6
14.2–39.4
4
9.3
3.7–21.6
4
9.3
3.2–20.8
Agricultural system
Organic
106
11
10.4
5.7–17.4
29
27.4
19.5–36.2
3
2.8
0.9–7.9
Conventional
506
22
4.3
3.0–6.6
29
5.7
4.1–8.2
10
2.0
1.1–3.6
No information
2
1
n. a. n. a. 0
n. a. n. a. 0
n. a. n. a. a. Including coinfections. Abbreviations: n. a., not applicable; CI, confidence interval. Table 4. Descriptive data on the occurrence of patent rumen fluke, F. 4. Discussion The expected rumen fluke prevalence of 5.0% in Germany is in line with the prevalence
of 5.5% determined by this study. This is a low figure compared to other European
studies reporting prevalences between 6% and 61% positive herds in the studied region
or country [16–24]. However, the comparability with other studies is not always reliable
due to different approaches. In some studies, samples were taken only at one abattoir [23],
or data from veterinary laboratories were evaluated retrospectively [16–18]. Furthermore,
prevalences differ between individual animal or herd level [20,24]. In the present study,
representativity is probably given by reaching the predefined number of samples in every
region. However, only the samples collected via the PraeRi project [29] were randomly
selected, while the other farms were based on the farmers’ willingness to participate in the
call, a compromise that had to be made to ensure high numbers of farms within the four
regions. The questionnaire was designed to provide the most objective answers possible. On 285 farms, trained and coordinated interviewers using a standard procedure filled the
questionnaire, in the other cases the farmers did it themselves. Paramphistomidosis was detected throughout Germany, as rumen fluke eggs were
found in farms of all four regions. This finding is in line with Huson et al. [15], who
identified paramphistomidosis as an emerging parasitic disease in Europe. Interestingly,
prevalences were significantly higher in the north than the south of Germany, while the
opposite was true for F. hepatica infections. This was unexpected since both trematodes
share the intermediate host G. truncatula and, thus, have a similar epidemiology [33,34]. One reason for the contrariness between north and south might be a competition of rumen
and liver fluke stages within the intermediate host. This is supported by Jones et al. [19],
who found a significant negative correlation between F. hepatica and C. daubneyi infection
intensities in farms in the UK. Another possible reason is, that Bavaria due to the typical
local breed (German Simmental) has probably less international animal trade than other
regions with worldwide more “common” breeds such as Holstein Friesian. If this is true,
then we expect a slow increase in rumen flukes in south Germany going more in line
with liver fluke prevalence in the future. Nevertheless, this result of our study requires
further research. 3.3. Rumen Fluke Species Identification In contrast, a significant correlation Animals 2021, 11, 2727 7 of 11 was found between the breed and F. hepatica infections, since this fluke species was detected
more often on farms with German Simmental herds compared to farms with Holstein
Friesian herds (p < 0.001). Overall, on the farms tested positive for flukes, mainly adult
animals were affected. Both rumen and liver fluke infections showed a statistically significant relationship
with organic agriculture, where cattle were more often infected than on conventional farms
(p = 0.01 and p < 0.001, respectively). Regarding diet, grazing was evaluated together with
feeding of fresh grass. Cattle grazing or fed with fresh grass were more likely to be infected
with rumen and liver fluke than cattle without such access (p < 0.001). Notably, three
positive dairy farms (rumen flukes once, liver fluke twice) categorised as “not grazing” did
not provide information about feeding of fresh grass. Deworming was carried out on 274 farms, not on 338 farms, and two farms did not
provide any information. Of the farms that treat with anthelmintics, 29 use fasciolicides
(10 use triclabendazole, 7 oxyclozanide, 6 closantel, 4 albendazole, 1 oxyclozanide + lev-
amisole + triclabendazole, 1 oxyclozanide + closantel). Of these, 23 farms had dairy cows
and six had suckler cows. In relation to the total number of these production types, more
suckler cow herds are treated with fasciolicides than dairy cow herds. None of the farms
without access to grazing or fresh grass reported to deworm with faciolicides. A number
of 101 farms dewormed with other drugs, mostly those against gastrointestinal nematodes. No information on the drug used was provided by 144 farms. 3.3. Rumen Fluke Species Identification hepatica and co-infections in German cattle farms
(n = 614) related to the management factors grazing/feeding fresh grass and anthelminthic treatment. Note that percent
calculation was omitted if less than five farms (total values) were included. Table 4. Descriptive data on the occurrence of patent rumen fluke, F. hepatica and co-infections in German cattle farms
(n = 614) related to the management factors grazing/feeding fresh grass and anthelminthic treatment. Note that percent
calculation was omitted if less than five farms (total values) were included. Total
Negative
Rumen Flukes a
F. hepatica a
Co-Infection
n
n
%
n
%
n
%
n
%
Grazing/feeding fresh grass
All herds with access
457
381
83.4
33
7.2
56
12.3
13
2.8
All herds without access
156
153
98.1
1
0.6
2
1.3
0
0.0
Dairy cow herds with access
415
350
84.3
22
5.3
52
12.5
9
2.2
Dairy cow herds without access
155
152
98.1
1
0.6
2
1.3
0
0.0
Suckler cow herds with access
42
31
73.8
11
26.2
4
9.5
4
9.5
Suckler cow herds without access
1
1
n. a. 0
n. a. 0
n. a. 0
n. a. No information
1
1
n. a. 0
n. a. 0
n. a. 0
n. a. Anthelminthic treatment
None
338
311
92.0
8
2.4
20
5.9
1
0.3
Fasciolicides
29
20
69.0
5
17.2
5
17.2
1
3.4
Others than fasciolicides
101
85
84.2
11
10.9
11
10.9
6
5.9
Not specified
144
118
81.9
10
6.9
21
14.6
5
3.5
No information
2
1
n. a. 0
n. a. 1
n. a. 0
n. a. a. Including coinfections. Abbreviations: n. a., not applicable. Rumen fluke prevalence in German dairy herds was 4.0% (95% CI: 2.8%–6.1%) and
in suckler cow herds 25.6% (95% CI: 14.2%–39.4%). According to these results, suckler
cow herds have 7.7 times higher odds of being infected with rumen flukes than dairy
herds (p < 0.001). Fasciola hepatica prevalence in dairy herds amounted to 9.5% (95% CI:
7.3%–12.1%) and in suckler cow herds to 9.3% (95% CI: 3.7%–21.6%) with no statistically
significant difference between these production types (p = 0.974). Cattle breeds on dairy
farms were predominantly Holstein Friesian in the North, East, and West, and German
Simmental or German Brown Swiss in the South. There was no statistical correlation
between the breed and rumen fluke infections (p = 0.07). 4. Discussion In eastern Germany, the same prevalence values were determined for rumen and liver
flukes, with the latter occurring significantly less frequently than in the south. Surprisingly,
no liver fluke eggs were detected in samples from the west (exclusively based on the farmers’ Animals 2021, 11, 2727 8 of 11 willingness to participate), although patent infections in cattle were recently reported [26]. One possible explanation is that the sample size (86 samples) from this region was too
small to detect a possibly very low F. hepatica infection extensity, or that farmers may have
chosen not to participate if they had known problems with fasciolosis. Unfortunately, no
other recent data on the occurrence on liver flukes in western Germany are available. In
a bulk tank milk (BTM) study conducted in 2008, seroprevalences amounted to 9–19%
in the German federal states included in the region “West” [27], but this region was not
included in a recent BTM study on fasciolosis in Germany examining samples from 2017
to 2019 [28]. Although seroprevalence values are difficult to compare with the prevalence
determined in our investigation, as the sensitivity differs and only patent infections can
be detected by coproscopy [13,35], the most recent seroprevalence study confirms higher
exposure to liver flukes in the south than in the north of Germany [28]. However, F. hepatica
BTM seroprevalence in the region “East” was only 1% [28] compared to nearly 8% patent
infections in our study. This may be explained by different sample sets (BTM samples were
collected in 2017–2019, faecal samples in 2018–2020, and participating farms overlapped
only partially), but needs to be clarified in future studies. Overall, the reason for the observed regional differences in patent rumen and liver
fluke infections cannot be reliably explained by this study. Other authors assume climatic
and environmental factors, as well as the import of animals as possible reasons for re-
gional differences in prevalence [19,36,37]. Again, further research is required to elucidate
underlying epidemiological factors. The detection of C. daubneyi in all four regions is in line with the findings at European
level, as this species has been mainly detected in recent decades [16,17,19,22,24]. In contrast,
P. leydeni, which occurred on four farms, was identified for the first time in Germany. In
Europe, P. leydeni has so far been found rarely overall [24,36,38], but in Argentina it appears
to be the most ubiquitous species [39]. In contrast to C. 4. Discussion Animals 2021, 11, 2727 9 of 11 This has already been considered by other authors as a cause for the detection of trematode
infections in farms without grazing [17,21]. This has already been considered by other authors as a cause for the detection of trematode
infections in farms without grazing [17,21]. The evaluation of the susceptibility of different cattle breeds to rumen and liver flukes
cannot be conclusively assessed due to insufficient representativity of the samples. In dairy
farms, it was not possible to establish a link between rumen fluke detection and the cattle
breed tested. This is in line with other published results [21,37,42]. The breed distribution
in suckler cow farms was too various for analysis. Although German Simmental cattle
were more frequently infected with F. hepatica than Holstein Friesians, this is most likely
due to the generally higher liver fluke prevalence in the south of Germany, where mainly
German Simmental cattle are kept. For this reason, a predisposition of a specific cattle
breed is rather unlikely. In most of the farms studied, rumen and liver fluke infections
were detected only in adult animals (after first calving or older than 2.5 years). However,
some farms had not sampled enough young animals. Most authors also found that the
prevalence of rumen flukes was higher in animals older than 2.5 years than in younger
animals [20,21,37], while others did not show any association between age and rumen
fluke infection [42]. Since the drug used for deworming was not specified for 144 farms,
the effect of deworming on rumen and liver fluke prevalence could not be conclusively
determined. 4. Discussion daubneyi, whose intermediate host
is the lymnaeid snail G. truncatula, P. leydeni has planorbid snails as intermediate hosts. However, in order to be able to analyse the distribution pattern of the two rumen fluke
species more precisely, the epidemiology of the various Paramphistomidae must be further
investigated. g
Cattle grazing or fed with fresh grass were more likely to be infected with rumen or
liver fluke than cattle without such access. This result was expected since the development
of the parasites requires freshwater snails as intermediate host and infective metacercariae
encyst on plants. The variable “grazing/ feeding fresh grass” is very likely the reason for the
higher prevalence of both fluke types on organic farms, because due to the EU legislation
cattle must have permanent access to open space, preferably to pastures. Additionally,
grazing and feeding of fresh grass seems to be the reason for the higher risk of suckler cows
of being infected with rumen flukes compared to dairy cows. This result is consistent with
studies from Spain and the Netherlands [22,24]. In our study, a very similar prevalence
of F. hepatica in dairy and suckler cow farms was found. The reason for this could be
that suckler cow herds are more likely to be dewormed with fasciolicides, as they are
known to have a higher risk of infection compared to dairy herds. Since treatment with
triclabendazole and closantel against liver flukes is usually not effective against rumen fluke
infection [5], the prevalence of rumen flukes remains high. In addition, when ruminants
are treated against F. hepatica, egg excretion on pastures is reduced. As a result, rumen
flukes have less competition at the intermediate host level and are, therefore, able to infect
more snails [19]. An unexpected result is the detection of trematode infections in three farms without
grazing (rumen flukes once, liver fluke twice) in this study. As there was no information
on the feeding regime available, it can only be assumed that the feeding of fresh grass or
field dried hay is the cause of the infection. The possibility of infection by feeding fresh
grass or field dried hay contaminated with metacercariae has already been proved for
F. hepatica [40,41] and this could also apply to an infection with rumen flukes [21]. It would
also be possible that cattle already infected elsewhere entered the farm via livestock trades. References Paramphistomum daubneyi sp. nov. from cattle and its snail host in the Kenya Highlands. Para
[CrossRef] 7. Jones, R.A.; Williams, H.W.; Dalesman, S.; Brophy, P.M. Confirmation of Galba truncatula as an intermediate host snail for
Calicophoron daubneyi in Great Britain, with evidence of alternative snail species hosting Fasciola hepatica. Parasites Vectors 2015,
8, 656. [CrossRef] [PubMed] 8. Szmidt-Adjide, V.; Abrous, M.; Adjide, C.C.; Dreyfuss, G.; Lecompte, A.; Cabaret, J.; Rondelaud, D. Prevalence of Paramphistomum
daubneyi infection in cattle in central France. Vet. Parasitol. 2000, 87, 133–138. [CrossRef] 9. Mason, C.; Stevenson, H.; Cox, A.; Dick, I.; Rodger, C. Disease associated with immature paramphistom
Rec. 2012, 170, 343–344. [CrossRef] nson, H.; Cox, A.; Dick, I.; Rodger, C. Disease associated with immature paramphistome infection in sheep. 43–344. [CrossRef] 10. Millar, M.; Colloff, A.; Scholes, S. Disease associated with immature paramphistome infection. Vet. Rec. 2012, 171, 509–510. [CrossRef] 11. O’Shaughnessy, J.; Garcia-Campos, A.; McAloon, C.G.; Fagan, S.; De Waal, T.; McElroy, M.; Casey, M.; Good, B.; Mulcahy, G.;
Fagan, J.; et al. Epidemiological investigation of a severe rumen fluke outbreak on an Irish dairy farm. Parasitology 2017, 145,
948–952. [CrossRef] [PubMed] 12. Fuertes, M.; Perez, V.; Benavides, J.; Gonzalez-Lanza, M.C.; Mezo, M.; Gonzalez-Warleta, M.; Giraldez, F.J.; Fernandez, M.;
Manga-Gonzalez, M.Y.; Ferreras, M.C. Pathological changes in cattle naturally infected by Calicophoron daubneyi adult flukes. Vet. Parasitol. 2015, 209, 188–196. [CrossRef] [PubMed] 13. Sargison, N.; Francis, E.; Davison, C.; Bronsvoort, B.M.; Handel, I.; Mazeri, S. Observations on the biology, epidemiology and
economic relevance of rumen flukes (Paramphistomidae) in cattle kept in a temperate environment. Vet. Parasitol. 2016, 219, 7–16. [CrossRef] 14. Huson, K.M.; Atcheson, E.; Oliver, N.A.M.; Best, P.; Barley, J.P.; Hanna, R.E.B.; McNeilly, T.N.; Fang, Y.; Haldenby, S.; Paterson, S.;
et al. Transcriptome and secretome analysis of intra-mammalian life-stages of the emerging helminth pathogen, Calicophoron
daubneyi reveals adaptation to a unique host environment. Mol. Cell Proteom. 2021, 20, 100055. [CrossRef] [PubMed] y
p
q
15. Huson, K.M.; Oliver, N.A.M.; Robinson, M.W. Paramphistomosis of Ruminants: An Emerging Parasitic Disease in Europe. Trends
Parasitol. 2017, 33, 836–844. [CrossRef] 16. Mage, C.; Bourgne, H.; Toullieu, J.M.; Rondelaud, D.; Dreyfuss, G. Fasciola hepatica and Paramphistomum daubneyi: Changes in
prevalences of natural infections in cattle and in Lymnaea truncatula from central France over the past 12 years. Vet. Res. 2002, 33,
439–447. [CrossRef] [PubMed] 17. 5. Conclusions Our study revealed that the prevalence of rumen flukes is generally rather low in
Germany and distributes unevenly. Comparing rumen and liver fluke occurrence, the
distribution between the regions North and South is counterbalanced. C. daubneyi was
the most frequently identified species, while P. leydeni was first recorded in Germany. A
statistically significant association was observed between the prevalence of flukes and
grazing/feeding fresh grass and, therefore, also between prevalence and organic farming
and additionally, in case of rumen flukes, with suckler cow husbandry. For reasons of
animal welfare, animal health and economic viability, the fluke prevalence in Germany
should continue to be monitored or repeated in a few years. Perhaps a serological method
for rumen flukes can than already be used [14] in addition to serological liver fluke detec-
tion. Finally, paramphistomidosis should be given more attention by veterinarians and
farmers [43] and many (epidemiological) research questions remain to be addressed. Author Contributions: Conceptualisation, G.K.-S., C.S. and C.W.; formal analysis, T.F. and Y.Z.;
investigation, T.F. and C.S.; supervision, G.K.-S., C.S. and C.W.; visualisation, T.F.; resources, G.K.-S. and C.S.; Writing—Original draft preparation, T.F.; Writing—Review and editing, G.K.-S., C.S., Y.Z. and C.W.; project administration, G.K.-S., C.S. and C.W.; funding acquisition, G.K.-S. All authors
have read and agreed to the published version of the manuscript. Funding: This research was partially funded by Boehringer Ingelheim Vetmedica GmbH (research
cooperation number 402039). The PraeRi-Project, with which 285 farms were sampled, was funded
by the Federal Ministry of Food and Agriculture and Federal Office for Agriculture and Food, grant
numbers 2814HS006 (University of Veterinary Medicine Hannover), 2814HS007 (Freie Universität
Berlin), and 2814HS008 (Ludwig-Maximilians-Universität München). Institutional Review Board Statement: Ethical review and approval was not required because all
animals were sampled by non-invasive procedures (faecal sampling). Informed Consent Statement: Informed consent was obtained from all subjects involved in this study. Data Availability Statement: Data supporting reported results is contained within the article. Acknowledgments: The authors wish to thank all veterinarians and farmers who participated in
sample collection. Furthermore, we are grateful to Ingrid Hartmann, Sandra Kirsch, Sue Jauernig,
Lily Schöffmann, Sabrina Würfl, and Bettina Rinjes for assistance in faecal examinations and Ulla
Küttler for excellent technical assistance in molecular analyses. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 10 of 11 Animals 2021, 11, 2727 References 1. Eduardo, S.L. The taxonomy of the family Paramphistomidae Fischoeder, 1901 with special reference to the morphology of
species occurring in ruminants. I. General considerations. Syst. Parasitol. 1982, 4, 7–57. [CrossRef] p
g
y
, ,
[
]
2. Sey, O. Revision of the amphistomes of European ruminants. Parasitol. Hung. 1980, 13, 13–25. y
p
p
g
3. Millar, M.; Foster, A.; Mitchell, G.; Skuce, P.; Wessels, J.; Velo-Rego, E.; Collins, R.; Stevenson, H. Rumen fluke in South American
camelids in Great Britain. Vet. Rec. 2017, 181, 123–124. [CrossRef] [
]
, P.; Eckert, J.; Mathis, A.; von Samson-Himmelstjerna, G.; Zahner, H. Parasites and Parasitoses—Metazoa. In P 4. Deplazes, P.; Eckert, J.; Mathis, A.; von Samson-Himmelstjerna, G.; Zahner, H. Parasites and Parasitoses—Metazoa. In Parasitology
in Veterinary Medicine, 3rd ed.; Wageningen Academic Publishers: Wageningen, The Netherlands, 2016; pp. 163–506. 4. Deplazes, P.; Eckert, J.; Mathis, A.; von Samson-Himmelstjerna, G.; Zahner, H. Parasites and Parasitoses—Metazoa. In Parasitology
in Veterinary Medicine, 3rd ed.; Wageningen Academic Publishers: Wageningen, The Netherlands, 2016; pp. 163–506. 5
Gordon D K ; Roberts L C ; Lean N ; Zadoks R N ; Sargison N D ; Skuce PJ Identification of the rumen fluke Calicophoron y
g
g
g
g
5. Gordon, D.K.; Roberts, L.C.; Lean, N.; Zadoks, R.N.; Sargison, N.D.; Skuce, P.J. Identification of th
daubneyi, in GB livestock: Possible implications for liver fluke diagnosis. Vet. Parasitol. 2013, 195, 65 5. Gordon, D.K.; Roberts, L.C.; Lean, N.; Zadoks, R.N.; Sargison, N.D.; Skuce, P.J. Identification of the rumen fluke, Calicophoron
daubneyi, in GB livestock: Possible implications for liver fluke diagnosis. Vet. Parasitol. 2013, 195, 65–71. [CrossRef] 5. Gordon, D.K.; Roberts, L.C.; Lean, N.; Zadoks, R.N.; Sargison, N.D.; Skuce, P.J. Identification of the rumen fluke, Calicophoron
daubneyi, in GB livestock: Possible implications for liver fluke diagnosis. Vet. Parasitol. 2013, 195, 65–71. [CrossRef]
6
Di
ik J A P
hi
d
b
i
f
l
d i
il h
i
h K
Hi hl
d
P
i l
1
52 143 151 ;
obe ts,
C ;
ea , N ;
adoks,
N ; Sa g so , N
; Skuce,
J
de t
cat o
o t e u
e
uke, C
in GB livestock: Possible implications for liver fluke diagnosis. Vet. Parasitol. 2013, 195, 65–71. [CrossRef] istomum daubneyi sp. nov. from cattle and its snail host in the Kenya Highlands. Parasitology 1962, 52, 143–151 6. Dinnik, J.A. References Seroprevalence and GIS-supported risk factor
analysis of Fasciola hepatica infections in dairy herds in Germany. Parasitology 2013, 140, 1051–1060. [CrossRef] 28. Springer, A.; Jordan, D.; Kirse, A.; Schneider, B.; Campe, A.; Knubben-Schweizer, G.; Müller, K.E.; Hoedemaker, M.; Strube, C. Seroprevalence of Major Pasture-Borne Parasitoses (Gastrointestinal Nematodes, Liver Flukes and Lungworms) in German Dairy
Cattle Herds, Association with Management Factors and Impact on Production Parameters. Animals 2021, 11, 2078. [CrossRef]
[PubMed] 29. PraeRi. Animal Health, Hygiene and Biosecurity in German Dairy Cow Operations—A Prevalence Study; Final Report. Available
online: www.praeri.de. p
30. Itagaki, T.; Tsumagari, N.; Tsutsumi, K.; Chinone, S. Discrimination of three amphistome species by PCR-RFLP based on rDNA
ITS2 markers. J. Vet. Med. Sci. 2003, 65, 931–933. [CrossRef] 31. R Core Team. R: A Language and Environment for Statistical Computing, 4.0.3, R Foundation for St
Austria. Available online: https://www.r-project.org. 32. Tukey, J.W. The problem of multiple comparisons. Unpublished manuscript. In The Collected Works of John, W. Tukey: VIII, Multiple
Comparisons: 1948–1983, 1st ed.; Chapman and Hall: New York, NY, USA, 1994; pp. 1–300. p
p
pp
33. Rinaldi, L.; Musella, V.; Veneziano, V.; Condoleo, R.U.; Cringoli, G. Helmintic infections in water buffaloes on Italian farms: A
spatial analysis. Geosp. Health 2009, 3, 233–239. [CrossRef] [PubMed] 34. Iglesias-Pineiro, J.; Gonzalez-Warleta, M.; Castro-Hermida, J.A.; Cordoba, M.; Gonzalez-Lanza, C.; Manga-Gonzalez, Y.; Mezo,
M. Transmission of Calicophoron daubneyi and Fasciola hepatica in Galicia (Spain): Temporal follow-up in the intermediate and
definitive hosts. Parasites Vectors 2016, 9, 610. [CrossRef] 35. Knubben-Schweizer, G.; Deplazes, P.; Torgerson, P.R.; Rapsch, C.; Meli, M.L.; Braun, U. Bovine fasciolosis in Switzerland:
Relevance and control. Schweiz. Arch. Tierheilk. 2010, 152, 223–229. [CrossRef] 36. Martinez-Ibeas, A.M.; Munita, M.P.; Lawlor, K.; Sekiya, M.; Mulcahy, G.; Sayers, R. Rumen fluke in Irish sheep: Prevalence, risk
factors and molecular identification of two paramphistome species. BMC Vet. Res. 2016, 12, 143. [CrossRef] 37. Bellet, C.; Green, M.J.; Vickers, M.; Forbes, A.; Berry, E.; Kaler, J. Ostertagia spp., rumen fluke and liver fluke single- and
poly-infections in cattle: An abattoir study of prevalence and production impacts in England and Wales. Prev. Vet. Med. 2016, 132,
98–106. [CrossRef] 38. O’Toole, A.; Browne, J.A.; Hogan, S.; Bassiere, T.; De Waal, T.; Mulcahy, G.; Zintl, A. Identity of rumen fluke in deer. Parasitol. Res. 2014, 113, 4097–4103. [CrossRef] 39. Sanabria, R.; Martorelli, S.; Romero, J. References Zintl, A.; Garcia-Campos, A.; Trudgett, A.; Chryssafidis, A.L.; Talavera-Arce, S.; Fu, Y.; Egan, S.; Lawlor, A.; Negredo, C.; Brennan,
G.; et al. Bovine paramphistomes in Ireland. Vet. Parasitol. 2014, 204, 199–208. [CrossRef] 18. Toolan, D.P.; Mitchell, G.; Searle, K.; Sheehan, M.; Skuce, P.J.; Zadoks, R.N. Bovine and ovine rumen fluke in Ireland-Prevalence,
risk factors and species identity based on passive veterinary surveillance and abattoir findings. Vet. Parasitol. 2015, 212, 168–174. [CrossRef] 19. Jones, R.A.; Brophy, P.M.; Mitchell, E.S.; Williams, H.W. Rumen fluke (Calicophoron daubneyi) on Welsh farms: Prevalence, risk
factors and observations on co-infection with Fasciola hepatica. Parasitology 2017, 144, 237–247. [CrossRef] 20. Sanchis, J.; Sanchez-Andrade, R.; Macchi, M.I.; Pineiro, P.; Suarez, J.L.; Cazapal-Monteiro, C.; Maldini, G.; Venzal, J.M.; Paz-Silva,
A.; Arias, M.S. Infection by Paramphistomidae trematodes in cattle from two agricultural regions in NW Uruguay and NW Spain. Vet. Parasitol. 2013, 191, 165–171. [CrossRef] 21. Ferreras, M.C.; Gonzalez-Lanza, C.; Perez, V.; Fuertes, M.; Benavides, J.; Mezo, M.; Gonzalez-Warleta, M.; Giraldez, J.; Martinez-
Ibeas, A.M.; Delgado, L.; et al. Calicophoron daubneyi (Paramphistomidae) in slaughtered cattle in Castilla y León (Spain). Vet. Parasitol. 2014, 199, 268–271. [CrossRef] 22. Gonzalez-Warleta, M.; Lladosa, S.; Castro-Hermida, J.A.; Martinez-Ibeas, A.M.; Conesa, D.; Munoz, F.; Lopez-Quilez, A.; Manga-
Gonzalez, Y.; Mezo, M. Bovine paramphistomosis in Galicia (Spain): Prevalence, intensity, aetiology and geospatial distribution
of the infection. Vet. Parasitol. 2013, 191, 252–263. [CrossRef] 23. Malrait, K.; Verschave, S.; Skuce, P.; Van Loo, H.; Vercruysse, J.; Charlier, J. Novel insights into the pathogenic importance,
diagnosis and treatment of the rumen fluke (Calicophoron daubneyi) in cattle. Vet. Parasitol. 2015, 207, 134–139. [CrossRef]
[PubMed] 24. Ploeger, H.W.; Ankum, L.; Moll, L.; van Doorn, D.C.K.; Mitchell, G.; Skuce, P.J.; Zadoks, R.N.; Holzhauer, M. Presence and species
identity of rumen flukes in cattle and sheep in the Netherlands. Vet. Parasitol. 2017, 243, 42–46. [CrossRef] 11 of 11 Animals 2021, 11, 2727 25. Wenzel, C.; Küchler, A.; Strube, C.; Knubben-Schweizer, G. Paramphistomidosis—an overview on epidemiology and clinical
signs. Tierärztl. Prax. Ausg. G 2019, 47, 184–191. [CrossRef] g
g
26. May, K.; Brügemann, K.; König, S.; Strube, C. Patent infections with Fasciola hepatica and paramphistomes (Calicophoron daubneyi)
in dairy cows and association of fasciolosis with individual milk production and fertility parameters. Vet. Parasitol. 2019, 267,
32–41. [CrossRef] [
]
27. Kuerpick, B.; Conraths, F.J.; Staubach, C.; Fröhlich, A.; Schnieder, T.; Strube, C. 43.
Atcheson, E.; Skuce, P.; Oliver, N.; McNeilly, T.; Robinson, M. Calicophoron daubneyi—The Path Toward Understanding Its
Pathogenicity and Host Interactions. Front. Vet. Sci. 2020, 7, 606. [CrossRef] References First report of Paramphistomum leydeni Näsmark, 1937 (Trematoda: Paramphistomidae)
in Argentina, and re-examination of Cotylophoron cotylophorum sensu Racioppi et al. (1994). Helminthologia 2009, 46, 225–229. [CrossRef] 40. Knubben-Schweizer, G.; Scheuerle, M.; Pfister, K. Control of bovine fasciolosis. Tierarztl. Prax. Ausg. G 2011, 39, 179–185. [CrossRef] 41. Enigk, K.; Hildebrand, J. Zur Lebensdauer der Metacercarien von Fasciola hepatica im Heu. Tierärztli 41. Enigk, K.; Hildebrand, J. Zur Lebensdauer der Metacercarien von Fasciola hepatica im Heu. Tierärztliche Umsch. 1964, 19, 592–599. 42. Arias, M.; Lomba, C.; Dacal, V.; Vazquez, L.; Pedreira, J.; Francisco, I.; Pineiro, P.; Cazapal-Monteiro, C.; Suarez, J.L.; Diez-Banos,
P.; et al. Prevalence of mixed trematode infections in an abattoir receiving cattle from northern Portugal and north-west Spain. Vet. Rec. 2011, 168, 408. [CrossRef] [PubMed] 43. Atcheson, E.; Skuce, P.; Oliver, N.; McNeilly, T.; Robinson, M. Calicophoron daubneyi—The Path Toward Understanding Its
Pathogenicity and Host Interactions. Front. Vet. Sci. 2020, 7, 606. [CrossRef]
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Atlantic
Multi-decadal
Oscillation
Modulates
the
Relationship
Between El Niño-Southern Oscillation and Fire Weather in Australia
Guanyu Liu1, Jing Li1, Tong Ying1
1 Department of Atmospheric and Oceanic Sciences, School of Physics, Peking University, Beijing, China, 100871 1 Department of Atmospheric and Oceanic Sciences, School of Physics, Peking University, Be Abstract El Niño–Southern Oscillation (ENSO) is an important driver of fire weather in Australia. The correlation between
ENSO and Australian fire weather has strengthened over the recent two decades. However, the causes for this change have
not been well investigated. Here, using reanalysis datasets and numerical model simulations, we show that the Atlantic not been well investigated. Here, using reanalysis datasets and numerical model simulations, we show that the Atlantic
Multi-decadal Oscillation (AMO) could potentially modulate the ENSO-Australian fire weather relationship. The correlation
10
between ENSO and Australia fire weather index (FWI) increases from 0.17 to 0.70 when AMO shifts from its negative
phase to its positive phase. This strengthening effect can be explained by the atmospheric teleconnection mechanisms. Specifically, the positive AMO phase, manifested as a warming North and Tropical Atlantic, generates Rossby wave trains
and results in high pressures over Australia, which increases local temperature and wind speed but decreases precipitation. This signal superimposes ENSO and thus serves to enhance the ENSO effect on Australian fire weather. 15 Multi-decadal Oscillation (AMO) could potentially modulate the ENSO-Australian fire weather relationship. The correlation
10
between ENSO and Australia fire weather index (FWI) increases from 0.17 to 0.70 when AMO shifts from its negative
phase to its positive phase. This strengthening effect can be explained by the atmospheric teleconnection mechanisms. Specifically, the positive AMO phase, manifested as a warming North and Tropical Atlantic, generates Rossby wave trains
and results in high pressures over Australia, which increases local temperature and wind speed but decreases precipitation. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. 1 Introduction Australia is the main fire-burning area in the world, as it has more fire-prone lands than the other continents due to the highly
flammable biota (Duc et al., 2018). This region frequently suffers from wildfires in austral spring and summer each year (Cai
et al., 2009; Dowdy, 2018), especially in the catastrophic 2019/20 wildfire season (Abram et al., 2021; Arriagada et al.,
2020). Wildfires in Australia also have a significant impact on the environment (Damany-Pearce et al., 2022; Nguyen et al.,
20
2021), human health (Nguyen et al., 2021; Yu et al., 2020) and ecological systems (Liu et al., 2022). Moreover, as the
frequency and intensity of heat waves and droughts in the region increase due to climate warming, wildfires in the region are
expected to become more intense, and the related impacts might be more far-reaching (Clarke and Evans, 2018; Jain et al.,
2021). Australia is the main fire-burning area in the world, as it has more fire-prone lands than the other continents due to the highly
flammable biota (Duc et al., 2018). This region frequently suffers from wildfires in austral spring and summer each year (Cai
et al., 2009; Dowdy, 2018), especially in the catastrophic 2019/20 wildfire season (Abram et al., 2021; Arriagada et al.,
2020). Wildfires in Australia also have a significant impact on the environment (Damany-Pearce et al., 2022; Nguyen et al.,
20
2021) h
h
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t
l
2021 Y
t
l
2020)
d
l
i
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(Li
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2022) M
th Australia is the main fire-burning area in the world, as it has more fire-prone lands than the other continents due to the highly
flammable biota (Duc et al., 2018). This region frequently suffers from wildfires in austral spring and summer each year (Cai
et al., 2009; Dowdy, 2018), especially in the catastrophic 2019/20 wildfire season (Abram et al., 2021; Arriagada et al., et al., 2009; Dowdy, 2018), especially in the catastrophic 2019/20 wildfire season (Abram et al., 2021; Arriagada et al.,
2020). Wildfires in Australia also have a significant impact on the environment (Damany-Pearce et al., 2022; Nguyen et al.,
20
2021), human health (Nguyen et al., 2021; Yu et al., 2020) and ecological systems (Liu et al., 2022). 1 Introduction We hope the results can provide insights into the
causes of the variability of fire weather in Australia and improve wildfire modeling and forecast in this area. 1 Introduction Moreover, as the
frequency and intensity of heat waves and droughts in the region increase due to climate warming, wildfires in the region are
expected to become more intense, and the related impacts might be more far-reaching (Clarke and Evans, 2018; Jain et al.,
2021). 2020). Wildfires in Australia also have a significant impact on the environment (Damany-Pearce et al., 2022; Nguyen et al.,
20
2021), human health (Nguyen et al., 2021; Yu et al., 2020) and ecological systems (Liu et al., 2022). Moreover, as the
frequency and intensity of heat waves and droughts in the region increase due to climate warming, wildfires in the region are
expected to become more intense, and the related impacts might be more far-reaching (Clarke and Evans, 2018; Jain et al.,
2021). 25 As an area with great productivity, wildfire occurrence and spread in Australia are primarily determined by fire weather, so
the enhancement of fire weather indicates the increase of fire (Bradstock, 2010; Clarke et al., 2019). Australian fire weather
is closely related to the El Niño-Southern Oscillation (ENSO), the leading climate mode controlling key determinants of fire
(moisture and temperature variability) (Risbey et al., 2009). In general, El Niño events (the warm phase of ENSO) starve As an area with great productivity, wildfire occurrence and spread in Australia are primarily determined by fire weather, so
the enhancement of fire weather indicates the increase of fire (Bradstock, 2010; Clarke et al., 2019). Australian fire weather
is closely related to the El Niño-Southern Oscillation (ENSO), the leading climate mode controlling key determinants of fire
(moisture and temperature variability) (Risbey et al., 2009). In general, El Niño events (the warm phase of ENSO) starve 1 1 Australia of precipitation and promote long-term droughts and fire weather (Chen et al., 2017; M. Mariani et al., 2016). 30
Moreover, the relationship between ENSO and Australian fire weather has strengthened (Michela Mariani et al., 2018) in the
21st century, but the causes for this strengthening remain unclear. Additionally, the underlying mechanism accounting for
this change is poorly understood. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. Australia of precipitation and promote long-term droughts and fire weather (Chen et al., 2017; M. Mariani et al., 2016). 1 Introduction 30
Moreover, the relationship between ENSO and Australian fire weather has strengthened (Michela Mariani et al., 2018) in the
21st century, but the causes for this strengthening remain unclear. Additionally, the underlying mechanism accounting for
this change is poorly understood. Australia of precipitation and promote long-term droughts and fire weather (Chen et al., 2017; M. Mariani et al., 2016). 30
Moreover, the relationship between ENSO and Australian fire weather has strengthened (Michela Mariani et al., 2018) in the
21st century, but the causes for this strengthening remain unclear. Additionally, the underlying mechanism accounting for
this change is poorly understood. Decadal climate variability may also impact fire weather and impose interannual variability. For example, the Atlantic-
35
induced anomalies have a significant impact on Pacific SST and circulation changes (Chikamoto et al., 2016; Chikamoto et
al., 2020; Lv et al., 2022), contributing nearly 75% of the tropical SST changes during the satellite era (Li et al., 2016). Markedly, Atlantic decadal variability, i.e., Atlantic Multi-decadal Oscillation (AMO), shifts its phase from negative to
positive in the late 1990s. This shift may potentially influence ENSO as well as its teleconnection patterns, including the meteorological conditions in Australia that are closely related to fire weather. In this study, we investigate the Atlantic
40
impact on Australian fire weather and its potential contribution to the ENSO-Australian fire weather relationship. We also
attempt to clarify the possible mechanism accounting for this impact. We hope the results can provide insights into the
causes of the variability of fire weather in Australia and improve wildfire modeling and forecast in this area. meteorological conditions in Australia that are closely related to fire weather. In this study, we investigate the Atlantic
40
impact on Australian fire weather and its potential contribution to the ENSO-Australian fire weather relationship. We also
attempt to clarify the possible mechanism accounting for this impact. We hope the results can provide insights into the
causes of the variability of fire weather in Australia and improve wildfire modeling and forecast in this area. meteorological conditions in Australia that are closely related to fire weather. In this study, we investigate the Atlantic
40
impact on Australian fire weather and its potential contribution to the ENSO-Australian fire weather relationship. We also
attempt to clarify the possible mechanism accounting for this impact. 2.1 Fire weather index, meteorological data, and climate variability index 80 80 In addition, simple stochastic variability can drive perceived decadal changes and needs to be considered a potential driver of
variable ENSO behaviors. In order to obtain a more robust conclusion, we estimated all p-values by considering the
autocorrelation using the method by Storch and Zwiers (2000). 2.1 Fire weather index, meteorological data, and climate variability index 60 Finally, climate variability indices, such as monthly AMO and Niño 3.4 indices from 1981 to 2019 from the NCAR climate
data guide (Trenberth, 1997; Trenberth and Stepaniak, 2001; Trenberth and Shea, 2006) are used to represent the variability Finally, climate variability indices, such as monthly AMO and Niño 3.4 indices from 1981 to 2019 from the NCAR climate
data guide (Trenberth, 1997; Trenberth and Stepaniak, 2001; Trenberth and Shea, 2006) are used to represent the variability
of AMO and ENSO respectively. Moreover, we have explored dataset dependence of the main results by using various SST
70
datasets, including COBE-SST 2 (COBE), the Met Office Hadley Centre’s SST (Hadley), and Kaplan Extended SST v2
(Kaplan), NOAA Extended Reconstruction SST V4 (NOAA V4) and NOAA Extended Reconstruction SST V5 (NOAA V5)
(Huang et al., 2015; Huang et al., 2017; Kaplan et al., 1998; Liu et al., 2015; Rayner et al., 2003). Both the general trends
and variability of AMO and the ENSO-Australian FWI relationship under different AMO phases, as revealed by these
datasets, are highly consistent (Figure S1-S2). 75 Finally, climate variability indices, such as monthly AMO and Niño 3.4 indices from 1981 to 2019 from the NCAR climate
data guide (Trenberth, 1997; Trenberth and Stepaniak, 2001; Trenberth and Shea, 2006) are used to represent the variability of AMO and ENSO respectively. Moreover, we have explored dataset dependence of the main results by using various SST
70
datasets, including COBE-SST 2 (COBE), the Met Office Hadley Centre’s SST (Hadley), and Kaplan Extended SST v2
(Kaplan), NOAA Extended Reconstruction SST V4 (NOAA V4) and NOAA Extended Reconstruction SST V5 (NOAA V5)
(Huang et al., 2015; Huang et al., 2017; Kaplan et al., 1998; Liu et al., 2015; Rayner et al., 2003). Both the general trends
and variability of AMO and the ENSO-Australian FWI relationship under different AMO phases, as revealed by these
datasets, are highly consistent (Figure S1-S2). 75 Subsequently, we calculated the meteorological variable composite maps of ENSO (AMO). These composite maps are
defined as the meteorological variables of Niño 3.4 (AMO) positive phase years minus those in Niño 3.4 (AMO) negative
phase years. The positive phase year of Niño 3.4 is defined when the absolute value of the moving average of the Niño 3.4
index in three months exceeds 0.5 ℃for at least five months, and vice versa (Trenberth, 1997). 2.1 Fire weather index, meteorological data, and climate variability index Fire occurrence and spread are determined by the confluence of sufficient fuel, an ignition source, and suitable weather, i.e.,
the fire triangle including heat, fuel, and oxygen (Krawchuk et al., 2009). In areas of high biomass (abundant fuel), such as
Australia, fire occurrence over time is primarily modulated by fuel moisture (i.e., weather) and ignitions (lightning and
humans) (Bradstock, 2010). The Fire Weather Index (FWI) is a numeric rating of fire intensity that depends on weather
50
conditions and has been shown as an effective indicator of fire danger because it contains both a component of fuel
availability (drought conditions) and a measure of the ease of spread (Simpson et al., 2014). Daily FWI (0.25° x 0.25°, 1981-
2019) is obtained from the historical data of fire danger indices from the Copernicus Emergency Management Service
(Copernicus Contractor, 2021). This dataset provides a complete historical reconstruction of meteorological conditions favorable to the start, spread and sustainability of fires. The daily FWI is then converted to monthly FWI for later analysis. 55 Meteorological variables, such as surface temperature, precipitation, and wind speed, are critical factors in calculating FWI
(Lawson, 2008). Therefore, we primarily use monthly meteorological variables from the re-gridded and interpolated ERA5 2 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. reanalysis datasets (Hersbach,2019) from climate data store (CDS) disks to examine responses of meteorological variables to
remote SST forcing. According to Lawson (2008), we select 2m temperature (T2M), total precipitation (TP), sea level
60
pressure (SLP) and 10m wind speed (WND10) from 1981 to 2019, with a resolution of 0.25 ° × 0.25 ° . WND10 is
calculated by the UV component of 10m wind (U10, V10) to represent the intensity of the 10m wind. In order to verify the
robustness of our results, we also used the same variables from the NCEP-NCAR Reanalysis 1 datasets and MERRA-2
datasets (Global Modeling and Assimilation Office, 2015a; Global Modeling and Assimilation Office, 2015b; Kalnay et al.,
1996), and re-gridded and interpolated ERA5 reanalysis datasets (Hersbach,2019) from 1959 to 2019. All meteorological
65
variables were linearly detrended to minimize the impact of global warming on our analysis. 2.2 Ocean basin experiments
85 To examine the meteorological responses and physical mechanism of the Atlantic impacts on Australia, we performed a
series of ocean basin experiments using the Community Earth System Model-Community Atmosphere Model version 4
(CESM-CAM4) (Gent et al., 2011). The North and Tropical Atlantic Sea Surface Temperature (SST) variabilities were 3 3 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. respectively added to the model to examine the response of meteorological variables in Australia to these remote
forcings. Specifically, the monthly SST variability from 1979 to 2015 is added in the North Atlantic region of 25 ° N-
90
75 ° N and the tropical Pacific region of 20 ° N-20 ° S, with a buffer zone of 10 ° added to the north and south of each
region. SST forcings over the other regions remain seasonal varying climatological SST. An ensemble simulation with
eight members is performed, and the ensemble means are considered the atmospheric response to SST forcing in the
target ocean basin. We call this experiment the Ocean Basin Experiments (OBE). These experiments are similar to
previous studies (Liu et al., 2022; Wang et al., 2018)
95 forcings. Specifically, the monthly SST variability from 1979 to 2015 is added in the North Atlantic region of 25 ° N-
90
75 ° N and the tropical Pacific region of 20 ° N-20 ° S, with a buffer zone of 10 ° added to the north and south of each
region. SST forcings over the other regions remain seasonal varying climatological SST. An ensemble simulation with
eight members is performed, and the ensemble means are considered the atmospheric response to SST forcing in the
target ocean basin. We call this experiment the Ocean Basin Experiments (OBE). These experiments are similar to
previous studies (Liu et al., 2022; Wang et al., 2018)
95 Since the peak season for fire weather in Australia is mainly the local spring (SON, Earl, and Simmonds, 2017), we
selected the model responses to SON North Atlantic SST (25°N-65°N, 10°W-60°W) and Tropical Atlantic SST (0-20°
N, 10°W-60°W) in the OBE for further analysis. 3.1 Influence of AMO on the relationship between ENSO and Australian FWI As shown in previous studies, Australian fire weather is closely correlated with ENSO (Harris et al., 2014; Mariani et al.,
2016). Here, we also found that Australian FWI is significantly positively correlated at R≈0.53 (p<0.01) with Niño 3.4
index. El Niño events (anomalously positive Niño 3.4 index) induce warmer-than-average temperatures and reduced
precipitation across most of Australia in SON. These meteorological anomalies create favorable conditions for igniting and
105
spreading wildfires (Keeley et al., 2022; Littell et al., 2016). In addition to temperature and precipitation, Australia is
dominated by a high-pressure center and enhanced northwest winds, which also contribute to wildfires by expanding the
burnt area (Clements et al., 2008; Koo et al., 2010). However, the correlation between ENSO and Australian fire weather is not stable but changes over time. The previous study
110
indicates that the impact of ENSO on Southern Hemisphere fire weather, including in Australia, has become stronger since
the start of this century (Mariani et al., 2018). Our analysis also found that the ENSO-Australian FWI correlation increased
from 0.34 during 1981-1999 to 0.66 during 2000-2019 (Figure S3 a). However, the other two major southern hemisphere
wildfire regions, South Africa and South America, do not show obvious trends (Figure S3 b, c). Mariani et al. (2018) However, the correlation between ENSO and Australian fire weather is not stable but changes over time. The previous study
110
indicates that the impact of ENSO on Southern Hemisphere fire weather, including in Australia, has become stronger since
the start of this century (Mariani et al., 2018). Our analysis also found that the ENSO-Australian FWI correlation increased
from 0.34 during 1981-1999 to 0.66 during 2000-2019 (Figure S3 a). However, the other two major southern hemisphere
wildfire regions, South Africa and South America, do not show obvious trends (Figure S3 b, c). Mariani et al. (2018) hypothesized that this correlation transition is likely due to global warming. Given that the global warming trend slowed
115
down or even paused between ~2000 and 2015, this hypothesis seems unjustified, motivating us to find other potential
causes. hypothesized that this correlation transition is likely due to global warming. Given that the global warming trend slowed
115
down or even paused between ~2000 and 2015, this hypothesis seems unjustified, motivating us to find other potential
causes. hypothesized that this correlation transition is likely due to global warming. 3.1 Influence of AMO on the relationship between ENSO and Australian FWI Given that the global warming trend slowed
115
down or even paused between ~2000 and 2015, this hypothesis seems unjustified, motivating us to find other potential
causes. 4 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. Around 2000, a significant global decadal climate variability, the AMO, also transitioned from its negative to its positive
phase. Atlantic climate variability has been shown to have a broad impact on the global climate system, including the Pacific
120
Ocean (Chikamoto et al., 2016), the Indian Ocean (Xue et al., 2018), and even the Antarctic (Ren et al., 2022). Indeed, the
ENSO-Australian FWI relationship dramatically changed between different AMO phases, with their correlation coefficients
increasing from 0.17 to 0.70 between negative and positive AMO phases (Figure 1a), similar to the correlation increase
before and after 2000 (Figure S1a) but with a greater contrast. We further calculate a running correlation between ENSO and Australian FWI and compare its time series with that of the AMO (Figure 1b). It is clearly seen that at the negative AMO
125
phase, the ENSO-Australia FWI correlation is low and mostly below 0.3, whereas it increases to above 0.6 or even 0.8 at
positive AMO. The time of the transition of the two time series also agrees well, in the late 1990s, although the correlation
time series shows a slight lead mainly due to the smoothing treatment. Australian FWI and compare its time series with that of the AMO (Figure 1b). It is clearly seen that at the negative AMO
125
phase, the ENSO-Australia FWI correlation is low and mostly below 0.3, whereas it increases to above 0.6 or even 0.8 at
positive AMO. The time of the transition of the two time series also agrees well, in the late 1990s, although the correlation
time series shows a slight lead mainly due to the smoothing treatment. 3.2 Impact of North and Tropical Atlantic on Australian FWI To explain why AMO may reinforce the ENSO-Australian fire weather relationship. It is necessary to examine the impact on
130
Australian meteorological conditions, especially the coherent impact between ENSO and AMO. We approach this question
by analyzing reanalysis datasets and OBE simulation results. To explain why AMO may reinforce the ENSO-Australian fire weather relationship. It is necessary to examine the impact on
130
Australian meteorological conditions, especially the coherent impact between ENSO and AMO. We approach this question
by analyzing reanalysis datasets and OBE simulation results. As mentioned above, positive ENSO, i.e., El Niño events, corresponds to higher SLP, higher temperature, and lower
precipitation, which is conducive to fire generation. For the surface wind, the composite field of the surface wind has the
135
same direction (Southeast wind) as the climatology surface wind, which plays a vital role in strengthening the wind speed
and accelerating the expansion of wildfires. This relationship is further corroborated by the composite difference maps of
temperature, precipitation, and circulation field between positive and negative Niño 3.4 index conditions We first compare these El Niño-related meteorological responses in Australia during positive (Figure 2d-f) and negative
140
AMO phases (Figure 2g-i) and find that temperature increase and precipitation decrease are both stronger during El Niño
when AMO is at its positive phase. The response of SLP and surface winds are even more intense during positive AMO
phases compared with the negative phases (Figure 2f & i). Specifically, there might be higher SLP and stronger surface wind
during El Niño in the positive phase of AMO. This phenomenon indicates that AMO may potentially enhance the
relationship between ENSO and Australian FWI. 145 We further conduct separate composite analysis of the Australian meteorological fields during positive and negative AMO
phases (Figure 2j-l), which appears to show similar patterns to that of ENSO (Figure 2a-c). Specifically, the positive AMO 5 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. also corresponds to warmer temperatures and lower precipitation, although the area with significant precipitation changes is
mostly concentrated in the southern part. Given that wildfires are also more intense in south Australia (Hennessy et al., 2005),
150
these AMO-associated meteorological anomalies thus also serve to enhance fire weather. Positive AMO also corresponds to
the easterly anomaly wind in eastern Australia. 3.2 Impact of North and Tropical Atlantic on Australian FWI Due to the topography of the Great Watershed in eastern Australia, the
easterly wind adiabatically sinks, increasing temperature and reducing humidity, resulting in a high temperature and low
humidity environment over this biomass-rich area (Kriwoken, 1996). These similarities suggest that positive AMO may
reinforce the ENSO effect on Australian FWI and result in more severe and extensive wildfires. We also examined the
155
differences in the ENSO events between the two periods with different AMO phases (1981-1999 and 2000-2019, Figure S4),
but found no significant difference in their spatial patterns (Figure S4e & f), indicating that ENSO flavor is an unlikely factor
for the shifted ENSO-Australian FWI relationship. also corresponds to warmer temperatures and lower precipitation, although the area with significant precipitation changes is
mostly concentrated in the southern part. Given that wildfires are also more intense in south Australia (Hennessy et al., 2005),
150
these AMO-associated meteorological anomalies thus also serve to enhance fire weather. Positive AMO also corresponds to
the easterly anomaly wind in eastern Australia. Due to the topography of the Great Watershed in eastern Australia, the
easterly wind adiabatically sinks, increasing temperature and reducing humidity, resulting in a high temperature and low
humidity environment over this biomass-rich area (Kriwoken, 1996). These similarities suggest that positive AMO may 150 reinforce the ENSO effect on Australian FWI and result in more severe and extensive wildfires. We also examined the
155
differences in the ENSO events between the two periods with different AMO phases (1981-1999 and 2000-2019, Figure S4),
but found no significant difference in their spatial patterns (Figure S4e & f), indicating that ENSO flavor is an unlikely factor
for the shifted ENSO-Australian FWI relationship. reinforce the ENSO effect on Australian FWI and result in more severe and extensive wildfires. We also examined the
155
differences in the ENSO events between the two periods with different AMO phases (1981-1999 and 2000-2019, Figure S4),
but found no significant difference in their spatial patterns (Figure S4e & f), indicating that ENSO flavor is an unlikely factor
for the shifted ENSO-Australian FWI relationship. Because reanalysis datasets contain many different physical processes, to isolate the AMO effect, we continue to examine
160
the responses of major meteorological variables (T2M, TP, SLP, U10, V10) to North and Tropical Atlantic in the OBE. 3.2 Impact of North and Tropical Atlantic on Australian FWI The
detrended and normalized SON meteorological variables are regressed on the detrended and normalized SON Tropical
Atlantic and North Atlantic SST in OBE. The regression coefficients, representing the responses of local meteorological
variables to remote SST forcings in the corresponding ocean basin, are shown in Figure 3. Because reanalysis datasets contain many different physical processes, to isolate the AMO effect, we continue to examine
160
the responses of major meteorological variables (T2M, TP, SLP, U10, V10) to North and Tropical Atlantic in the OBE. The
detrended and normalized SON meteorological variables are regressed on the detrended and normalized SON Tropical
Atlantic and North Atlantic SST in OBE. The regression coefficients, representing the responses of local meteorological
variables to remote SST forcings in the corresponding ocean basin, are shown in Figure 3. 165
For the Tropical Atlantic, the anomalously high SST in this region corresponds to higher T2M and lower TP in southern
Australia (Figure 3a-b), the primary wildfire regime. This anomaly also corresponds to anomalously easterly and northerly
winds in eastern Australia (Figure 3c). These winds will sink due to topographic factors, increasing temperature, and reduced
humidity. These meteorological anomalies may reduce moisture in combustible plants and increase surface dryness, creating 165 165
For the Tropical Atlantic, the anomalously high SST in this region corresponds to higher T2M and lower TP in southern
Australia (Figure 3a-b), the primary wildfire regime. This anomaly also corresponds to anomalously easterly and northerly
winds in eastern Australia (Figure 3c). These winds will sink due to topographic factors, increasing temperature, and reduced
humidity. These meteorological anomalies may reduce moisture in combustible plants and increase surface dryness, creating favorable conditions for igniting and spreading wildfires. Similarly, although the responses of these meteorological variables
170
are relatively weaker to the North Atlantic forcing (Figure 3d-f), their change directions agree with those under the Tropical
Atlantic forcing, i.e., positive North Atlantic SST anomalies correspond to higher T2M and less TP in southern Australia. Therefore, the impact from tropical Atlantic appears stronger and more significant. Nonetheless, the impact of North Atlantic
on precipitation is statistically significant across southern and western Australia and cannot be ignored. favorable conditions for igniting and spreading wildfires. 3.2 Impact of North and Tropical Atlantic on Australian FWI Similarly, although the responses of these meteorological variables
170
are relatively weaker to the North Atlantic forcing (Figure 3d-f), their change directions agree with those under the Tropical
Atlantic forcing, i.e., positive North Atlantic SST anomalies correspond to higher T2M and less TP in southern Australia. Therefore, the impact from tropical Atlantic appears stronger and more significant. Nonetheless, the impact of North Atlantic
on precipitation is statistically significant across southern and western Australia and cannot be ignored. 175
The consistent results in reanalysis (Figure 2) and OBE (Figure 3) indicate that the positive AMO phase, associated with
warm North and Tropical Atlantic SST anomalies, induces warmer and drier weather in Australia, especially in the southern
part. This inducing reinforces the positive ENSO signal on Australian fire weather, thus enhancing the ENSO-fire weather
relationship there. In addition, the modulation effect of AMO on Australian climate is also significant in different periods 175 175
The consistent results in reanalysis (Figure 2) and OBE (Figure 3) indicate that the positive AMO phase, associated with
warm North and Tropical Atlantic SST anomalies, induces warmer and drier weather in Australia, especially in the southern
part. This inducing reinforces the positive ENSO signal on Australian fire weather, thus enhancing the ENSO-fire weather
relationship there. In addition, the modulation effect of AMO on Australian climate is also significant in different periods 6 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. (1981-2019 and 1959-2019) and different reanalysis data sets (ERA5, NCEP-NCAR, and MERRA-2), which further
180
confirms the robustness of our findings (Figure S5-S7). (1981-2019 and 1959-2019) and different reanalysis data sets (ERA5, NCEP-NCAR, and MERRA-2), which further
180
confirms the robustness of our findings (Figure S5-S7). 180 3.3 Possible mechanism accounting for this modulation To clarify the physical process that the Atlantic impacts on Australia, we examine the responses of the 500 hPa geopotential
height (GPH) responses in the North and Tropical Atlantic OBE and the mechanisms by which North Atlantic and the
Tropical Atlantic respectively affect Australian FWI. Following Sardeshmukh and Hoskins (1988), the dynamics of Rossby
185
waves can be diagnosed by analyzing the barotropic vorticity equation at 200 hPa. Specifically, we diagnosed the dynamics
of Rossby waves by analyzing the barotropic vorticity equation at 200 hPa, i.e., the Rossby wave source (RWS) that
quantifies vorticity forcing associated with low-level convergence and upper-level divergence. To clarify the physical process that the Atlantic impacts on Australia, we examine the respon
height (GPH) responses in the North and Tropical Atlantic OBE and the mechanisms by Tropical Atlantic respectively affect Australian FWI. Following Sardeshmukh and Hoskins (1988), the dynamics of Rossby
185
waves can be diagnosed by analyzing the barotropic vorticity equation at 200 hPa. Specifically, we diagnosed the dynamics
of Rossby waves by analyzing the barotropic vorticity equation at 200 hPa, i.e., the Rossby wave source (RWS) that
quantifies vorticity forcing associated with low-level convergence and upper-level divergence. Tropical Atlantic respectively affect Australian FWI. Following Sardeshmukh and Hoskins (1988), the dynamics of Rossby
185
waves can be diagnosed by analyzing the barotropic vorticity equation at 200 hPa. Specifically, we diagnosed the dynamics
of Rossby waves by analyzing the barotropic vorticity equation at 200 hPa, i.e., the Rossby wave source (RWS) that
quantifies vorticity forcing associated with low-level convergence and upper-level divergence. For Tropical Atlantic, the thermal forcing in the tropical Atlantic drives changes to the zonal Walker circulation. This change
190
may lead to upward vertical motion and local convection over the Atlantic, whereby the corresponding low-level
convergence and upper-level divergence subsequently produce an intensification of the local Hadley circulation (Li et al.,
2014; Li et al., 2015). In doing so, upper-level convergence is enhanced at the descending branch of the Hadley cell
(Simpkins et al., 2014). This enhancement consequently intensifies the local Hadley circulation and becomes a vital source For Tropical Atlantic, the thermal forcing in the tropical Atlantic drives changes to the zonal Walker circulation. For North Atlantic, the warmer Atlantic heats the air above, thus forming a local high-pressure center in the upper
troposphere. This signal generates the Rossby wave source over the North Atlantic (Figure 4d). The corresponding Rossby
wave train will propagate from the west to the east with alternating high and lower pressure centers, which arrive in
Australia as a high-pressure anomaly (Figure 4b and 4d). This high pressure corresponds to descending motions over
205
Australia with drier and hotter air, unfavorable to cloud and rain formation. The southward propagation of Rossby waves
originating from the Atlantic is also supported by previous works (Miller et al., 2007; Zhao et al., 2019), which form the
basis of the teleconnection between the North Atlantic and Australia. Previous studies also indicate that the AMO can
modulate ENSO effects by the similar Rossby wave dynamics (Lin and Li, 2012; Nagaraju et al., 2018). 3.3 Possible mechanism accounting for this modulation This change
190
may lead to upward vertical motion and local convection over the Atlantic, whereby the corresponding low-level
convergence and upper-level divergence subsequently produce an intensification of the local Hadley circulation (Li et al.,
2014; Li et al., 2015). In doing so, upper-level convergence is enhanced at the descending branch of the Hadley cell
(Simpkins et al., 2014). This enhancement consequently intensifies the local Hadley circulation and becomes a vital source of Rossby waves that propagate eastward with the climatological mean flow in the Southern Hemisphere (Figure 4c). This
195
Rossby wave source is clear over the South Atlantic (Figure 4c), and the corresponding Rossby wave will consequently
propagate to Australia and intensify the high pressure there (Figure 4a). In summary, anomalous deep convection in response
to increased SSTs in Tropical Atlantic drives anomalous divergence of the large-scale flow that extends away from the local
heating by modulating the Hadley and Walker circulations. This process has been discussed in detail by Simpkins et al. (2014). 200 of Rossby waves that propagate eastward with the climatological mean flow in the Southern Hemisphere (Figure 4c). This
195
Rossby wave source is clear over the South Atlantic (Figure 4c), and the corresponding Rossby wave will consequently
propagate to Australia and intensify the high pressure there (Figure 4a). In summary, anomalous deep convection in response
to increased SSTs in Tropical Atlantic drives anomalous divergence of the large-scale flow that extends away from the local
heating by modulating the Hadley and Walker circulations. This process has been discussed in detail by Simpkins et al. (2014). 200 For North Atlantic, the warmer Atlantic heats the air above, thus forming a local high-pressure center in the upper
troposphere. This signal generates the Rossby wave source over the North Atlantic (Figure 4d). The corresponding Rossby
wave train will propagate from the west to the east with alternating high and lower pressure centers, which arrive in
Australia as a high-pressure anomaly (Figure 4b and 4d). This high pressure corresponds to descending motions over
205
Australia with drier and hotter air, unfavorable to cloud and rain formation. The southward propagation of Rossby waves
originating from the Atlantic is also supported by previous works (Miller et al., 2007; Zhao et al., 2019), which form the
basis of the teleconnection between the North Atlantic and Australia. 3.3 Possible mechanism accounting for this modulation Previous studies also indicate that the AMO can
modulate ENSO effects by the similar Rossby wave dynamics (Lin and Li, 2012; Nagaraju et al., 2018). For North Atlantic, the warmer Atlantic heats the air above, thus forming a local high-pressure center in the upper
troposphere. This signal generates the Rossby wave source over the North Atlantic (Figure 4d). The corresponding Rossby
wave train will propagate from the west to the east with alternating high and lower pressure centers, which arrive in Australia as a high-pressure anomaly (Figure 4b and 4d). This high pressure corresponds to descending motions over
205
Australia with drier and hotter air, unfavorable to cloud and rain formation. The southward propagation of Rossby waves
originating from the Atlantic is also supported by previous works (Miller et al., 2007; Zhao et al., 2019), which form the
basis of the teleconnection between the North Atlantic and Australia. Previous studies also indicate that the AMO can
modulate ENSO effects by the similar Rossby wave dynamics (Lin and Li, 2012; Nagaraju et al., 2018). Australia as a high-pressure anomaly (Figure 4b and 4d). This high pressure corresponds to descending motions over
205
Australia with drier and hotter air, unfavorable to cloud and rain formation. The southward propagation of Rossby waves
originating from the Atlantic is also supported by previous works (Miller et al., 2007; Zhao et al., 2019), which form the
basis of the teleconnection between the North Atlantic and Australia. Previous studies also indicate that the AMO can
modulate ENSO effects by the similar Rossby wave dynamics (Lin and Li, 2012; Nagaraju et al., 2018). 7 7 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. 4 Conclusions
210 This wave train arrives in
Australia as a higher-pressure anomaly, inducing descending air and leading to warmer and drier meteorological conditions conducive to wildfire generation. These meteorological anomalies superimpose the positive ENSO-induced meteorological
220
changes and enhance the response of Australian fire weather to ENSO. Previous studies also point out that the positive AMO,
characterized by the basin-wide Atlantic warming, induces an Atlantic-Pacific sea surface temperature seesaw, strengthening
the Walker circulation over the Pacific (Chafik et al., 2016; McGregor et al., 2014; Wang et al., 2013). This strengthened
Walker circulation might also amplify ENSO’s effects on Australian FWI. conducive to wildfire generation. These meteorological anomalies superimpose the positive ENSO-induced meteorological
220
changes and enhance the response of Australian fire weather to ENSO. Previous studies also point out that the positive AMO,
characterized by the basin-wide Atlantic warming, induces an Atlantic-Pacific sea surface temperature seesaw, strengthening
the Walker circulation over the Pacific (Chafik et al., 2016; McGregor et al., 2014; Wang et al., 2013). This strengthened
Walker circulation might also amplify ENSO’s effects on Australian FWI. 225
Compared with previous studies, this work sheds light on the teleconnection between AMO and Australian climate and fire
weather on the decadal scale. The Australian mega-fire in the austral spring of 2019 has been attributed to the El Niño event,
positive southern annular mode, and the positive Indian Ocean Dipole event of the year (Abram et al., 2021; Nolan et al.,
2020; van Oldenborgh et al., 2021). Our study reveals that this year also corresponds to higher than normal Atlantic SST 225
Compared with previous studies, this work sheds light on the teleconnection between AMO and Australian climate and fire
weather on the decadal scale. The Australian mega-fire in the austral spring of 2019 has been attributed to the El Niño event,
positive southern annular mode, and the positive Indian Ocean Dipole event of the year (Abram et al., 2021; Nolan et al.,
2020; van Oldenborgh et al., 2021). Our study reveals that this year also corresponds to higher than normal Atlantic SST (Figure S8), which may strengthen the Australian atmospheric response to the El Niño event, further leading to prolonged
230
dry seasons and increased heat waves. Admittedly, the Pacific decadal variability (such as the Pacific Decadal Oscillation)
also plays an essential role in Australia’s climate (Power et al., 1999). 4 Conclusions
210 Fire weather in Australia is closely related to the variability of ENSO. The correlation between them has been strengthened
in the recent two decades, yet the cause has not been fully clarified. By analyzing reanalysis datasets and conducting ocean
basin experiments using a global climate model, our study offers a plausible explanation that the AMO modulates the
ENSO-Australian fire weather relationship. The correlation coefficient between ENSO and the Australian Fire Weather Fire weather in Australia is closely related to the variability of ENSO. The correlation between them has been strengthened
in the recent two decades, yet the cause has not been fully clarified. By analyzing reanalysis datasets and conducting ocean
basin experiments using a global climate model, our study offers a plausible explanation that the AMO modulates the
ENSO-Australian fire weather relationship. The correlation coefficient between ENSO and the Australian Fire Weather Index (FWI) increases from 0.17 to 0.70 when AMO transitions from negative to possible phases. Under positive AMO, El
215
Niño conditions correspond to stronger temperature increase, precipitation decrease, stronger surface winds favorable for
wildfire generation, and vice versa. Physically, positive AMO, associated with warmer North and Tropical Atlantic SST,
forms a local low-pressure center, which propagates to the southwest as a Rossby wave train. This wave train arrives in
Australia as a higher-pressure anomaly, inducing descending air and leading to warmer and drier meteorological conditions Index (FWI) increases from 0.17 to 0.70 when AMO transitions from negative to possible phases. Under positive AMO, El
215
Niño conditions correspond to stronger temperature increase, precipitation decrease, stronger surface winds favorable for
wildfire generation, and vice versa. Physically, positive AMO, associated with warmer North and Tropical Atlantic SST,
forms a local low-pressure center, which propagates to the southwest as a Rossby wave train. This wave train arrives in
Australia as a higher-pressure anomaly, inducing descending air and leading to warmer and drier meteorological conditions
conducive to wildfire generation. These meteorological anomalies superimpose the positive ENSO-induced meteorological
220 Index (FWI) increases from 0.17 to 0.70 when AMO transitions from negative to possible phases. Under positive AMO, El
215
Niño conditions correspond to stronger temperature increase, precipitation decrease, stronger surface winds favorable for
wildfire generation, and vice versa. Physically, positive AMO, associated with warmer North and Tropical Atlantic SST,
forms a local low-pressure center, which propagates to the southwest as a Rossby wave train. Author contributions The paper was written by GY and JL and designed by JL. The data analysis was performed by GY and TY. All the co-
authors contributed to the interpretation of results and the improvement of this paper. 4 Conclusions
210 The meteorological reanalysis data is downloaded from ERA5 monthly
averaged data in the climate data store (CDS) (https://doi.org/10.24381/cds.adbb2d47). The NCEP-NCAR Reanalysis 1 data
is downloaded from Physical Sciences Library (https://psl.noaa.gov/data/gridded/data.ncep.reanalysis.html). The MERRA-2
data
is
downloaded
from
MDISC
245
(https://disc.gsfc.nasa.gov/datasets/M2TMNXFLX_5.12.4/summary?keywords=MERRA2_100.tavgM_2d_flx_Nx
and
https://disc.gsfc.nasa.gov/datasets/M2TMNXSLV_5.12.4/summary?keywords=MERRA2_100.tavgM_2d_slv_Nx). AMO
and
Niño
3.4
indexes
are
obtained
from
the
NCAR
climate
data
guide
for
the
AMO
index
(https://climatedataguide.ucar.edu/climate-data/atlantic-multi-decadal-oscillation-amo)
and
Niño
3.4
index
(https://climatedataguide.ucar.edu/climate-data/nino-sst-indices-nino-12-3-34-4-oni-and-tni), respectively. The sea surface
250
temperature
data
is
obtained
from
NOAA
Extended
Reconstructed
Sea
Surface
Temperature
(SST)
V4
(https://psl.noaa.gov/data/gridded/data.noaa.ersst.v4.html) NOAA Extended Reconstructed Sea Surface Temperature (SST)
V5
(https://psl.noaa.gov/data/gridded/data.noaa.ersst.v5.html)
COBE-SST
2
(https://psl.noaa.gov/data/gridded/data.cobe2.html), HadISST (https://www.metoffice.gov.uk/hadobs/hadisst/), and Kaplan
Extended SST V2 (https://psl.noaa.gov/data/gridded/data.kaplan_sst.html). 255 The history Fire Weather Index (FWI) data is downloaded from fire danger indices historical data in Copernicus Emergency
Service (https://doi.org/10.24381/cds.0e89c522). The meteorological reanalysis data is downloaded from ERA5 monthly
averaged data in the climate data store (CDS) (https://doi.org/10.24381/cds.adbb2d47). The NCEP-NCAR Reanalysis 1 data
is downloaded from Physical Sciences Library (https://psl.noaa.gov/data/gridded/data.ncep.reanalysis.html). The MERRA-2
data
is
downloaded
from
MDISC
245
(https://disc.gsfc.nasa.gov/datasets/M2TMNXFLX_5.12.4/summary?keywords=MERRA2_100.tavgM_2d_flx_Nx
and
https://disc.gsfc.nasa.gov/datasets/M2TMNXSLV_5.12.4/summary?keywords=MERRA2_100.tavgM_2d_slv_Nx). AMO
and
Niño
3.4
indexes
are
obtained
from
the
NCAR
climate
data
guide
for
the
AMO
index
(https://climatedataguide.ucar.edu/climate-data/atlantic-multi-decadal-oscillation-amo)
and
Niño
3.4
index
(https://climatedataguide.ucar.edu/climate-data/nino-sst-indices-nino-12-3-34-4-oni-and-tni), respectively. The sea surface
250
temperature
data
is
obtained
from
NOAA
Extended
Reconstructed
Sea
Surface
Temperature
(SST)
V4
(https://psl.noaa.gov/data/gridded/data.noaa.ersst.v4.html) NOAA Extended Reconstructed Sea Surface Temperature (SST)
V5
(https://psl.noaa.gov/data/gridded/data.noaa.ersst.v5.html)
COBE-SST
2
(https://psl.noaa.gov/data/gridded/data.cobe2.html), HadISST (https://www.metoffice.gov.uk/hadobs/hadisst/), and Kaplan
Extended SST V2 (https://psl.noaa.gov/data/gridded/data.kaplan_sst.html). 255 245 (https://climatedataguide.ucar.edu/climate-data/nino-sst-indices-nino-12-3-34-4-oni-and-tni), respectively. The sea surface
250
temperature
data
is
obtained
from
NOAA
Extended
Reconstructed
Sea
Surface
Temperature
(SST)
V4
(https://psl.noaa.gov/data/gridded/data.noaa.ersst.v4.html) NOAA Extended Reconstructed Sea Surface Temperature (SST)
V5
(https://psl.noaa.gov/data/gridded/data.noaa.ersst.v5.html)
COBE-SST
2
(https://psl.noaa.gov/data/gridded/data.cobe2.html), HadISST (https://www.metoffice.gov.uk/hadobs/hadisst/), and Kaplan Extended SST V2 (https://psl.noaa.gov/data/gridded/data.kaplan_sst.html). 255 This study is funded by the National Natural Science Foundation of China (NSFC) Grants No. 41975023. 4 Conclusions
210 However, previous research indicates that the Pacific
variability may be at least partly triggered by that of the Atlantic (Li et al., 2016; Ren et al., 2021), highlighting the vital role
of the latter in the Earth’s climate system. Note that another major decadal climate variability, the Interdecadal Pacific (Figure S8), which may strengthen the Australian atmospheric response to the El Niño event, further leading to prolonged
230
dry seasons and increased heat waves. Admittedly, the Pacific decadal variability (such as the Pacific Decadal Oscillation)
also plays an essential role in Australia’s climate (Power et al., 1999). However, previous research indicates that the Pacific
variability may be at least partly triggered by that of the Atlantic (Li et al., 2016; Ren et al., 2021), highlighting the vital role
of the latter in the Earth’s climate system. Note that another major decadal climate variability, the Interdecadal Pacific Oscillation (IPO), also changed its phase in the late 1990s. We also investigated its modulation effect on ENSO and
235
Australian FWI but found it not as significant as that of AMO in both observation and simulation (Figures not shown). In the
future, we plan to investigate the impact of other ocean basins on Australian fire weather and the ENSO-Australian fire
weather relationship in the future. Oscillation (IPO), also changed its phase in the late 1990s. We also investigated its modulation effect on ENSO and
235
Australian FWI but found it not as significant as that of AMO in both observation and simulation (Figures not shown). In the
future, we plan to investigate the impact of other ocean basins on Australian fire weather and the ENSO-Australian fire
weather relationship in the future. Data availability
240 8 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. The history Fire Weather Index (FWI) data is downloaded from fire danger indices historical data in Copernicus Emergency
Service (https://doi.org/10.24381/cds.0e89c522). The meteorological reanalysis data is downloaded from ERA5 monthly
averaged data in the climate data store (CDS) (https://doi.org/10.24381/cds.adbb2d47). The NCEP-NCAR Reanalysis 1 data
is downloaded from Physical Sciences Library (https://psl.noaa.gov/data/gridded/data.ncep.reanalysis.html). The MERRA-2
data
is
downloaded
from
MDISC
245
(https://disc.gsfc.nasa.gov/datasets/M2TMNXFLX_5.12.4/summary?keywords=MERRA2_100.tavgM_2d_flx_Nx
and
https://disc.gsfc.nasa.gov/datasets/M2TMNXSLV_5.12.4/summary?keywords=MERRA2_100.tavgM_2d_slv_Nx). AMO
and
Niño
3.4
indexes
are
obtained
from
the
NCAR
climate
data
guide
for
the
AMO
index
(https://climatedataguide.ucar.edu/climate-data/atlantic-multi-decadal-oscillation-amo)
and
Niño
3.4
index The history Fire Weather Index (FWI) data is downloaded from fire danger indices historical data in Copernicus Emergency
Service (https://doi.org/10.24381/cds.0e89c522). References
275 J., and Mochizuki, T.: El Nino-Southern Oscillation
Evolution Modulated by Atlantic Forcing, J. Geophys. Res. Oceans, 125(8), e2020JC016318, Chikamoto, Y., Mochizuki, T., Timmermann, A., Kimoto, M., and Watanabe, M.: Potential tropical Atlantic impacts on
Pacific decadal climate trends, Geophys. Res. Lett., 43(13), 7143-7151, https://doi.org/10.1002/2016GL069544, 2016. Chikamoto, Y., Johnson, Z. F., Wang, S. Y. S., McPhaden, M. J., and Mochizuki, T.: El Nino-Southern Oscillation
E
l i
M d l
d b A l
i F
i
J G
h
R
O
125(8)
2020JC016318 Chikamoto, Y., Mochizuki, T., Timmermann, A., Kimoto, M., and Watanabe, M.: Potential tropical Atlantic impacts on
Pacific decadal climate trends, Geophys. Res. Lett., 43(13), 7143-7151, https://doi.org/10.1002/2016GL069544, 2016. https://doi.org/10.1029/2020JC016318, 2020. 295
Clarke, H., and Evans, J. P.: Exploring the future change space for fire weather in southeast Australia, Theor. Appl., 136,
513-527, https://doi.org/10.1007/s00704-018-2507-4, 2019. Clarke, H., Gibson, R., Cirulis, B., Bradstock, R. A., and Penman, T. D.: Developing and testing models of the drivers of
anthropogenic and lightning-caused wildfire ignitions in south-eastern Australia. J. Environ. Manage., 235, 34-41, , J. P.: Exploring the future change space for fire weather in southeast Australia, Theor. Appl., 136
rg/10.1007/s00704-018-2507-4, 2019. 513 527, https://doi.org/10.1007/s00704 018 2507 4, 2019. Clarke, H., Gibson, R., Cirulis, B., Bradstock, R. A., and Penman, T. D.: Developing and testing models of the drivers of
anthropogenic and lightning-caused wildfire ignitions in south-eastern Australia. J. Environ. Manage., 235, 34-41,
https://doi org/10 1016/j jenvman 2019 01 055 2019
300 https://doi.org/10.1016/j.jenvman.2019.01.055, 2019. 300
Clements, C. B., Zhong, S. Y., Bian, X. D., Heilman, W. E., and Byun, D. W.: First observations of turbulence generated by
grass fires, J. Geophys. Res. Atmos., 113, D22102, https://doi.org/10.1029/2008JD010014, 2008. Copernicus Contractor: Fire danger indices historical data from the Copernicus Emergency Management Service [Data set],
Zenodo, https://doi.org/10.5281/zenodo.5754302, 2021. p
g
j j
Clements, C. B., Zhong, S. Y., Bian, X. D., Heilman, W. E., and Byun, D. W.: First observations of turbulence generated by
grass fires, J. Geophys. Res. Atmos., 113, D22102, https://doi.org/10.1029/2008JD010014, 2008. ,
p
g
,
Damany-Pearce, L., Johnson, B., Wells, A. et al.: Australian wildfires cause the largest stratospheric warming since Pinatubo
305
and extends the lifetime of the Antarctic ozone hole, Sci. Rep., 12, 12665, https://doi.org/10.1038/s41598-022-15794-3,
2022. Damany-Pearce, L., Johnson, B., Wells, A. et al.: Australian wildfires cause the largest stratospheric warming since Pinatubo
305
and extends the lifetime of the Antarctic ozone hole, Sci. Rep., 12, 12665, https://doi.org/10.1038/s41598-022-15794-3,
2022. Dowdy, A. References
275 Abram, N.J., Henley, B.J., Sen Gupta, A. et al.: Connections of climate change and variability to large and extreme forest
fires in southeast Australia, Communications Earth & Environment, 2, 8, https://doi.org/10.1038/s43247-020-00065-8, 2021. A i
d
N B P l
A J B
D M
G G J l l di
B B
d J h
F H U
d
d
k p
g
Arriagada, N. B., Palmer, A. J., Bowman, D., Morgan, G. G., Jalaludin, B. B., and Johnston, F. H.: Unprecedented smoke-
related health burden associated with the 2019-20 bushfires in eastern Australia, Med. J. Aust., 213, 282-283,
https://doi.org/10.5694/mja2.50545, 2020. 280 https://doi.org/10.5694/mja2.50545, 2020. 280
Bradstock, R. A.: A biogeographic model of fire regimes in Australia: current and future implications, Glob. Ecol. Biogeogr.,
19(2), 145-158, https://doi.org/10.1111/j.1466-8238.2009.00512.x, 2010. Cai, W., Cowan, T., and Raupach, M.: Positive Indian Ocean Dipole events precondition southeast Australia bushfires,
Geophys. Res. Lett., 36, L19710. https://doi.org/10.1029/2009GL039902, 2009. p
g
j
Bradstock, R. A.: A biogeographic model of fire regimes in Australia: current and future implications, Glob. Ecol. Biogeogr.,
19(2), 145-158, https://doi.org/10.1111/j.1466-8238.2009.00512.x, 2010. ( )
p
g
j
Cai, W., Cowan, T., and Raupach, M.: Positive Indian Ocean Dipole events precondition southeast Australia bushfires,
Geophys. Res. Lett., 36, L19710. https://doi.org/10.1029/2009GL039902, 2009. Chafik, L., Hakkinen, S., England, M. H., Carton, J. A., Nigam, S., Ruiz-Barradas, A., Hannachi, A., and Miller, L.: Global
285
linkages originating from decadal oceanic variability in the subpolar North Atlantic, Geophys. Res. Lett., 43(20), 10909-
10919. https://doi.org/10.1002/2016GL071134, 2016. Chafik, L., Hakkinen, S., England, M. H., Carton, J. A., Nigam, S., Ruiz-Barradas, A., Hannachi, A., and Miller, L.: Global
285
linkages originating from decadal oceanic variability in the subpolar North Atlantic, Geophys. Res. Lett., 43(20), 10909-
10919. https://doi.org/10.1002/2016GL071134, 2016. Chen, Y., Morton, D. C., Andela, N., van der Werf, G. R., Giglio, L., and Randerson, J. T.: A pan-tropical cascade of fire
driven by El Nino/Southern Oscillation, Nat. Clim. Change, 7(12), 906-911, https://doi.org/10.1038/s41558-017-0014-8,
2017
290 10919. https://doi.org/10.1002/2016GL071134, 2016. Chen, Y., Morton, D. C., Andela, N., van der Werf, G. R., Giglio, L., and Randerson, J. T.: A pan-tropical cascade of fire
driven by El Nino/Southern Oscillation, Nat. Clim. Change, 7(12), 906-911, https://doi.org/10.1038/s41558-017-0014-8,
2017. 290 2017. 290
Chikamoto, Y., Mochizuki, T., Timmermann, A., Kimoto, M., and Watanabe, M.: Potential tropical Atlantic impacts on
Pacific decadal climate trends, Geophys. Res. Lett., 43(13), 7143-7151, https://doi.org/10.1002/2016GL069544, 2016. Chikamoto, Y., Johnson, Z. F., Wang, S. Y. S., McPhaden, M. Disclaimer Publisher’s note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps an
265
institutional affiliations. Acknowledgement
We thank ECMWF for providing the ERA5 reanalysis data. We also acknowledge the efforts of CAM4 Working Groups an
Support Team for developing and maintaining the CAM4 model. 270 Support Team for developing and maintaining the CAM4 model. 270 This study is funded by the National Natural Science Foundation of China (NSFC) Grants No. 41 This study is funded by the National Natural Science Foundation of China (NSFC) Grants No. 41975023. 9 9 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. References
275
Abram, N.J., Henley, B.J., Sen Gupta, A. et al.: Connections of climate change and variability to large and extreme forest
fires in southeast Australia, Communications Earth & Environment, 2, 8, https://doi.org/10.1038/s43247-020-00065-8, 2021. Arriagada, N. B., Palmer, A. J., Bowman, D., Morgan, G. G., Jalaludin, B. B., and Johnston, F. H.: Unprecedented smoke-
related health burden associated with the 2019-20 bushfires in eastern Australia, Med. J. Aust., 213, 282-283, References
275 and Thépaut, J-N.: ERA5 monthly averaged data on single levels from 1979
330
to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). [Acceessed on 2022-05-23],
https://doi.org/10.24381/cds.f17050d7, 2019. Huang Boyin, F. Banzon Viva, Freeman Eric, Lawrimore Jay, Liu Wei, C. Peterson Thomas, M. Smith Thomas, W. Thorne I., Schepers, D., Simmons, A., Soci, C., Dee, D. and Thépaut, J-N.: ERA5 monthly averaged data on single levels from 1979
330
to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). [Acceessed on 2022-05-23],
https://doi.org/10.24381/cds.f17050d7, 2019. Huang Boyin, F. Banzon Viva, Freeman Eric, Lawrimore Jay, Liu Wei, C. Peterson Thomas, M. Smith Thomas, W. Thorne
Peter, D. Woodruff Scott, and Zhang Huai-Min: Extended Reconstructed Sea Surface Temperature (ERSST), Version 4. Huang Boyin, F. Banzon Viva, Freeman Eric, Lawrimore Jay, Liu Wei, C. Peterson Thomas, M. Smith Thomas, W. Thorne
Peter, D. Woodruff Scott, and Zhang Huai-Min: Extended Reconstructed Sea Surface Temperature (ERSST), Version 4. [Monthly mean SST]. NOAA National Centers for Environmental Information. doi:10.7289/V5KD1VVF. [Acceessed on
335
2022-11-09], 2015. [Monthly mean SST]. NOAA National Centers for Environmental Information. doi:10.7289/V5KD1VVF. [Acceessed on
335
2022-11-09], 2015. Huang Boyin, W. Thorne Peter, F. Banzon Viva, Boyer Tim, Chepurin Gennady, H. Lawrimore Jay, J. Menne Matthew, M. Smith Thomas, S. Vose Russell, and Zhang Huai-Min: NOAA Extended Reconstructed Sea Surface Temperature (ERSST),
Version 5. [Monthly mean SST]. NOAA National Centers for Environmental Information. doi:10.7289/V5T72FNM. 2022-11-09], 2015. Huang Boyin, W. Thorne Peter, F. Banzon Viva, Boyer Tim, Chepurin Gennady, H. Lawrimore Jay, J. Menne Matthew, M. Smith Thomas, S. Vose Russell, and Zhang Huai-Min: NOAA Extended Reconstructed Sea Surface Temperature (ERSST),
Version 5. [Monthly mean SST]. NOAA National Centers for Environmental Information. doi:10.7289/V5T72FNM. [Acceessed on 2022-11-09], 2017. 340 Jain, P., Castellanos-Acuna, D., Coogan, S. C. P., Abatzoglou, J. T., and Flannigan, M. D.: Observed increases in extreme
fire weather driven by atmospheric humidity and temperature, Nature Clim., 12(1), 63-70. https://doi.org/10.1038/s41558-
021-01224-1, 2021. 021 01224 1, 2021. Kalnay, E., et al.: The NCEP/NCAR 40-year reanalysis project. Bull. Am. Meteorol. Soc., 77(3), 437-471. h
//d i
/
/
(
)
345 ,
Kalnay, E., et al.: The NCEP/NCAR 40-year reanalysis project. Bull. Am. Meteorol. Soc., 77(3), 437-471. https://doi.org/10.1175/1520-0477(1996)077<0437:TNYRP>2.0.CO;2, 1996. 345 p
g
(
)
; ,
Kaplan, A., Cane, M. A., Kushnir, Y., Clement, A. C., Blumenthal, M. B., and Rajagopalan, B.: Analyses of global sea
surface temperature 1856-1991, J. Geophys. Res. Oceans, 103(C9), 18567-18589, https://doi.org/10.1029/97JC01736, 1998. References
275 J.: Climatological Variability of Fire Weather in Australia. J. Appl. Meteorol. Climatol., 57(2), 221-234. https://doi.org/10.1175/JAMC-D-17-0167.1, 2018. Dowdy, A. J.: Climatological Variability of Fire Weather in Australia. J. Appl. Meteorol. Climatol., 57(2), 221-234. https://doi.org/10.1175/JAMC-D-17-0167.1, 2018. Duc, H. N., Chang, L. T. C., Azzi, M., and Jiang, N. B. : Smoke aerosols dispersion and transport from the 2013 New South
310
Wales (Australia) bushfires. Environ. Monit. Assess, 190(7), 428, https://doi.org/10.1007/s10661-018-6810-4, 2018. Earl N and Simmonds I : Variability trends and drivers of regional fluctuations in Australian fire activity J Geophys Duc, H. N., Chang, L. T. C., Azzi, M., and Jiang, N. B. : Smoke aerosols dispersion and transport from the 2013 New South
310
Wales (Australia) bushfires. Environ. Monit. Assess, 190(7), 428, https://doi.org/10.1007/s10661-018-6810-4, 2018. Earl, N., and Simmonds, I.: Variability, trends, and drivers of regional fluctuations in Australian fire activity. J. Geophys. Res. Atmos., 122(14), 7445-7460, https://doi.org/10.1002/2016JD026312, 2017. Gent, P. R., Danabasoglu, G., Donner, L. J., Holland, M. M., Hunke, E. C., Jayne, S. R., Lawrence, D. M., Neale, R. B., Rasch, P. J., Vertenstein, M., Worley, P. H., Yang, Z., and Zhang, M.: The Community Climate System Model Version 4. J. 315
Clim., 24(19), 4973-4991, https://doi.org/10.1175/2011JCLI4083.1, 2011. Global Modeling and Assimilation Office (GMAO): MERRA-2 tavgM_2d_flx_Nx: 2d,Monthly mean, Time-
Averaged,Single-Level,Assimilation,Surface Flux Diagnostics V5.12.4, Greenbelt, MD, USA, Goddard Earth Sciences Data
and Information Services Center (GES DISC), Accessed: [Acceessed on 2022-11- (
)
[
10], https://doi.org/10.5067/0JRLVL8YV2Y4, 2015a. 320
Global Modeling and Assimilation Office (GMAO): MERRA-2 tavgM_2d_slv_Nx: 2d,Monthly mean, Time-
Averaged,Single-Level,Assimilation,Single-Level Diagnostics V5.12.4, Greenbelt, MD, USA, Goddard Earth Sciences Data
and Information Services Center (GES DISC), Accessed: [Acceessed on 2022-11-
10], https://doi.org/10.5067/AP1B0BA5PD2K, 2015b. 10 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. Harris, S., Nicholls, N., and Tapper, N.: Forecasting fire activity in Victoria, Australia, using antecedent climate variables
325
and ENSO indices. International Journal of Wildland Fire, 23(2), 173-184. https://doi.org/10.1071/WF13024, 2014. Hennessy, K. J., Lucas, C., Nicholls, N., Bathols, J., Suppiah, R., and Ricketts, J. H.: Climate change impacts on fire-weather
in south-east Australia. 88 pp, 2005. b
h
ll
i f
d
i
i
i
b
i
l
b
d Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum,
I., Schepers, D., Simmons, A., Soci, C., Dee, D. References
275 Keeley, J. E., Brennan, T. J., and Syphard, A. D. : The effects of prolonged drought on vegetation dieback and megafires in
southern California chaparral, Ecosphere, 13(8), e4203, https://doi.org/10.1002/ecs2.4203, 2022. p
p
( )
p
g
Koo, E., Pagni, P. J., Weise, D. R., and Woycheese, J. P.: Firebrands and spotting ignition in large-scale fires. Int. J. 350
Wildland Fire, 19(7), 818-843, https://doi.org/10.1071/WF07119, 2010. Koo, E., Pagni, P. J., Weise, D. R., and Woycheese, J. P.: Firebrands and spotting ignition in large-scale fires. Int. J. 350
Wildland Fire, 19(7), 818-843, https://doi.org/10.1071/WF07119, 2010. Krawchuk, M. A., Moritz, M. A., Parisien, M. A., Van Dorn, J., and Hayhoe, K.: Global Pyrogeography: the Current and
Future Distribution of Wildfire. PLoS One, 4(4), e5102, https://doi.org/10.1371/journal.pone.0005102, 2009. Kriwoken, L. K.: Australian biodiversity and marine protected areas, Ocean Coast Manag., 44(1-3), 113-132, https://doi.org/10.1016/S0964-5691(96)00047-6, 1996. 355
Lawson, B. D. A., OB: Weather Guide for the Canadian Forest Fire Danger Rating System, 1-84 pp., Northern Forestry
Center, Canadian Forest Service, 2008. Li, X. C., Holland, D. M., Gerber, E. P., and Yoo, C.: Impacts of the north and tropical Atlantic Ocean on the Antarctic
Peninsula and sea ice, Nature, 505(7484), 538-542, https://doi.org/10.1038/nature12945, 2014. p
g
(
)
Lawson, B. D. A., OB: Weather Guide for the Canadian Forest Fire Danger Rating System, 1-84 pp., Northern Forestry
Center, Canadian Forest Service, 2008. Li, X. C., Holland, D. M., Gerber, E. P., and Yoo, C.: Impacts of the north and tropical Atlantic Ocean on the Antarctic Lawson, B. D. A., OB: Weather Guide for the Canadian Forest Fire Danger Rating System, 1-84 pp., Northern Forestry
Center, Canadian Forest Service, 2008. Li, X. C., Gerber, E. P., Holland, D. M., and Yoo, C.: A Rossby Wave Bridge from the Tropical Atlantic to West Antarctica,
360
J. Clim., 28(6), 2256-2273, https://doi.org/10.1175/JCLI-D-14-00450.1, 2015. Li, X. C., Gerber, E. P., Holland, D. M., and Yoo, C.: A Rossby Wave Bridge from the Tropical Atlantic to West Antarctica
360
J. Clim., 28(6), 2256-2273, https://doi.org/10.1175/JCLI-D-14-00450.1, 2015. Li, X. C., Xie, S. P., Gille, S. T., and Yoo, C.: Atlantic-induced pan-tropical climate change over the past three decades. Nature Clim., 6(3), 275-279, https://doi.org/10.1038/nclimate2840, 2016. Lin, Z. D., and Li, Y.: Remote Influence of the Tropical Atlantic on the Variability and Trend in North West Australia ( )
p
g
Li, X. C., Xie, S. P., Gille, S. References
275 D., et al.: The Summer 2019-2020 Wildfires in East Coast Australia and Their Impacts on Air Quality and
Health in New South Wales, Australia, International Journal of Environmental Research and Public Health, 18(7), 3538. https://doi.org/10.3390/ijerph18073538, 2021. Nolan, R. H., Boer, M. M., Collins, L., de Dios, V. R., Clarke, H., Jenkins, M., Kenny, B., and Bradstock, R. A.: Causes and (
),
p
g
j
,
Nguyen, H. D., et al.: The Summer 2019-2020 Wildfires in East Coast Australia and Their Impacts on Air Quality and
Health in New South Wales, Australia, International Journal of Environmental Research and Public Health, 18(7), 3538. https://doi.org/10.3390/ijerph18073538, 2021. p
g
j p
Nolan, R. H., Boer, M. M., Collins, L., de Dios, V. R., Clarke, H., Jenkins, M., Kenny, B., and Bradstock, R. A.: Causes and
consequences of eastern Australia’s 2019-20 season of mega-fires, Glob. Chang. Biol., 26(3), 1039-1041,
395
https://doi.org/10.1111/gcb.15125, 2020. p
g
j p
Nolan, R. H., Boer, M. M., Collins, L., de Dios, V. R., Clarke, H., Jenkins, M., Kenny, B., and Bradstock, R. A.: Causes and
consequences of eastern Australia’s 2019-20 season of mega-fires, Glob. Chang. Biol., 26(3), 1039-1041,
395
https://doi.org/10.1111/gcb.15125, 2020. Power, S., Casey, T., Folland, C., Colman, A., and Mehta, V.: Inter-decadal modulation of the impact of ENSO on Australia,
Clim Dyn 15(5) 319-324 https://doi org/10 1007/s003820050284 1999 consequences of eastern Australia’s 2019-20 season of mega-fires, Glob. Chang. Biol., 26(3), 1039-1041,
395
https://doi.org/10.1111/gcb.15125, 2020. Power, S., Casey, T., Folland, C., Colman, A., and Mehta, V.: Inter-decadal modulation of the impact of ENSO on Australia,
Clim. Dyn., 15(5), 319-324, https://doi.org/10.1007/s003820050284, 1999. Rayner, N. A., Parker, D. E., Horton, E. B., Folland, C. K., Alexander, L. V., Rowell, D. P., Kent, E. C., and Kaplan, A.: https://doi.org/10.1111/gcb.15125, 2020. Power, S., Casey, T., Folland, C., Colman, A., and Mehta, V.: Inter-decadal modulation of the impact of ENSO on Australia,
Clim. Dyn., 15(5), 319-324, https://doi.org/10.1007/s003820050284, 1999. p
g
g
Power, S., Casey, T., Folland, C., Colman, A., and Mehta, V.: Inter-decadal modulation of the impact of ENSO on Australia,
Clim. Dyn., 15(5), 319-324, https://doi.org/10.1007/s003820050284, 1999. y
( )
p
g
Rayner, N. A., Parker, D. E., Horton, E. B., Folland, C. K., Alexander, L. V., Rowell, D. P., Kent, E. C., and Kaplan, A.:
Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. J. 400
Geophys. Res. Atmos, 108(D14), https://doi.org/10.1029/2002JD002670, 2003. References
275 Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. J. 400
Geophys. Res. Atmos, 108(D14), https://doi.org/10.1029/2002JD002670, 2003. Ren, H. C., Zuo J. Q., and Li, W. J.: The impact of tropical Atlantic SST variability on the tropical atmosphere during boreal
summer, J. Clim., 34(16), 6705-6723. https://doi.org/10.1175/JCLI-D-20-0259.1, 2021. Ren, X. Y., Zhang, L., Cai, W. J., Li, X. C., Wang, C. Y., Jin, Y. S., and Wu, L. X.: Influence of tropical Atlantic meridional p y
(
)
p
g
Ren, H. C., Zuo J. Q., and Li, W. J.: The impact of tropical Atlantic SST variability on the tropical atmosphere during boreal
summer, J. Clim., 34(16), 6705-6723. https://doi.org/10.1175/JCLI-D-20-0259.1, 2021. (
)
p
g
Ren, X. Y., Zhang, L., Cai, W. J., Li, X. C., Wang, C. Y., Jin, Y. S., and Wu, L. X.: Influence of tropical Atlantic meridional
dipole of sea surface temperature anomalies on Antarctic autumn sea ice, Environ. Res. Lett., 17(9), 094046,
405
https://doi.org/10.1088/1748-9326/ac8f5b, 2022. dipole of sea surface temperature anomalies on Antarctic autumn sea ice, Environ. Res. Lett., 17(9), 094046,
405
https://doi.org/10.1088/1748-9326/ac8f5b, 2022. Risbey, J. S., Pook, M. J., McIntosh, P. C., Wheeler, M. C., and Hendon, H. H.: On the Remote Drivers of Precipitation
Variability in Australia. Monthly Weather Review, 137(10), 3233-3253. https://doi.org/10.1175/2009MWR2861.1, 2009. Simpkins, G. R., McGregor, S., Taschetto, A. S., Ciasto, L. M., and England, M. H.: Tropical Connections to Climatic p
g
,
Risbey, J. S., Pook, M. J., McIntosh, P. C., Wheeler, M. C., and Hendon, H. H.: On the Remote Drivers of Precipitation
Variability in Australia. Monthly Weather Review, 137(10), 3233-3253. https://doi.org/10.1175/2009MWR2861.1, 2009. Simpkins, G. R., McGregor, S., Taschetto, A. S., Ciasto, L. M., and England, M. H.: Tropical Connections to Climatic Change in the Extratropical Southern Hemisphere: The Role of Atlantic SST Trends, J. Clim., 27(13), 4923-4936,
410
https://doi.org/10.1175/JCLI-D-13-00615.1, 2014. Simpson, C. C., Pearce, H. G., Sturman, A. P., and Zawar-Reza, P.: Behaviour of fire weather indices in the 2009-10 New
Zealand wildland fire season, Int J Wildland Fire, 23(8), 1147-1164, https://doi.org/10.1071/wf12169, 2014. Storch, H. v., and Zwiers, F. W.: Statistical Analysis in Climate Research, https://doi.org/10.2307/2669798, 2000 https://doi.org/10.1175/JCLI D 13 00615.1, 2014. Simpson, C. C., Pearce, H. G., Sturman, A. P., and Zawar-Reza, P.: Behaviour of fire weather indices in the 2009-10 New
Zealand wildland fire season, Int J Wildland Fire, 23(8), 1147-1164, https://doi.org/10.1071/wf12169, 2014. References
275 S., Holz, A., and Nyman, P.: ENSO controls interannual fire activity in southeast Australia,
Geophys. Res. Lett., 43(20), 10891-10900, https://doi.org/10.1002/2016GL070572, 2016. Mariani, M., Holz, A., Veblen, T. T., Williamson, G., Fletcher, M. S., and Bowman, D. M. J. S.: Climate Change
380
Amplifications of Climate‐Fire Teleconnections in the Southern Hemisphere, Geophys. Res. Lett., 45(10), 5071-5081,
https://doi.org/10.1029/2018GL078294, 2018. McGregor, S., Timmermann, A., Stuecker, M. F., England, M. H., Merrifield, M., Jin, F. F., and Chikamoto, Y.: Recent
Walker circulation strengthening and Pacific cooling amplified by Atlantic warming, Nature Clim., 4(10), 888-892, Mariani, M., Holz, A., Veblen, T. T., Williamson, G., Fletcher, M. S., and Bowman, D. M. J. S.: Climate Change
380
Amplifications of Climate‐Fire Teleconnections in the Southern Hemisphere, Geophys. Res. Lett., 45(10), 5071-5081,
https://doi.org/10.1029/2018GL078294, 2018. M G
S Ti
A St
k
M F E
l
d M H M
ifi ld M Ji
F F
d Chik
t
Y R
t p
g
McGregor, S., Timmermann, A., Stuecker, M. F., England, M. H., Merrifield, M., Jin, F. F., and Chikamoto, Y.: Recent
Walker circulation strengthening and Pacific cooling amplified by Atlantic warming, Nature Clim., 4(10), 888-892,
https://doi.org/10.1038/NCLIMATE2330, 2014. 385 https://doi.org/10.1038/NCLIMATE2330, 2014. 385
Miller, A. J., et al.: Barotropic Rossby wave radiation from a model Gulf Stream, Geophys. Res. Lett., 34(23), L23613. https://doi.org/10.1029/2007GL031937, 2007. Nagaraju, C., Ashok, K., Balakrishnan Nair, T. M., Guan, Z., and Cai, W.: Potential influence of the Atlantic Multi-decadal
Oscillation in modulating the biennial relationship between Indian and Australian summer monsoons, Int. J. Climatol., Miller, A. J., et al.: Barotropic Rossby wave radiation from a model Gulf Stream, Geophys. Res. Lett., 34(23), L23613. https://doi.org/10.1029/2007GL031937, 2007. Miller, A. J., et al.: Barotropic Rossby wave radiation from a model Gulf Stream, Geophys. Res. Lett., 34(23), L23613. https://doi.org/10.1029/2007GL031937, 2007. Nagaraju, C., Ashok, K., Balakrishnan Nair, T. M., Guan, Z., and Cai, W.: Potential influence of the Atlantic Multi-decadal
Oscillation in modulating the biennial relationship between Indian and Australian summer monsoons, Int. J. Climatol.,
38(14), 5220-5230. https://doi.org/10.1002/joc.5722, 2018. 390 Nagaraju, C., Ashok, K., Balakrishnan Nair, T. M., Guan, Z., and Cai, W.: Potential influence of the Atlantic Multi-decadal
Oscillation in modulating the biennial relationship between Indian and Australian summer monsoons, Int. J. Climatol.,
38(14), 5220-5230. https://doi.org/10.1002/joc.5722, 2018. 390 38(14), 5220-5230. https://doi.org/10.1002/joc.5722, 2018. 390
Nguyen, H. References
275 T., and Yoo, C.: Atlantic-induced pan-tropical climate change over the past three decades. Nature Clim., 6(3), 275-279, https://doi.org/10.1038/nclimate2840, 2016. Nature Clim., 6(3), 275 279, https://doi.org/10.1038/nclimate2840, 2016. Lin, Z. D., and Li, Y.: Remote Influence of the Tropical Atlantic on the Variability and Trend in North West Australia
36 ( )
p
g
Z. D., and Li, Y.: Remote Influence of the Tropical Atlantic on the Variability and Trend in Nor Summer Precipitation. J. Clim., 25(7), 2408-2420, https://doi.org/10.1175/JCLI-D-11-00020.1, 2012. 365
Littell, J. S., Peterson, D. L., Riley, K. L., Liu, Y. Q., and Luce, C. H.: A review of the relationships between drought and
forest fire in the United States. Global Change Biology, 22(7), 2353-2369. https://doi.org/10.1111/gcb.13275, 2016. Liu, D. Y., et al.: Wildfires enhance phytoplankton production in tropical oceans, Nat. Commun., 13, 1348,
https://doi.org/10.1038/s41467-022-29013-0, 2022. p
g
,
Liu, G. Y., Li, J., Jiang, Z. J., and Li, X. C. : Impact of Sea Surface Temperature Variability at Different Ocean Basins on
370
Dust Activities in the Gobi Desert and North China, Geophys. Res. Lett., 49(15), e2022GL099821,
https://doi.org/10.1029/2022GL099821, 2022. p
g
,
Liu, G. Y., Li, J., Jiang, Z. J., and Li, X. C. : Impact of Sea Surface Temperature Variability at Different Ocean Basins on
370
Dust Activities in the Gobi Desert and North China, Geophys. Res. Lett., 49(15), e2022GL099821,
https://doi.org/10.1029/2022GL099821, 2022. Lv, Z., Yang, J.-C., Lin, X., and Zhang, Y.: Stronger North Atlantic than Tropical Pacific Effects on North Pacific Decadal
Prediction, J. Clim., 35(17), 5773-5785, https://doi.org/10.1175/JCLI-D-21-0957.1, 2022. p
g
,
Lv, Z., Yang, J.-C., Lin, X., and Zhang, Y.: Stronger North Atlantic than Tropical Pacific Effects on North Pacific Decadal
Prediction, J. Clim., 35(17), 5773-5785, https://doi.org/10.1175/JCLI-D-21-0957.1, 2022. 11 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. Mariani, M., and Fletcher, M.-S.: The Southern Annular Mode determines interannual and centennial-scale fire activity in
375
temperate southwest Tasmania, Australia, Geophys. Res. Lett., 43(4), 1702-1709, https://doi.org/10.1002/2016GL068082,
2016 Mariani, M., and Fletcher, M.-S.: The Southern Annular Mode determines interannual and centennial-scale fire activity in
375
temperate southwest Tasmania, Australia, Geophys. Res. Lett., 43(4), 1702-1709, https://doi.org/10.1002/2016GL068082,
2016. Mariani, M., Fletcher, M. S., Holz, A., and Nyman, P.: ENSO controls interannual fire activity in southeast Australia,
Geophys. Res. Lett., 43(20), 10891-10900, https://doi.org/10.1002/2016GL070572, 2016. Mariani, M., Fletcher, M. References
275 Storch H v and Zwiers F W : Statistical Analysis in Climate Research https://doi org/10 2307/2669798 2000 Zealand wildland fire season, Int J Wildland Fire, 23(8), 1147-1164, https://doi.org/10.1071/wf12169, 2014. Storch, H. v., and Zwiers, F. W.: Statistical Analysis in Climate Research, https://doi.org/10.2307/2669798, 2000
Trenberth, K. E.: The Definition of El Niño. Bull. Am. Meteorol. Soc., 78(12), 2771-2778. https://doi.org/10.1175/1520-
415 Storch, H. v., and Zwiers, F. W.: Statistical Analysis in Climate Research, https://doi.org/10.2307/2669798, 2000
Trenberth, K. E.: The Definition of El Niño. Bull. Am. Meteorol. Soc., 78(12), 2771-2778. https://doi.org/10.1175/1520-
415
0477(1997)078<2771:TDOENO>2.0.CO;2, 1997. Trenberth, K. E.: The Definition of El Niño. Bull. Am. Meteorol. Soc., 78(12), 2771-2778. https://doi.org/10.1175/1520-
415
0477(1997)078<2771:TDOENO>2.0.CO;2, 1997. Trenberth, K. E., and Stepaniak, D. P.: Indices of El Niño Evolution, J. Clim., 14(8), 1697-1701,
https://doi.org/10.1175/1520-0442(2001)014<1697:LIOENO>2.0.CO;2, 2001. Trenberth, K. E., and Shea, D. J.: Atlantic hurricanes and natural variability in 2005, Geophys. Res. Lett., 33(12), L12704. htt
//d i
/10 1029/2006GL026894 2006
420 https://doi.org/10.1175/1520-0442(2001)014<1697:LIOENO>2.0.CO;2, 2001. Trenberth, K. E., and Shea, D. J.: Atlantic hurricanes and natural variability in 2005, Geophys. Res. Lett., 33(12), L12704. https://doi.org/10.1029/2006GL026894, 2006. 420 Trenberth, K. E., and Shea, D. J.: Atlantic hurricanes and natural variability in 2005, Geophys. Res. Lett., 33(12), L12704. https://doi.org/10.1029/2006GL026894, 2006. 420 https://doi.org/10.1029/2006GL026894, 2006. 420
van der Werf, G. R., Randerson, J. T., Giglio, L., Collatz, G. J., Kasibhatla, P. S., and Arellano, A. F.: Interannual variability
in global biomass burning emissions from 1997 to 2004, Atmospheric Chem. Phys., 6, 3423-3441,
https://doi.org/10.5194/acp-6-3423-2006, 2006. 12 https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. van Oldenborgh, G. J., et al.: Attribution of the Australian bushfire risk to anthropogenic climate change, Nat. Hazards Earth
Syst. Sci., 21(3), 941-960, https://doi.org/10.5194/nhess-21-941-2021, 2021. 425 van Oldenborgh, G. J., et al.: Attribution of the Australian bushfire risk to anthropogenic climate change, Nat. Hazards Earth
Syst Sci 21(3) 941 960 https://doi org/10 5194/nhess 21 941 2021 2021
425 Syst. Sci., 21(3), 941-960, https://doi.org/10.5194/nhess-21-941-2021, 2021. 425
Wang, B., Liu, J., Kim, H.-J., Webster, P. J., Yim, S.-Y., and Xiang, B.: Northern Hemisphere summer monsoon intensified
by mega-El Niño/southern oscillation and Atlantic multidecadal oscillation, Proc. Natl. Acad. Sci. U.S.A., 110(14), 5347-
5352, https://doi.org/10.1073/pnas.1219405110, 2013. Wang, X. Y., Li, X. C., Zhu, J., and Tanajura, C. A. S. References
275 : The strengthening of Amazonian precipitation during the wet season y
,
( ),
,
p
g
,
Wang, B., Liu, J., Kim, H.-J., Webster, P. J., Yim, S.-Y., and Xiang, B.: Northern Hemisphere summer monsoon intensified
by mega-El Niño/southern oscillation and Atlantic multidecadal oscillation, Proc. Natl. Acad. Sci. U.S.A., 110(14), 5347-
5352, https://doi.org/10.1073/pnas.1219405110, 2013. y
( )
p
g
Wang, B., Liu, J., Kim, H.-J., Webster, P. J., Yim, S.-Y., and Xiang, B.: Northern Hemisphere summer monsoon intensified
by mega-El Niño/southern oscillation and Atlantic multidecadal oscillation, Proc. Natl. Acad. Sci. U.S.A., 110(14), 5347-
5352, https://doi.org/10.1073/pnas.1219405110, 2013. Wang, X. Y., Li, X. C., Zhu, J., and Tanajura, C. A. S. : The strengthening of Amazonian precipitation during the wet season
driven by tropical sea surface temperature forcing. Environ. Res. Lett., 13(9), 094015, https://doi.org/10.1088/1748-
430
9326/aadbb9, 2018. Xue, J. Q., Sun, C., Li, J. P., and Mao, J. Y.: South Atlantic Forced Multidecadal Teleconnection to the Midlatitude South
Indian Ocean, Geophys. Res. Lett., 45(16), 8480-8489. https://doi.org/10.1029/2018GL078990, 2018. Yu, P., Xu, R. B., Abramson, M. J., Li, S. S., and Guo, Y. M.: Bushfires in Australia: a serious health emergency under g,
,
,
,
,
,
j
,
g
g
p
p
g
driven by tropical sea surface temperature forcing. Environ. Res. Lett., 13(9), 094015, https://doi.org/10.1088/1748-
430
9326/aadbb9, 2018. Xue, J. Q., Sun, C., Li, J. P., and Mao, J. Y.: South Atlantic Forced Multidecadal Teleconnection to the Midlatitude South
Indian Ocean, Geophys. Res. Lett., 45(16), 8480-8489. https://doi.org/10.1029/2018GL078990, 2018. Yu, P., Xu, R. B., Abramson, M. J., Li, S. S., and Guo, Y. M.: Bushfires in Australia: a serious health emergency under climate change, Lancet Planet. Health, 4(1), E7-E8, https://doi.org/10.1016/S2542-5196(19)30267-0, 2020. 435
Zhao, S., Li, J. P., Li, Y. J., Jin, F. F., and Zheng, J. Y.: Interhemispheric influence of Indo-Pacific convection oscillation on
Southern Hemisphere precipitation through southward propagation of Rossby waves, Clim. Dyn., 52(5-6), 3203-3221,
https://doi.org/10.1007/s00382-018-4324-y, 2019. 13 40
Figure 1. (a) Scatter plots for detrended, standardized SON Niño 3.4 index and the corresponding reanalysis mean Australia
FWI from 1981 to 2019. The red upward triangles represent positive AMO indices, while the blue circles represent negative
ones. The lines are linear fit lines. The correlation coefficient (R=0.71) corresponding to AMO+ passed the significance test
of p-value<0.05, while the other one did not. References
275 (b) The solid black line represents the sliding correlation coefficient between
detrended SON FWI in Australia and detrended SON Niño 3.4 index with a sliding window of 10 years. The shaded area
45
represents the annual AMO index. Red is positive, and blue is negative. All the correlation coefficients assume
autocorrelation to the time series. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. 440 Figure 1. (a) Scatter plots for detrended, standardized SON Niño 3.4 index and the corresponding reanalysis mean Australia
FWI from 1981 to 2019. The red upward triangles represent positive AMO indices, while the blue circles represent negative
ones. The lines are linear fit lines. The correlation coefficient (R=0.71) corresponding to AMO+ passed the significance test
of p-value<0.05, while the other one did not. (b) The solid black line represents the sliding correlation coefficient between Figure 1. (a) Scatter plots for detrended, standardized SON Niño 3.4 index and the corresponding reanalysis mean Australia
FWI from 1981 to 2019. The red upward triangles represent positive AMO indices, while the blue circles represent negative
ones. The lines are linear fit lines. The correlation coefficient (R=0.71) corresponding to AMO+ passed the significance test
of p-value<0.05, while the other one did not. (b) The solid black line represents the sliding correlation coefficient between Figure 1. (a) Scatter plots for detrended, standardized SON Niño 3.4 index and the corresponding reanalysis mean Australia
FWI from 1981 to 2019. The red upward triangles represent positive AMO indices, while the blue circles represent negative
ones. The lines are linear fit lines. The correlation coefficient (R=0.71) corresponding to AMO+ passed the significance test
of p-value<0.05, while the other one did not. (b) The solid black line represents the sliding correlation coefficient between Figure 1. (a) Scatter plots for detrended, standardized SON Niño 3.4 index and the corresponding reanalysis mean Australia
FWI from 1981 to 2019. The red upward triangles represent positive AMO indices, while the blue circles represent negative
ones. The lines are linear fit lines. The correlation coefficient (R=0.71) corresponding to AMO+ passed the significance test
of p-value<0.05, while the other one did not. (b) The solid black line represents the sliding correlation coefficient between
detrended SON FWI in Australia and detrended SON Niño 3.4 index with a sliding window of 10 years. The shaded area
445
represents the annual AMO index. Red is positive, and blue is negative. References
275 All the correlation coefficients assume
autocorrelation to the time series. 445 detrended SON FWI in Australia and detrended SON Niño 3.4 index with a sliding window of 10 years. The shaded area
445
represents the annual AMO index. Red is positive, and blue is negative. All the correlation coefficients assume
autocorrelation to the time series. detrended SON FWI in Australia and detrended SON Niño 3.4 index with a sliding window of 10 years. The shaded area
445
represents the annual AMO index. Red is positive, and blue is negative. All the correlation coefficients assume
autocorrelation to the time series. 14 14 https://doi.org/10.5194/acp-2022-858
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c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 2. The difference maps for the detrended and normalized reanalysis SON (a, d, g, j) 2m temperature (T2M), (b, e, h,
450
k) Total Precipitation (TP), and (c, f, I, l) Sea Level Pressure (SLP)+10m zonal and meridional winds (U10+V10) in
conditions with (a-c) ENSO composite (El Niño composite minus La Niña composite), (d-f) ENSO composite with AMO+,
(g-i) ENSO composite with AMO-, and (j-l) AMO composite from 1981 to 2019. The composite results are calculated using
meteorological variables with positive indices minus those with negative ones. The area with white dots passed the
significance test of p-value < 0.05 by Student’s t-test. 455 Figure 2. The difference maps for the detrended and normalized reanalysis SON (a, d, g, j) 2m temperature (T2M), (b, e, h,
450
k) Total Precipitation (TP), and (c, f, I, l) Sea Level Pressure (SLP)+10m zonal and meridional winds (U10+V10) in
conditions with (a-c) ENSO composite (El Niño composite minus La Niña composite), (d-f) ENSO composite with AMO+,
(g-i) ENSO composite with AMO-, and (j-l) AMO composite from 1981 to 2019. The composite results are calculated using
meteorological variables with positive indices minus those with negative ones. The area with white dots passed the
significance test of p-value < 0.05 by Student’s t-test. 455 15 https://doi.org/10.5194/acp-2022-858
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c⃝Author(s) 2023. CC BY 4.0 License. Figure 3. References
275 Regression coefficients of the ensemble mean detrended and normalized SON (a, d) T2M, (b, e) TP and (c, f)
SLP+U10+V10 onto detrended and normalized SON (a-c) Tropical Atlantic (10°-60°W, 0-20°N) SST and (d-f) North
Atlantic (10°-60°W, 25-45°N) SST in the OBE. The area with white dots passed the significance test of p ≤0.05 by
0
Student’s t-test. Figure 3. Regression coefficients of the ensemble mean detrended and normalized SON (a, d) T2M, (b, e) TP and (c, f)
SLP+U10+V10 onto detrended and normalized SON (a-c) Tropical Atlantic (10°-60°W, 0-20°N) SST and (d-f) North
Atlantic (10°-60°W, 25-45°N) SST in the OBE. The area with white dots passed the significance test of p ≤0.05 by
60
Student’s t-test. Figure 3. Regression coefficients of the ensemble mean detrended and normalized SON (a, d) T2M, (b, e) TP and (c, f)
SLP+U10+V10 onto detrended and normalized SON (a-c) Tropical Atlantic (10°-60°W, 0-20°N) SST and (d-f) North
Atlantic (10° 60°W 25 45°N) SST in the OBE The area with white dots passed the significance test of p ≤0 05 by
0 Figure 3. Regression coefficients of the ensemble mean detrended and normalized SON (a, d) T2M, (b, e) TP and (c, f)
SLP+U10+V10 onto detrended and normalized SON (a-c) Tropical Atlantic (10°-60°W, 0-20°N) SST and (d-f) North
Atlantic (10°-60°W, 25-45°N) SST in the OBE. The area with white dots passed the significance test of p ≤0.05 by
460
Student’s t-test. (
)
p
(
,
)
(
)
Atlantic (10°-60°W, 25-45°N) SST in the OBE. The area with white dots passed the significance test of p ≤0.05 by
460
Student’s t-test. 16 Figure 4. (a-b) Regression coefficients of detrended and normalized SON 500 hPa GPH onto detrended and normalized
SON (a) Tropical Atlantic (10°-60°W, 0-20°N) and (b) North Atlantic (10°-60°W, 25-45°N) SST in the OBE. The red solid
lines represent the isolines from 0.2 to 1 with an interval of 0.2, and the blue solid lines represent the isolines from - 0.2 to -
1 with an interval of - 0.2. (c-d) 200hPa Rossby wave source anomaly in (c) Tropical Atlantic OBE, and (d) North Atlantic
OBE. The area with white dots passed the significance test of p ≤0.05 by Student’s t-test. https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 4. References
275 (a-b) Regression coefficients of detrended and normalized SON 500 hPa GPH onto detrended and normalized
SON (a) Tropical Atlantic (10°-60°W, 0-20°N) and (b) North Atlantic (10°-60°W, 25-45°N) SST in the OBE. The red solid
https://doi.org/10.5194/acp-2022-858
Preprint. Discussion started: 29 March 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 4. (a-b) Regression coefficients of detrended and normalized SON 500 hPa GPH onto detrended and normalized
SON (a) Tropical Atlantic (10°-60°W, 0-20°N) and (b) North Atlantic (10°-60°W, 25-45°N) SST in the OBE. The red solid
lines represent the isolines from 0.2 to 1 with an interval of 0.2, and the blue solid lines represent the isolines from - 0.2 to -
65
1 with an interval of - 0.2. (c-d) 200hPa Rossby wave source anomaly in (c) Tropical Atlantic OBE, and (d) North Atlantic
OBE. The area with white dots passed the significance test of p ≤0.05 by Student’s t-test. Figure 4. (a-b) Regression coefficients of detrended and normalized SON 500 hPa GPH onto detrended and normalized
SON (a) Tropical Atlantic (10°-60°W, 0-20°N) and (b) North Atlantic (10°-60°W, 25-45°N) SST in the OBE. The red solid
lines represent the isolines from 0.2 to 1 with an interval of 0.2, and the blue solid lines represent the isolines from - 0.2 to -
465
1 with an interval of - 0.2. (c-d) 200hPa Rossby wave source anomaly in (c) Tropical Atlantic OBE, and (d) North Atlantic
OBE. The area with white dots passed the significance test of p ≤0.05 by Student’s t-test. lines represent the isolines from 0.2 to 1 with an interval of 0.2, and the blue solid lines represent the isolines from - 0.2 to -
465
1 with an interval of - 0.2. (c-d) 200hPa Rossby wave source anomaly in (c) Tropical Atlantic OBE, and (d) North Atlantic
OBE. The area with white dots passed the significance test of p ≤0.05 by Student’s t-test. 17
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https://openalex.org/W2773339774
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https://eprints.qut.edu.au/208498/1/water_09_00949.pdf
|
English
| null |
Stormwater Biofilters as Barriers against Campylobacter jejuni, Cryptosporidium Oocysts and Adenoviruses; Results from a Laboratory Trial
|
Water
| 2,017
|
cc-by
| 9,754
|
This may be the author’s version of a work that was submitted/accepted
for publication in the following source: Chandrasena, Gayani, Deletic, Ana, Lintern, Anna, Henry, Rebekah, &
McCarthy, David Chandrasena, Gayani, Deletic, Ana, Lintern, Anna, Henry, Rebekah, &
McCarthy, David
(2017)
Stormwater biofilters as barriers against Campylobacter jejuni, Cryp-
tosporidium Oocysts and adenoviruses; results from a laboratory trial. Water (Switzerland), 9(12), Article number: 949. (
)
Stormwater biofilters as barriers against Campylobacter jejuni, Cryp-
tosporidium Oocysts and adenoviruses; results from a laboratory trial. Water (Switzerland), 9(12), Article number: 949. This file was downloaded from: https://eprints.qut.edu.au/208498/ Stormwater Biofilters as Barriers against
Campylobacter jejuni, Cryptosporidium Oocysts and
Adenoviruses; Results from a Laboratory Trial
Gayani Chandrasena 1,2, Ana Deletic 1,2,3, Anna Lintern 4, Rebekah Henry 1,2 and Gayani Chandrasena 1,2, Ana Deletic 1,2,3, Anna Lintern 4, Rebekah Henry 1,2 and
David McCarthy 1,2,* Gayani Chandrasena 1,2, Ana Deletic 1,2,3, Anna Lintern 4, Rebekah Henry 1,2 and
David McCarthy 1,2,* 1
Environmental and Public Health Microbiology Laboratory (EPHM Lab), Monash Water for Liveability,
Department of Civil Engineering, Monash University, Wellington Road, Clayton, Victoria 3800, Australia;
gayani.chandrasena@gmail.com (G.C.); a.deletic@unsw.edu.au (A.D.); Rebekah.Henry@monash.edu (R.H.)
2
Cooperative Research Centre for Water Sensitive Cities, Melbourne, Victoria 3800, Australia 1
Environmental and Public Health Microbiology Laboratory (EPHM Lab), Monash Water for Liveability,
Department of Civil Engineering, Monash University, Wellington Road, Clayton, Victoria 3800, Australia;
gayani.chandrasena@gmail.com (G.C.); a.deletic@unsw.edu.au (A.D.); Rebekah.Henry@monash.edu (R.H.)
2
Cooperative Research Centre for Water Sensitive Cities, Melbourne, Victoria 3800, Australia
3
School of Civil and Environmental Engineering, University of New South Wales, Sydney NSW 2052, Australia
4
Department of Civil Engineering, Monash University, Wellington Road, Clayton, Victoria 3800, Australia;
Anna.Lintern@monash.edu 1
Environmental and Public Health Microbiology Laboratory (EPHM Lab), Monash Water for Liveability,
Department of Civil Engineering, Monash University, Wellington Road, Clayton, Victoria 3800, Australia;
gayani.chandrasena@gmail.com (G.C.); a.deletic@unsw.edu.au (A.D.); Rebekah.Henry@monash.edu (R.H.)
2
Cooperative Research Centre for Water Sensitive Cities, Melbourne, Victoria 3800, Australia
3
School of Civil and Environmental Engineering, University of New South Wales, Sydney NSW 2052, Australia
4
Department of Civil Engineering, Monash University, Wellington Road, Clayton, Victoria 3800, Australia;
Anna.Lintern@monash.edu *
Correspondence: David.McCarthy@monash.edu; Tel.: +61-3-9905-4944 Correspondence: David.McCarthy@monash.edu; Tel.: +61-3-9905-4944 Received: 24 September 2017; Accepted: 1 December 2017; Published: 6 December 2017 Received: 24 September 2017; Accepted: 1 December 2017; Published: 6 December 2017 Abstract: Biofilters are a widely used stormwater treatment technology. However; other than
some evidence regarding non-pathogenic indicator microorganisms; there are significant knowledge
gaps in the capacity of stormwater biofilters to remove actual pathogens and how this removal is
impacted by biofilter design elements and operational conditions. In this study; we explored the
capacity of stormwater biofilters to remove three reference pathogens (Campylobacter spp.; adenovirus
and Cryptosporidium oocysts) and compared these to commonly used indicator microorganisms
(E. coli; FRNA coliphages and Clostridium perfringens). Two different biofilter designs; each having
a submerged zone (SZ); were tested under extended dry weather periods (up to 4 weeks) and
different event volumes (the equivalent of 1–2 pore volumes) in a laboratory trial. These systems
were able to consistently reduce the concentrations of all tested reference pathogens (average log
reduction in Campylobacter spp. Stormwater Biofilters as Barriers against
Campylobacter jejuni, Cryptosporidium Oocysts and
Adenoviruses; Results from a Laboratory Trial
Gayani Chandrasena 1,2, Ana Deletic 1,2,3, Anna Lintern 4, Rebekah Henry 1,2 and = 0.7; adenovirus = 1.0 and Cryptosporidium oocysts = 1.7) and
two of the indicators (average log reduction in E. coli = 1.2 and C. perfringens = 2.1). However;
none of the tested indicators consistently mimicked the removal performance of their corresponding
reference pathogens after extended dry weather periods and during larger simulated storm events. This indicates that the behaviour of these pathogens in stormwater biofilters are not adequately
represented by their corresponding indicator microorganisms and that to optimise biofilter designs
for pathogen removal it is critical to further study pathogen removal processes in these systems. Keywords: adenoviruses; Campylobacter; Cryptosporidium oocysts; rain garden; stormwater harvesting;
stormwater management © © 2017 by the authors. This work is covered by copyright. Unless the document is being made available under a
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be identified by an absence of publisher branding and/or typeset appear-
ance. If there is any doubt, please refer to the published source. https://doi.org/10.3390/w9120949 https://doi.org/10.3390/w9120949 water water Keywords: adenoviruses; Campylobacter; Cryptosporidium oocysts; rain garden; stormwater harvesting;
stormwater management 1. Introduction Stormwater harvesting has great potential to reduce the pressure on existing water resources while
protecting receiving waters from degradation [1,2]. However, stormwater contains pathogens, which
can cause human health risks when stormwater is harvested for re-use or is discharged into recreational
water bodies without treatment [3]. Biofilters, also known as bioretention systems or rain gardens,
are a common stormwater treatment technology. Stormwater biofilters consist of planted soil-based
filter media with a high sand content, a sand transition layer and a drainage layer. These systems,
which could be lined, are sometimes installed with a raised outlet to create a submerged zone (SZ). Water 2017, 9, 949; doi:10.3390/w9120949 www.mdpi.com/journal/water Water 2017, 9, 949 2 of 12 This SZ has been shown to improve the treatment performance of biofilters by promoting denitrification [4]
d
i
i i
l
lif
d fil
di
i
d
i
d d d
h
i d [5] This SZ has been shown to improve the treatment performance of biofilters by promoting denitrification [4]
and maintaining plant life and filter media consistency during extended dry weather periods [5]. maintaining plant life and filter media consistency during extended dry weather periods [5]. Almost all of the literature on microbial removal in biofilters is limited to indicator microorganisms
(e.g., [6–10]), even though it is well established that indicators and pathogens respond differently to
various stresses found in the natural environment [2,11]. Obtaining data on the capacity of biofilters to
remove other faecal microorganisms (including ‘reference’ pathogens, as suggested by various health
organisations [3]) is crucial to validate the use of biofilters to treat water for stormwater harvesting
and also to protect recreational waters that receive a stormwater discharge. Previous work on indicator microorganism removal by stormwater biofilters has demonstrated
that some biofilter design elements and operational conditions greatly influence microorganism
removal mechanisms [12]. For instance, vegetation with extensive root structures was shown to
improve E. coli retention in stormwater biofilters [13]. Filter media modified with either antimicrobial
compounds [14,15] or adsorption enhancements [16,17] were found to improve faecal indicator
microorganism attenuation rates. Intermittent wetting/drying operation is generally associated
with poor removal performances due to decreased microbial adsorption and increased microbial
desorption [7,8,17]. Adsorption kinetics suggest that overall removal rates of microorganisms from
stormwater will vary greatly with event volume [18]. 1. Introduction However, almost all previous laboratory studies
have tested microbial removal in biofilters using a single event size (i.e., a single dosing volume),
even though storm sizes vary greatly in practice. Further, it is not yet known whether the pathogens
and faecal indicator microorganisms have the same attenuation processes and whether the biofilter
design and operational conditions affect pathogens and faecal indicator microorganism attenuation
mechanisms in the same way. As such, it must be determined whether pathogen removal can be
represented by the behaviour of its indicator microorganisms, or whether specific testing of pathogen
removal by stormwater biofilters is necessary. The primary objective of this laboratory study was to understand whether stormwater
biofilters are an effective barrier against three of the most commonly used reference pathogens:
Campylobacter jejuni, Cryptosporidium oocysts and adenoviruses. Further, the study investigates
how these removal rates are influenced by the design (presence of vegetation) and operational
characteristics of these systems, such as extended dry weather periods and different sized rainfall
events. Finally, this study explored the potential for commonly used faecal indicator microorganisms
(E. coli, FRNA coliphages, Clostridium perfringens) can be used to represent reference pathogens. 2.2.1. Semi-Natural Stormwater Preparation Semi-natural stormwater was used to dose the columns similar to previous laboratory-scale
experiments [21]. This was to ensure consistency of the inflow and to avoid the logistical constraints of
collecting large volumes of natural stormwater. Stormwater was prepared by mixing dechlorinated
tap water with sediment collected from a local stormwater wetland inlet and sieved through a 1 mm
sieve. This mixture was then supplemented with laboratory grade chemicals to obtain target pollutant
concentrations consistent with Australian urban stormwater quality ([3,22,23]; Table 1). Table 1. Target and measured semi-natural stormwater pollutant concentrations. Table 1. Target and measured semi-natural stormwater pollutant concentrations. Stormwater Pollutant
Unit
Inflow Concentration
Main Source
Target
Measured in the Inflow
during This Study 1
E. coli
MPN/100 mL
5.9 × 104
2.8 × 104 (4.16)
raw sewage
FRNA coliphages
pfu/100 mL
5.5
26.7 (20.83)
laboratory culture
C. perfringens
orgs/100 mL
925
1.4 × 103 (1.73)
laboratory culture
Campylobacter spp. MPNIU/L
33.1
65 (19.49)
laboratory culture
Adenoviruses
MPNIU/L
1
11 (6.50)
laboratory culture
Cryptosporidium oocysts
oocysts/L
17.6
9 (2.53)
laboratory culture
Total suspended solids
mg/L
100
86 (1.44)
sediment
Total phosphorus
mg/L
0.35
0.42 (1.18)
sediment, KH2PO4
Total nitrogen
mg/L
2.2
2.92 (1.17)
sediment, KNO3,
NH4Cl, C6H5O2N
Cadmium
mg/L
4.5 × 10−3
8.1 × 10−3 (1.40)
Cd(NO3)2 in HNO3
Chromium
mg/L
2.5 × 10−2
5.4 × 10−2 (1.58)
Cr(NO3)3
Copper
mg/L
5.0 × 10−2
8.0 × 10−2 (1.36)
CuSO4
Lead
mg/L
1.4 × 10−1
2.7 × 10−1 (1.47)
Pb(NO3)2
Manganese
mg/L
2.3 × 10−1
1.9 × 10−1 (1.11)
Mn(NO3)2
Nickel
mg/L
3.1 × 10−2
5.0 × 10−2 (1.30)
Ni(NO3)2
Zinc
mg/L
2.5 × 10−1
2.6 × 10−1 (1.18)
ZnCl2
Note: 1 measured concentrations are presented as Geometric mean (Geometric standard deviation). MPN—Most
Probable Number; MPNIU: Most Probable Number of Infectious Units; pfu: plaque forming units; orgs: organisms. Note: 1 measured concentrations are presented as Geometric mean (Geometric standard deviation). MPN—Most
Probable Number; MPNIU: Most Probable Number of Infectious Units; pfu: plaque forming units; orgs: organisms. Raw sewage sampled from the inlet channel at the sewage treatment plant in Pakenham, Australia,
was used as the source of faecal microorganisms and was mixed into the synthetic stormwater
(a 1:500 ratio of sewage: stormwater mixture by volume). Use of raw sewage allowed a better
representation of the natural variability of faecal microorganism concentrations and composition
in natural stormwater than using a monoculture of laboratory microbial strains to spike the
semi-natural stormwater. 2.1. Experimental Configurations This laboratory-scale study involved six biofilter columns that were part of thirty-biofilter columns
originally constructed for another parallel study [19] in a greenhouse. Details of the design of the
columns can be found in [19]. Briefly, each biofilter column consisted of a 1140 mm tall, 240 mm
diameter PVC column. A 280 mm tall clear Perspex pipe was plastic welded to the top of each
column, to serve as a ponding zone [4]. All columns had 400 mm deep filter media. The top 100 mm
of the filter media in each configuration was mixed with an ameliorant to support plant growth
(see [20] for more information). A perforated plastic collection pipe was installed at the bottom
of each column to collect the treated water. An SZ was created in all columns by conveying the
treated water through a raised outflow pipe which created a 440 mm deep SZ below the filter
media layer. The SZs consisted of a gravel drainage layer (70 mm deep), a coarse sand layer
(70 mm deep) and a washed sand layer (300 mm deep) mixed with 5% sugarcane mulch and 5%
pinewood chips without bark by volume. Biofilter layer depths and compositions were based on
the current best practice guidelines in Australia [5]. Three biofilter columns were planted with
Leptospermum continentale (small shrub) (hereinafter LC) while the remaining three columns were left 3 of 12 Water 2017, 9, 949 unplanted as an un-vegetated control (hereinafter WS). L. continentale was selected for the current
study as it showed good faecal microorganism removal in the authors’ previous work [13]. unplanted as an un-vegetated control (hereinafter WS). L. continentale was selected for the current
study as it showed good faecal microorganism removal in the authors’ previous work [13]. 2.2. Dosing and Sampling 2.2.2. Dosing Frequency and Volumes
2.2.2. Dosing Frequency and Volumes The dosing frequency and volumes are outlined in Figure 1. Since, the current study was
conducted in parallel to another study [19], the dosing frequency was designed to accommodate the
scopes of both studies. Each biofilter column was dosed with 13 L of semi-natural stormwater twice
a week (using at least three 3–5 L passes/rounds to ensure consistent inflow into all of the columns). This weekly dosing frequency and volume reflect Melbourne’s historical climate patterns [21]. The
13 L dosing volume was estimated to be equivalent to a rainfall event of 5.75 mm and at the same
time equal to 0.7 pore volumes (PV) of the biofilter columns. Pore volume estimated from a KCl tracer
test conducted in un-vegetated pilot columns prior to week 10 (See Supplementary Material for more
details on tracer test). The dosing frequency and volumes are outlined in Figure 1. Since, the current study was
conducted in parallel to another study [19], the dosing frequency was designed to accommodate the
scopes of both studies. Each biofilter column was dosed with 13 L of semi-natural stormwater
twice a week (using at least three 3–5 L passes/rounds to ensure consistent inflow into all of
the columns). This weekly dosing frequency and volume reflect Melbourne’s historical climate
patterns [21]. The 13 L dosing volume was estimated to be equivalent to a rainfall event of 5.75 mm
and at the same time equal to 0.7 pore volumes (PV) of the biofilter columns. Pore volume estimated
from a KCl tracer test conducted in un-vegetated pilot columns prior to week 10 (See Supplementary
Materials for more details on tracer test). )
Dosing volumes were increased on the days where the performance of the systems was
evaluated (i.e., when inflow and outflow water samples were collected). The volumes used were: (1)
20 L, which is the 1 in 1-month average recurrence interval (ARI) event and equivalent to 1 PV
(equivalent loading of 8.84 mm per event) or (2) 40 L which is equal to a 1 in 3-month ARI event and
2 PVs (equivalent loading of 17.68 mm per event). In total, samples were collected from three 40 L
dosing events and two 20 L dosing events for the current study. Dosing volumes were increased on the days where the performance of the systems was evaluated
(i.e., when inflow and outflow water samples were collected). 2.2.1. Semi-Natural Stormwater Preparation This process of mixing semi-natural stormwater with raw sewage at
a 1:500 dilution ratio resulted in E. coli levels which reflected natural stormwater variability
(Table 1 and [3]), but undetectable levels of other fecal microorganisms of interest in this study:
pathogen indicators (FRNA coliphages, C. perfringens) and reference pathogens (Campylobacter,
adenovirus, Cryptosporidium oocysts). As such, laboratory cultures of other test microorganisms were
added to the inflow for the purpose of the current study. Semi-natural stormwater was supplemented
with the diluted laboratory-grown cultures of two indicator microorganisms (FRNA coliphages and
C. perfringens) in week 14, 26, 27, 31 and 41 (Figure 1). The diluted laboratory-grown cultures of the
reference pathogens (Campylobacter, adenovirus, Cryptosporidium parvum), supplied by a National
Association of Testing Authorities (NATA), Australia accredited laboratory and Environmental and
Public Health Microbiology laboratory in Monash University were added only in weeks 27, 31, 4 of 12
4 of 12
1
d Water 2017, 9, 949
Water 2017, 9, 949 and 41 (Figure 1). The authors’ previous experiences indicated that the chosen approach to prepare
semi-natural stormwater not only resulted in achieving typical microbial concentrations found in real
stormwater, but also the majority of faecal indicator bacteria (E. coli) remain unattached or attached to
very small particles (<3-µm) in semi-natural stormwater similar to the natural stormwater collected
from a Melbourne suburb [24]. 41 (Figure 1). The authors’ previous experiences indicated that the chosen approach to prepare semi-
natural stormwater not only resulted in achieving typical microbial concentrations found in real
stormwater, but also the majority of faecal indicator bacteria (E. coli) remain unattached or attached
to very small particles (<3-µm) in semi-natural stormwater similar to the natural stormwater collected
from a Melbourne suburb [24]. Figure 1. Dosing and sampling plan. Five indicator microorganism sampling days and three reference
pathogen sampling days were within the scope of this study. Remaining sampling days were within
the scope of the other parallel study [19]. Figure 1. Dosing and sampling plan. Five indicator microorganism sampling days and three reference
pathogen sampling days were within the scope of this study. Remaining sampling days were within
the scope of the other parallel study [19]. Figure 1. Dosing and sampling plan. Five indicator microorganism sampling days and three reference
pathogen sampling days were within the scope of this study. Remaining sampling days were within
the scope of the other parallel study [19]. Figure 1. Dosing and sampling plan. 2.2.1. Semi-Natural Stormwater Preparation Five indicator microorganism sampling days and three reference
pathogen sampling days were within the scope of this study. Remaining sampling days were within
the scope of the other parallel study [19]. 2.2.2. Dosing Frequency and Volumes
2.2.2. Dosing Frequency and Volumes The volumes used were: (1) 20 L, which is
the 1 in 1-month average recurrence interval (ARI) event and equivalent to 1 PV (equivalent loading of
8.84 mm per event) or (2) 40 L which is equal to a 1 in 3-month ARI event and 2 PVs (equivalent loading
of 17.68 mm per event). In total, samples were collected from three 40 L dosing events and two 20 L
dosing events for the current study. g
g
y
To test the effect of extended antecedent dry weather conditions, columns were left to dry for
periods of two, four and six weeks before the subsequent dosing to simulate three dry weather
periods. As such, in this study, we refer to two periods: (1) ‘wet weather periods’, where the columns
were dosed twice a week and dosing occurred at least once every two weeks; and (2) ‘dry weather
periods’, where dosing did not occur for 2 weeks or more. The total of five events sampled for the
current study comprised of four wet weather period sampling events and one four-week dry weather
period sampling event. To test the effect of extended antecedent dry weather conditions, columns were left to dry for
periods of two, four and six weeks before the subsequent dosing to simulate three dry weather periods. As such, in this study, we refer to two periods: (1) ‘wet weather periods’, where the columns were
dosed twice a week and dosing occurred at least once every two weeks; and (2) ‘dry weather periods’,
where dosing did not occur for 2 weeks or more. The total of five events sampled for the current
study comprised of four wet weather period sampling events and one four-week dry weather period
sampling event. 2.2.3. Inflow and Outflow Water Quality Sampling
2.2.3. Inflow and Outflow Water Quality Sampling 2.2.3. Inflow and Outflow Water Quality Sampling
2.2.3. Inflow and Outflow Water Quality Sampling The inflow was analysed for E. coli concentration in every dosing event. One inflow sub-sample
was collected from each 3–5 L pass and each sub-sample was analysed for E. coli using the Colilert
The inflow was analysed for E. coli concentration in every dosing event. One inflow sub-sample
was collected from each 3–5 L pass and each sub-sample was analysed for E. coli using the Colilert 5 of 12 Water 2017, 9, 949 method™[25]. Since the variations between each sub-sample were minimal within a single sampling
day, only the geometric mean inflow E. coli concentrations are reported for each day. On days
where laboratory-seeded microbial cultures were added to the inflow (i.e., in week 14, 26, 27, 31
and 41; Figure 1), volume-weighted composites were made from sub-samples taken from the inflow. These volume-weighted composites of the inflow were analyzed for the indicator microorganisms and
pathogens of interest at NATA accredited laboratories using standard methods (FRNA coliphages:
US EPA 1602, APHA 9224 and ISO 10705-1; C. perfringens: AS/NZS 4276.17.1:2000; Campylobacter spp.:
an 11 tube MPN procedure and the AS 4276.19:2001; adenoviruses: cell culture technique followed by
confirmation with polymerase chain reaction (PCR) [26]; Cryptosporidium: USEPA 1623 method with
some modifications; refer to Table S1 in Supplementary Materials for further details on each microbial
assay). On the same days, these volume-weighted inflow composites were also analysed for total
suspended solids, total nitrogen, total phosphorus and heavy metal concentrations at NATA accredited
laboratories using standard methods ([27,28] and ICP-MS for metals). g
(
)
On the five sampling days (Figure 1), we collected into two composite samples from the total
outflow drained from each column. The first composite outflow sample represented ‘old’ water
(i.e., water which remained in the SZ and media pores from a prior event) and the second composite
sample represented the ‘new’ water (i.e., water which was freshly filtered during the sampling
day). The initial tracer study (See Supplementary Materials Figure S1 for more details on tracer test)
demonstrated that during wet weather periods, approximately the first 10 L of outflow was old water
and the remaining volume was the new water. Both old and new water samples were analysed for
E. coli concentrations. 2.2.3. Inflow and Outflow Water Quality Sampling
2.2.3. Inflow and Outflow Water Quality Sampling Weights of all old and new water drained from each column were recorded,
and these data were then used to derive a volume-weighted, event mean outflow E. coli concentration. Due to resource limitations, it was not possible to analyse old and new water separately for the other
target faecal microorganisms. For the other target faecal microorganisms, the old and new water
samples were combined (after separate aliquots were taken from the new and old water samples
for E. coli analysis). A sub-sample taken from this composite sample was analysed for the reference
pathogens and/or the other indicator microorganisms. 2.2.4. Infiltration Rate Measurements Infiltration rates were measured on all five outflow sampling days (Figure 1) using a method
similar to a previous study [29]. The ponding water level was recorded at regular intervals (3 min and
45 s) for approximately one hour. The first ponding measurements were taken after all the stormwater
had been applied to the systems, to ensure that the columns were saturated to a level similar to that
of biofilters in the field. It should be noted that the infiltration rate obtained using this method does
not represent the saturated hydraulic conductivity of the system (as the system is not necessarily
saturated when the infiltration rates are measured), but rather what would be seen typically under
field conditions, and is dependent on soil moisture prior to the measurements. The recorded ponding
depths over the hour were plotted against time, and the gradient of this graph was taken as the average
infiltration rate through the column. 3.1. Overall Removal Performance of Indicators and Reference Pathogens
Water 2017, 9, 949 Contrary to other studies [13,14], there was no notable differences in indicator concentration
reductions between vegetated and un-vegetated controls (p > 0.05; independent samples t-test;
Figure 2). Plants have previously been highlighted as a key covariant controlling faecal indicator
removal due to advanced adsorption to roots and interactions with exudates and the rhizosphere;
as such, our results might instead be reflecting the relatively higher importance of other design
(e.g., presense of an SZ) and operational conditions (large vs. small inflow volumes). Nonetheless,
the average E. coli log reduction of 1.2 is comparable to E. coli log reductions (1.2–1.4) observed in
the authors’ previous work in field conditions [30]. C. perfringens were removed better than E. coli
(>2 average; p < 0.05; independent samples t-test) owing to their larger size which promotes physical
straining by the media [7]. The inconsistent FRNA coliphage removal (ranging from net leaching
to over 3 log removal) for both WS and LC is caused by the large variance in inflow concentrations
(Supplementary Materials Table S2), variable operational conditions (as discussed below) and also due
to the potential interactions between coliform bacteria and phages that can occur within biofiltration
systems [7]. 3. Results and Discussion
3.1. Overall Removal Performance of Indicators and Reference Pathogens
Contrary to other studies [13,14], there was no notable differences in indicator concentration
reductions between vegetated and un-vegetated controls (p > 0.05; independent samples t-test; Figure
2). Plants have previously been highlighted as a key covariant controlling faecal indicator removal
due to advanced adsorption to roots and interactions with exudates and the rhizosphere; as such, our
results might instead be reflecting the relatively higher importance of other design (e.g., presense of
an SZ) and operational conditions (large vs. small inflow volumes). Nonetheless, the average E. coli
log reduction of 1.2 is comparable to E. coli log reductions (1.2–1.4) observed in the authors’ previous
work in field conditions [30]. C. perfringens were removed better than E. coli (>2 average; p < 0.05;
independent samples t-test) owing to their larger size which promotes physical straining by the
media [7]. 3.1. Overall Removal Performance of Indicators and Reference Pathogens
Water 2017, 9, 949 The inconsistent FRNA coliphage removal (ranging from net leaching to over 3 log
removal) for both WS and LC is caused by the large variance in inflow concentrations
(Supplementary Materials Table S2), variable operational conditions (as discussed below) and also
d
t
th
t
ti l i t
ti
b t
lif
b
t
i
d
h
th t
ithi y
All reference pathogen concentrations were reduced by the vegetated biofilters, which is
a substantial finding considering no previous data was available on stormwater biofilter capacity
to remove these pathogens and the sampling events were designed to test the biofilters
during very challenging operational conditions. However, of the three reference pathogens
tested, Campylobacter spp. had the most variable and the lowest average removal rates
(0.7 average log reduction). These results are explained by the highly variable inflow concentrations
(Supplementary Materials Table S2) and the uncertainties associated with the current Australian
standard method of analysis of thermophilic Campylobacter [31]. It is encouraging to note that
the average Campylobacter spp. log reduction observed in the current study is comparable to the
average Campylobacter spp. log reduction observed in the authors’ previous work in field biofiltration
systems [30]. Cryptosporidium oocysts were the most effectively removed reference pathogen by
stormwater biofilters (1.7 average log reduction); as for C. perfringens, this is likely due also to its larger
size [32]. Adenoviruses were removed, on average, but with a 1 log reduction. This reflects its smaller
particle size, which prohibits active straining. due to the potential interactions between coliform bacteria and phages that can occur within
biofiltration systems [7]. All reference pathogen concentrations were reduced by the vegetated biofilters, which is a
substantial finding considering no previous data was available on stormwater biofilter capacity to
remove these pathogens and the sampling events were designed to test the biofilters during very
challenging operational conditions. However, of the three reference pathogens tested, Campylobacter
spp. had the most variable and the lowest average removal rates (0.7 average log reduction). These
results are explained by the highly variable inflow concentrations (Supplementary Materials Table
S2) and the uncertainties associated with the current Australian standard method of analysis of
thermophilic Campylobacter [31]. It is encouraging to note that the average Campylobacter spp. log
reduction observed in the current study is comparable to the average Campylobacter spp. log reduction
observed in the authors’ previous work in field biofiltration systems [30]. 2.3. Data Analysis Microbial concentrations below the lowest detection limit were taken as the lowest detection limit,
and the microbial concentrations above the highest detection limit were taken as the highest detection
limit for analysis. Removal performance in terms of log reduction is the difference between the
logarithmic (base 10) inflow concentration and the logarithmic outflow concentration. Log reduction
data were found to be normally distributed according to the Shapiro-Wilk test. Therefore, the
independent sample t-tests with the significance level, α taken as 0.05 was used to test the effect of
biofilter vegetation (LC vs. WS) on the removal of the three indicator microorganisms and differences
in indicator microorganism log removal rates. 6 of 12 Water 2017, 9, 949 3. Results and Discussion 3.1. Overall Removal Performance of Indicators and Reference Pathogens
Water 2017, 9, 949 3.2. Effect of Dry Weather Periods
Water 2017, 9, 949 Log reductions before and after four weeks of dry weather are shown in Figure 3a. E. coli log
reduction performance decreased drastically after the 4-week dry period (median log reduction from
1.41 to 0.23). Generally, SZ water is lost during extended dry weather periods due to evapotranspiration
(Figure 3c shows a 50% reduction in outflow volume after the dry period even though the inflow
volume in the preceding event was the same). This loss of SZ water diminishes the contribution of the
‘old’ SZ water to the effluent, which generally has lower E. coli concentrations because of its longer
contact time and hence more microbial die-off [13]. As a result, the outflow after four weeks of drying
is mainly comprised of freshly treated stormwater, which has relatively higher E. coli concentrations
because of its shorter contact time. An increase in infiltration rates was also observed after four
weeks of dry weather (Figure 3d), possibly due to the creation of cracks and macropores in the filter
media. It is well known that increased infiltration rates lead to decreased bacterial adsorption to
filter media/biofilms [33]. Therefore, it is evident that the combined effect of increased infiltration
rates and decreased SZ water volume has led to a lower E. coli log reduction after the four weeks dry
weather period. 3.2. Effect of Dry Weather Periods
Log reductions before and after four weeks of dry weather are shown in Figure 3a. E. coli log
reduction performance decreased drastically after the 4-week dry period (median log reduction from
1.41 to 0.23). Generally, SZ water is lost during extended dry weather periods due to
evapotranspiration (Figure 3c shows a 50% reduction in outflow volume after the dry period even
though the inflow volume in the preceding event was the same). This loss of SZ water diminishes the
contribution of the ‘old’ SZ water to the effluent, which generally has lower E. coli concentrations
because of its longer contact time and hence more microbial die-off [13]. As a result, the outflow after
four weeks of drying is mainly comprised of freshly treated stormwater, which has relatively higher
E. coli concentrations because of its shorter contact time. An increase in infiltration rates was also
observed after four weeks of dry weather (Figure 3d), possibly due to the creation of cracks and
macropores in the filter media. 3.2. Effect of Dry Weather Periods
Water 2017, 9, 949 It is well known that increased infiltration rates lead to decreased
bacterial adsorption to filter media/biofilms [33]. Therefore, it is evident that the combined effect of
increased infiltration rates and decreased SZ water volume has led to a lower E. coli log reduction
after the four weeks dry weather period. Figure 3. Change in log reduction (a), inflow concentration (b), total outflow volume (c) and
infiltration rate (d) before and after the four-week dry period (in weeks 27 and 31) in LC columns;
Bars represent the median value while error bars represent the minimum and maximum measured
or estimated values. Unshaded bars represent sampling event on week 27, and shaded bars represent
sampling event on week 31. Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus; EC
= E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. (Cryptosporidium oocysts concentrations were below detection in all three outflow samples before the
four-week dry period, and hence outflow concentration was taken as the limit of reporting, which
was 1 oocyst/7 L). Figure 3. Change in log reduction (a), inflow concentration (b), total outflow volume (c) and infiltration
rate (d) before and after the four-week dry period (in weeks 27 and 31) in LC columns; Bars
represent the median value while error bars represent the minimum and maximum measured or
estimated values. Unshaded bars represent sampling event on week 27, and shaded bars represent
sampling event on week 31. Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus;
EC = E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. (Cryptosporidium oocysts concentrations were below detection in all three outflow samples before
the four-week dry period, and hence outflow concentration was taken as the limit of reporting,
which was 1 oocyst/7 L). Figure 3. Change in log reduction (a), inflow concentration (b), total outflow volume (c) and
infiltration rate (d) before and after the four-week dry period (in weeks 27 and 31) in LC columns;
Bars represent the median value while error bars represent the minimum and maximum measured
or estimated values. Unshaded bars represent sampling event on week 27, and shaded bars represent
sampling event on week 31. Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus; EC
= E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. 3.1. Overall Removal Performance of Indicators and Reference Pathogens
Water 2017, 9, 949 Cryptosporidium oocysts
were the most effectively removed reference pathogen by stormwater biofilters (1.7 average log
reduction); as for C. perfringens, this is likely due also to its larger size [32]. Adenoviruses were
removed, on average, but with a 1 log reduction. This reflects its smaller particle size, which prohibits
active straining. Figure 2. Overall reference pathogen and other indicator microorganism log reduction in LC and WS
configurations. WS columns were not tested for any reference pathogens. Box plots for WS represent
three sampling events (in week 14, 26 and 41) and the box plots for LC represent five sampling events
(in week 14, 26, 27, 31 and 41). Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus;
EC = E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. Figure 2. Overall reference pathogen and other indicator microorganism log reduction in LC and WS
configurations. WS columns were not tested for any reference pathogens. Box plots for WS represent
three sampling events (in week 14, 26 and 41) and the box plots for LC represent five sampling events
(in week 14, 26, 27, 31 and 41). Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus;
EC = E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. Figure 2. Overall reference pathogen and other indicator microorganism log reduction in LC and WS
configurations. WS columns were not tested for any reference pathogens. Box plots for WS represent
three sampling events (in week 14, 26 and 41) and the box plots for LC represent five sampling events
(in week 14, 26, 27, 31 and 41). Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus;
EC = E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. Figure 2. Overall reference pathogen and other indicator microorganism log reduction in LC and WS
configurations. WS columns were not tested for any reference pathogens. Box plots for WS represent
three sampling events (in week 14, 26 and 41) and the box plots for LC represent five sampling events
(in week 14, 26, 27, 31 and 41). Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus;
EC = E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. 7 of 12 Water 2017, 9, 949 7 of 12 3.2. Effect of Dry Weather Periods
Water 2017, 9, 949 (Cryptosporidium oocysts concentrations were below detection in all three outflow samples before the
four-week dry period, and hence outflow concentration was taken as the limit of reporting, which
was 1 oocyst/7 L). Figure 3. Change in log reduction (a), inflow concentration (b), total outflow volume (c) and infiltration
rate (d) before and after the four-week dry period (in weeks 27 and 31) in LC columns; Bars
represent the median value while error bars represent the minimum and maximum measured or
estimated values. Unshaded bars represent sampling event on week 27, and shaded bars represent
sampling event on week 31. Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus;
EC = E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. (Cryptosporidium oocysts concentrations were below detection in all three outflow samples before
the four-week dry period, and hence outflow concentration was taken as the limit of reporting,
which was 1 oocyst/7 L). Water 2017, 9, 949 8 of 12 The other two indicator microorganisms showed different responses to the 4-week dry weather
period. The log reduction of C. perfringens was relatively unaffected by the 4-week dry period. One plausible explanation could be that despite the creation of some cracks and macropores,
C. perfringens might have been retained by straining due to its large size [7]. Median log reductions in
the virus indicator, FRNA coliphage, increased from 1.24 to 1.91 after the four-week dry period. Similar
observations were reported in [7] in a previous laboratory experiment. One plausible explanation for
this increased FRNA coliphage removal might be the increased FRNA coliphage inactivation under
unsaturated conditions [34] prevailed in the column with almost all of the SZ water lost during the
4-week dry weather period (Nearly 9 L decrease in outflow volume after a 4-week dry period in
Figure 3c). Dry weather seemed to improve the removal of Campylobacter spp.( Figure 3a), but more plausibly
the removal rates are instead explained by the differences observed in Campylobacter spp. inflow
concentrations before and after the dry weather period (Figure 3b) [35]. Cryptosporidium oocyst
removal rates decreased by 1.2 log after the dry period. This could imply that oocysts retained from
previous events are flushed out of the biofilters after dry weather periods due to cracks and macropores;
importantly, even if these persistent oocysts have died during the dry period, the enumeration method
employed here is still likely to detect them [36,37]. 3.2. Effect of Dry Weather Periods
Water 2017, 9, 949 This effect was not observed for C. perfringens
because their enumeration is culture based and hence will not detect dead organisms. Adenoviruses
were largely unaffected by the dry weather period, reflecting the irrelevance of cracks and macropores
(because of the size of the microorganisms) and submerged zone interactions (because of their ability
to persist and culture-based enumeration). 3.3. Effect of Event Size Log reductions observed in two different event sizes (20 L vs. 40 L) are shown in Figure 4a. Only
FRNA coliphage and Campylobacter log reductions seemed to be notably different during the two events,
and these differences in removal rates were most likely due to differences in inflow concentrations
rather than the event size. Similarly, significantly different inflow adenovirus concentrations in the
two events make it difficult to distinguish the effect of event size on adenovirus removal. On the
other hand, inflow concentrations of Cryptosporidium oocysts and C. perfringens were comparable in
both events, and overall removal rates were relatively unaffected by the event volume. One possible
explanation for the relatively consistent removal of these two larger microorganisms is that most of
these microbes were retained by straining, which was not affected by the event volume. On the other
hand, other microbes such as FRNA coliphages are removed by adsorption and desorption, which are
two removal process that can be affected by variation in event volume [18]. The relatively consistent
E. coli log reductions observed during both events conflicts with the trend of decreasing E. coli log
reduction with increasing event volume as reported in the authors’ previous work [19]. A further
investigation into E. coli inflow and outflow concentration revealed that the E. coli concentrations were
different in the inflows of the two events, and it is likely that this masked any influence of the increased
volume in the 40 L event. Hence, more testing with consistent inflow microbial concentrations is
required to fully understand how removal is affected by different event volumes. 9 of 12
12 Water 2017, 9, 949
Water 2017, 9, Figure 4. Change in log reduction (a), inflow concentration (b), total outflow volume (c) and
infiltration rate (d) during a 20 L (in week 27) and a 40 L (in week 41) event in LC columns; Bars
represent the median value while error bars represent the minimum and maximum measured or
estimated values. Unshaded bars represent 20 L sampling event on week 27, and shaded bars
represent 40 L sampling event on week 41. Microbial abbreviations: FRNA: FRNA coliphages; AV =
adenovirus; EC = E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium
oocysts. Figure 4. 3.4. Comparison of Indicator and Reference Pathogen Removal
3.4. Comparison of Indicator and Reference Pathogen Removal p
f
f
g
Comparing the removal performances of the selected indicator microorganisms and reference
pathogens revealed that indicator removal rates fail to consistently represent the removal rates of
their corresponding reference pathogens. For instance, the average Campylobacter spp. log reduction
rate was lower than that of E. coli (Figure 2). Furthermore, E. coli log reduction decreased after a long
dry period while Campylobacter spp. log reduction rate showed an increase (Figure 3a). Similarly, the
two microorganisms were affected differently by the event size (Figure 4a) with an increased
Campylobacter spp. log reduction with an increased event volume while E. coli log reduction remained
unaffected. However, conflicting trends between the two microorganisms may be due to large
variances in inflow Campylobacter spp. concentrations. The average Cryptosporidium oocysts log reduction was similar to that of C perfringens However
Comparing the removal performances of the selected indicator microorganisms and reference
pathogens revealed that indicator removal rates fail to consistently represent the removal rates of their
corresponding reference pathogens. For instance, the average Campylobacter spp. log reduction rate
was lower than that of E. coli (Figure 2). Furthermore, E. coli log reduction decreased after a long
dry period while Campylobacter spp. log reduction rate showed an increase (Figure 3a). Similarly,
the two microorganisms were affected differently by the event size (Figure 4a) with an increased
Campylobacter spp. log reduction with an increased event volume while E. coli log reduction remained
unaffected. However, conflicting trends between the two microorganisms may be due to large variances
in inflow Campylobacter spp. concentrations. The average Cryptosporidium oocysts log reduction was similar to that of C. perfringens. However,
the impact of dry weather on these two microorganisms was different. Cryptosporidium oocysts log
reduction decreased after a dry weather period while C. perfringens were relatively unaffected. This
variation could be due to differences in enumeration methods (culture vs. microscopic). However,
both microbes were relatively unaffected by the event volume. Lastly, the average adenovirus log reduction was similar to that of FRNA coliphages, but
The average Cryptosporidium oocysts log reduction was similar to that of C. perfringens. However,
the impact of dry weather on these two microorganisms was different. Cryptosporidium oocysts
log reduction decreased after a dry weather period while C. perfringens were relatively unaffected. This variation could be due to differences in enumeration methods (culture vs. microscopic). However,
both microbes were relatively unaffected by the event volume. 3.3. Effect of Event Size Change in log reduction (a), inflow concentration (b), total outflow volume (c) and infiltration
rate (d) during a 20 L (in week 27) and a 40 L (in week 41) event in LC columns; Bars represent the
median value while error bars represent the minimum and maximum measured or estimated values. Unshaded bars represent 20 L sampling event on week 27, and shaded bars represent 40 L sampling
event on week 41. Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus; EC = E. coli;
CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. Figure 4. Change in log reduction (a), inflow concentration (b), total outflow volume (c) and
infiltration rate (d) during a 20 L (in week 27) and a 40 L (in week 41) event in LC columns; Bars
represent the median value while error bars represent the minimum and maximum measured or
estimated values. Unshaded bars represent 20 L sampling event on week 27, and shaded bars
represent 40 L sampling event on week 41. Microbial abbreviations: FRNA: FRNA coliphages; AV =
adenovirus; EC = E. coli; CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium
oo y t
Figure 4. Change in log reduction (a), inflow concentration (b), total outflow volume (c) and infiltration
rate (d) during a 20 L (in week 27) and a 40 L (in week 41) event in LC columns; Bars represent the
median value while error bars represent the minimum and maximum measured or estimated values. Unshaded bars represent 20 L sampling event on week 27, and shaded bars represent 40 L sampling
event on week 41. Microbial abbreviations: FRNA: FRNA coliphages; AV = adenovirus; EC = E. coli;
CA = Campylobacter; CP = Clostridium perfringens; CR = Cryptosporidium oocysts. 4. Conclusions Two main objectives of this investigation were to test the capacity of biofilters to remove pathogens
and to compare the influence of design characteristics and operational conditions on the removal of
faecal indicator microorganisms and reference pathogens. The laboratory-scale column study showed
that stormwater biofilters are able to remove reference pathogens (Campylobacter spp., adenoviruses
and Cryptosporidium oocysts) and the faecal indicator microorganisms, E. coli and C. perfringens. Out of
the three tested common indicators, only C. perfringens and FRNA coliphages showed comparable
overall log reductions with their corresponding reference pathogens, but then these indicators and
their corresponding reference pathogens showed different responses when the stormwater biofilters
were subjected to different operational conditions such as varying antecedent dry weather periods and
different event volumes. This highlights that the removal processes of pathogens in stormwater
biofilters cannot be accurately characterised by the behaviour of their corresponding indicator
microorganisms under all operational conditions. An understanding of the key removal processes of
individual microorganisms is critical when optimising stormwater biofiltration systems for reducing
microorganism levels in stormwater. As such, this study demonstrates that more data on pathogen
removal in stormwater biofilters must be collected, and the effects of different design characteristics
and operational conditions should be tested. Supplementary Materials: The following are available online at www.mdpi.com/2073-4441/9/12/949/s1,
Figure S1: Change of outflow KCl concentration (normalised to the inflow concentration) with cumulative
outflow during the tracer test trail in three replicates of WS un-vegetated columns, Table S1: Microbial assay
description, Table S2: A summary of inflow and outflow microbial concentrations of each sampling round. Acknowledgments: Authors wish to acknowledge Monash Water for Liveability and CRC for Water Sensitive
Cities for financially contributing to this study and the Australian Research Council-Discovery Early Career
Researcher Award (grant number DE140100524) for the financial support during the manuscript preparation. Authors also received funds from CRC for Water Sensitive Cities for covering the costs to publish in open
access. Support from Yali Li, Minna Tom, Anthony Brosinsky, Christelle Schang, Peter Kolotelo, Kun Kim,
Ashley Connelly and Ben Evans during the experimental duration is also gratefully acknowledged. Author Contributions: Gayani Chandrasena, David McCarthy and Ana Deletic conceived and designed the
experiments; Gayani Chandrasena and Rebekah Henry performed the experiments; Gayani Chandrasena
and Anna Lintern analysed the data;
Rebekah Henry contributed reagents/materials/analysis tools;
Gayani Chandrasena wrote the paper; David McCarthy, Anna Lintern, Ana Deletic and Rebekah Henry reviewed
the paper. 4. Conclusions Conflicts of Interest: The authors declare no conflict of interest. The founding sponsors had no role in the design
of the study; in the collection, analysis, or interpretation of data; in the writing of the manuscript, and in the
decision to publish the results. 3.4. Comparison of Indicator and Reference Pathogen Removal
3.4. Comparison of Indicator and Reference Pathogen Removal adenoviruses were relatively unaffected by dry weather periods while FRNA coliphages showed an
increased log reduction after a dry weather period. These conflicting responses to dry weather
periods could be due to the differences in major removal mechanisms (attachment and die-off) and
Lastly, the average adenovirus log reduction was similar to that of FRNA coliphages,
but adenoviruses were relatively unaffected by dry weather periods while FRNA coliphages showed
an increased log reduction after a dry weather period. These conflicting responses to dry weather
periods could be due to the differences in major removal mechanisms (attachment and die-off) and
enumeration techniques. Likewise, both viruses showed opposite responses when the event volume
was changed, but those responses were most likely due to the variances in inflow concentrations. Water 2017, 9, 949 10 of 12 10 of 12 These results reinforce the inadequacy of using just a single indicator microorganism to test the
capacity of stormwater biofilters and as such, encourages the use of a suite of indicators and reference
pathogens. Although more data is required to fully understand reference pathogen behaviour, this is
one of the few sets of reference pathogen data in the context of stormwater biofilters. These data
provide useful insight into the ability of biofilters in reducing actual pathogen concentrations rather
than just indicator microorganisms. Further investigations could broaden our knowledge on the
governing removal mechanisms of different pathogen types and how these mechanisms are affected
by different biofilter designs and operational conditions. g
2.
Urban Water Resources Research Council. Pathogens in Urban Stormwater Systems; American Society of Civil
Engineers: Reston, VA, USA, 2014. 1.
Mitchell, V.G.; Deletic, A.; Fletcher, T.D.; Hatt, B.E.; McCarthy, D.T. Achieving multiple benefits from
stormwater harvesting. Water Sci. Technol. 2007, 55, 135–144. [CrossRef] [PubMed] 1.
Mitchell, V.G.; Deletic, A.; Fletcher, T.D.; Hatt, B.E.; McCarthy, D.T. Achieving multiple benefits from
stormwater harvesting. Water Sci. Technol. 2007, 55, 135–144. [CrossRef] [PubMed]
2.
Urban Water Resources Research Council. Pathogens in Urban Stormwater Systems; American Society of Civil
Engineers: Reston, VA, USA, 2014. 1.
Mitchell, V.G.; Deletic, A.; Fletcher, T.D.; Hatt, B.E.; McCarthy, D.T. Achieving multiple benefits from
stormwater harvesting. Water Sci. Technol. 2007, 55, 135–144. [CrossRef] [PubMed]
2.
Urban Water Resources Research Council. Pathogens in Urban Stormwater Systems; American Society of Civil References [CrossRef]
15
S hif
L A K
i VK S lli
R K O
d l C
V B
i
T B N
A ti
i
bi ll 14. Li, Y.; McCarthy, D.T.; Deletic, A. Escherichia coli removal in copper-zeolite-integrated stormwater biofilters:
Effect of vegetation, operational time, intermittent drying weather. Ecol. Eng. 2016, 90, 234–243. [CrossRef] 14. Li, Y.; McCarthy, D.T.; Deletic, A. Escherichia coli removal in copper zeolite integrated stormwater biofilters:
Effect of vegetation, operational time, intermittent drying weather. Ecol. Eng. 2016, 90, 234–243. [CrossRef]
15. Schifman, L.A.; Kasaraneni, V.K.; Sullivan, R.K.; Oyanedel-Craver, V.; Boving, T.B. New Antimicrobially
Amended Media for Improved Nonpoint Source Bacterial Pollution Treatment. Environ. Sci. Technol. 2015,
49, 14383–14391. [CrossRef] [PubMed] 15. Schifman, L.A.; Kasaraneni, V.K.; Sullivan, R.K.; Oyanedel-Craver, V.; Boving, T.B. New Antimicrobially
Amended Media for Improved Nonpoint Source Bacterial Pollution Treatment. Environ. Sci. Technol. 2015,
49, 14383–14391. [CrossRef] [PubMed] 16. Kasaraneni, V.K.; Schifman, L.A.; Boving, T.B.; Oyanedel-Craver, V. Enhancement of Surface Runoff Quality
Using Modified Sorbents. ACS Sustain. Chem. Eng. 2014, 2, 1609–1615. [CrossRef] 17. Mohanty, S.K.; Cantrell, K.B.; Nelson, K.L.; Boehm, A.B. Efficacy of biochar to remove Escherichia coli from
stormwater under steady and intermittent flow. Water Res. 2014, 61, 288–296. [CrossRef] [PubMed] 18. Tong, M.; Li, X.; Brow, C.N.; Johnson, W.P. Detachment-Influenced Transport of an Adhesion-Deficient
Bacterial Strain within Water-Reactive Porous Media. Environ. Sci. Technol. 2005, 39, 2500–2508. [CrossRef]
[PubMed] 19. Chandrasena, G.I.; Deletic, A.; Lintern, A.; Henry, R.; McCarthy, D.T. Enhancing Escherichia coli removal in
stormwater biofilters with a submerged zone: Balancing the impact of vegetation, filter media and extended
dry weather periods. Urban Water J. 2017, submitted. 20. Bratieres, K.; Fletcher, T.; Deletic, A.; Somes, N.; Woodcock, T. Hydraulic and pollutant treatment performance
of sand based biofilters 2010. In Proceedings of the 7th International Conference on Sustainable Techniques
and Strategies in Urban Water Management, Villeurbanne, France, 28 June–1 July 2010. 21. Bratieres, K.; Fletcher, T.D.; Deletic, A.; Zinger, Y. Nutrient and sediment removal by stormwater biofilters:
A large-scale design optimisation study. Water Res. 2008, 42, 3930–3940. [CrossRef] [PubMed] 21. Bratieres, K.; Fletcher, T.D.; Deletic, A.; Zinger, Y. Nutrient and sediment removal by stormwater biofilters:
A large-scale design optimisation study. Water Res. 2008, 42, 3930–3940. [CrossRef] [PubMed] 22. Duncan, H.P. Urban Stormwater Quality: A Statistical Overview; Cooperative Research Centre for Catchment
Hydrology: Melbourne, Australia, 1999. 22. Duncan, H.P. References Water 2017, 9, 949 11 of 12 11 of 12 3. National Health and Medical Research Council (NHMRC). Australian Guidelines for Water Recycling (Phase 2):
Stormwater Harvesting and Reuse; Natural Resource Management Ministerial Council; Environment Protection
and Heritage Council; National Health and Medical Research Council: Canberra, Australia, 2009. Davis, A.P.; Shokouhian, M.; Sharma, H.; Minami, C. Water quality improvement through bioretention
media: Nitrogen and phosphorus removal. Water Environ. Res. 2006, 78, 284–293. [CrossRef] [PubMed] 5. Facility for Advancing Water Biofiltration (FAWB). Adoption Guidelines for Stormwater Biofiltration
Systems; Facility for Advancing Water Biofiltration, Monash University: Clayton, VIC, Australia, 2009;
ISBN 978-0-9805831-1-3. 6. Hathaway, J.; Hunt, W.; Graves, A.; Wright, J. Field Evaluation of Bioretention Indicator Bacteria
Sequestration in Wilmington, North Carolina. J. Environ. Eng. 2011, 137, 1103–1113. [CrossRef] 7. Li, Y.L.; Deletic, A.; Alcazar, L.; Bratieres, K.; Fletcher, T.D.; McCarthy, D.T. Removal of Clostridium perfringens,
Escherichia coli and F-RNA coliphages by stormwater biofilters. Ecol. Eng. 2012, 49, 137–145. [CrossRef] 8. Mohanty, S.K.; Torkelson, A.A.; Dodd, H.; Nelson, K.L.; Boehm, A.B. Engineering Solutions to Improve
the Removal of Fecal Indicator Bacteria by Bioinfiltration Systems during Intermittent Flow of Stormwater. Environ. Sci. Technol. 2013, 47, 10791–10798. [CrossRef] [PubMed] 9. Morales, I.; Atoyan, J.; Amador, J.; Boving, T. Transport of Pathogen Surrogates in Soil Treatment Units:
Numerical Modeling. Water 2014, 6, 818–838. [CrossRef] 10. Schifman, L.; Kasaraneni, V.; Sullivan, R.; Oyanedel-Craver, V.; Boving, T. Bacteria Removal from Stormwater
Runoff Using Tree Filters: A Comparison of a Conventional and an Innovative System. Water 2016, 8, 76. [CrossRef] 11. Horan, N.J. Faecal indicator organisms. In The Handbook of Water and Wastewater Microbiology; Mara, D.,
Horan, N.J., Eds.; Academic Press: San Diego, CA, USA; London, UK, 2003; ISBN 978-0-12-470100-7. 12. Rippy, M.A. Meeting the criteria: Linking biofilter design to fecal indicator bacteria removal: Linking biofilter
design to FIB removal. Wiley Interdiscip. Rev. Water 2015, 2, 577–592. [CrossRef] 13. Chandrasena, G.I.; Pham, T.; Payne, E.G.; Deletic, A.; McCarthy, D.T. E. coli removal in laboratory scale
stormwater biofilters: Influence of vegetation and submerged zone. J. Hydrol. 2014, 519, 814–822. [CrossRef] y
y
y
stormwater biofilters: Influence of vegetation and submerged zone. J. Hydrol. 2014, 519, 814–822. [CrossRef]
14. Li, Y.; McCarthy, D.T.; Deletic, A. Escherichia coli removal in copper-zeolite-integrated stormwater biofilters:
Effect of vegetation, operational time, intermittent drying weather. Ecol. Eng. 2016, 90, 234–243. References Urban Stormwater Quality: A Statistical Overview; Cooperative Research Centre for Catchment
Hydrology: Melbourne, Australia, 1999. 23. Taylor, G.D.; Fletcher, T.D.; Wong, T.H.F.; Breen, P.F.; Duncan, H.P. Nitrogen composition in urban
runoff—Implications for stormwater management. Water Res. 2005, 39, 1982–1989. [CrossRef] [PubMed] runoff—Implications for stormwater management. Water Res. 2005, 39, 1982–1989. [CrossRef] [PubMed]
24. Chandrasena, G.I.; Deletic, A.; Ellerton, J.; McCarthy, D.T. Evaluating Escherichia coli removal performance in
stormwater biofilters: A laboratory-scale study. Water Sci. Technol. 2012, 66, 1132–1138. [CrossRef] [PubMed] 24. Chandrasena, G.I.; Deletic, A.; Ellerton, J.; McCarthy, D.T. Evaluating Escherichia coli removal performance in
stormwater biofilters: A laboratory-scale study. Water Sci. Technol. 2012, 66, 1132–1138. [CrossRef] [PubMed] 25. IDEXX-Laboratories. IDEXX-Laboratories Colilert® Test Kit; IDEXX-Laboratories: Westbrook, ME, USA, 2007. Water 2017, 9, 949 12 of 12 12 of 12 26. Allard, A.; Girones, R.; Juto, P.; Wadell, G. Polymerase chain reaction for detection of adenoviruses in stool
samples. J. Clin. Microbiol. 1990, 28, 2659–2667. [PubMed] 27. APHA (American Public Health Association); AWWA (American Water Works Association); WPCF
(Water Pollution Control Federation). Standard Methods for the Examination of Water and Wastewater, 21st ed.;
American Public Health Association; American Water Works Association; Water Pollution Control Federation:
Washington, DC, USA, 2005. 28. Hsomi, M.; Sudo, R. Simultaneous determination of total nitrogen and total phosphorus in freshwater
samples using persulphate digestion. Int. J. Environ. Stud. 1986, 27, 267–275. [CrossRef] 29. Pham, T.; Payne, E.G.; Fletcher, T.D.; Cook, P.L.; Deletic, A.; Hatt, B.E. The influence of vegetation
in stormwater biofilters on infiltration and nitrogen removal: Preliminary findings. In Proceedings of
the 7th International Conference on Water Sensitive Urban Design (WSUD 2012), Melbourne, Australia,
21–23 February 2012. 30. Chandrasena, G.I.; Deletic, A.; McCarthy, D.T. Biofiltration for stormwater harvesting: Comparison of
Campylobacter spp. and Escherichia coli removal under normal and challenging operational conditions. J. Hydrol. 2016, 537, 248–259. [CrossRef] 31. Henry, R.; Schang, C.; Chandrasena, G.; Deletic, A.; Edmunds, M.; Jovanovic, D.; Kolotelo, P.; Williamson, R.;
Schmidt, J.; McCarthy, D. Environmental monitoring of waterborne Campylobacter: Evaluation of the
Australian Standard and a hybrid extraction-free MPN-PCR method. Front. Microbiol. 2015, 6. [CrossRef]
[PubMed] 32. Bradford, S.A.; Bettahar, M. Straining, attachment, and detachment of Cryptosporidium oocysts in saturated
porous media. J. Environ. Qual. 2005, 34, 469–478. [CrossRef] [PubMed] 33. Stevik, T.K.; Aa, K.; Ausland, G.; Hanssen, J.F. Retention and removal of pathogenic bacteria in wastewater
percolating through porous media: A review. Water Res. 2004, 38, 1355–1367. [CrossRef] [PubMed] 34. © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References Jin, Y.; Chu, Y.; Li, Y. Virus removal and transport in saturated and unsaturated sand columns. J. Contam. Hydrol. 2000, 43, 111–128. [CrossRef] 35. Strecker, E.; Quigley, M.; Urbonas, B.; Jones, J.; Clary, J. Determining Urban Storm Water BMP Effectiveness. J. Water Resour. Plan. Manag. 2001, 127, 144–149. [CrossRef] 6. Enriquez, C.; Alum, A.; Suarez-Rey, E.M.; Choi, C.Y.; Oron, G.; Gerba, C.P. Bacteriophages MS2 and PRD
turfgrass by subsurface drip irrigation. J. Environ. Eng. 2003, 129, 852–857. [CrossRef] 37. Medema, G.J.; Bahar, M.; Schets, F.M. Survival of Cryptosporidium parvum, Escherichia coli, faecal enterococci
and Clostridium perfringens in river water: Influence of temperature and autochthonous microorganisms. Water Sci. Technol. 1997, 35, 249–252. © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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A Theory of Guilt Appeals: A Review Showing the Importance of Investigating Cognitive Processes as Mediators between Emotion and Behavior
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Review
A Theory of Guilt Appeals: A Review Showing the
Importance of Investigating Cognitive Processes as
Mediators between Emotion and Behavior Aurélien Graton 1,*
and Melody Mailliez 2
1
LIP/PC2S, Université Savoie Mont-Blanc and Université Grenoble Alpes, 38000 Grenoble, France
2
ISAE/SUPAERO, Université de Toulouse, 31055 Toulouse, France; melody.mailliez@isae-supaero.fr
*
Correspondence: aurelien.graton@univ-smb.fr Aurélien Graton 1,*
and Melody Mailliez 2 Received: 16 October 2019; Accepted: 16 November 2019; Published: 20 November 2019 Received: 16 October 2019; Accepted: 16 November 2019; Published: 20 November 2019 Abstract: Guilt appeals in the field of persuasion are quite common. However, the effectiveness of these
messages is sometimes ambivalent. It is widely acknowledged that guilt leads people to engage into
prosocial behaviors, but the effects of guilt can also be counter-productive (e.g., reactance-like effects). We argue that the explanations for these contradictions remain unsatisfactory and suggest that taking
into account the implications of underlying cognitive—especially attentional—mechanisms would
provide a better understanding of these paradoxical outcomes. This article provides a brief review
of the literature on the link between guilt and pro-social behaviors and its classical interpretations. We propose a reinterpretation of this link by taking into account specific attentional processes triggered
by the emotion of guilt. Attentional biases are, in our opinion, better predictors of the effectiveness
of a message than the amount of emotion induced by the same message. This consideration should
guide future research in the field of guilt appeals and pro-social behaviors. Implications, in terms
of a broader comprehension of the emotion–behavior association in decision making processes,
are discussed. Keywords: guilt; emotions; attention; persuasion; cognitive processes; decision making A picture depicts an African woman lying in a desert, holding a stylish handbag. A slogan states
“Handbag: 32€. Food for a week: 4€”. Another advertisement shows a famished child, with the
following statement “He’s starving, we’re not. It’s time to share”. These two examples taken from
the 2000s illustrate how persuasion frequently relies on moral emotions and, especially, guilt appeals. Moral emotions can be depicted as emotions “linked to the interests or welfare either of society as
a whole or at least of persons other than the judge or the agent” ([1], p. 853). Guilt is often seen as the
most prototypical moral emotion [2], and it is repeatedly used in persuasion campaigns for its prosocial
consequences. A wide body of research has focused on its definition (i.e., the origin of guilt) and
behavioral consequences (i.e., restorative behaviors). However, there is a lack of knowledge regarding
the processes linking guilt to prosocial actions. Review
A Theory of Guilt Appeals: A Review Showing the
Importance of Investigating Cognitive Processes as
Mediators between Emotion and Behavior The objective of the present article is to shortly review
the sometimes paradoxical effects of guilt on persuasion and to propose alternative explanations based
on the investigation of underlying cognitive, especially attentional, processes. Although there are
other theoretical frameworks to explain these effects, we limit our paper to the contribution of taking
these cognitive processes into account. behavioral
sciences behavioral
sciences 1. Guilt and Prosocial Behaviors: From Reparation to Backlash Effects In this type of persuasion, individuals are typically
exposed to messages that both induce feelings of guilt and subsequently provide a way to reduce these
feelings by adopting the proposed behavior. As an illustration, Coulter and Pinto [20] designed a study
using a commercial message about children’s dental health. The message included “guilt inducing”
sentences (e.g., “mothers who neglect their children’s dental hygiene have children with dental problems. It is your responsibility to ensure the oral follow-up of your children, do not let your family down!”),
followed by a suggestion for parents to take care of their children’s health with the use of floss. Results
showed that the level of guilt predicted the intention to buy dental floss. Following the same method,
guilt has been used to promote condom purchase [21], anti-alcohol messages [22,23], pro-environmental
behaviors [24,25], or to encourage charity giving [26,27]. More generally, guilt appeals are often used
by companies or NGOs to promote their cause and products, as depicted at the beginning of this article. However, a closer look at the association between guilt and prosocial behaviors shows that this link is
not as systematic as expected. Several studies questioned the link between guilt and reparation (e.g., [28]). In a series of five
experiments, Cryder, Springer, and Morewedge [29] showed that the induction of guilt led to reparative
actions only when the victim was present and could witness the restorative behavior. In other cases
(e.g., absence of the victim), guilt did not lead to reparation. It therefore seems that guilt does not
act as a universal trigger for restorative actions. Coulter and Pinto [20] suggested the existence of
an “inverted U” curve describing the influence of guilt on persuasive messages: On the one hand,
a “moderate” level of guilt would lead to greater support for the message. On the other hand, a high
level of guilt would be likely to cause a rejection of the persuasive message. Other studies showed that
guilt appeals in mass media campaign could be counterproductive [30]. These results are consistent
with a meta-analysis conducted by O’Keefe [31] suggesting a non-linear relationship between the
level of guilt expressed and the persuasive effect of a message: a high level of guilt appears to be
associated with a low level of persuasion, while a low level of guilt is associated with a high level
of persuasion. 1. Guilt and Prosocial Behaviors: From Reparation to Backlash Effects It has been largely demonstrated that emotions play a regulatory function for society at large [3,4]. More specifically, guilt occurs when an individual considers that his or her actions have violated
a personal moral norm and caused harm to others [2,5]. Guilt, therefore, includes a sense of personal Behav. Sci. 2019, 9, 117; doi:10.3390/bs9120117 www.mdpi.com/journal/behavsci www.mdpi.com/journal/behavsci 2 of 10 Behav. Sci. 2019, 9, 117 responsibility, with some form of distress, towards others [5–7] (In German, the word “schuld” refers to
both “guilt” and “debt”). Guilt could then encourage confessions, apologies, excuses [8], or inhibitions
of subsequent behaviors [9]. The objective of these actions is to restore the relationship with others as
it existed before the transgressive behavior [6]. However, reparative actions can have a broader scope
than strict interpersonal relationships and can be part of the social life: “Prosocial behaviors” benefit
individuals other than the self and even society as a whole [10]. The idea of a link between guilt and
prosocial behavior is fairly old [11], but the experimental evidence for this association is quite recent. In the 1960s, studies showed that the adoption of transgressive behavior led to a desire to repair the
harm caused (e.g., [12,13]). For instance, Regan, Williams, and Sparling [14] conducted an experiment
in which participants could be led to believe that they had damaged an experimenter’s camera
after he had asked them to take a picture. Participants then met a second accomplice experimenter
whose bag was open. More participants who thought they had damaged the camera reported to the
accomplice that his/her bag was open. In these studies, restorative behavior was attributed to guilt. However, guilt was not always assessed through experimental manipulation checks, nor was it always
explicitly manipulated. At a broader scale, a meta-analysis showed a global effect of negative effects
on pro-social behavior [15]. More recent studies have thus focused on better formalizing the specific
causal relationship between guilt and pro-social restorative behavior. Ketelaar and Au [16] proposed two experiments in which participants were asked to play
social-dilemma games. During the different game turns, it was possible to adopt a cooperative or
an individualistic behavior. Participants experiencing guilt showed more cooperative behaviors than
those in the control group (see also [17–19]). This causal relationship between guilt and prosocial behavior explains why this emotion is widely
used in the fields of prevention or social marketing. 1. Guilt and Prosocial Behaviors: From Reparation to Backlash Effects According to the theory of “affect as information” (According to this theory, emotional feelings act
as sources of information, in the same way as other stimuli in the environment; for a review see [44],
guilt would also serve as an informational indicator that the behavior adopted, or soon to be adopted,
is not compatible with a social norm of the person concerned (see [16]). Consequently, it is necessary
to act in the direction of greater compliance with the standard concerned and to adopt appropriate
restorative behavior (e.g., compliance with a persuasion campaign). In the case of social dilemma
games, participants would attribute their guilt to poor choices in the game. Guilt would therefore
only serve as valid information for those who have violated the moral standard, which would explain
the effect of more prosocial behavior for those who feel guilty. “The affect as information” theory
may therefore be relevant to explain the consideration that a standard has been breached and that
positive action must be performed to restore a deteriorated relationship. Yet, while this theory can
shed light on how a person introspectively realizes that reparation must take place, it does not provide
an understanding of how and by what means an individual experiencing guilt will actually repair the
harm caused. The behavioral consequences of guilt have also been explained in terms of the reciprocity standard. It is a universal human principle that many social behaviors and interpersonal relationships could
be based on the expected reciprocity of behaviors. This rule has been formalized in psychology
in different ways, particularly under the name of “reciprocity standard” [45]. Many studies have
considered guilt and the desire not to experience this emotion (aversion to guilt) as a consequence
of the norm of reciprocity (e.g., [46],). Within this theoretical framework, moral emotions and guilt,
in particular, would serve as a warning that the reciprocity standard has been violated, i.e., in the
statement “I wouldn’t want others to harm me, so I should not harm them”, anticipated guilt acts as
a “mediator” between moral transgression and behavior, which is close to the “affect as information”
theories mentioned above. Taking into account this norm of reciprocity may help to understand the
occurrence of guilt, but not the processes by which this emotion leads to reparation, especially since
this link is not systematic. 1. Guilt and Prosocial Behaviors: From Reparation to Backlash Effects These paradoxical results echo the concept of “reactance” defined by Brehm ([32],
see also [33]). This psychological defense mechanism occurs when an individual perceives his freedom
of action to be threatened. An individual in a state of reactance will behave in such a way as to 3 of 10 Behav. Sci. 2019, 9, 117 restore his freedom (or, at least, his sense of freedom), for example, by performing behaviors that are
contrary to those required. As an illustration, Graton and colleagues [18] showed that guilt induction
led to prosocial behavior when persuasion messages contained subtle reparation proposals. When
the message was presented in a blatant or overly explicit way, guilt led to reactance-like behaviors
(i.e., opposed to the persuasive message request) showing that guilt by itself is not sufficient to trigger
altruistic behaviors. In summary, there is no systematic link between guilt and prosocial behaviors in persuasion. It also seems that the inconsistencies observed in the literature are not only due to the intensity of
guilt but also to other potential factors (e.g., [25]. We argue that the current explanations for these
discrepancies are not sufficient. A first explanation relies on the “unpleasant” nature of guilt. As a result of this aspect, individuals
who experience guilt may experience distress and general discomfort [2]. Like other negative emotions
(e.g., sadness, disgust), the goal for a person experiencing such a feeling is usually to “get out” as
fast as possible [34–36] and to regain a positive emotional state. Prosocial actions make it possible
to return to this positive emotional state by carrying out a “positive” action. However, the mere
valence of guilt is not enough to explain why the associated behavioral tendency would be prosocial
behavior, i.e., specific restorative behavior, and not, for example, relaxing while watching a TV show. Depending on the context, several other negative emotions can also lead to prosocial behaviors, like
shame [37–40] embarrassment [41] (or regret (e.g., [42]). Conversely, other negative emotions do not
lead to the behavioral tendency of reparation (e.g., fear leads, in the first place, to running away; see
also [43]). 2. What Cognitive Processes Are Involved in Guilt Appeals? The shift from emotion to behavior involves physiological and cognitive intermediate processes. For example, fear is often considered to indicate a danger to the individual and leads to a state
of readiness to flee by directing the attention of the person in danger both to the origin of the
danger (e.g., a snake) and to escape possibilities, such as a hideout (see [51]). Under this perspective,
a large body of research has examined the role of attentional mechanisms associated with emotions
(e.g., [52–56]). Other studies have shown that emotions make information relevant to the achievement
of a behavior being more “accessible” (e.g., [57,58]). Within this context, the “feeling is for doing”
approach (see [43]) argues for a need to be specific when investigating the impact of emotions on
decision making. However, the authors also pointed out that the link between emotion and behavior is
not enough to understand the specificity of an emotion and that “it is time to move beyond the mere
documentation of behavioral results of emotions to direct tests of the proposed mechanism underlying
these effects. Although many studies demonstrate congruence between observed decisional effects
and emotional goals, this does not conclusively attest for the idea that goal activation as a result of
emotional states causes these effects.” ([59], p. 24). In fact, little work has been done to understand the
cognitive mechanisms at play in the guilt–prosocial behavior relationship. A better understanding
of these processes could also provide a better understanding of the global nature of the relationship
between emotions and behavior. It has been shown that different types of cognitive processing can mediate the emotion–behavior
relationship. As highlighted by the “feeling is for doing” approach, the allocation of specific attention
modified by the emotional state might represent a relevant candidate to explain the mediation of the
emotion–behavior relationship. In other words, attention involves the exclusion or abstraction of
certain objects in order to treat others more effectively [60]. Attention is thus a corollary of the inability
to process, visually or cognitively, all the information available in one’s environment [61] at one specific
moment. Our objective here is not to detail the different components and specificities of attention (for
a review, see, for instance, [62]) but to highlight how selective attention can account for paradoxical
effects of guilt appeals. 1. Guilt and Prosocial Behaviors: From Reparation to Backlash Effects Other theories, like cognitive dissonance (see [47]), have been used to
explain the effects of guilt in the consumer decision-making process (e.g., [48]). However, they do
not take into account the way guilt could interact with other factors and, in particular, they are
insufficient to interpret its sometimes paradoxical consequences (e.g., “backfire” or reactance effects). 4 of 10 Behav. Sci. 2019, 9, 117 Finally, it has also been argued that these paradoxical effects could be explained by the very nature
of guilt. Some authors have addressed the explanation that guilt is not an emotion, but a mere
cognitive assessment of causing harm ([49], see also [50]). Following this assessment, diverse emotions
could emerge, e.g., sadness or empathy over causing harm or fear of punishment or shame because
of external views of the transgression. These emotions would, in turn, trigger different kinds of
behavior and explain the non-linear effects of guilt. In our opinion, taking into account attentional
processes could make it possible to better understand this “cocktail of emotions” potentially triggered
by the emotion, or concept, of guilt. Depending on the context, guilt mixed with too much “shame”
would, for instance, direct attention to the self and not toward reparation possibilities. In other cases,
prototypical guilt would lead to attention being paid to the means provided for repair. One way to
deepen the understanding of guilt’s role in persuasion is, therefore, in our view, to take cognitive
mechanisms into account chronologically prior to behavior. 2. What Cognitive Processes Are Involved in Guilt Appeals? g
pp
Many studies have highlighted the existence of attentional biases towards negative stimuli or
those associated with the notion of threat for people experiencing anxiety [52,53,56]. For example,
Mogg and Bradley [53] used an attentional probe task to show that anxiety disorders led to more
attention being directed to negative stimuli than depression. These effects may be explained by the need
to detect stimuli perceived as threatening more quickly in order to get prepared for fast action (escape). These results were replicated with other tasks, such as the “emotional Stroop test [63]. The literature
on attention and anxiety shows a greater allocation of attention to the source of the anxiety feeling. In the context of an action-oriented conception of emotion, it is conceivable that the emotional state
is also directed towards the means at disposal to prepare this action (e.g., the possibility to escape
for fear). To date, few studies have examined the attention mechanisms specific to social and more 5 of 10 Behav. Sci. 2019, 9, 117 complex emotions, such as guilt. Graton and Ric [64] showed that guilt increased attention towards
items related to reparation, but this did not imply persuasion messages or real means provided to
repair. This attentional selectivity towards the means of performing the action associated with the
emotional state may allow for a more accurate interpretation of the behavioral effects of guilt. As seen above, most studies relying on guilt appeals use fairly similar methodologies: The first
part of a message seeks to make the target feel guilty (via a sufficiently strong image or slogan). The second part of the same persuasion message makes it possible to engage in pro-social behavior
(donation, involvement in health behavior, etc.) and thus reduce feelings of guilt by “repairing”. The problem with this type of message is that it is difficult to anticipate the risks of backlash and
reactance. Meta-analyses showing inverted U-type curves (e.g., [31]) indicate a “threshold of guilt” at
which too much emotional feeling causes reactance. However, they do not show the process by which
this emotional “saturation” occurs, leading to a large number of persuasive messages that are relatively
disappointing in their effects, even though the message intends to induce “little” guilt (see [65]). Another way to address these threshold effects is to take attention into account. 2. What Cognitive Processes Are Involved in Guilt Appeals? Social marketing
measurement tools have long been interested in these attentional processes (see [66]), particularly in
the area of health and nutrition messages [67]. For example, studies have used eye-tracking techniques
(for a review of these techniques, see [68]) to highlight the attentional processes involved in exposure
to anti-tobacco campaigns for adolescents [69]. Wedel and Pieters [70] also showed that attention
to a prevention message was increased when the number of words in the message was reduced. Oddly enough, attention measurement techniques are rarely used to study the relationships between
the emotional state induced by a message and adherence to it. We support the idea that a process such
as reactance is not the mere result of “too much guilt”, as can be explained in the current literature,
but the result of an interaction between attentional processes activated by the emotional state and
the possibility of reparation offered by the message (see, for example, [18]). In other words, it seems
more relevant to us to measure the “amount” of attention allocated to a message caused by an emotion
rather than the amount of emotion induced by the same message. From this attentional process could
come a feeling of cognitive saturation that could lead to rejection of the message (i.e., reactance). 3. Reinterpretation of Studies on Guilt and Prosocial Behavior An approach based on emotionally triggered cognitive processes has two consequences: On the
one hand, it renders possible a reinterpretation of studies investigating the link between guilt and
pro-social behavior. On the other hand, and in a more theoretical way, it also calls the concept of
“moral emotion” attached to guilt into question. In this way, a closer look at the Ketelaar and Au [16] studies shows that guilt can be induced
via two different methods. In a first experiment, the source of the emotion had a direct link with the
possibilities of reparation proposed afterwards (i.e., “integral”, or “endogenous”, emotion). In this
case, the participants were led to feel guilty towards a partner during a cooperative game. The second
part of the experiment allowed them to “repair” the harm caused by favoring this partner. In a second
study, guilt was “incidental”, or “exogenous”, i.e., guilt whose origin was unrelated to the subsequent
prosocial behaviors. They then participated in a social dilemma game. In both cases, guilt did cause
restorative behavior. If guilt was strictly aimed at restoring the relationship degraded by the harm
caused, only “integral” guilt should have caused reparation. Reparation options following “incidental”
guilt should not lead to restorative or prosocial behavior, since they do not directly serve to help the
victim. The results of Ketelaar & Au [16] are consistent with the “feeling is for doing” approach and
a broader conception of guilt directed towards the action of repairing. In this context of a general
orientation towards reparation, guilt may have served as a “cognitive trigger” by directing the attention
of “guilty” participants to the possibilities of reparation offered to them. It should be noted that
reparation was lacking when participants were identified as “prosocial” by nature, as opposed to
“selfish” participants, the only ones to whom guilt influenced behavioral choices. This difference is also
consistent with a concept of guilt that directs attention towards reparation; this attentional selectivity 6 of 10 Behav. Sci. 2019, 9, 117 caused by guilt would be necessary only for participants who are not, by nature, altruistic. In contrast,
it is useless for individuals who are normally oriented towards altruism and cooperation. Even more
interesting is the analysis of studies showing a deficiency in the guilt–prosocial behavior association. De Hooge et al. [28] asked participants to allocate a sum of money for a birthday gift (Experiment 1) to
several other individuals. 3. Reinterpretation of Studies on Guilt and Prosocial Behavior Depending on the experimental conditions, participants could have been
led to feel guilty towards one of these persons. In these cases, the aggrieved party obtained a larger
gift, while third parties were penalized. The idea of a systematic and linear relationship between guilt
and restorative behavior, even for “incidental” guilt, is not consistent with these results, in which case,
third parties should also have received a larger gift, which was possible in the experimental situation. It is, however, plausible that guilt acted as a cognitive guide to direct the participants’ attention here to
the origin/source of the guilty feeling. This focus on priority reparation (i.e., the injured person) could
then be at the expense of other individuals. This approach based on attention allows a better understanding of the paradoxical effects (like
inverted U curve) of guilt appeals. Cotte, Coulter, and Moore [71] showed that a strong induction
of guilt led to increased awareness of the manipulative intentions of the author of an advertising
message, which, in turn, led to reactance and the absence of pro-social behavior. As previously stated,
an interpretation based on a traditional definition of guilt (i.e., harm caused leading to a willingness
to repair) could not explain these results. Alternatively, they are compatible with the idea that guilt
would trigger greater acuity in the direction of restorative opportunities in participants’ environment. As such, the manipulative intent of a message would itself become more obvious, and the message
would become less effective. Similarly, Graton et al. [18] showed that, in resource-dilemma games,
guilt interacted with the way reparation opportunities were presented. When these possibilities were
subtly presented, guilt led to restorative behavior. On the other hand, explicit instructions (e.g., “it is
necessary to mobilize to save the planet!”) provoked backlash behaviors. Again, a strict “feeling
is for doing” reading of guilt cannot be sufficient to account for the interaction between emotion
and type of instructions. According to this functionalist approach of emotions, a main effect of guilt
should have been obtained as well, resulting from a previously activated amount of guilt. In a more
subtle manner, guilt probably acted here as a “cognitive facilitator”, directing participants’ attention
to opportunities for repair. When these possibilities were already prominent, it is possible that the
person experiencing guilt may have felt “constrained” in his or her choices. 4. Extension to Other Emotions: Mediators of the Emotion–Behavior Relationship Taking cognitive processes into account as a mediator seems to be a way to better understand the
emotion–behavior relationship. In the “feeling is for doing” approach, the transition from emotion
to action through intermediate processes, such as attention, remains poorly studied. For example,
attentional biases towards aggressive faces have been found for angry people compared to a control
group [76] but little research has directly examined an anger-attentional bias towards stimuli related to
the attack. This attentional bias towards objects related to aggressiveness (e.g., weapons, verbs such as
“attack”, “strike”) could be an intermediate step between anger and aggressive behavioral tendencies. Similarly, emotions like disgust have mainly been studied in terms of increased attention to the source
of this emotion (e.g., difficulty to disengage confronting a disgusting face, see [77]). It is, however,
imaginable that some behaviors frequently associated with disgust (e.g., object rejection) may be
preceded by attentional processes directed at “how” to achieve this behavior (e.g., stimuli representing
a “garbage can” or “sink” to get rid of the object causing disgust, see [78]). Here again, “attentional
probe” or eye-tracking experiments could highlight a possible attentional bias mediating the relationship
between emotion and behavior. In accordance with the “feeling is for doing” theory, studies must
now be carried out to better understand the nature of the association between emotion and behavior. We think that a large number of emotionally associated behaviors can potentially be explained by
attentional biases directed at objects facilitating the motivated behavior. From this evidence may emerge
a better understanding of the emotion–behavior relationship and a more precise use of emotional
appeals in social marketing. Taking cognitive processes into account as a mediator seems to be a way to better understand the
emotion–behavior relationship. In the “feeling is for doing” approach, the transition from emotion
to action through intermediate processes, such as attention, remains poorly studied. For example,
attentional biases towards aggressive faces have been found for angry people compared to a control
group [76] but little research has directly examined an anger-attentional bias towards stimuli related to
the attack. This attentional bias towards objects related to aggressiveness (e.g., weapons, verbs such as
“attack”, “strike”) could be an intermediate step between anger and aggressive behavioral tendencies. 5. Conclusions It has been well established that emotions act as preparation for action (e.g., “feeling is for
doing”, see [43]). This emotional–behavioral link is frequently studied in the literature, but the
mechanisms underlying it remain poorly understood. As highlighted in the present paper, research has
experimentally demonstrated the link between guilt and prosocial behaviors [16,17,19,29], leading to
a large number of messages using guilt as a method of persuasion. However, reducing guilt to
an emotion systematically leading to restorative actions does not theoretically allow a series of studies
showing the imperfection of this guilt–restorative association to be taken into account, especially in the
field of persuasion [20,71,79]. We propose the hypothesis that prosocial behavioral tendencies will go
along with attentional biases. These biases may, depending on the case, facilitate prosocial behavior or,
on the other hand, cause reactance. This consideration of the underlying cognitive processes of attention
not only allows for a better interpretation of otherwise ambiguous results (e.g., inverted U-shaped
curves, [72]) but also opens new research possibilities. It is the entire chain—source of emotion–cognitive
processes–prosocial behavior—that must be taken into account in future research to understand the real
role of emotions in fields like persuasion or health communication. Author Contributions: G.A. contributed in initial conception of the work, drafting the article, revision of the
article and final approval of the version to be published. M.M. contributed in drafting the article, critical revision
and revision of the article and final approval of the version to be published. Funding: This research received no external funding. Funding: This research received no external funding. Conflicts of Interest: The authors declare no conflict of interest. 3. Reinterpretation of Studies on Guilt and Prosocial Behavior This feeling of deprivation
of liberty is characteristic of the reactance and “backlash” effects observed in all these experiments,
as well as those frequently mentioned as illustrating the paradoxical effects of guilt in the field of
persuasion (see [72]). The interaction of attention to repair opportunities and overly explicit proposals
may have caused this impression of “forced choice” and reduced flexibility. We therefore believe that
future research into studying the link between guilt appeals and persuasion will have to rely more
often on attention measurement methods such as eye-tracking. There are, however, circumstances where traditional definitions of guilt are not relevant and
the origin of guilt does not lie in the violation of a personal norm. For instance, guilt can be felt
without actual transgression of norms and without having caused harm to others. These situations are
described in the case of vicarious guilt [73]. In these cases, guilt is felt indirectly and results from acts
and transgressions committed by others. In other contexts, the behavioral response resulting from
guilt is automatically triggered in response to learned behaviors, which may range from reaction to
one’s mother’s disapproving expression over one’s behavior to other scripted and automatic behaviors. These situations have been summarized in several emotional models such as the “compass of shame”
model ([74], see also [75]). This model describes, for instance, how shame-guilt may lead to some sort of
self-directed anger that could, in turn, lead to paradoxical effects. In these examples, attention processes
can nevertheless be present as mediating processes, even if the behavioral responses are more automatic
and scripted.” Behav. Sci. 2019, 9, 117 7 of 10 3.
Frijda, N.H.; Mesquita, B. The social roles and functions of emotions. In Emotion and Culture: Empirical Studies
of Mutual Influence; Kitayama, S., Markus, H.R., Eds.; American Psychological Association: Washington, DC,
USA, 1994; pp. 51–87. y
pp
2.
Tangney, J.P.; Dearing, R. Shame and Guilt; Guilford: New York, NY, USA, 2002. 1.
Haidt, J. The moral emotions. In Handbook of Affective Sciences; Davidson, R.J., Scherer, K.R., Goldsmith, H.H.,
Eds.; Oxford University Press: Oxford, UK, 2003; pp. 852–870. References 1. Haidt, J. The moral emotions. In Handbook of Affective Sciences; Davidson, R.J., Scherer, K.R., Goldsmith, H.H.,
Eds ; Oxford University Press: Oxford UK 2003; pp 852–870 y
pp
2. Tangney, J.P.; Dearing, R. Shame and Guilt; Guilford: New York, NY, USA, 2002. 3. Frijda, N.H.; Mesquita, B. The social roles and functions of emotions. In Emotion and Culture: Empirical Studies
of Mutual Influence; Kitayama, S., Markus, H.R., Eds.; American Psychological Association: Washington, DC,
USA, 1994; pp. 51–87. 8 of 10 Behav. Sci. 2019, 9, 117 4. Keltner, D.; Haidt, J. Social functions of emotions at four levels of analysis. Cogn. Emot. 1999, 13, 505–521. [CrossRef] 5. Ortony, A.; Clore, G.L.; Collins, A. The Cognitive Structure of Emotions; Cambridge University Press: Cambridge,
UK, 1988. 6. Baumeister, R.F.; Stillwell, A.M.; Heatherton, T.F. Guilt as interpersonal phenomenon. Psychol. Bull. 1994,
115, 243–267. [CrossRef] [PubMed] 7. Manstead, A.S.R.; Tetlock, P.E.; Manstead, T. Cognitive appraisals and emotional experience: Further
evidence. Cogn. Emot. 1989, 3, 225–239. [CrossRef] g
. Lewis, H.B. Shame and Guilt in Neurosis; International Universities Press: New York, NY, USA, 1971. 9. Monteith, M.J. Self-regulation of stereotypical responses: Implications for progress in prejudice reduction. J. Personal. Soc. Psychol. 1993, 65, 469–485. [CrossRef] 10. Twenge, J.M.; Baumeister, R.F.; DeWall, C.N.; Ciarocco, N.J.; Bartels, J.M. Social exclusion decreases prosocial
behavior. J. Personal. Soc. Psychol. 2007, 92, 56. [CrossRef] 11. Smith, A. The Theory of Moral Sentiments; Kincaid, A., Bell, J., Eds.; Oxford University Press: Oxford, UK, 1759. 12. Carlsmith, J.M.; Gross, A.E. Some effects of guilt on compliance. J. Personal. Soc. Psychol. 1969, 11, 232–239. 11. Smith, A. The Theory of Moral Sentiments; Kincaid, A., Bell, J., Eds.; Oxford University Press: Oxford, UK, 1759. 11. Smith, A. The Theory of Moral Sentiments; Kincaid, A., Bell, J., Eds.; Oxford University Press: Oxford, UK, 1759. 12. Carlsmith, J.M.; Gross, A.E. Some effects of guilt on compliance. J. Personal. Soc. Psychol. 1969, 11, 232–239. [CrossRef] 3. Freedman, J.L.; Wallington, S.A.; Bless, E. Compliance without pressure: The effect of guilt. J. Personal. Psychol. 1967, 7, 117–124. [CrossRef] 14. Regan, D.T.; Williams, M.; Sparling, S. Voluntary expiation of guilt: A field experiment. J. Personal. Soc. Psychol. 1972, 24, 42–45. [CrossRef] 15. Carlson, M.; Miller, N. Explanation of the relation between negative mood and helping. Psychol. Bull. 1987,
102, 91. [CrossRef] 16. Ketelaar, T.; Au, W.T. References The effects of feelings of guilt on the behaviour of uncooperative individuals in repeated
social bargaining games: An affect-as-information interpretation of the role of emotion in social interaction. Cogn. Emot. 2003, 17, 429–453. [CrossRef] 17. De Hooge, I.E.; Zeelenberg, M.; Breugelmans, S.M. Moral sentiments and co-operation: Differential influences
of shame and guilt. Cogn. Emot. 2007, 21, 1025–1042. [CrossRef] 8. Graton, A.; Ric, F.; Gonzalez, E. Reparation or reactance? The influence of guilt on reaction to persua
communication. J. Exp. Soc. Psychol. 2016, 62, 40–49. [CrossRef] 9. Nelissen, R.M.A.; Dijker, A.J.M.; de Vries, N.K. How to turn a hawk into a dove and vice versa: Interact
between emotions and goals in a give-some dilemma game. J. Exp. Soc. Psychol. 2007, 43, 280–286. [Cross 19. Nelissen, R.M.A.; Dijker, A.J.M.; de Vries, N.K. How to turn a hawk into a dove and vice versa: Interactions
between emotions and goals in a give-some dilemma game. J. Exp. Soc. Psychol. 2007, 43, 280–286. [CrossRef]
20. Coulter, R.H.; Pinto, M.B. Guilt appeals in advertising: What are their effects? J. Appl. Psychol. 1995, 80,
697–705. [CrossRef] [PubMed] 20. Coulter, R.H.; Pinto, M.B. Guilt appeals in advertising: What are their effects? J. Appl. Psychol. 1995, 80,
697–705. [CrossRef] [PubMed] 21. Alden, D.L.; Crowley, A.E. Sex guilt and receptivity to condom advertising. J. Appl. Soc. Psychol. 1995, 25,
1446–1463. [CrossRef] 22. Agrawal, N.; Duhachek, A. Emotional compatibility and the effectiveness of antidrinking messages:
A defensive processing perspective on shame and guilt. J. Mark. Res. 2010, 47, 263–273. [CrossRef] 23. Becheur, I.; Dib, H.; Merunka, D.; Valette-Florence, P. Emotions of fear, guilt or shame in anti-alcohol
messages: Measuring direct effects on persuasion and the moderating role of sensation seeking. Eur. Adv. Consum. Res. 2008, 8, 99–106. 4. Baek, T.H.; Yoon, S. Guilt and shame: Environmental message framing effects. J. Advert. 2017, 46, 440–
[CrossRef] 25. Chang, C.-T. Are guilt appeals a panacea in green advertising? Int. J. Advert. 2012, 31, 741–771. [CrossRef] 25. Chang, C.-T. Are guilt appeals a panacea in green advertising? Int. J. Advert. 2012, 31, 741–771. [CrossRef]
26. Basil, D.Z.; Ridgway, N.M.; Basil, M.D. Guilt appeals: The mediating effect of responsibility. Psychol. Mark. 2006, 23, 1035–1054. [CrossRef] 26. Basil, D.Z.; Ridgway, N.M.; Basil, M.D. Guilt appeals: The mediating effect of responsibility. Psychol. Mark. 2006, 23, 1035–1054. [CrossRef] 27. Hibbert, S.; Smith, A.; Davies, A.; Ireland, F. Guilt appeals: Persuasion knowledge and charitable giving. Psychol. Mark. References 2007, 24, 723–742. [CrossRef] 28. De Hooge, I.E.; Nelissen, R.M.A.; Breugelmans, S.M.; Zeelenberg, M. What is moral about guilt? Acting
‘prosocially’ at the disadvantage of others. J. Personal. Soc. Psychol. 2011, 100, 462–473. [CrossRef] 29. Cryder, E.C.; Springer, S.; Morewedge, C.K. Guilty feelings, targeted actions. Personal. Soc. Psychol. Bull. 2012, 38, 607–618. [CrossRef] 30. Bessarabova, E.; Turner, M.M.; Fink, E.L.; Blustein, N.B. Extending the Theory of Reactance to Guilt Appeals
“You Ain’t Guilting Me into Nothin”. J. Psychol. 2015, 223, 215–224. Behav. Sci. 2019, 9, 117 9 of 10 31. O’Keefe, D.J. Guilt and social influence. Commun. Yearb. 2000, 23, 67–101. [CrossRef] 32. Brehm, J.W. Theory of Psychological Reactance; Academic Press: San Diego, CA, USA, 1966. 33. Brehm, S.S.; Brehm, J.W. Psychological Reactance: A Theory of Freedom and Control; Academic Press: New York,
NY, USA, 1981. 34. Forest, D.; Clark, M.S.; Mills, J.; Isen, A.M. Helping as a function of feeling state and nature of the helping
behavior. Motiv. Emot. 1979, 3, 161–169. [CrossRef] 35. Isen, A.M.; Simmonds, S.F. The effect of feeling good on a helping task that is incompatible with good mood. Soc. Psychol. 1978, 41, 346–349. [CrossRef] 36. Wicker, F.W.; Payne, G.C.; Morgan, R.D. Participant descriptions of guilt and shame. Motiv. Emot. 1983, 7,
25–39. [CrossRef] 37. De Hooge, I.E.; Breugelmans, S.M.; Zeelenberg, M. Not so ugly after all: When shame acts as a commitment
device. J. Personal. Soc. Psychol. 2008, 95, 933–943. [CrossRef] 38. Gausel, N.; Leach, C.W.; Vignoles, V.L.; Brown, R. Defend or repair? Explaining responses to in-group moral
failure by disentangling feelings of shame, rejection, and inferiority. J. Personal. Soc. Psychol. 2012, 102,
941–960. [CrossRef] 39. Leach, C.W.; Cidam, A. When is shame linked to constructive approach orientation? A metaanalysis. J. Personal. Soc. Psychol. 2015, 109, 983–1002. [CrossRef] 40. Schmader, T.; Lickel, B. The approach and avoidance function of guilt and shame emotions: Comparing
reactions to self-caused and other-caused wrongdoing. Motiv. Emot. 2006, 30, 43–56. [CrossRef] 41. Feinberg, M.; Willer, R.; Keltner, D. Flustered and faithful: Embarrassment as a signal of prosociality. J. Personal. Soc. Psychol. 2012, 102, 81–97. [CrossRef] 42. Zeelenberg, M.; Breugelmans, S.M. The role of interpersonal harm in distinguishing regret from guilt. Emotion
2008, 8, 589–596. [CrossRef] 43. Zeelenberg, M.; Pieters, R. Feeling is for doing: A pragmatic approach to the study of emotions in economic
behavior. References In Social Psychology and Economics; DeCremer, D., Zeelenberg, M., Murnighan, J.K., Eds.; Erlbaum:
Mahwah, NJ, USA, 2006; pp. 117–137. 44. Schwarz, N. Feelings-as-information theory. Handb. Theor. Soc. Psychol. 2011, 1, 289–308. 45. Gouldner, A.W. The norm of reciprocity: A preliminary statement. Am. Sociol. Rev. 1960, 25, 1
[CrossRef] 46. Xu, H.; Begue, L.; Shankland, R. Guilt and guiltlessness: An integrative review. Soc. Personal. Psychol. Compass 2011, 5, 440–457. [CrossRef] 47. Festinger, L. A Theory of Cognitive Dissonance (Vol. 2); Stanford University Press: Palo Alto, CA, USA, 1962. 48. Burnett, M.S.; Lunsford, D.A. Conceptualizing guilt in the consumer decision-making process. J. Consum. Mark. 47. Festinger, L. A Theory of Cognitive Dissonance (Vol. 2); Stanford University Press: Palo Alto, CA, USA, 1962. 48
B
M S L
f
d D A C
li i
il i
h
d
i i
ki
J C
M
k 47. Festinger, L. A Theory of Cognitive Dissonance (Vol. 2); Stanford University Press: Palo Alto, CA, USA, 1962. 48. Burnett, M.S.; Lunsford, D.A. Conceptualizing guilt in the consumer decision-making process. J. Consum. Mark. 1994, 11, 33–43. [CrossRef] 48. Burnett, M.S.; Lunsford, D.A. Conceptualizing guilt in the consumer decision-making process. J. Consum. Mark. 1994, 11, 33–43. [CrossRef] 49. Ortony, A. Is guilt an emotion? Cogn. Emot. 1987, 1, 283–298. [CrossRef] 50. Elison, J. Shame and guilt: A hundred years of apples and oranges. New Ideas Psychol. 2005, 23, 5–32. [CrossRef] 51. Faucher, L.; Tappolet, C. Fear and the focus of attention. Conscious. Emot. 2002, 3, 105–144. [CrossRef] 51. Faucher, L.; Tappolet, C. Fear and the focus of attention. Conscious. Emot. 2002, 3, 105–144. [CrossRef]
52. Broadbent, D.; Broadbent, M. Anxiety and Attentional Bias: State and Trait. Cogn. Emot. 1988, 2, 165–183. [CrossRef] 51. Faucher, L.; Tappolet, C. Fear and the focus of attention. Conscious. Emot. 2002, 3, 105–144. [CrossRef]
52
Broadbent D ; Broadbent M Anxiety and Attentional Bias: State and Trait Cogn Emot 1988 2 165 183 52. Broadbent, D.; Broadbent, M. Anxiety and Attentional Bias: State and Trait. Cogn. Emot. 1988, 2, 165–183. [CrossRef] Fox, E. Processing emotional facial expressions: The role of anxiety and awareness. Cogn. Affect. Behav. Neurosci
2002, 2, 52–63. [CrossRef] 54. Mansell, W.; Clark, D.M.; Ehlers, A.; Chen, Y.-P. Social Anxiety and Attention away from Emotional Faces. Cogn. Emot. 1999, 13, 673–690. [CrossRef] 55. Mogg, K.; Bradley, B.P. Attentional Bias in Generalized Anxiety Disorder Versus Depressive Disorder. Cogn. Ther. Res. References 2005, 29, 29–45. [CrossRef] 56. Williams, J.M.G.; Watts, F.N.; MacLeod, C.; Mathews, A. Cognitive Psychology and Emotional Disorders; John
Wiley & Sons: Chichester, NH, USA, 1988. 57. Challis, B.H.; Krane, R.V. Mood induction and the priming of semantic memory in a lexical decision task:
Asymmetric effects of elation and depression. Bull. Psychon. Soc. 1988, 26, 309–312. [CrossRef] 58. Ferraro, F.R.; King, B.; Ronning, B.; Pekarski, K.; Risan, J. Effects of induced emotional state on lexical
processing in younger and older adults. J. Psychol. 2003, 137, 262–272. [CrossRef] Behav. Sci. 2019, 9, 117 10 of 10 10 of 10 59. Zeelenberg, M.; Nelissen, R.M.; Breugelmans, S.M.; Pieters, R. On emotion specificity in decision making:
Why feeling is for doing. Judgm. Decis. Mak. 2008, 3, 18–27. 60. Treisman, A.M. Contextual cues in selective listening. Q. J. Exp. Psychol. 1960, 12, 242–248. [CrossR 61. Broadbent, D.E. Perception and Communication; Pergamon Press: New York, NY, USA, 1958. 62. Maquestiaux, F. Psychology of Attention; De Boeck: Brussels, Belgium, 2013. 63. MacLeod, C.; Rutherford, E.M. Anxiety and the selective processing of emotional information: Mediating
roles of awareness, trait and state variables, and personal relevance of stimuli. Behav. Res. Ther. 1992, 30,
479–491. [CrossRef] 64. Graton, A.; Ric, F. How guilt leads to reparation? Exploring the processes underlying the effects of guilt. Motiv. Emot. 2017, 41, 343–352. [CrossRef] 65. Perloff, R.M. The Dynamics of Persuasion: Communication and Attitudes in the Twenty-First Century; Routledge:
New York, NY, USA, 2016. 6. Nixon, H.K. Attention and Interest in Advertising (No. 72); Columbia University: New York, NY, USA, 19 66. Nixon, H.K. Attention and Interest in Advertising (No. 72); Columbia University: New York, NY, USA, 1924. 67. Wedel, M.; Pieters, R. Eye tracking for visual marketing. Found. Trends Mark. 2008, 1, 231–320. [CrossRef] g
y
67. Wedel, M.; Pieters, R. Eye tracking for visual marketing. Found. Trends Mark. 2008, 1, 231–320. [CrossRef] 8. Pieters, R.; Wedel, M. A review of eye-tracking research in marketing. In Review of Marketing Rese
Routledge: Abingdon, UK, 2017; pp. 143–167. 68. Pieters, R.; Wedel, M. A review of eye-tracking research in marketing. In Review of Marketing Research;
Routledge: Abingdon, UK, 2017; pp. 143–167. 69
K
D M
F
R J
Fl t h
J E
Fi
h
PM
R j
T H D
d l
t
tt
d t
i
i 9. Krugman, D.M.; Fox, R.J.; Fletcher, J.E.; Fischer, P.M.; Rojas, T.H. References Do adolescents attend to warning
cigarette advertising? An eye-tracking approach. J. Advert. Res. 1994, 34, 39–52. 70. Wedel, M.; Pieters, R. Eye fixations on advertisements and memory for brands: A model and findings. Mark. Sci. 2000, 19, 297–312. [CrossRef] 71. Cotte, J.; Coulter, R.A.; Moore, M. Enhancing or disrupting guilt: The role of ad credibility and perceived
manipulative intent. J. Bus. Res. 2005, 58, 361–368. [CrossRef] 72. O’Keefe, D.J. Guilt as a mechanism of persuasion. In The Persuasion Handbook: Developments in Theory and
Practice; Dillard, J.P., Pfau, M., Eds.; Sage: Thousand Oaks, CA, USA, 2002; pp. 329–344. 73. Lickel, B.; Schmader, T.; Curtis, M.; Scarnier, M.; Ames, D.R. Vicarious shame and guilt. Group Process. Intergroup Relat. 2005, 8, 145–157. [CrossRef] 74. Nathanson, D.L. Shame and Pride: Affect, Sex, and the Birth of the Self; Norton: New York, NY, USA, 1992 74. Nathanson, D.L. Shame and Pride: Affect, Sex, and the Birth of the Self; Norton: New York, NY, USA, 1992. 75. Elison, J.; Lennon, R.; Pulos, S. Investigating the compass of shame: The development of the Compass of 74. Nathanson, D.L. Shame and Pride: Affect, Sex, and the Birth of the Self; Norton: New York, NY, USA, 1992. 75
Eli
J L
R P l
S I
ti
ti
th
f h
Th d
l
t
f th C
f 75. Elison, J.; Lennon, R.; Pulos, S. Investigating the compass of shame: The development of the Compas
Shame Scale. Soc. Behav. Personal. Int. J. 2006, 34, 221–238. [CrossRef] 76. Honk, J.V.; Tuiten, A.; de Haan, E.; vann de Hout, M.; Stam, H. Attentional biases for angry faces: Relationships
to trait anger and anxiety. Cogn. Emot. 2001, 15, 279–297. [CrossRef] 77. Cisler, J.M.; Olatunji, B.O.; Lohr, J.M.; Williams, N.L. Attentional bias differences between fear and disgust:
Implications for the role of disgust in disgust-related anxiety disorders. Cogn. Emot. 2009, 23, 675–687. [CrossRef] 78. Vogt, J.; Lozo, L.; Koster, E.H.; De Houwer, J. On the role of goal relevance in emotional attention: Disgust
evokes early attention to cleanliness. Cogn. Emot. 2011, 25, 466–477. [CrossRef] 79. O’Keefe, D.J. Message properties, mediating states, and manipulation checks: Claims, evidence, and data
analysis in experimental persuasive message effects research. Commun. Theory 2003, 13, 251–274. [CrossRef] © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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https://figshare.com/articles/journal_contribution/Supplementary_Figure_5_from_Human_Umbilical_Cord_Blood_Derived_Mesenchymal_Stem_Cells_Producing_IL15_Eradicate_Established_Pancreatic_Tumor_in_Syngeneic_Mice/22499560/1/files/39958534.pdf
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Supplementary Figure 5 from Human Umbilical Cord Blood–Derived Mesenchymal Stem Cells Producing IL15 Eradicate Established Pancreatic Tumor in Syngeneic Mice
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Supplementary figure 5 (A) Intratumor infiltration of CD4+FoxP3+
cells were determined by flow cytometry at 10 days after MSC-IL-15 Supplementary figure 5 (A) Intratumor infiltration of CD4+FoxP3+
cells were determined by flow cytometry at 10 days after MSC-IL-15 Supplementary figure 5 (A) Intratumor infiltration of CD4+FoxP3+ regulatory T
cells were determined by flow cytometry at 10 days after MSC-IL-15 injection. (B) Supplementary figure 5 (A) Intratumor infiltration of CD4+FoxP3+ regulatory T
cells were determined by flow cytometry at 10 days after MSC-IL-15 injection. (B) Supplementary figure 5 (A) Intratumor infiltration of CD4+FoxP3+ regulatory T
cells were determined by flow cytometry at 10 days after MSC-IL-15 injection. (B) Supplementary figure 5 (A) Intratumor infiltration of CD4+FoxP3+ regulatory T
cells were determined by flow cytometry at 10 days after MSC-IL-15 injection. (B) mRNA levels of Foxp3 in tumor tissue were detected by qRT-PCR. (C) MSC-GFP
with tumor cells was co-injected, and 7 days later, MSC-IL-15 was administrated.
Tumor growth was recorded over time. *, P<0.05; **, P<0.01. mRNA levels of Foxp3 in tumor tissue were detected by qRT-PCR. (C) MSC-GFP
with tumor cells was co-injected, and 7 days later, MSC-IL-15 was administrated. Tumor growth was recorded over time. *, P<0.05; **, P<0.01. Tumor growth was recorded over time. *, P<0.05; **, P<0.01.
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Nitrogen-doped hierarchical porous carbon derived from a chitosan/polyethylene glycol blend for high performance supercapacitors
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Introduction nitrogen functional groups under long-term/harsh working
condition.27,28 In addition, the subsequently introduced nitrogen
functional groups may block up the pores thus reducing the ion-
accessible surface area.25,29 Although using nitrogen-enriched
materials as precursors directly is able to overcome these
weaknesses, they also exhibit some defects, such as uncontrol-
lable pore structure and expensive template,30,31 which limits its
performance
optimization
and
large-scale
applications. Considering these problems, synthesis of NHPC using the low-
cost raw materials by a facile approach is very attractive. Supercapacitors, possessing a high power density, superior
lifetime, fast charge–discharge ability and excellent safety
property, have attracted great attention as next-generation
energy storage devices.1–6 A variety of materials have been
selected to build high performance supercapacitors to obtain
high energy storage capability, such as carbonaceous materials,
transition metal oxides and conducting polymers.7–11 Of them,
carbon materials are thought to be appropriate electrode
materials for supercapacitors due to many advantages such as
low-cost, easy accessibility and excellent electrical conduc-
tivity.12–15 However, the relatively low specic capacitance is still
hindering their use,16 so it is essential to develop carbon elec-
trode materials with high specic capacitance. Chitosan, the deacetylated derivative of chitin, is the second
most popular natural polymer aer cellulose.32–34 Because of
a large number of amino-groups, chitosan can be used to
synthesize N-doped carbon materials with excellent super-
capacitor performance.33,35 However, in contrast to cellulose-
based carbons, the research on the preparation of porous
carbons using chitosan is still relatively few so far. There are
only a few reports about the preparation of N-doped carbons
from chitosan,36,37 and the pore structure of the obtained
carbons is poorly developed, which would greatly hamper their
application in supercapacitors.38–40 So adding appropriate
substances to regulate pore structure is desired. PEG is a water
soluble polymer, has good compatibility with chitosan, they can
be mixed into homogeneous solutions.41–43 During the high
temperature carbonization, PEG was removed by thermal
degradation, the obtained samples possess ample pore struc-
tures, and the pore structure can be regulated by adjusting the
ratio of chitosan and PEG. aSchool of Materials and Chemical Engineering, Zhongyuan University of Technology,
Zhengzhou, 451191, PR China. E-mail: doctorpan0152@163.com
bCenter for Advanced Materials Research, Zhongyuan University of Technology,
Zhengzhou, 451191, PR China. E-mail: mlwzzu@163.com Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024
This article is licensed under a Creative Commons Attribution 3.0 U Nitrogen-doped hierarchical porous carbon (NHPC) materials were synthesized by using a chitosan/
polyethylene glycol (PEG) blend as raw material through a facile carbonization–activation process. In this
method, chitosan was used as a nitrogen-containing carbon precursor, low cost and large-scale
commercial PEG was employed as a porogen. The physical and electrochemical properties of the
resultant NHPC were affected by the ratio of chitosan and PEG. The sample obtained by the ratio of 3 : 2
exhibits a high specific surface area (2269 m2 g1), moderate nitrogen doping (3.22 at%) and optimized
pore structure. It exhibits a high specific capacitance of 356 F g1 in 1 M H2SO4 and 271 F g1 in
2 M KOH at a current density of 1 A g1, and over 230 F g1 can be still retained at a high current density
of 20 A g1 in both electrolytes. Additionally, the assembled symmetric supercapacitors show an
excellent cycling stability with 94% (in 1 M H2SO4) and 97% (in 2 M KOH) retention after 10 000 cycles at
1 A g1. These results indicate that the chitosan/PEG blend can act as a novel and appropriate precursor
to prepare low-cost NHPC materials for high-performance supercapacitors. Received 2nd January 2018
Accepted 5th February 2018 Received 2nd January 2018
Accepted 5th February 2018 DOI: 10.1039/c8ra00016f
rsc.li/rsc-advances RSC Advances RSC Advances Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Cite this: RSC Adv., 2018, 8, 7072
Received 2nd January 2018
Accepted 5th February 2018
DOI: 10.1039/c8ra00016f
rsc.li/rsc-advances
PAPER
hed on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM. licensed under a Creative Commons Attribution 3.0 Unported Licence. Nitrogen-doped hierarchical porous carbon
derived from a chitosan/polyethylene glycol blend
for high performance supercapacitors Cite this: RSC Adv., 2018, 8, 7072 This journal is © The Royal Society of Chemistry 2018 RSC Advances
PAPER
View Article Online
View Journal | View Issue RSC Advances
PAPER
View Article Online
View Journal | View Issue Introduction This provides us a good way to In general, improvement of the specic capacitance of carbon
materials is usually by introducing heteroatoms (e.g., O, B, N)
and regulating pore structure.17–21 Structural doping with
heteroatoms, especially nitrogen, could improve the capacitance
of carbon materials by introducing the pseudo-capacitance.22–24
In order to introduce nitrogen, postprocess, for example mela-
mine immersion and ammonia heat treatment, is the most
commonly used method.25,26 However, these methods may lead
to a cumbersome process, pores structure collapse and unstable This journal is © The Royal Society of Chemistry 2018 7072 | RSC Adv., 2018, 8, 7072–7079 RSC Advances
View Article Online Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. RSC Advances
View Article Online Paper synthesize
NHPC
materials
for
high-performance
super-
capacitors and there are no other studies have been reported. microscope (SEM) equipped with an energy dispersive X-ray
spectroscopy (EDX) system. High-resolution transmission elec-
tron microscopic (HRTEM) images were obtained with a JEOL
JEM2100F microscope. The surface chemical properties of the
samples were characterized by X-ray photoelectron spectroscopy
(XPS, Escalab 250, USA). X-ray diffraction (XRD) patterns were
conducted using a X-ray powder diffractometer (Bruker D8
Advance) with Cu-Ka irradiation. Raman spectra were acquired
with a Raman spectrometer (LabRAM HR Evolution). Ther-
mogravimetry (TG) was carried out on a TG209F1 under
nitrogen
ow. N2
adsorption–desorption
isotherms
were
measured at 77 K using ASAP 2420 V2.09 A. The specic surface
area was measured using the Brunauer–Emmett–Teller (BET)
method and the pore size distribution (PSD) was determined
using the classical Barrett–Joyner–Halenda (BJH) model. synthesize
NHPC
materials
for
high-performance
super-
capacitors and there are no other studies have been reported. Herein, we used chitosan/PEG blend as raw materials to
fabricate the NHPC by a facile method. It was found that the
porous structure and specic capacitance of NHPC could be
adjusted by changing the ratio of chitosan and PEG. The
prepared NHPC exhibited an excellent electrochemical perfor-
mance in both acidic and alkaline medium due to the high
specic surface area and hierarchical porous structure. Herein, we used chitosan/PEG blend as raw materials to
fabricate the NHPC by a facile method. It was found that the
porous structure and specic capacitance of NHPC could be
adjusted by changing the ratio of chitosan and PEG. s Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Electrochemical measurements Working electrodes were prepared by pressing a disk (1 cm
diameter) containing 80 wt% of active material, 10 wt% of
acetylene black and 10 wt% of polytetrauoroethylene onto
nickel foam (used in KOH solution) and stainless steel mesh
(used in H2SO4 solution). The active mass was 2.0–3.0 mg per
electrode. The electrochemical performances of as-prepared
electrodes were studied in 1 M H2SO4 and 2 M KOH solution
using a three-electrode and two-electrode system on a CHI660E
electrochemical workstation (Chenhua Instruments Co. Ltd.,
Shanghai). In the three-electrode system, platinum foil and Ag/
AgCl electrode were used as the counter and reference elec-
trodes, respectively. Cyclic voltammetry (CV), galvanostatic
charge–discharge (GCD) and Electrical Impedance Spectroscopy
(EIS) measurements were performed. The specic capacitance
(Cg) can be calculated by using the formula of Cs ¼ I Dt/(m
DV), where I is the discharge current (A), Dt is the discharge time
(s), m is the mass (g) of the active materials, and DV is the
potential window (V) during discharge.44,45 The specic capaci-
tance of the two-electrode symmetrical supercapacitor cell can Preparation of NHPC Chitosan and PEG (Mw ¼ 6000) with a total of 5 g were dissolved in
95 g acetic acid aqueous solution that was obtained by dissolving
2 g acetic acid in 93 g de-ionized water at 50 C for 1.5 h with
stirring to obtain a uniform solution. The solution was added
onto a glass plate to form a solid lm aer the evaporation of
solvent. Then the as-produced lm was peeled offfrom the glass
plate and carbonized at 800 C under N2 atmosphere for 2 h with
an increasing rate of 2 C min1. Aer cooled down to room
temperature naturally, the carbonized lm was ground into
powder. Then the powder was blend with KOH solution with
a power/KOH weight ratio of 1 : 3. The mixture was dried at 110 C
to evaporate the water. Aer that, the dried mixture was heated at
800 C for 2 h at 5 C min1 under a N2 atmosphere before being
cooled down to room temperature. The product obtained was
washed with 1 M HCl solution and de-ionized water until
a neutral pH. Finally, the washed powder was dried at 60 C under
vacuum overnight to get the NHPC. The sample was signied as
the PEG-x%, where x% stands for the ratio of PEG/(PEG + CS). The
synthesis process is schematically presented in Fig. 1. This journal is © The Royal Society of Chemistry 2018 Introduction The
prepared NHPC exhibited an excellent electrochemical perfor-
mance in both acidic and alkaline medium due to the high
specic surface area and hierarchical porous structure. Characterization of the prepared materials Fig. 3
(a) XPS survey, (b) C 1s, (c) N 1s, and (d) O 1s of PEG-40%. Fig. 2a–f show the SEM images of the NHPC materials. It can be
seen that all samples possess pore structures, and such a porous
structure renders the electrolyte able to penetrate into the bulk
particles to form three-dimensional channels for ions' trans-
portation. It is obviously observed that the microstructure and
morphology are seriously affected by the PEG content. With the
increase of PEG in the preparation process, the pores of samples
are increase. In contrast, PEG-50% has the 3D network structure
with plentiful and loose pores randomly. Fig. 2g shows the
HRTEM images of PEG-40% samples. It can be seen that PEG-
40% mainly exhibits an amorphous structure, and some locally
ordered structure could be observed, as marked by the red
arrows, indicating partial graphitization of the synthesized
materials. hydroxyl), and O]C–O (carboxyl) groups are determined. The
XPS results demonstrated the effective doping of nitrogen by
chitosan in the preparation process. The as-prepared carbon materials were further analyzed by
XRD and Raman patterns to conrm the graphitized structure. All XRD patterns in Fig. 4a show the diffraction peaks at 2q
around 25 and 43, corresponding to (002) and (100) crystal-
lographic planes, respectively. From the picture it can be seen
that PEG-50% had a low order degree, which is in good agree-
ment with SEM analysis (Fig. 2). Fig. 4b presents the Raman
patterns of PEG-30%, PEG-40% and PEG-50% samples. All three
samples display G (around 1580 cm1) and D (around
1340 cm1) bands, reection of ordered and disordered struc-
tures,23 respectively. And the narrower G-band and the lower
intensity of ID/IG oen imply higher ordered structures and
graphitizatio degree.24,32,45 The values of ID/IG for PEG-30%, PEG-
40% and PEG-50% were 0.93, 0.94 and 1.07, respectively, this
result demonstrates that the degree of graphitization decreases
with the PEG content increases, and PEG-50% sample possesses
much lower degree of graphitization than others, which is
identical with the results of above XRD analysis. The element composition of the PEG-40% sample was
determined by XPS measurement (Fig. 3). The strong signals in
the survey XPS spectra reveal the existence of three peaks at
284.8, 400.9 and 532.6 eV, corresponding to C 1s, N 1s and O 1s,
respectively (Fig. 3a). High resolution XPS measurements were
performed to investigate the atom binding states. Characterization The morphologies and component of the NHPC materials were
characterized by a Zeiss Merlin Compact scanning electron Fig. 1
Schematic illustration of the preparation of NHPC materials. Fig. 1
Schematic illustration of the preparation of NHPC materials. RSC Adv., 2018, 8, 7072–7079 | 7073 This journal is © The Royal Society of Chemistry 2018 This journal is © The Royal Society of Chemistry 2018 This journal is © The Royal Society of Chemistry 2018 View Article Online Fig. 3
(a) XPS survey, (b) C 1s, (c) N 1s, and (d) O 1s of PEG-40%. Paper RSC Advances be calculated by using the formula of Ccell ¼ I Dt/(M DV),
where Ccell is the total cell specic capacitance (F g1), and M is
the total mass (g) of active materials in both electrode. The
energy and power densities (E, W h kg1 and P, W kg1) were
calculated according to the equation of E ¼ 1/2CcellV2 and P ¼ E/
t, in which Ccell is the specic capacitance of the device, V is the
voltage decrease in discharge, and t is the discharge time. The
long-term cycling performance of electrodes were measured by
a symmetrical supercapacitor in 1 M H2SO4 and 2 M KOH
solution at a current density of 1 A g1 on a Land Battery Tester
(LAND electronics Co. Ltd, Wuhan) at ambient temperature. Characterization of the prepared materials In case of C
1s, four peaks at 284.8, 285.4, 286.4 and 288.8 eV corresponding
to Csp2, C–O/C–N, C]O and O–C]O groups was observed. The N 1s was determined by 398.5, 400.3 and 401.2 eV, which
can be attributed to pyridinic N, pyrrolic N and graphitic N,
respectively.45 In case of O 1s, three peaks at 531.8, 532.7, and
533.6 eV, corresponding to C]O (carbonyl), C–O (epoxy and The thermal decomposition curves of PEG-0% to PEG-50%
solid lms and pure PEG were shown in Fig. 4c. The pure PEG Fig. 2
SEM images of (a) PEG-0%, (b) PEG-10%, (c) PEG-20%, (d) PEG-30%, (e) PEG-40%, (f) PEG-50% and (g) HRTEM image of the PEG-40%
sample. Fig. 2
SEM images of (a) PEG-0%, (b) PEG-10%, (c) PEG-20%, (d) PEG-30%, (e) PEG-40%, (f) PEG-50% and (g) HRTEM image of the PEG-40%
sample. This journal is © The Royal Society of Chemistry 2018 This journal is © The Royal Society of Chemistry 2018 This journal is © The Royal Society of Chemistry 2018 7074 | RSC Adv., 2018, 8, 7072–7079 RSC Advances
View Article Online RSC Advances
View Article Online Paper Paper Fig. 4
XRD patterns (a) and Raman spectra (b) of the carbon materials. Thermal decomposition curves (c) of different solid films. result can be further conrmed by using BJH model to calculate
the pore size distribution. And the hierarchical porous structure
is conform to the ideal supercapacitor electrode materials that
containing macropores, mesopores and micropores for ion
buffering reservoir, ion transport and enhancement of charge
storage,33 respectively. The data on specic surface area and
pore volume are listed in Table 1. With the increase of PEG
content, the total pore volume was increase, moreover, the
mesopores and macropores volume was increase and the
micropores volume was decrease. Compared with PEG-40%, the
total pore volume of PEG-50% has a slight increase due to the
high content of PEG. When the content of PEG is too high,
a large number of PEG gather together and leave large pores
aer decomposition, and large pore size may lead to pores
structure collapse seriously in the process of post treatment and
more pore volume was destroyed when grinding into powder. With the increase of PEG content, the specic surface area
increased rstly and then decreased, this is the results of
combined action of pore volume and pore size. Characterization of the prepared materials With the
increase of PEG content, the pore volume was increase,
although the pore size would also increase, the pore volume
increased substantially, so the specic surface area will
increase. The pore volume increased little when the PEG
content reaches a certain value, the effect less than the pore
size, therefore the specic surface area decreased rapidly with
the increase of PEG content. From the above results, it can be
seen that different proportion can inuence the specic surface
area and pore volume. Sample PEG-40% has the most suitable
pore size and size distribution, which is expected to enhance its
behavior as a capacitor. Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 4
XRD patterns (a) and Raman spectra (b) of the carbon materials. Thermal decomposition curves (c) of different solid films. exhibited only one stage around 360–440 C due to the thermal
degradation of PEG. When the temperature reaches to 800 C,
the weight loss of PEG was 99.2%, indicating that PEG was
almost complete decomposition. The PEG-0% exhibited two
stages around 80–150 C and 250–350 C due to the evaporation
of water and thermal degradation of chitosan, respectively. The
other samples showed three distinct stages from 30 to 900 C,
which were attributed to the evaporation of water (around 80–
150 C), thermal degradation of chitosan (around 250–350 C),
and thermal degradation of PEG (around 360–440 C). It can be
seen that carbon residue increases during following the
increasement of chitosan, which is in good agreement with
above analysis. N2 adsorption–desorption isotherms were performed to
examine the specic surface area and the pore size and distri-
bution in the samples. As shown in Fig. 5a, all isotherms exhibit
type IV with uptake at low pressure and small hysteresis loops
ranging from 0.5 to 1.0, which imply the coexistence of micro-
pores, mesopores, and macropores in these samples.8 This RSC Adv., 2018, 8, 7072–7079 | 7075 Electrochemical performance (a) CV curves at a scan rate of 10 mV s1; (b) CV curves of
PEG-40% electrode material at different scan rates; (c) GCD curves at
a current density of 1 A g1; (d) specific capacitances at different
current densities. Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 6
Electrochemical performances of the PEG-x% materials based
electrode measure in a three-electrode system in 1 M H2SO4 aqueous
electrolyte. (a) CV curves at a scan rate of 10 mV s1; (b) CV curves of
PEG-40% electrode material at different scan rates; (c) GCD curves at
a current density of 1 A g1; (d) specific capacitances at different
current densities. Fig. 6c and 7c show the GCD curves of each sample at the
current density of 1 A g1. The curves show a typical triangular
shape with slight curvature, and the deviation from linearity is
due to the pseudo faradic reactions during the charging–dis-
charging process, which is consistent with the CV curves. Compared with other samples, PEG-40% has the much larger
capacitance owing to its high specic surface area (2269 m2 g1)
and moderate N-doped (3.22% obtained by EDX). Its Cs is as
high as 356 and 271 F g1 in 1 M H2SO4 and 2 M KOH,
respectively. Fig. 6d and 7d show the capacitance retention for
current density from 1 to 20 A g1, the specic capacitances
progressively decrease with the increase of current density due
to the increasing diffusion limitation. However, PEG-40% can
still retain over 230 F g1 at a high current density of 20 A g1 in
both electrolytes, which means a good rate performance for the
supercapacitor. The performances of different N-doped porous
carbons are listed in Table 2. Overall, the performance of the as-
prepared carbon materials in this work is superior to those
proposed in the literature. Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14
This article is licensed under a Creative Commons Attribution 3.0 Unported Fig. 6
Electrochemical performances of the PEG-x% materials based
electrode measure in a three-electrode system in 1 M H2SO4 aqueous
electrolyte. Electrochemical performance (a) CV curves at a scan rate of 10 mV s1; (b) CV curves of
PEG-40% electrode material at different scan rates; (c) GCD curves at
a current density of 1 A g1; (d) specific capacitances at different
current densities. Fig. 6
Electrochemical performances of the PEG-x% materials based
electrode measure in a three-electrode system in 1 M H2SO4 aqueous
electrolyte. (a) CV curves at a scan rate of 10 mV s1; (b) CV curves of
PEG-40% electrode material at different scan rates; (c) GCD curves at
a current density of 1 A g1; (d) specific capacitances at different
current densities. Fig. 8 shows the Nyquist plot of the samples at the frequency
range from 0.01 Hz to 100 kHz to further investigate the
capacitive property of the electrodes. The Nyquist plots were
measured in a three-electrode system at the open circuit voltage. And the plot of PEG-40% is modeled and interpreted with the
assistant of an appropriate electric equivalent circuit. The
Nyquist plot could be divided to three parts, including an
uncompleted semicircle part at high frequency, an inclined
portion about 45 at the middle frequency and a linear part at
low frequency. The high-frequency intercept with the real axis of
PEG-40% gives the resistance value (Rs) of 1.6 U (in 1 M H2SO4)
and 0.29 U (in 2 M KOH) which includes the electrolyte Fig. 7
Electrochemical performances of the PEG-x% materials based
electrode measure in a three-electrode system in 2 M KOH aqueous
electrolyte. (a) CV curves at a scan rate of 10 mV s1; (b) CV curves of
PEG-40% electrode material at different scan rates; (c) GCD curves at
a current density of 1 A g1; (d) specific capacitances at different
current densities. Fig. 8
Nyquist plots measured in 1 M H2SO4 (a) and 2 M KOH (b). The
inset shows a magnified view of the high frequency region of the
impedance spectra. Fig. 7
Electrochemical performances of the PEG-x% materials based
electrode measure in a three-electrode system in 2 M KOH aqueous
electrolyte. (a) CV curves at a scan rate of 10 mV s1; (b) CV curves of
PEG-40% electrode material at different scan rates; (c) GCD curves at
a current density of 1 A g1; (d) specific capacitances at different
current densities. scanning rates were measured. The shapes of CV curves can be
well retained even under the high scan rate (Fig. Electrochemical performance 6b and 7b),
indicating a superb capacitive behavior. Fig. 8
Nyquist plots measured in 1 M H2SO4 (a) and 2 M KOH (b). The
inset shows a magnified view of the high frequency region of the
impedance spectra. Table 2
Comparison of performances of different N-doped porous carbons
Materials
SBET (m2 g1)
Cg (F g1)
Cycle performance
Reference
K800
2435
197 (0.2 A g1)
92% aer 10 000 cycles at 1 A g1
6
RGH3-1
173
258 (0.1 A g1)
97% aer 4000 cycles at 1 A g1
16
N-PGCNS0.2–1–2
2130
337 (0.5 A g1)
88% aer 5000 cycles at 2 A g1
24
NCNF3
763
251 (0.1 A g1)
99% aer 2000 cycles at 5 A g1
25
NHPC-800
1542
242 (0.2 A g1)
94% aer 10 000 cycles at 1 A g1
32
3DHCG
1511
320 (1 A g1)
96% aer 2000 cycles at 2 A g1
45
PEG-40%
2269
356 (1 A g1)
94% aer 10 000 cycles at 1 A g1
This work
271 (1 A g1)
97% aer 10 000 cycles at 1 A g1
This work
7076 | RSC Adv., 2018, 8, 7072–7079
This journal is © The Royal Society of Chemistry 2018 Table 2
Comparison of performances of different N-doped porous carbons 7076 | RSC Adv., 2018, 8, 7072–7079 Electrochemical performance Electrochemical properties of the resultant NHPC materials
were measured using a standard three-electrode conguration
in both acidic and alkaline solution. Fig. 6a and 7a show the
typical CV curves of samples at a scan rate of 10 mV s1 in 1 M
H2SO4 and 2 M KOH, respectively. In both cases, the covered
area of PEG-40% sample is larger than the other samples, it
illustrates that PEG-40% sample possesses the highest capaci-
tance, which was consistent with the physical characteristics. And all the samples present a rectangular-like shape with
obvious redox peaks due to the introduction of N heteroatom in
carbon materials. The pseudocapacitance in acidic electrolyte is
more obvious than that in basic electrolyte, probably owing to
the Lewis base behavior of the nitrogen functionalities in the
carbons.44 In order to further investigate the capacitance
behavior of PEG-40% material, the CV curves at different Fig. 5
(a) N2 adsorption–desorption isotherms at 77 K and (b) PSD
curves of PEG-30%, PEG-40% and PEG-50% samples. Fig. 5
(a) N2 adsorption–desorption isotherms at 77 K and (b) PSD
curves of PEG-30%, PEG-40% and PEG-50% samples. Table 1
Porous property of PEG-30%, PEG-40% and PEG-50% samples
Sample
SBET (m2 g1)
Vtotal (cm3 g1)
Vmicro
Vmeso
Vmacro
Pore size (nm)
PEG-30%
2052
0.429
0.146
0.226
0.057
2.7
PEG-40%
2269
0.516
0.107
0.302
0.107
3.5
PEG-50%
1436
0.520
0.091
0.309
0.120
3.6
This journal is © The Royal Society of Chemistry 2018
RSC Adv., 2018, 8, 7072–7079 | 7075 Table 1
Porous property of PEG-30%, PEG-40% and PEG-50% samples
Sample
SBET (m2 g1)
Vtotal (cm3 g1)
Vmicro
Vmeso
Vmacro
Pore size (nm)
PEG-30%
2052
0.429
0.146
0.226
0.057
2.7
PEG-40%
2269
0.516
0.107
0.302
0.107
3.5
PEG-50%
1436
0.520
0.091
0.309
0.120
3.6 Paper
View Article Online View Article Online RSC Advances Paper Fig. 6
Electrochemical performances of the PEG-x% materials based
electrode measure in a three-electrode system in 1 M H2SO4 aqueous
electrolyte. (a) CV curves at a scan rate of 10 mV s1; (b) CV curves of
PEG-40% electrode material at different scan rates; (c) GCD curves at
a current density of 1 A g1; (d) specific capacitances at different
current densities. Fig. 7
Electrochemical performances of the PEG-x% materials based
electrode measure in a three-electrode system in 2 M KOH aqueous
electrolyte. This journal is © The Royal Society of Chemistry 2018 View Article Online Paper Fig. 10
Ragone plot comparing the energy density and power density
of PEG-40% symmetric supercapacitor with other reported carbon
materials in an aqueous electrolyte. RSC Advances RSC Advances resistance, the active material resistance, and the active mate-
rial interface resistance. The lower value of Rs is associated with
better electrode conductivity. The diameter of the semi-circle is
a charge-transfer resistance (Rct), which is attributed to the
charge transfer at the interface of the electrode and electrolyte,
and a smaller semicircle means smaller charge transfer resis-
tance. The Rct of PEG-40% electrode is 0.03 U (in 1 M H2SO4)
and 0.13 U (in 2 M KOH), which is lower than those of other
electrode materials. The 45 slope region at middle frequency
can be attributed to the ions diffusion/transport from the
electrolyte to the pore on the surface of samples. The short
lengths of these slopes indicate that the electrolyte ions diffuse
fast in this carbon framework. The almost vertical line repre-
sents the dominance of ideal double-layer charge/discharge
behaviors at low frequencies. Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 10
Ragone plot comparing the energy density and power density
of PEG-40% symmetric supercapacitor with other reported carbon
materials in an aqueous electrolyte. To further study the electrochemical behavior of the PEG-
40% electrode as a real capacitor in 1 M H2SO4 and 2 M KOH
solution, a symmetrical two-electrode conguration was con-
structed. It can be observed that the fabricated symmetric
supercapacitor shows near-rectangular shapes in both acid and
basic solution (Fig. 9a and b), even at high scan rates, indicating
its ideal capacitive behavior.45 Moreover, the GCD curves in
Fig. 9c and d display good symmetrical linear curves, revealing
its high electrochemical stability. The specic capacitance of
the symmetric supercapacitors calculated from GCD curves is
55 F g1 and 42 F g1 (220 F g1 and 168 F g1 for single elec-
trode) at 0.5 A g1, 91% and 86% capacitance is retained even at
5 A g1 in 1 M H2SO4 and 2 M KOH, respectively. Stability testing
was conducted under 1 A g1 for 10 000 cycles. Fig. 9e and f show the cycling stability of the symmetric supercapacitors in
1 M H2SO4 and 2 M KOH, respectively. This journal is © The Royal Society of Chemistry 2018 The capacitance reten-
tion is about 94% and 97% of its initial value aer 10 000 cycles,
indicating the excellent cycling stability of PEG-40%. To further
demonstrate the device performance aer cycles, two super-
capacitors were connected in series to light a red LED. As shown
in Fig. 9e and f, aer charging to 2.2 V at a current density of
1 A g1, the device could power a red LED, and even aer 10 min
the red LED still remained bright, indicating its excellent elec-
trochemical properties even aer 10 000 cycles. Energy and power densities are key parameters to evaluate
the performance of a certain material when applied as elec-
trodes for supercapacitors. The Ragone plot of PEG-40%
symmetric supercapacitor in 1 M H2SO4 and 2 M KOH aqueous
solutions calculated from discharge curves at different current
densities is displayed in Fig. 10, as well as its comparison with
the representative porous carbon-based supercapacitors. The
results showed that the energy density of the supercapacitors
utilizing
PEG-40%
as
electrode
material
could
reach
7.58 W h kg1 with a corresponding specic power density of
0.25 kW kg1 in 1 M H2SO4 solution, and an energy density of
5.79 W h kg1 could be obtained with 0.25 kW kg1 of specic
power in 2 M KOH electrolyte, which is higher than those of
commercially available supercapacitors (3–5 W h kg1)24 and
most carbon-based/N-doped carbonaceous aqueous capacitors
reported in previous articles. Fig. 9
Electrochemical
performance
of
PEG-40%
symmetrical
supercapacitors in 1 M H2SO4 and 2 M KOH, respectively. (a, b) CV
curves at different scanning rates; (c, d) GCD curves at different
current densities; (e, f) cycling stability at a 1 A g1. This journal is © The Royal Society of Chemistry 2018 There are no conicts to declare. There are no conicts to declare. 21 N. Phattharasupakun,
J. Wutthiprom,
P. Suktha, 21 N. Phattharasupakun,
J. Wutthiprom,
P. Suktha,
P. Iamprasertkun,
N. Chanlek,
C. Shepherd, Acknowledgements E. Hadzifejzovic,
M. G. Moloney,
J. S. Foord
and
M. Sawangphruk, Electrochimica. Acta, 2017, 238, 64–73. E. Hadzifejzovic,
M. G. Moloney,
J. S. Foord
and E. Hadzifejzovic,
M. G. Moloney,
J. S. Foord
and
M. Sawangphruk, Electrochimica. Acta, 2017, 238, 64–73. M. Sawangphruk, Electrochimica. Acta, 2017, 238, 64–73. 22 G. Ma, Z. Zhang, H. Peng, K. Sun, F. Ran and Z. Lei, J. Solid
State Electrochem., 2016, 20, 1613–1623. This work is supported by the National Natural Science Foun-
dation of China (Grant No. 21671205 and U1407103), Collabo-
rative Innovation Centre of Henan Textile and Clothing
Industry,
Innovation
Scientists
and
Technicians
Troop
Construction
Projects
of
Henan
Province
(Grant
No. 164100510007 and CXTD2015018) and the Open cooperation
project of Henan Province (152106000057). gp
,
,
,
,
22 G. Ma, Z. Zhang, H. Peng, K. Sun, F. Ran and Z. Lei, J. Solid 22 G. Ma, Z. Zhang, H. Peng, K. Sun, F. Ran and Z. Lei, J. Solid
State Electrochem., 2016, 20, 1613–1623. State Electrochem., 2016, 20, 1613–1623. State Electrochem., 2016, 20, 1613–1623. 23 Q. Liu, J. Zhong, Z. Sun and H. Mi, Appl. Surf. Sci., 2017, 396,
1326–1334. 24 B. Chang, H. Yin, X. Zhang, S. Zhang and B. Yang, Chem. Eng. J., 2017, 312, 191–203. 25 X. Yang, C. Li and R. Fu, J. Power Sources, 2016, 319, 66–72. 26 J. Ludwinowicz and M. Jaroniec, Carbon, 2015, 94, 673–679. References 27 Q. Shi, R. Zhang, Y. Lv, Y. Deng, A. A. Elzatahrya and D. Zhao,
Carbon, 2015, 84, 335–346. 1 X. Xu, J. Tang, H. Qian, S. Hou, Y. Bando, M. S. A. Hossain,
L. Pan and Y. Yamauchi, ACS Appl. Mater. Interfaces, 2017,
9, 38737–38744. 28 W. Kim, M. Y. Kang, J. B. Joo, N. D. Kim, I. K. Song, P. Kim, ,
g, J
J
,
,
g,
,
J. R. Yoon and J. Yi, J. Power Sources, 2010, 195, 2125–2129. 29 Z. Y. Sui, Y. N. Meng, P. W. Xiao, Z. Q. Zhao, Z. X. Wei and 29 Z. Y. Sui, Y. N. Meng, P. W. Xiao, Z. Q. Zhao, Z. X. Wei and
B. H. Han, ACS Appl. Mater. Interfaces, 2015, 7, 1431–1438. g
B. H. Han, ACS Appl. Mater. Interfaces, 2015, 7, 1431–1438. 2 J. Yang, Y. Yuan, W. Wang, H. Tang, Z. Ye and J. Lu, J. Power
Sources, 2017, 340, 6–13. 30 J. Zhou, Z. Zhang, W. Xing, J. Yu, G. Han, W. Si and S. Zhuo,
Electrochimica. Acta, 2015, 153, 68–75. 3 Y. Gao, L. Wang, W. Zhang, X. Yang, Y. Ma, J. Shao and Y. Li,
Electrochim. Acta, 2016, 201, 260–267. 31 Y. Zhao, M. Liu, X. Deng, L. Miao, P. K. Tripathi, X. Ma,
D. Zhu, Z. Xu, Z. Hao and L. Gan, Electrochimica. Acta,
2015, 153, 448–455. 4 B. D. Boruah and A. Misra, ACS Energy Lett., 2017, 2, 1720–
1728. 32 G. Sun, B. Li, J. Ran, X. Shen and H. Tong, Electrochimica. Acta, 2015, 171, 13–22. 5 P. Hu, T. Chen, Y. Yang, H. Wang, Z. Luo, J. Yang, H. Fu and
L. Guo, Nanoscale, 2017, 9, 1423. g
g
g
L. Guo, Nanoscale, 2017, 9, 1423. 6 L. Guo, X. Wang and Y. Wang, Chem. Eng. J., 2017, 313, 1295–
1301. 33 P. Hao, Z. Zhao, Y. Leng, J. Tian, Y. Sang, R. I. Boughton,
C. P. Wong, H. Lin and B. Yang, Nano Energy, 2015, 15, 9–23. 7 B. D. Boruah and A. Misra, Energy Storage Materials, 2016, 5,
103–110. 34 S. Anandhavelu, V. Dhanasekaran, V. Sethuraman and
H. J. Park, J. Nanosci. Nanotechnol., 2016, 16, 1–8. 8 D. Schopf and M. Es-Souni, Appl. Phys. A: Mater. Sci. Process.,
2016, 122, 203. 35 Z. Ling, C. Yu, X. Fan, S. Liu, J. Yang, M. Zhang, G. Wang,
N. Xiao and J. Conflicts of interest 20 Z. Y. Li, M. S. Akhtar, D. Kwak and O. Yang, Appl. Surf. Sci.,
2017, 404, 88–93. Conclusions In summary, NHPC materials have been fabricated by the
carbonization of chitosan/PEG blend and activation with KOH. Beneting from its hierarchical porous structure and numerous
pseudocapacitive functional groups, the carbon materials
exhibits an excellent performance. As an example, the PEG-40%
sample has micro, meso-, and macro- hierarchical porous struc-
ture and possesses a high specic surface area of 2269 m2 g1. It
can deliver high specic capacitances of 356 F g1 (in 1 M H2SO4) Fig. 9
Electrochemical
performance
of
PEG-40%
symmetrical
supercapacitors in 1 M H2SO4 and 2 M KOH, respectively. (a, b) CV
curves at different scanning rates; (c, d) GCD curves at different
current densities; (e, f) cycling stability at a 1 A g1. This journal is © The Royal Society of Chemistry 2018 RSC Adv., 2018, 8, 7072–7079 | 7077 View Article Online RSC Advances s Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 14 February 2018. Downloaded on 10/24/2024 5:48:14 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. 19 A. Elmouwahidi, E. Bail´on-Garc´ıa, A. F. P´erez-Cadenas,
F. J. Maldonado-H´odar and F. Carrasco-Mar´ın, Electrochim. Acta, 2017, 229, 219–228. Paper and 271 F g1 (in 2 M KOH) at the current density of 1 A g1,
retain 65% and 86% at 20 A g1. Furthermore, the assembled
symmetric supercapacitors show an excellent cycling stability
with 94% (in 1 M H2SO4) and 97% (in 2 M KOH) retention aer
10 000 cycles at 1 A g1. The outstanding capacitive behavior is
attributed to the unique features including a high specic
surface area, reasonable pore size and pore size distribution,
and moderate nitrogen doping. These demonstrated that using
low-cost biopolymer as the raw material to produce NHPC
materials is a promising approach for the development of
energy storage systems. 15 L. Zhu, F. Shen, R. L. Smith Jr, L. Yan, L. Li and X. Qi, Chem. Eng. J., 2017, 316, 770–777. 16 X. Tian, N. Zhao, Y. Song, K. Wang, D. Xu, X. Li, Q. Guo and
L. Liu, Electrochim. Acta, 2015, 185, 40–51. 17 J. Zeng, Q. Cao, X. Wang, B. Jing, X. Peng and X. Tang, J. Solid
State Electrochem., 2015, 19, 1591–1597. 18 A. Sanchez-Sanchez,
M. T. Izquierdo,
J. Ghanbaja,
G. Medjahdi, S. Mathieu, A. Celzard and V. Fierro, J. Power
Sources, 2017, 344, 15–24. 42 F. Ganji and M. J. Abdekhodaie, Carbohydr. Polym., 2008, 74,
435–441.
43 A. Altinisik and K. Yurdakoc, J. Appl. Polym. Sci., 2011, 122,
1556–1563.
44 F. Gao, J. Qu, Z. Zhao, Z. Wang and J. Qiu, Electrochimica.
Acta, 2016, 190, 1134–1141.
45 L. B. Xing, J. L. Zhang, J. Zhang, S. F. Hou, J. Zhou, W. Si,
H. Cui and S. Zhuo, Electrochim. Acta, 2015, 176, 1288–1295. 42 F. Ganji and M. J. Abdekhodaie, Carbohydr. Polym., 2008, 74,
435–441.
44 F. Gao, J. Qu, Z. Zhao, Z. Wang and J. Qiu, Electrochimica.
Acta, 2016, 190, 1134–1141. This journal is © The Royal Society of Chemistry 2018 43 A. Altinisik and K. Yurdakoc, J. Appl. Polym. Sci., 2011, 122,
1556–1563.
45 L. B. Xing, J. L. Zhang, J. Zhang, S. F. Hou, J. Zhou, W. Si,
H. Cui and S. Zhuo, Electrochim. Acta, 2015, 176, 1288–1295. RSC Adv., 2018, 8, 7072–7079 | 7079 Acta, 2016, 190, 1134–1141. References Qiu, Nanotechnology, 2015, 26, 374003. 35 Z. Ling, C. Yu, X. Fan, S. Liu, J. Yang, M. Zhang, G. Wang, N. Xiao and J. Qiu, Nanotechnology, 2015, 26, 374003. 9 B. D. Boruah and A. Misra, J. Mater. Chem. A, 2016, 4, 17552–
17559. 36 K. Lota, I. Acznik, A. Sierczynska and G. Lota, Mater. Lett.,
2016, 173, 72–75. 37 Y. Zhang, J. Y. Zhu, H. B. Ren, Y. T. Bi and L. Zhang, Chin. Chem. Lett., 2017, 28, 935–942. 10 X. Wu, V. L. Chabot, B. K. Kim, A. Yu, R. M. Berry and
K. C. Tom, ACS Energy Lett., 2014, 138, 139–147. 38 Z. Ling, G. Wang, M. Zhang, X. Fan, C. Yu, J. Yang, N. Xiao
and J. Qiu, Nanoscale, 2015, 7, 5120–5125. 11 B. D. Boruah, A. Maji and A. Misra, Nanoscale, 2017, 9, 9411–
9420. 39 A. ´Sliwak, N. D´ıez, E. Miniach and G. Gryglewicz, J. Appl. Electrochem., 2016, 46, 667–677. 12 Y. Wang, Y. Liu, W. Liu, G. Zhang, G. Liu, H. Chen and
J. Yang, J. Alloys Compd., 2016, 677, 105–111. 40 L. Zhu, F. Shen, R. L. Smith and X. Qi, Energy Technol., 2016,
4, 1–10. 13 K. Sun, S. Yu, Z. Hu, Z. Li, G. Lei, Q. Xiao and Y. Ding,
Electrochimica. Acta, 2017, 231, 417–428. 14 F. Sun, J. Gao, X. Pi, L. Wang, Y. Yang, Z. Qu and S. Wu, J. Power Sources, 2017, 337, 189–196. 41 E. Lih, J. S. Lee, K. M. Park and K. D. Park, Acta Biomater.,
2012, 8, 3261–3269. 41 E. Lih, J. S. Lee, K. M. Park and K. D. Park, Acta Biomater.,
2012, 8, 3261–3269. This journal is © The Royal Society of Chemistry 2018 7078 | RSC Adv., 2018, 8, 7072–7079 Paper This journal is © The Royal Society of Che
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This article is licensed under a Creative Commons Attribution 3.0 Unporte RSC Adv., 2018, 8, 7072–7079 | 7079 This journal is © The Royal Society of Chemistry 2018
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Qu-Zhuo-Tong-Bi Decoction Alleviates Gouty Arthritis by Regulating Butyrate-Producing Bacteria in Mice
|
Frontiers in pharmacology
| 2,021
|
cc-by
| 8,767
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Qu-Zhuo-Tong-Bi Decoction
Alleviates Gouty Arthritis by
Regulating Butyrate-Producing
Bacteria in Mice College of Basic Medical Science, Zhejiang Chinese Medical University, Hangzhou, China Qu-zhuo-tong-bi decoction (QZTBD) is a traditional Chinese medicine prescription used to
treat hyperuricemia and gout with no obvious adverse effects. However, the mechanism by
which QZTBD treats gout has not been fully explored. Here, we investigated the effects of
QZTBD on gouty arthritis and its therapeutic mechanism from the perspective of the gut
microbiome. Our results demonstrated that QZTBD was effective for reducing serum uric
acid level and attenuating paw edema and mechanical allodynia. QZTBD promoted the
abundance of butyrate-producing bacteria and the production of SCFAs. Further study
revealed that QZTBD restored the intestinal barrier function, modulated the expression of
GPR43 and ABCG2, suppressed the activity of key glycolysis-related enzymes, and
inhibited the generation of intestinal inflammatory factors. These findings suggested that
QZTBD is an effective therapeutic drug for gouty arthritis. Butyrate-producing bacteria and
its metabolites SCFAs might act as a potential target of QZTBD. Reviewed by: Reviewed by:
Rui Rui Wang,
Shanghai University of Traditional
Chinese Medicine, China
Jinjun Shan,
Nanjing University of Chinese
Medicine, China Reviewed by:
Rui Rui Wang,
Shanghai University of Traditional
Chinese Medicine, China
Jinjun Shan, Nanjing University of Chinese
Medicine, China *Correspondence:
Chengping Wen
wengcp@163.com
Tiejuan Shao
tiejuanshao@zcmu.edu.cn
†These authors have contributed
equally to this work *Correspondence:
Chengping Wen
wengcp@163.com
Tiejuan Shao
tiejuanshao@zcmu.edu.cn INTRODUCTION †These authors have contributed
equally to this work †These authors have contributed
equally to this work Gout is a purine metabolism disorder and chronic inflammatory disease with increasing prevalence
and incidence, particularly in developed countries (Kuo et al., 2015). Severe pain, swelling, warmth,
and redness at the gouty joint characterize the disorder (Dalbeth et al., 2016; So and Martinon, 2017;
Yang et al., 2019). These traits develop following massive deposition of monosodium urate (MSU)
crystals in joints and surrounding tissues. Establishing reliable treatments that target serum urate is
essential for effective gout management. Allopurinol and febuxostat (FBST) are the first-line urate-
lowering therapies (Dalbeth et al., 2016). However, common side effects of using these drugs in the
clinical treatment of gout include skin rash, nausea, vomiting, diarrhea, abnormal liver function, and
chronic renal toxicity. Strategies to achieve new treatment targets and to improve the quality of gout
care are needed. Specialty section:
This article was submitted to
Ethnopharmacology,
a section of the journal
Frontiers in Pharmacology
Received: 28 September 2020
Accepted: 30 December 2020
Published: 02 February 2021 Specialty section:
This article was submitted to
Ethnopharmacology,
a section of the journal
Frontiers in Pharmacology Keywords: Qu-zhuo-tong-bi decoction, gouty arthritis, gut microbiota, SCFAs, gut homeostasis ORIGINAL RESEARCH
published: 02 February 2021
doi: 10.3389/fphar.2020.610556 Edited by:
Houkai Li,
Shanghai University of Traditional
Chinese Medicine, China Citation: Traditional Chinese medicine (TCM) has been widely used in China for thousands of years. It is
believed to be a valuable form of medicine with better efficacy and fewer side effects. Qu-zhuo-tong-
bi decoction (QZTBD), an empirical prescription for gout treatment, has definite clinical effects on
lowering serum urate levels and preventing the recurrence of gout attacks with no serious adverse
effects. This prescription has obtained a national invention patent in China (Patent No.:
ZL201010209598.7). Its multiple functions, including reinforcing renal function, promoting
blood circulation, and relieving pain, have been demonstrated elsewhere (Chen et al., 2016; Lv Wen X, Lou Y, Song S, He Z, Chen J,
Xie Z, Shi X, Wen C and Shao T (2021)
Qu-Zhuo-Tong-Bi Decoction Alleviates
Gouty Arthritis by Regulating Butyrate-
Producing Bacteria in Mice. Front. Pharmacol. 11:610556. doi: 10.3389/fphar.2020.610556 February 2021 | Volume 11 | Article 610556 1 Frontiers in Pharmacology | www.frontiersin.org QZTBD for Gouty Arthritis Wen et al. TABLE 1 | The compositions of Qu-zhuo-tong-bi decoction (QZTBD). Chinese name
Latin name
Scientific name
Weigh(g)
Parts used
Tu Fu Ling
Rhizoma Smilacis Glabrae
Smilax glabra Roxb
60
Rhizome
Bi Xie
Dioscoreae Spongiosae
Rhizoma
Dioscorea spongiosa J. Q. Xi, M. Mizuno et W. L. Zhao
30
Rhizome
Yu Mi Xu
Corn Stigma
Zea mays L
15
Stigma
Yi Yi Ren
Coicis Semen
Coix lacryma-jobi L. var. ma-yuen (Rom.Caill.) Stapf
30
Seed
Xi Xian Cao
Siegesbeckiae Herba
Siegesbeckia orientalis L
18
Herb
Jiang Huang
Curcumae Longae Rhizoma
Curcuma longa L
12
Rhizome
Sang Ji Sheng
Taxilli Herba
Taxillus chinensis (DC.) Danser
15
Branch, Leaf
Yan Hu Suo
Corydalis Rhizoma
Corydalis yanhusuo (Y. H. Chou and Chun C. Hsu) W. T. Wang ex Z. Y. Su and C. Y. Wu
18
Tuber
Fo Shou
Citri Sarcodactylis Fructus
Citrus medica L. var. sarcodactylis Swingle
12
Fruit TABLE 1 | The compositions of Qu-zhuo-tong-bi decoction (QZTBD). by filtration. The filtrate was further concentrated using a rotary
evaporator and dried using a freeze dryer. The final aqueous
extracts of QZTBD were homogenized and stored in an air-tight
container at −20°C. FBST and MSU were purchased from
Hangzhou Zhuyangxin Pharmaceutical Co., Ltd (Hangzhou,
China) and Sigma (MO, United States), respectively. et al., 2019). However, its underlying mechanism of its anti-gouty
arthritis effect has not yet been fully explored. A growing number of studies have shown that intestinal flora
can participate in purine metabolism. Quality Control and Content Determination
of QZTBD of QZTBD
The main contents of QZTBD were analyzed by high-
performance
liquid
chromatography
(HPLC)
for
quality
control
of
QZTBD. 0.2 g
of
dried
QZTBD
extract
was
resuspended in deionized water, sonicated for 30 min at
35 kHz and 25°C, and then centrifuged at 3,500 rpm for 5 min. The supernatant was filtered through a 0.22 μm PES filter before
HPLC analysis. The HPLC analysis was carried out by Waters
e2695 + 2489 HPLC system with C18-AR column (250 mm ×
4.6 mm, 5 μm). The mobile phase consisted of acetonitrile (A)
and 0.1% phosphoric acid (B). The elution program was as
follows: 0–10 min 5–25% A; 10–20 min 25–30% A; 20–40 min
30–90% A; 40–42 min 90-5% A; 42–52 min 5-5% A. The flowrate
was 1.0 ml/min, the detection wavelength was 220 nm, and the
column temperature was maintained at 25°C. MATERIALS AND METHODS Astilbin, tetrahydropalmatine, and quercetin are the main bio-
active components of Smilax glabra Roxb., Corydalis yanhusuo
(Y.H. Chou and Chun C. Hsu) W.T. Wang ex Z.Y. Su and C.Y. Wu, and Taxillus chinensis (DC.) Danser respectively. Rutin is the
common component of Chinese medicinal herbs in the QZTBD. These four components were selected as the standards for quality
control of QZTBD. All four chemicals (HPLC ≥98%) were
purchased from Shanghai Yuanye Bio-technology Co., Ltd. (Shanghai, China) and were analyzed by the same elution
program. The detection wavelength was at 220 nm, 360 nm,
360 nm, and 210 nm, respectively. Citation: Gut excretion of urate is
critical for regulating serum urate (Ichida et al., 2012). Decreased
gut urate excretion induced by a microbial imbalance is an
important
cause
of
gout
(Guo
et
al.,
2016). The
gut
microbiome has attracted more and more attention as a
promising target for the treatment of gout. An increasing
number of traditional Chinese herbal ingredients have been
proven to manipulate the intestinal microbiota community
structure. A fundamental way for TCM to take effect is the
regulation of intestinal flora. To investigate the effect of
QZTBD on intestinal flora and its potential mechanism in the
treatment of gout, a high-fat diet (HFD) and MSU crystal-
induced animal model was established. After treating the
mouse model with QZTBD and FBST, the structure of
intestinal flora was analyzed and the content changes of
primary SCFAs in feces were detected. Our results showed
that QZTBD can effectively attenuate gouty symptoms by
restoring the gut microbiota and promoting the production of
SCFAs, which is different from FBST. QZTBD and Chemicals procedures
were
approved
by
the
Laboratory
Animal
Management
and
Welfare
Ethical
Review
Committee
of
Zhejiang Chinese Medical University (Permission number:
ZSLL-2018-0012). After 1 week of acclimatization, the mice were randomly
divided into four groups: control group, gouty arthritis model
group, QZTBD group, and FBST group. Each group was
comprised of seven animals. The control group was fed with a
standard diet, and 40 μL of PBS was injected into the right hind
footpad every 10 days. The animals in the other three groups were
fed with HFD (10% yeast extract) and injected with MSU crystals
(1 mg MSU crystals in 40 μL PBS/mouse) every 10 days to
simulate gouty arthritis (Lin et al., 2020). Six-week therapy
started at the induction of the gouty arthritis model. Drug
dosages were calculated based on the conversions from clinical
adult dosages and the body weight of mice. According to our
previous study, the QZTBD group and the FBST group were
administered
by
gavage
with
18.0 g/kg/day
QZTBD
and
5.2 mg/kg/day FBST respectively (Liu et al., 2019). The control
group
and
model
group
were
given
equal
volumes
of
distilled water. Immunohistochemical Analysis of Intestinal
GPR43 and Tight-Junction Proteins Immunohistochemical Analysis of Intestinal
GPR43 and Tight-Junction Proteins
Formalin-fixed, paraffin-embedded colon tissue sections were
prepared for immunohistochemistry (IHC) assays. Primary
antibodies, including anti-ZO-1 (Affinity Biosciences, OH,
United States, #AF5145), anti-Occludin (Affinity Biosciences,
OH, United States, #DF7504), and anti-GPR43 (Bioss Inc.,
Mass, United States, #BS-13536R), were respectively applied to
incubate with sections overnight at 4°C. After being incubated
with anti-rabbit IgG for 60 min at room temperature, the stained
sections were washed and visualized brown with DAB (C-0003,
Bioss, Beijing, China) and scanned by a digital pathological
section scanner (NDP, Hamamatsu, Japan). The staining was
manually evaluated by two independent certified pathologists
using NDP view 2.0 software. The claw region of mice was separated and fixed with 10%
paraformaldehyde in PBS, decalcified for 3 weeks with EDTA,
embedded in paraffin wax, and then stained with hematoxylin
and eosin for conventional morphological evaluation. Determination of Fecal Short-Chain Fatty
Acids The short-chain fatty acids (SCFAs) were extracted with
anhydrous
ether
from
acidified
fecal
water
extract. The
analysis was carried out using a gel filtration chromatography-
mass spectrometry (GPC-GC/MS-2010, Shimadzu, Kyoto, Japan)
with a Rtx-Wax capillary column (Shimadzu, Kyoto, Japan). A
split injection of 1 µL sample was made at a ratio of 10:1, with a
column helium flow rate of 1.2 ml/min. Ion source temperature
was 230°C, while the injector temperature was 260°C. The column
initial temperature was 100°C. It was then increased by 8°C/min
to 140°C, which was held for 2 min. Column temperature was
increased again by 60°C/min to 200°C and held there for 3 min. The scan mode was Scan and SIM mode. Identification of the
primary SCFAs, including acetate, propionate, and butyrate, were
carried out according to the retention time. SCFA standards
acetate (#S5636), propionate (#P1880), and butyrate (#303410)
were purchased from Sigma Aldrich. All samples were analyzed
in triplicate. QZTBD and Chemicals QZTBD is composed of nine Chinese medicinal herbs (Table 1):
Smilax glabra Roxb. (60 g, Batch No: 180701), Dioscorea
spongiosa J. Q. Xi, M. Mizuno et W. L. Zhao (30 g, Batch No:
180701), Zea mays L. (15 g, Batch No: 180801), Coix lacryma-jobi
L. var. ma-yuen (Rom.Caill.) Stapf (30 g, Batch No: 181001),
Siegesbeckia orientalis L. (18 g, Batch No: 181001), Taxillus
chinensis (DC.) Danser (15 g, Batch No: 180301), Curcuma
longa L. (12 g, Batch No: 181101), Corydalis yanhusuo (Y. H. Chou and Chun C. Hsu) W. T. Wang ex Z. Y. Su and C. Y. Wu
(18 g, Batch No: 180501), and Citrus medica L. var. sarcodactylis
Swingle (12 g, Batch No: 180301). All herbal materials were
purchased from Zhejiang Chinese Medical University Medical
Pieces., LTD. (Hangzhou, China). The above plant samples were
stored in a specific Herbarium room. QZTBD was prepared using
a traditional decoction method. The mixed medicine was boiled
with distilled water for 45 min, and the supernatant was collected Animals and Drug Administration
Twenty-eight
specific
pathogen-free
male
C57BL/6
mice
(4–6 weeks, 15 ± 3 g) were obtained from Shanghai SLAC
Laboratory Animal Co., Ltd. (Shanghai, China) and housed in
the Laboratory Animal Center of Zhejiang Chinese Medical
Animal
Care
(AAALAC)
under
standard
environmental
conditions (12 h light-dark cycles and 25 ± 1°C). Experimental February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 2 QZTBD for Gouty Arthritis Wen et al. procedures
were
approved
by
the
Laboratory
Animal
Management
and
Welfare
Ethical
Review
Committee
of
Zhejiang Chinese Medical University (Permission number:
ZSLL-2018-0012). units (OTUs) based on a 97% similarity cutoff using QIIME 2
(https://qiime2.org/). Alpha diversity and beta diversity analysis
were
performed
by
R
software
(1.2.5033). Bray-Curtis
dissimilarity
matrix
was
developed
with
the
normalized
sequences. Hierarchical
cluster
analysis
(HCA),
principal
coordinates analysis (PCoA), and distance between two groups
were performed based on the Bray-Curtis dissimilarity matrix. The linear discriminant analysis (LDA) effect size (LEfSe) method
was applied to reveal the effect of each differentially abundant
taxon and distinguish the key phenotypes responding to the
QZTBD treatment, with a set logarithmic LDA score of 2.0. Spearman’s correlation coefficient was conducted between
microflora and gout symptoms using the function “cor.test” in
the statistical software R and visualized with a heatmap. procedures
were
approved
by
the
Laboratory
Animal
Management
and
Welfare
Ethical
Review
Committee
of
Zhejiang Chinese Medical University (Permission number:
ZSLL-2018-0012). Evaluation of Gouty Symptoms At the end of the experiment, the blood was obtained by retro-
orbital bleeding. The serum was then isolated. The concentration
of serum uric acid (SUA) was detected strictly according to the
operation steps of the TBA-40FR automatic biochemical analyzer
(Toshiba Co., Ltd., Japan). Footpad swelling was measured as reported previously (Lv
et al., 2019). In brief, the footpad thickness for each mouse was
measured by a digital caliper (Minet Industrial Co., Ltd., China)
before stimulus and 4 h, 24 h, 48 h, and 72 h after the
administration of MSU. Footpad swelling was evaluated as an
increase in footpad thickness, which was calculated as the
difference between the initial thickness and the test thickness
observed at different time points. The pain threshold was
measured by measuring the mechanical withdrawal threshold
(MWT) with the von Frey monofilaments (Danmic Global Llc
Co., Ltd., Unites States) (Yu et al., 2016; Lv et al., 2019). All the
above behavioral tests were conducted by an investigator blinded
to experimental conditions. Analysis of Gut Microbiota Feces were collected from the middle segment of the colon, and
total DNA was extracted from stool samples using the QIAmp
DNA microbiome kit (Qiagen, German) according to the
manufacturer’s
protocol. Gut
microbiota
abundance
and
diversity were analyzed by sequencing of 16S rRNA gene (V3-
V4 region) with Illumina MiSeq platform. High-quality reads
were selected and library size across samples were normalized to
the same number to exclude the bias caused by different
sequencing depth. The effective reads were aligned with the
SILVA database and clustered into operational taxonomic Real-Time Quantitative PCR (qPCR)
Total RNAs from colon tissue were extracted with Trizol
reagent (Thermo Fisher Scientific, United States). The RNA
was reverse transcribed into cDNA using random hexamers February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 3 QZTBD for Gouty Arthritis Wen et al. primers with HiFiScript cDNA Synthesis Kit (CWBIO, China)
according to the manufacturer’s instructions Each reaction
level. qPCR was performed with Bio-Rad iQ5 PCR sys
(Bio-Rad United States) using the SYBR Premix ExTaq
FIGURE 1 | HPLC analysis of Qu-zhuo-tong-bi decoction (QZTBD). QZTBD (A) and standard substance (B). Identification of main compounds in QZTBD as
follows: Astilbin (1), Rutin (2), Tetrahydropalmatine (3), and Quercetin (4). primers with HiFiScript cDNA Synthesis Kit (CWBIO, China)
according to the manufacturer’s instructions. Each reaction
was performed at least in triplicate and normalized to β-actin
level. qPCR was performed with Bio-Rad iQ5 PCR system
(Bio-Rad, United States) using the SYBR Premix ExTaq K
(Takara Bio Inc., China). The CT value of each well wa
FIGURE 1 | HPLC analysis of Qu-zhuo-tong-bi decoction (QZTBD). QZTBD (A) and standard substance (B). Identification of main compounds in QZTBD as
follows: Astilbin (1), Rutin (2), Tetrahydropalmatine (3), and Quercetin (4). Frontiers in Pharmacology | www.frontiersin.org
February 2021 | Volume 11 | Article 61055
4 FIGURE 1 | HPLC analysis of Qu-zhuo-tong-bi decoction (QZTBD). QZTBD (A) and standard substance (B). Identification of main compounds in QZTBD as FIGURE 1 | HPLC analysis of Qu-zhuo-tong-bi decoction (QZTBD). QZTBD (A) and standard substance (B). Identification of ma
follows: Astilbin (1), Rutin (2), Tetrahydropalmatine (3), and Quercetin (4). FIGURE 1 | HPLC analysis of Qu-zhuo-tong-bi decoction (QZTBD). QZTBD (A) and standard substance (B). Identification of main compounds in QZTBD as
follows: Astilbin (1), Rutin (2), Tetrahydropalmatine (3), and Quercetin (4). primers with HiFiScript cDNA Synthesis Kit (CWBIO, China)
according to the manufacturer’s instructions. Lactic Acid Assay The concentrations of serum and fecal lactic acid were
determined using a lactic acid assay kit (Njjcbio, China;
#A019-2-1) according to the manufacturer’s instructions. The
absorbance of the samples was measured at 530 nm on a
spectrophotometer. The concentrations of lactic acid were
calculated according to the standard curve. Analysis of Gut Microbiota Each reaction
was performed at least in triplicate and normalized to β-actin primers with HiFiScript cDNA Synthesis Kit (CWBIO, China)
according to the manufacturer’s instructions. Each reaction
was performed at least in triplicate and normalized to β-actin level. qPCR was performed with Bio-Rad iQ5 PCR system
(Bio-Rad, United States) using the SYBR Premix ExTaq Kit
(Takara Bio Inc., China). The CT value of each well was primers with HiFiScript cDNA Synthesis Kit (CWBIO, China)
according to the manufacturer’s instructions. Each reaction
was performed at least in triplicate and normalized to β-actin level. qPCR was performed with Bio-Rad iQ5 PCR system
(Bio-Rad, United States) using the SYBR Premix ExTaq Kit
(Takara Bio Inc., China). The CT value of each well was February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 4 QZTBD for Gouty Arthritis Wen et al. TABLE 2 | Herbal retention times and sample contents of components in QZTBD. Constituents
Retention times (min)
Sample contents (mg/g)
Astilbin
13.180
0.1174
Rutin
13.427
0.0063
Tetrahydropalmatine
20.277
0.0140
Quercetin
25.013
0.0109 and 25.075 min, respectively. Through the calculation of the
regression curve, the concentrations of these four components
in QZTBD were 0.1174, 0.0063, 0.0140, and 0.0109 mg/g,
respectively (Table 2). QZTBD Alleviated Gouty Symptoms
Effectively y
In order to evaluate the effects of QZTBD on gout mice, we
monitored the animal’s SUA levels, footpad swelling degree,
and pain threshold. Compared with the control group, the
SUA level in the model group was significantly increased. As
expected, both QZTBD and FBST (the drug commonly used
for lowering SUA level and was used as a positive control)
effectively decreased the level of SUA (Figure 2A). The
animals that received an injection of MSU crystals showed
an increase in footpad swelling and a decrease in mechanical
pain threshold (Figures 2B,C). FBST showed a better
performance
in
ameliorating
MSU-stimulated
swelling
(Figure
2B),
while
QZTBD
manifested
a
better
anti-
allodynic effect over the observation period (Figure 2C). HE analysis indicated that the model group demonstrated
increased inflammatory cells’ infiltration and hyperplasia
synovial. These pathological states were ameliorated to
some
degree
by
treatment
with
QZTBD
and
FBST
(Figure 2D). There was no significant difference in spleen,
kidney, liver indices, and CREA levels between the control
group and the QZTBD group (Supplementary Figure S1),
indicating the safety of QZTBD decoction on male C57BL/6
mice. These results suggest that QZTBD can effectively
attenuate gouty symptoms induced by a high-fat diet and
MSU injection without obvious toxicity. determined by instrument software. The average of the values
was calculated. The relative quantification was analyzed by the
2−ΔΔCt
method. The
primer
sequences
were
shown
in
Supplementary Table S1. QZTBD Regulated the Microbial Community
Structure Mounting evidence has demonstrated that gut dysbiosis is a
pivotal factor of gout and that TCM can regulate the
composition and function of gut microbiota. We next
sequenced the bacterial V3-V4 region of the 16S rRNA gene
to profile gut microbiota composition between the normal and
gout mice and evaluated the influence of QZTBD on the
intestinal flora. A total of 1261461 tags were generated, with
an average of 45,052 tags per sample. The rarefaction curves of
all samples tended to be flat, indicating the amount of
sequencing data is reasonable and the depth of sequencing
is appropriate (Supplementary Figure S2). The estimated
richness as indicated by ACE and Chao indexes were
significantly lower in gout mice. Microbial diversity, which
was assessed via Shannon and Simpson indexes, showed a
robust decrease in the model group (Figure 3A). Both QZTBD
and FBST could promote microbial richness and diversity. Hierarchical clustering analysis revealed FBST treatment mice
have a similar microbial community to gout mice, while
QZTBD-treated
mice’s
microbiomes
are
structured
differently (Figure 3B). PCoA analysis (Figure 3C) showed
that samples could be separated based upon the microbial Western Blotting Analysis The intestinal tissue was homogenized in RIPA protein lysis
buffer (Thermo Fisher Scientific, United States) and the
concentrations of the extracted proteins were measured using
a BCA Protein Assay Kit (Beyotime Biotechnology, Shanghai,
China). Protein was separated by 10% SDS-PAGE gel and
transferred onto a PVDF membrane. The PVDF membrane
was blocked with 5% milk in TBST buffer for 1 h at room
temperature, probed with the primary antibodies overnight at
4°C,
and
then
incubated
with
HRP-coupled
secondary
antibodies
for
1 h
at
room
temperature. The
primary
antibodies used in this study were anti-PFKFB3 (1:5000
dilution,
Abcam,
#ab181861)
and
anti-LDH
(1:7500
dilution,
Abcam,
#ab52488). β-actin
(1:1,000
dilution,
Absin,
#abs830031)
was
used
to
ascertain
that
equal
amounts of protein were loaded. The gray value analysis of
gel quantification was performed using ImageJ software. Statistical Analysis y
SPSS 20.0 was used to analyze the statistical difference of the
experimental data. GraphPad Prism 7.0 software was used for
drawing. The measurement data were expressed as mean ± SEM. The normality of the data and the homogeneity of variance
between groups were tested using one-way ANOVA or the
Wilcoxon rank-sum test. p-value below 0.05 was considered
statistically significant. SPSS 20.0 was used to analyze the statistical difference of the
experimental data. GraphPad Prism 7.0 software was used for
drawing. The measurement data were expressed as mean ± SEM. The normality of the data and the homogeneity of variance
between groups were tested using one-way ANOVA or the
Wilcoxon rank-sum test. p-value below 0.05 was considered
statistically significant. Quantitative Analysis of the Chemical
Constituents of QZTBD The characteristic chromatogram of the standard and QZTBD
were shown in Figure 1. The retention times of astilbin, rutin,
tetrahydropalmatine, and quercetin were 13.180, 13.427, 20.277, February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 5 Wen et al. QZTBD for Gouty Arthritis i
Fi
3D d
d h
di
K
Ph
t
R
di
t
th
QZTBD
FIGURE 2 | QZTBD alleviated gouty symptoms effectively. Effects of QZTBD on SUA (A), footpad swelling index (B), footpad pain threshold (C), and HE analysis of
the footpad (D). “#” represents p < 0.05 in the comparison with the control group; “# #” represents p < 0.01 in the comparison with the control group and “# # #”
represents p < 0.001 in the comparison with the control group; “*” represents p < 0.05 in the comparison with the model group; “**” represents p < 0.01 in the
comparison with the model group and “***” represents p < 0.001 in the comparison with the model group. N 7/group. Wen et al. QZTBD for Gouty Arthritis FIGURE 2 | QZTBD alleviated gouty symptoms effectively. Effects of QZTBD on SUA (A), footpad swelling index (B), footpad pain threshold (C), and HE analysis of
the footpad (D). “#” represents p < 0.05 in the comparison with the control group; “# #” represents p < 0.01 in the comparison with the control group and “# # #”
represents p < 0.001 in the comparison with the control group; “*” represents p < 0.05 in the comparison with the model group; “**” represents p < 0.01 in the
comparison with the model group and “***” represents p < 0.001 in the comparison with the model group. N 7/group. Key Phenotypes Responding to the QZTBD
Treatment in Gout community structure. Figure 3D demonstrated the distance
between the two groups. The intragroup distance was smaller
than the intergroup distance, indicating the microbiota
composition of mice within the same group is more similar
to mice from a different group. QZTBD can regulate the
structure of intestinal flora in a unique way. Based on 16S rRNA gene sequencing, we observed that Firmicutes,
Bacteroidetes, Epsilonbacteraeota, and Proteobacteria are the four
dominant phyla (Figure 4A). Compared to the control group, the
relative abundance of Firmicutes and Bacteroidetes decreased in the February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 6 QZTBD for Gouty Arthritis Wen et al. FIGURE 3 | QZTBD regulated the microbial community structure. Effects of QZTBD on microbial richness and diversity (A); Hierarchical clustering analysis on OTU
level (B); PCoA score plots (C) and distance between the two groups (D) based on Bray-Curtis dissimilarities. “*” represents p < 0.05; “**” represents p < 0.01. N 7/group. FIGURE 3 | QZTBD regulated the microbial community structure. Effects of QZTBD on microbial richness and diversity (A); Hierarchical clustering analysis on OTU
level (B); PCoA score plots (C) and distance between the two groups (D) based on Bray-Curtis dissimilarities. “*” represents p < 0.05; “**” represents p < 0.01. N 7/group. Frontiers in Pharmacology | www.frontiersin.org February 2021 | Volume 11 | Article 610556 7 QZTBD for Gouty Arthritis Wen et al. FIGURE 4 | Key phenotypes responding to the QZTBD treatment in gout. Differences of gut microbiota at the phylum level (A); LEfSe analysis between the control
group and the model group (B); Analysis of correlation between characteristic intestinal flora and gout symptoms is shown through a heatmap. Positive correlations are
displayed in red and negative correlations in blue. The intensity of the color is proportional to the correlation coefficient (C); Relative abundance of characteristic intestinal
flora after QZTBD and FBST treatment (D); LEfSe analysis between Model group and QZTBD group (E). “*” represents 0.2 < r ≤0.4; “**” represents 0.4 < r ≤0.7;
“***” represents r > 0.7 in Figure 4C. “ns” represents not significant; “*” represents p < 0.05, “**” represents p < 0.01 and “***” represents p < 0.001 in Figure 4D. N 7/group. FIGURE 4 | Key phenotypes responding to the QZTBD treatment in gout. Key Phenotypes Responding to the QZTBD
Treatment in Gout As shown in
Figure 4C, Butyrivibrio, Butyricicoccus, Lachnospira, Eubacterium,
and Faecalibaculum, which are known as butyrate producers, were
negatively correlated with SUA level and paw edema, while they were
positively correlated with pain threshold. The bacteria those
cultivated in gout mice were perfectly positively correlated with
gout assessment indicators. The above results propose the
importance of gut flora, particularly butyrate-producing bacteria,
in the pathogenesis of gout. These taxa provide a new potential
treatment target for gout. We next checked the changes of these
characteristic flora after drug treatment (Figures 4D,E and
Supplementary Figure S3). Both QZTBD and FBST inhibited
the growth of Lachnospiraceae_A2 (a bacterium enriched in gout
mice) and boosted the abundance of Muribaculum (a bacterium
strongly correlated with SCFAs). Moreover, QZTBD notably
increased the abundance of Butyricicoccus while FBST mainly
produced an increase in abundance of Lachnospiraceae_GCA-
900066575. These differences in genera compound our earlier
finding that QZTBD and FBST play different roles in gut
microbial regulation. Key Phenotypes Responding to the QZTBD
Treatment in Gout Differences of gut microbiota at the phylum level (A); LEfSe analysis between the control
group and the model group (B); Analysis of correlation between characteristic intestinal flora and gout symptoms is shown through a heatmap. Positive correlations are
displayed in red and negative correlations in blue. The intensity of the color is proportional to the correlation coefficient (C); Relative abundance of characteristic intestinal
flora after QZTBD and FBST treatment (D); LEfSe analysis between Model group and QZTBD group (E). “*” represents 0.2 < r ≤0.4; “**” represents 0.4 < r ≤0.7;
“***” represents r > 0.7 in Figure 4C. “ns” represents not significant; “*” represents p < 0.05, “**” represents p < 0.01 and “***” represents p < 0.001 in Figure 4D. N 7/group. February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 8 QZTBD for Gouty Arthritis Wen et al. FIGURE 5 | QZTBD influences the fecal SCFAs levels. Acetate (A), Propionate (B) and Butyrate (C). “ns” represents not significant; “*” represents p < 0.05 and “**”
represents p < 0.01. N 7/group. FIGURE 5 | QZTBD influences the fecal SCFAs levels. Acetate (A), Propionate (B) and Butyrate (C). “ns” represents not significant; “*” represents p < 0.05 and “**”
represents p < 0.01. N 7/group. main SCFAs, especially of butyrate (p < 0.05). FBST clearly
improved fecal acetate level (p < 0.05), but its application had
no effect on the contents of propionate and butyrate. These
metabolic
features
were
compatible
with
the
results
of
microbial
composition. They
further
demonstrated
that
abnormally reduced intestinal levels of SCFAs or SCFA-
producing bacteria are usually closely related to gout, which
has been commonly found in patients who were diagnosed
with inflammatory bowel disease, type 2 diabetes, obesity, and
autoimmune diseases. model group, while the amounts of Epsilonbacteraeota and
Proteobacteria increased. QZTBD restored the abundance of
Bacteroidetes,
but
FBST
mainly
altered
the
abundance
of
Firmicutes, suggesting these two drugs have different regulatory
mechanisms (Figure 4A). LEfSe analysis showed that 31 bacterial
genera were depleted in gout mice, while 18 genera were enriched in
these same samples (Figure 4B). It is worthy to note that the
abundance of SCFAs-producing bacteria was significantly reduced
in the gut of gout mice (Figure 4B). A series of Spearman’s
correlations were further conducted to elucidate the association
between characteristic flora and symptoms of gout. QZTBD Improved Intestinal Mucosal Barrier
and Intestinal Urate Excretion Considering SCFAs are essential for the maintenance of the
intestinal mucosal barrier function, the reduction of SCFAs
may have an impact on the permeability of the intestinal
mucosa by modulating the expression of tight junction (TJ)-
related proteins. The levels of ZO-1 and Occludin were
determined by IHC staining and qPCR. Consistent with our
expectations, both protein and mRNA expression levels of
ZO-1 (Figures 6A,B) and Occludin (Figures 6C,D) in the
colon were significantly reduced in the model group. QZTBD
up-regulated both mRNA and protein levels of these two TJ-
related proteins. However, no significant expression change was
detected in FBST-treated mice. Given the association between
intestinal barrier dysfunction and inflammation, we next
examined the expression of related inflammatory factors in
intestinal tissues. The mRNA levels of NLRP3, IL-1β, and
TNF-α in the model group were remarkably higher than those
in the control group, and dramatically fell in QZTBD group. FBST also lowered the mRNA expression of NLRP3, IL-1β, and
TNF-α despite its inability to repair the intestinal barrier
(Figure 6E). These results suggest that QZTBD enhances
intestinal barrier function by increasing the expression of TJ-
related
proteins
and
inhibiting
intestinal
inflammation. Furthermore, mRNA expression level of ABCG2, a well-
known urate transporter, was decreased in the gouty mice. QZTBD increased the expression of ABCG2 and improved the
intestinal urate excretion (Figure 6F). QZTBD Influenced the Fecal SCFAs Levels
Taking into account the decline of SCFAs/butyrate-producing
bacteria, we next tested the concentration of the most abundant
SCFAs, including acetate, propionate, and butyrate, in the feces of
mice by GC-MS (Supplementary Figure S4). As shown in
Figure 5 and Supplementary Table S2, as compared with the
control group, the concentrations of acetate, propionate, and
butyrate in the model group were dramatically decreased (p <
0.01). QZTBD significantly increased the levels of all these three February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 9 QZTBD for Gouty Arthritis Wen et al. FIGURE 6 | QZTBD improved intestinal mucosal barrier. Expression of ZO-1 in the colon was measured by immunohistochemistry (A) and qRT-PCR (B);
Expression of Occludin in the colon was measured by immunohistochemistry (C) and qRT-PCR (D); The mRNA expression of inflammatory factors in the intestinal
tissues (E); The mRNA expression of ABCG2 in the intestine (F). “ns” represents not significant; “*” represents p < 0.05, “**” represents p < 0.01 and “***” represents
p < 0.001. QZTBD Modulated the Expression of GPR43
and Energy Homeostasis in the Intestine and Energy Homeostasis in the Intestine
Given the effect of SCFAs is derived from their ability to stimulate
G-protein coupled receptors, we proceeded to examine the
expression of GPR43. As described in Figures 7A,B, mRNA and
protein levels of GPR43 in the colon were reduced in the gouty mice. QZTBD enhanced both mRNA and protein levels of GPR43 while
FBST was unable to restore the levels of GPR43. On the other
hand, mounting evidence has demonstrated that SCFAs are the
primary energy sources for colonocytes and SCFAs alter the
metabolic rate by stimulating GPR43. To reconcile these findings,
we next examined the metabolic phenotype of intestinal cells. An
elevated expression of glucose transporter type 1 (GLUT 1), which
augments glucose uptake and glycolytic flux, was observed in
gouty mice (Figure 7C). mRNA levels of key genes related to
glycolysis, including PFK1 (phosphofructokinase 1), PFKFB3 (6-
phosphofructo-2-kinase/fructose-2,6-bisphosphatase-3), and LDH
(lactic acid dehydrogenase), were upregulated in the model group
(Figure 7C). Western blotting analysis further verified the
upregulation of PFKFB3 and LDH protein levels in gouty mice
(Figure 7D). Moreover, the concentration of lactic acid, the dead-
end product of glycolysis, was increased in both serum and feces,
revealing the association of glycolysis and gout (Figure 7E). Both
QZTBD and FBST inhibited the expression of GLUT1, PFK1, and
PFKFB3, yet they resulted in different impacts on gene expression of
LDH and lactic acid level (Figures 7C–E). We therefore speculated
that SCFA deficiency is closely tied to enhanced glycolysis and
increased susceptibility to gout. Inhibition of glycolysis is a potential
target for gout treatment and QZTBD can effectively down-regulate
the expression of glycolysis related enzymes. y
SCFAs are important mediators that gut microbiota use to
affect the host’s physiology and immunity. GPR43 is one of the
primary receptors of SCFAs. Signaling through GPR43 plays a
significant role in the anti-inflammatory effects of SCFAs
(Maslowski et al., 2009; Haslberger and Terkeltaub, 2015). Viera et al. demonstrated that germ free mice show attenuated
MSU crystal induced inflammation which was mediated by
acetate, and acetate acts via the macrophage receptor GPR43
to modulate inflammasome activation and IL-1β production
(Vieira et al., 2015). They also concluded that acetate alleviates
the inflammatory response to MSU crystals by inducing caspase-
dependent
apoptosis
of
neutrophils
and
enhancing
the
production of anti-inflammatory mediators (Vieira et al.,
2017). The study was limited to examining the effects of
butyrate on gout. QZTBD Improved Intestinal Mucosal Barrier
and Intestinal Urate Excretion N 7/group. FIGURE 6 | QZTBD improved intestinal mucosal barrier. Expression of ZO-1 in the colon was measured by immunohistochemistry (A) and qRT-PCR (B);
Expression of Occludin in the colon was measured by immunohistochemistry (C) and qRT-PCR (D); The mRNA expression of inflammatory factors in the intestinal
tissues (E); The mRNA expression of ABCG2 in the intestine (F). “ns” represents not significant; “*” represents p < 0.05, “**” represents p < 0.01 and “***” represents
p < 0.001. N 7/group. February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 10 QZTBD modulated the expression of GPR43 and metabolic phenotype. Expression of GPR43 in the colon were measured by immunohistochemistry
T-PCR (B); The mRNA expression of key glycolytic enzymes (GLUT1, PFK1, PFKFB3, and LDH) in the intestinal tissues (C); The protein expression of PFKFB3
the colon were measured by Western blotting (D). The concentration of lactic acid in serum and feces (E). “ns” represents not significant; “*” represents
**” represents p < 0.01 and “***” represents p < 0.001. N 7/group. QZTBD for Gouty Arthritis QZTBD for Gouty Arthritis Wen et al. FIGURE 7 | QZTBD modulated the expression of GPR43 and metabolic phenotype. Expression of GPR43 in the colon were measured by immunohistochemistry
A) and qRT-PCR (B); The mRNA expression of key glycolytic enzymes (GLUT1, PFK1, PFKFB3, and LDH) in the intestinal tissues (C); The protein expression of PFKFB3
and LDH in the colon were measured by Western blotting (D). The concentration of lactic acid in serum and feces (E). “ns” represents not significant; “*” represents
0 05 “**”
t
0 01
d “***”
t
0 001 N
7/ FIGURE 7 | QZTBD modulated the expression of GPR43 and metabolic phenotype. Expression of GPR43 in the colon were measured by immunohistochemistry
(A) and qRT-PCR (B); The mRNA expression of key glycolytic enzymes (GLUT1, PFK1, PFKFB3, and LDH) in the intestinal tissues (C); The protein expression of PFKFB3
and LDH in the colon were measured by Western blotting (D). The concentration of lactic acid in serum and feces (E). “ns” represents not significant; “*” represents
p < 0.05, “**” represents p < 0.01 and “***” represents p < 0.001. N 7/group. February 2021 | Volume 11 | Article 610556 11 Frontiers in Pharmacology | www.frontiersin.org QZTBD for Gouty Arthritis Wen et al. QZTBD Modulated the Expression of GPR43
and Energy Homeostasis in the Intestine Cleophas et al. reported that butyrate
inhibited the pro-inflammatory responses induced by the
combination of urate crystals and the long-chain fatty acid
palmitate (C16.0) in PBMCs from healthy donors and gout
patients, acting as an inhibitor of class I HDACs (Cleophas
et al., 2016). In this study, we found the concentrations of all
three primary SCFAs in feces and the expression of GPR43 in the
intestine were significantly decreased in gout mice. The inhibition
of SCFAs-GPR43 signaling leads to exacerbated or unresolving
inflammation in models of gout arthritis, which was observed in
colitis and asthma models as well (Maslowski et al., 2009). QZTBD increased the production of SCFAs, especially the
production of butyrate, and the expression of GPR43. The
regulation of SCFAs-GPR43 signaling was one of the critical
ways for QZBTD to alleviate gouty arthritis, which was different
from the means by which FBST takes effect. QZTBD Improved Intestinal Mucosal Barrier
and Intestinal Urate Excretion regulating the production, degradation, and excretion of uric
acid (Zhang et al., 2018). The intestine has been proven to be
an important place for urate excretion (Ichida et al., 2012),
and accumulating evidence suggests that the gut microbiome
is involved in the pathogenesis of gout (Ma, 2020). Initiation
of responses to MSU crystal in gout model required
microbiota,
and
germ-free
mice
or
mice
treated
with
antibiotics had no response to the injection of MSU
crystals (Vieira et al., 2015). Intestinal flora usually affect
purine metabolism by secreting metabolic enzymes such as
xanthine oxidase (Chiaro et al., 2017), or producing specific
metabolites such as SCFAs (Haslberger and Terkeltaub, 2015). A remarkable reduction of Faecalibacterium prausnitzii and
the inhibition of butyrate biosynthesis was observed in gout
patients (Guo et al., 2016). Our previous study showed that the
genera Lachnospiraceae NC2004 group, Lachnospiraceae
UCG_005,
Ruminococcaceae
NK4A214
group,
and
Ruminococcaceae
UCG_011,
which
are
associated
with
SCFAs production, were depleted in gout patients (Shao
et al., 2017). In this study, we verified the depletion of
butyrate producers in gout mice, which were strongly
inversely correlated with symptoms in gout mice. Targeting
the gut microbiome, especially SCFAs producing bacteria, is a
potential novel strategy for characterizing and treating gout
(Ma, 2020). QZTBD can restore the gut microbiota ecosystem
and promote the growth of SCFA-producing bacteria such as
Butyricicoccus. Frontiers in Pharmacology | www.frontiersin.org DISCUSSION QZTBD increased the level of microbiota-derived butyrate by
promoting the proliferation of butyrate-producing flora, thereby further activating the expression of SCFAs receptor GPR43, increasing the expression of intestinal
tight junction related proteins, facilitating the metabolism of colonocytes toward oxidative phosphorylation, inhibiting downstream inflammatory pathways and eventually
ameliorating gout. Red arrow indicates upregulation, green arrow indicates downregulation. glycolysis
(GLUT1,
PFK1,
PFKFB3,
and
LDH),
the
concentration of lactic acid was also enhanced in both
feces and serum, indicating an increase in glycolysis in the
mice model with gouty arthritis. Furthermore, there was a
significant reduction of oxygen consumption and an obvious
increment of HIF-1α expression in the intestine of gout mice,
which further confirmed that the alteration of gut microbiota
and intestinal metabolic phenotype associated with the
development of gout (Supplementary Figure S5A). The
inhibition of the glycolysis pathway has been proposed as
a new target for the treatment of gout flare and other IL-1β-
related inflammation (Wen et al., 2012; Mian et al., 2019). QZTBD effectively inhibits the expression of genes involved
in glycolysis, reduces the concentration of fecal and serum
lactate, and restores the intestinal oxygen consumption
(Supplementary
Figure
S5B),
revealing
a
possible
biochemical
mechanism
underlying
this
clinical
prescription. Although increased intestinal permeability has been reported
to trigger an immune response and low-grade inflammation,
disrupted intestinal barrier function is associated with the
development
of
various
diseases,
including
intestine
inflammatory diseases, extra-intestinal autoimmune diseases,
and metabolic disorders (Chelakkot et al., 2018; Zaiss et al.,
2019). We are the first to report on the altered expression of
intestinal TJ-related proteins in mice with gouty arthritis. Gut
microbiota and their metabolites are closely related to intestinal
barrier function. Eeckhaut et al. reported that patients with
inflammatory
bowel
disease
have
lower
numbers
of
Butyricicoccus bacteria. Administration of this bacteria result
in a protective effect by strengthening the intestinal barrier
function (Eeckhaut et al., 2013) and lowering intestinal TNF-α
and IL-12 levels. Butyrate could prompt improvements to
intestinal barrier function by inducing the expression of tight
junction proteins such as ZO-1 and Occludin (Zaiss et al., 2019). Our results demonstrated that QZTBD enhances the expression of
TJ-related proteins and inhibits the production of inflammatory
cytokines by promoting the growth of Butyricicoccus. Moreover, it
was reported that butyrate could upregulate the expression of urate
transporter ABCG2 (Ferrer-Picón et al., 2020). Deficiency of
butyrate is associated with the dysfunction of ABCG2. DISCUSSION QZTBD is an empirical prescription that has been developed for
treating gouty arthritis for many years. Our previous research
demonstrated that the potential anti-gouty arthritis effect of
QZTBD could be attributed to the inhibition of the activation
of
the
NLRP3
inflammasome
and
the
production
of
downstream proinflammatory cytokines (Lv et al., 2019). The present study further verified its analgesic and anti-
inflammatory effects and explored its potential mechanism
from the perspective of the gut microbiome. We found that
QZTBD can effectively reduce the symptoms of gout arthritis
with comparable effects to FBST. It does so without obvious
harmful side effects on animals, suggesting its clinical value for
gout treatment. Our results indicated that QZTBD may exert
its therapeutic effects by restoring the composition of gut
microbiota
and
promoting
the
generation
of
SCFAs. Through
these
changes,
QZTBD
treatment
attenuates
intestinal mucosal barrier function, prompts intestinal uric
acid
excretion,
inhibits
glycolysis,
and
suppresses
the
production
of
intestinal
pro-inflammatory
cytokines
(Figure 8). Uric acid is the final metabolite of purine metabolism in the
human body and the homeostasis of uric acid is achieved by February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 12 QZTBD for Gouty Arthritis Wen et al. FIGURE 8 | Proposed mechanism of QZTBD in the treatment of gouty arthritis. In gout mice, the deficiency of gut butyrate-producing bacteria resulted in the
decrease of intestinal butyrate content. Dropped butyrate inhibited the expression of GPR43 and intestinal tight junction related proteins, and further shifted the
metabolism of colonocytes toward glycolysis and activated downstream inflammatory pathways. QZTBD increased the level of microbiota-derived butyrate by
promoting the proliferation of butyrate-producing flora, thereby further activating the expression of SCFAs receptor GPR43, increasing the expression of intestinal
tight junction related proteins, facilitating the metabolism of colonocytes toward oxidative phosphorylation, inhibiting downstream inflammatory pathways and eventually
ameliorating gout. Red arrow indicates upregulation, green arrow indicates downregulation. FIGURE 8 | Proposed mechanism of QZTBD in the treatment of gouty arthritis. In gout mice, the deficiency of gut butyrate-producing bacteria resulted in the
decrease of intestinal butyrate content. Dropped butyrate inhibited the expression of GPR43 and intestinal tight junction related proteins, and further shifted the
metabolism of colonocytes toward glycolysis and activated downstream inflammatory pathways. CONCLUSION Our current results demonstrated that the anti-gouty arthritis
effect of QZTBD, an empirical TCM prescription in clinic and a
potential therapeutic decoction for the prevention and treatment
of gout, may be attributed to the restoration of gut dysbiosis and
enhancement of SCFAs formation, the renovation of the
intestinal
barrier
function,
the
suppression
of
the
key
glycolysis-related
enzymes,
and
the
inhibition
of
the
production of inflammatory factors. Another interesting aspect regarding the enhancement of
glycolysis contributes to the development of gout. Glycolysis
is
a
metabolic
pathway
characterized
by
low
oxygen
consumption, high glucose utilization, and high lactate
release (Litvak et al., 2018). A very recent study reported
the observation that MSU crystals lead to a metabolic
rewiring toward the aerobic glycolysis pathway because of
an increased expression of GLUT1 in the plasma membrane
and an up-regulation of glucose uptake on macrophages
(Renaudin et al., 2020). In our experiment, besides the
increased
expression
of
the
key
enzymes
related
to DISCUSSION QZTBD
increased the ABCG2 expression in the intestine, suggesting ABCG2
is a potential therapeutic target of QZTBD. Frontiers in Pharmacology | www.frontiersin.org REFERENCES doi:10.1136/annrheumdis-2020-217342 Eeckhaut, V., Machiels, K., Perrier, C., Romero, C., Maes, S., Flahou, B., et al. (2013). Butyricicoccus pullicaecorum in inflammatory bowel disease. Gut 62
(12), 1745–1752. doi:10.1136/gutjnl-2012-303611 (11), 1506–1514. doi:10.1136/annrheumdis-2020-217342 Shao, T., Shao, L., Li, H., Xie, Z., He, Z., and Wen, C. (2017). Combined signature of
the fecal microbiome and metabolome in patients with gout. Front. Microbiol. 8,
268. doi:10.3389/fmicb.2017.00268 Ferrer-Picón, E., Dotti, I., Corraliza, A. M., Mayorgas, A., Esteller, M., Perales, J. C.,
et al. (2020). Intestinal inflammation modulates the epithelial response to
butyrate in patients with inflammatory bowel disease. Inflamm. Bowel Dis. 26
(1), 43–55. doi:10.1093/ibd/izz119 So, A. K., and Martinon, F. (2017). Inflammation in gout: mechanisms and
therapeutic targets. Nat. Rev. Rheumatol. 13 (11), 639–647. doi:10.1038/
nrrheum.2017.155 Guo, Z., Zhang, J., Wang, Z., Ang, K. Y., Huang, S., Hou, Q., et al. (2016). Intestinal
microbiota distinguish gout patients from healthy humans. Sci. Rep. 6, 20602. doi:10.1038/srep20602 Vieira, A. T., Galvão, I., Macia, L. M., Sernaglia É, M., Vinolo, M. A., Garcia, C. C.,
et al. (2017). Dietary fiber and the short-chain fatty acid acetate promote
resolution of neutrophilic inflammation in a model of gout in mice. J. Leukoc. Biol. 101 (1), 275–284. doi:10.1189/jlb.3A1015-453RRR Haslberger, A., and Terkeltaub, R. (2015). Editorial: can GPR43 sensing of short-
chain fatty acids unchain inflammasome-driven arthritis?. Arthritis Rheum. 67
(6), 1419–1423. doi:10.1002/art.39102 Vieira, A. T., Macia, L., Galvão, I., Martins, F. S., Canesso, M. C., Amaral, F. A., et al. (2015). A role for gut microbiota and the metabolite-sensing receptor GPR43 in
a murine model of gout. Arthritis Rheum. 67 (6), 1646–1656. doi:10.1002/art. 39107 Ichida, K., Matsuo, H., Takada, T., Nakayama, A., Murakami, K., Shimizu, T., et al. (2012). Decreased extra-renal urate excretion is a common cause of
hyperuricemia. Nat. Commun. 3, 764. doi:10.1038/ncomms1756 Kuo, C. F., Grainge, M. J., Zhang, W., and Doherty, M. (2015). Global epidemiology
of gout: prevalence, incidence and risk factors. Nat. Rev. Rheumatol. 11 (11),
649–662. doi:10.1038/nrrheum.2015.91 Wen, H., Ting, J. P., and O’Neill, L. A. (2012). A role for the NLRP3 inflammasome
in metabolic diseases–did Warburg miss inflammation?. Nat. Immunol. 13 (4),
352–357. doi:10.1038/ni.2228 Yang, Q.-B., He, Y.-L., Zhang, Q.-B., Mi, Q.-S., and Zhou, J.-G. (2019). Downregulation of transcription factor T-bet as a protective strategy in
monosodium urate-induced gouty inflammation. Front. Immunol. 10, 1199. doi:10.3389/fimmu.2019.01199 Lin, X., Shao, T., Wen, X., Wang, M., Wen, C., and He, Z. (2020). REFERENCES Litvak, Y., Byndloss, M. X., and Bäumler, A. J. (2018). Colonocyte metabolism
shapes the gut microbiota. Science 362 (6418), eaat9076. doi:10.1126/science. aat9076 Chelakkot, C., Ghim, J., and Ryu, S. H. (2018). Mechanisms regulating intestinal
barrier integrity and its pathological implications. Exp. Mol. Med. 50 (8), 103. doi:10.1038/s12276-018-0126-x Liu, Q., Yu, Y., Li, H., Wen, C., and He, Z. (2019). Regulation of Quzhuo Tongbi
Preseription on gut microbiota of model rats with abnormal uric acid
metabolism (in Chinese). China J. Tradit. Chin. Med. Pharm. 34 (4),
1722–1726. Chen, J., Zhou, J., Wei, S., Xie, Z., Wen, C., and Xu, G. (2016). Effect of a traditional
Chinese medicine prescription Quzhuotongbi decoction on hyperuricemia
model
rats
studied
by
using
serum
metabolomics
based
on
gas
chromatography-mass spectrometry. J. Chromatogr. B Analyt. Technol. Biomed. Life Sci. 1026, 272–278. doi:10.1016/j.jchromb.2015.10.031 Lv, H., Chen, J., Liu, F., Jin, Y., Xu, Z., Wen, C., et al. (2019). A traditional clinic
Chinese
medicine
prescription
Qu-Zhuo-Tong-Bi. Evidence-Based
Complementary Altern. Med. 2019, 9456318. doi:10.1155/2019/9456318 Ma, Z. S. (2020). Heterogeneity-disease relationship in the human microbiome-
associated diseases. FEMS Microbiol. Ecol. 96 (7), fiaa093. doi:10.1093/femsec/
fiaa093 Chiaro, T. R., Soto, R., Zac Stephens, W., Kubinak, J. L., Petersen, C., Gogokhia, L.,
et al. (2017). A member of the gut mycobiota modulates host purine
metabolism exacerbating colitis in mice. Sci. Transl. Med. 9 (380), eaaf9044. doi:10.1126/scitranslmed.aaf9044 Maslowski, K. M., Vieira, A. T., Ng, A., Kranich, J., Sierro, F., Yu, D., et al. (2009). Regulation of inflammatory responses by gut microbiota and chemoattractant
receptor GPR43. Nature 461 (7268), 1282–1286. doi:10.1038/nature08530 Cleophas, M. C., Cris¸an, T. O., Lemmers, H., Toenhake-Dijkstra, H., Fossati, G.,
Jansen, T. L., et al. (2016). Suppression of monosodium urate crystal-induced
cytokine production by butyrate is mediated by the inhibition of class I histone
deacetylases. Ann. Rheum. Dis. 75 (3), 593–600. doi:10.1136/annrheumdis-
2014-206258 Mian, W., Zhang, M., Ma, Y., Liu, F., Chen, S., Lu, J., et al. (2019). Chaetocin
attenuates gout in mice through inhibiting HIF-1α and NLRP3 inflammasome-
dependent IL-1β secretion in macrophages. Arch. Biochem. Biophys. 670,
94–103. doi:10.1016/j.abb.2019.06.010 Dalbeth, N., Merriman, T. R., and Stamp, L. K. (2016). Gout. Lancet 388 (10055),
2039–2052. doi:10.1016/S0140-6736(16)00346-9 Renaudin, F., Orliaguet, L., Castelli, F., Fenaille, F., Prignon, A., Alzaid, F., et al. (2020). Gout and pseudo-gout-related crystals promote GLUT1-mediated glycolysis that
governs NLRP3 and interleukin-1β activation on macrophages. Ann. Rheum. Dis. 79
(11), 1506–1514. ACKNOWLEDGMENTS The animal study was reviewed and approved by Experimental
procedures were approved by Laboratory Animal Management
and Welfare Ethical Review Committee of Zhejiang Chinese
Medical University (Permission number: ZSLL-2018-0012). We appreciate the technical support from the Public Platform of
Medical Research Center, Academy of Chinese Medical Science,
Zhejiang Chinese Medical University. FUNDING accession number(s) can be found in the article/Supplementary
Material. accession number(s) can be found in the article/Supplementary
Material. This research was supported by grants from the National Natural
Science Foundation of China (81873145 and 82074248 and 81873269). DATA AVAILABILITY STATEMENT The datasets presented in this study can be found in online
repositories. The names of the repository/repositories and February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 13 QZTBD for Gouty Arthritis Wen et al. SUPPLEMENTARY MATERIAL TS and XW were responsible for the design of the work. XW, YL,
SS, ZH, JC, ZX, and XS were responsible for the acquisition and
analysis of data. TS and XW drafted the manuscript. CW and TS
approved the final version to be published. The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fphar.2020.610556/
full#supplementary-material. Yu, J., Tang, Y.-Y., Wang, R.-R., Lou, G.-D., Hu, T.-T., Hou, W.-W., et al. (2016). A
critical time window for the analgesic effect of central histamine in the partial
sciatic ligation model of neuropathic pain. J. Neuroinflammation 13 (1), 163.
doi:10.1186/s12974-016-0637-0 Frontiers in Pharmacology | www.frontiersin.org February 2021 | Volume 11 | Article 610556 REFERENCES Combined effects
of MSU crystals injection and high fat-diet feeding on the establishment of a
gout model in C57BL/6 mice. Adv. Rheumatol. 60 (1), 52. doi:10.1186/s42358-
020-00155-3 February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 14 Wen et al. QZTBD for Gouty Arthritis Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. Copyright © 2021 Wen, Lou, Song, He, Chen, Xie, Shi, Wen and Shao. This is an
open-access article distributed under the terms of the Creative Commons Attribution
License (CC BY). The use, distribution or reproduction in other forums is permitted,
provided the original author(s) and the copyright owner(s) are credited and that the
original publication in this journal is cited, in accordance with accepted academic
practice. No use, distribution or reproduction is permitted which does not comply
with these terms. Zaiss, M. M., Jones, R. M., Schett, G., and Pacifici, R. (2019). The gut-bone axis:
how bacterial metabolites bridge the distance. J. Clin. Invest. 129 (8),
3018–3028. doi:10.1172/jci128521 Zhang, Y., Jin, L., Liu, J., Wang, W., Yu, H., Li, J., et al. (2018). Effect and
mechanism of dioscin from Dioscorea spongiosa on uric acid excretion in
animal model of hyperuricemia. J. Ethnopharmacol. 214, 29–36. doi:10.1016/j. jep.2017.12.004 February 2021 | Volume 11 | Article 610556 Frontiers in Pharmacology | www.frontiersin.org 15
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Optimal distributed generation location and sizing for loss minimization and voltage profile optimization using ant colony algorithm
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Abstract A system of power generation whereby the generating equipment is located close to the point of usage, thereby reducing
losses and operation cost is called distributed generation (DG). However, it is imperative that DGs are sited such that the
quality of power delivered is optimized and the total real power loss within the system minimized. This paper proposes
an approach for optimum sizing and siting of DGs sizing in a power distribution system using Ant Colony Optimization
(ACO) algorithm. To validate the algorithm the IEEE 30 bus standard test system was employed. A 92% decrease in real
power loss within the system relative to the value before the connection of DGs was observed, while the minimum bus
voltage increased from 0.656 per unit to 0.965 per unit. The results obtained from ACO are further verified by creating
an ETAP model of the IEEE 30 bus system and simulating the impact of DG on the system. A significant reduction in total
real power losses within the system and improvement in voltage profile was observed when the DGs are placed at the
ACO derived sites relative to at other locations. Therefore, Ant Colony Algorithm can be used in deriving the optimum
sites and sizes of DGs in a power distribution system. Keywords Ant colony optimization (ACO) · Distributed generation (DG) · Renewable energy · Power flow · Voltage
quality * Moses Omolayo Petinrin, mo.petinrin@ui.edu.ng; layopet01@yahoo.com | 1Department of Mechanical Engineering, University
of Ibadan, Ibadan, Nigeria. 2Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong. 3Department
of Mathematical Sciences, Kings University, Ode‑Omu, Osun State, Nigeria. 4Department of Electrical and Electronic Engineering, Federal
Polytechnic Ede, Ede, Nigeria. 5Power Equipment and Electrical Machinery Development Institute, Okene, Kogi State, Nigeria. Research Article Optimal distributed generation location and sizing for loss
minimization and voltage profile optimization using ant colony
algorithm Adeseye Amos Ogunsina1 · Moses Omolayo Petinrin1 · Olutomilayo Olayemi Petinrin2,3 · Emeka Nelson Offornedo1 ·
Joseph Olawole Petinrin4 · Gideon Olusola Asaolu5 Received: 18 July 2020 / Accepted: 15 January 2021 / Published online: 1 February 2021
© The Author(s) 2021
OPEN 1 Introduction thermal systems which harnesses solar energy from the
sun and transform it into a suitable form of energy such
as heat and electricity are prime candidates for distributed
energy generation [3]. Other forms of renewable energy
technologies applied in distributed generation systems
are small hydro power systems, wind turbines, biogas and
biothermal systems and so on. Also, due to the harmful
effect of fossil fuel usage on the environment such as the
greenhouse effect and global warming, there has been
a significant increase in the usage of renewable energy
technologies. Distributed Generators (DGs) are power generation sys‑
tems whose output are not connected to a central grid
structure for transmission over long distances to the point
of usage, rather they are located at the point of usage, with
limited or no requirement for transportation [1, 2]. Due to
their modularity and portability and little or no require‑
ment for the transportation of the energy resources (fuel)
from point of production to the point of usage, renewable
energy technologies such as solar photovoltaic and solar * Moses Omolayo Petinrin, mo.petinrin@ui.edu.ng; layopet01@yahoo.com | 1Department of Mechanical Engineering, University
of Ibadan, Ibadan, Nigeria. 2Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong. 3Department
of Mathematical Sciences, Kings University, Ode‑Omu, Osun State, Nigeria. 4Department of Electrical and Electronic Engineering, Federal
Polytechnic Ede, Ede, Nigeria. 5Power Equipment and Electrical Machinery Development Institute, Okene, Kogi State, Nigeria. SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y V l (
) SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y Research Article Thus, due to the variable nature of solar and other
renewable energy resources, as their penetration rate into
the grid increases, they pose some technical challenges
on the system such as feeder overloading, harmonic pol‑
lution and so on. Also, high capital cost, low reliability
and low efficiency limits the widespread usage of these
technologies [1]. Besides, voltage flickers and power fluc‑
tuations due to variations in solar irradiation are some of
the adverse effects of high penetrated PV in power sys‑
tems [4]. In their research, Miller and Ye [5] evaluated the
impact of using DG as a significant portion of the total
energy resources by creating a model of Jeju Island, Korea
and made use of three distributed generation systems to
assess the potential negative power quality effects of high
penetration of DG. 1 Introduction Also, Ajan and Nirmala [6] modelled a
stand-alone and grid-tied PV system using Simulink which
was used to evaluate the relationship between PV system
parameters and the output. The various Voltages, Current
and Power levels are recorded. The various advantages of
optimally allocated DGs in a distribution network such as
improvement in overall system voltage, reduction in total
system power loss, improvement in system power quality
and frequency regulation are highlighted in [7, 8]. advantages of these type of algorithms in solving opti‑
mization problems include their simplicity and flexibility. They however only derive a near-optimal solution rather
than an exact one which is often within acceptable lim‑
its for most problems [18]. A metaheuristic cost–benefit
approach for the siting and sizing of DGs to ensure the
peak demand forecast is optimally met was presented by
El-khattam et al. [19]. Kuri et al. [20] applied genetic algo‑
rithm for optimal positioning and sizing of DGs in a distri‑
bution network, they took into consideration the number
of planning years in setting the optimization objectives
and constraints. Golshan and Arefifar [21] used an algo‑
rithm based on Tabu Search (TS) in solving a comprehen‑
sive planning objective for determining the size, loca‑
tions and mode of operation of Reactive Power Sources
(RPSs) and Distributed Generation Resources (DGRs) in a
power system. Gandomkar et al. [22], presented a hybrid
of simulated annealing and genetic algorithm for solving
the problem of DG siting in power distribution networks. Kalkhambkar et al. [23–25] had also implemented the grey
wolf algorithm to minimize energy loss in energy storage
and renewable distributed generations. Celli et al. [26]
proposed a tool to plan and operate DGs for deferment of
upgrades in transmission and distribution systems and so
on. In the proposed algorithm, multi-objective program‑
ming and genetic algorithm (GA) were utilized in a finding
the optimum location and number of distributed energy
resources to be placed in a network. Similarly, a method
for reduction in real power loss, improvement in voltage
profile and release of substation in a power system based
on analysis of voltage sensitivity index was presented by
Gopiya et al. [27]. However, to derive maximum benefits from DG, the
generators must be appropriately sized and located within
the power distribution network [7, 9, 10]. To achieve this
objective, various researchers have proposed different
approaches. 1 Introduction These methods are classified based on the
driving algorithms into metaheuristic, analytical or numer‑
ical based methods. Analytical techniques for solving the
DG allocation problem are presented in [11–13]. Several
authors have also published research studies on opti‑
mal allocation of DG and reactive power sources such as
capacitors in a distribution system using numerical based
techniques [14]. One of such study carried out by Fawzi
et al. [15] made use of Dynamic programming. Resener
et al. [16] applied Mixed-integer linear programing (MILP). However, these analytical and numerical based methods
are often computationally intensive as all possible combi‑
nations of DG sites are required to be evaluated to derive
the optimum solution. This often limits the number of vari‑
ables considered in most researches applying these meth‑
ods. Also, due to the non-linear nature of the problem, the
linear programming methods often perform poorly in find‑
ing the optimal solutions [17]. In simplifying the problem of DG location and sizing,
most researchers in the literatures often either fix the num‑
ber of DGs or the sizes. The proposed method in this paper
eliminates this restriction by allowing the algorithm to
heuristically search through the entire search space with‑
out restricting the possible number of DGs or the capac‑
ity of the DGs in deriving the optimum combination of
the number, the site and size of DGs to minimize the real
and reactive power loss in the system. Due to the relative
novelty of ant colony optimization (ACO) algorithm com‑
pared to other population-based optimization algorithm
and also because ACO was initially designed for discrete
problems, not many researches on the suitability of ACO
for DG allocation problem has been done. However, ACO
has been chosen over other metaheuristic based approach
for solving the DG allocation problem for its ability to
derive the global optimum solution with minimal number
of iterations and its better comparison with other similar
algorithms [28, 29]. This study helps to further explore the
application of the ACO algorithm in discrete and continu‑
ous problem domain. The ACO algorithm will be applied to Metaheuristic population-based algorithms such as
genetic algorithm, firefly, grey wolf, bee colony, particle
swarm and ant colony algorithms have an advantage over
the numerical and analytical based methods because it
doesn’t have to cover the entire possible search space in
deriving the optimal solution. Vol:.(1234567890) 4 Implementation of the algorithm (4)
nDG
∑
i=1
PDGi + jQDGi ≤PS∕S + jQS∕S
(5)
max
{
Sij or Sji
} ≤Sijmax
(6)
nDG ≤nDGmax The Ant Colony Optimization (ACO) algorithm applied for
this study was as presented in [33]. The main steps of the
applied ACO algorithm are outlined below: The Ant Colony Optimization (ACO) algorithm applied for
this study was as presented in [33]. The main steps of the
applied ACO algorithm are outlined below: (4) max
{
Sij or Sji
} ≤Sijmax (5) 2 Problem formulation The total real power loss within the distribution system
and the deviation of the bus voltages from the nominal
voltage magnitude, is given by equations below [30]: Plosses = 1
2
N
∑
i=1
N
∑
j=1
ℜ{yij
}[
||Vi||
2 + |||Vj|||
2
−2||Vi||
|||Vj||| cos 훿ij
] (1) (2)
VD =
NB
∑
i=1
(Vi −1)2 (2) where ℜ(∙) denotes the real component of a complex
number,yij is the admittance of the ijth branch, N is the
number of buses, Vi and Vj denotes the bus voltages, 훿ij
is 훿i −훿j. j
The objective function to be minimized to derive
the best DG allocation for minimum power losses and
enhanced voltage profile using ACO is formulated as: (3)
min f = PLoss + w ⋅vD (3) The inequality constraints of the minimization algo‑
rithm are outlined below: 1 Introduction This helps to minimize the
computational resources required and allows for consid‑
eration of a large number of variables and buses. Other Vol:.(1234567890) Vol:.(1234567890) Vol:.(1234567890) Research Article SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y (8)
훿min
i
≤훿i ≤훿max
i optimally site and size DGs in a power distribution system
such that the total real power loss within the system is
minimized while the system voltage profile is significantly
enhanced. In order to demonstrate the suitability of the
proposed algorithm, it was applied on the IEEE 30-Bus
Distribution System. 훿min
i
≤훿i ≤훿max
i (8) where: nDG is the number of DG sources, PDGi is the real
power output of the ith DG source while QDGi is its reac‑
tive power output, Sij is the apparent power flow in the
ijth branch and Sijmax is the maximum apparent power flow
in the ijth branch. The remainder of the paper is organized as follows:
Sect. 2 provides the mathematical formulation of the
problem of real power loss and voltage profile deviation
of a power distribution system. The proposed Ant Colony
Optimization algorithm for solving the DG optimization
problem is presented in Sect. 3, 4. Section 5 presents the
model of the case study power distribution system. Analy‑
sis and simulation results are presented in Sect. 6. Finally,
the conclusion is drawn in Sect. 7. 3 Optimization algorithm In this study, the Ant Colony Optimization (ACO) is pro‑
posed for solving the DG allocation problem. ACO is an
algorithm that is inspired by the biological behaviour of
ants, which enable them to discover the shortest route
between their nest and food. Ants do not communicate
directly with one another, but they exchange informa‑
tion using what is known as pheromones [31]. When an
ant traverses a path in search for food, it lays pheromones
on the path, as more ants pass through the shorter path
between the nest and the food per unit time relative to
the longer path, the quantity of pheromone laid on the
shorter path becomes higher than that on the longer path,
thereby increasing the probability that an ant will choose
the shorter path. The likelihood that an ant will choose a
given path, therefore, depends on the quantity of phero‑
mone laid on the path relative to other paths which in
turn depends on the number of ants that had previously
chosen the same path [28, 32]. The ACO algorithm pro‑
cedure comprises majorly of three steps: In the first step,
the candidate variable values are randomly generated and
the pheromone trail is initialized. Secondly, each ant uses
the probabilistic state transition rule to find solution to
the problem. Thirdly, the pheromone value at each edge
is updated, first by evaporating a proportion of the phero‑
mone at all the edges, thereafter the amount of phero‑
mone on paths whose solutions are of high fitness values
is reinforced. 4.3 Ants’ solution construction In this step, m ants construct a solution from the gener‑
ated candidate variable values. An ant k selects a variable
with an index l(k)
i for the ith variable from the candidate
variable values according to (11). (9)
x(j)
i
= li + ui −li
m + 휗
(
j −1 + randj
i
) (9) where (m + ϑ) is the number of initialized randomly gener‑
ated solution for variable i, randj
i is a uniformly distributed
random number between 0 and 1, i = 1, 2, …, n, while j = 1,
2, …, (m + ϑ). The initial buses for siting the DGs are uni‑
formly randomly chosen from the total number of buses. The randomly generated initial solutions are evaluated
and ranked according to their fitness values. The solution
with the highest fitness value is captured as the initial
global best solution. (11)
l(k)
i
=
⎧
⎪
⎨
⎪⎩
arg max
𝜏(1)
i , 𝜏(2)
i , ..., 𝜏(m)
i
, if q < q0
L(k)
i , otherwise (11) where q is a uniform random number based on which an
ant either selects a variable with the highest pheromone
value among the ones generated in the previous iteration
or randomly chooses an index L(k)
l
∈{0, 1, ..., m + gi} . The
probability distribution for the random variable choice is
given in (12). Four sources are utilized in generating the variable
values from which the ants choose during each iteration,
they are: the best solutions derived from all previous itera‑
tions, which are also referred to as the global best solution;
solutions generated from a random exploration process
across the entire solution space; solutions derived from
a dynamic exploitation of the solution space around the
global best solution; and finally from the values selected
by the ants in the last iteration of the algorithm. In each
iteration of the ACO algorithm, the m number ants create
m solutions of the problems which serves as candidate val‑
ues for the next iteration of the algorithm. The best solu‑
tion from the previous iteration is thereafter compared to
the current global best solution in terms of their fitness
value, and the global best solution is updated accordingly. 4.4 Pheromone update The solutions generated by all the ants in step 3 are evalu‑
ated at the end of each iteration of the algorithm and are
sorted in descending order of their fitness value. Thereaf‑
ter, the amount of pheromones on a predetermined num‑
ber of variable values are evaporated according to (13). 4.1 Generation of the candidate variable values Vol.:(0123456789)
(6)
(7)
The solution variables are the real and reactive power
generation capacities of the DGs and the bus number at
which the generators will be connected. The number of
DG is initialized to a certain number. Initially, the candi‑
date variable values for the generators’ real and reactive (6)
(7)
The solution variables are the real and reactive power
generation capacities of the DGs and the bus number at
which the generators will be connected. The number of
DG is initialized to a certain number. Initially, the candi‑
date variable values for the generators’ real and reactive nDG ≤nDGmax nDG ≤nDGmax Vol.:(0123456789) Vol.:(0123456789) SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y Research Article power capacity, which are real continuous variables, are
randomly sampled subject to the equality and inequality
constraints as: 4.3 Ants’ solution construction (12)
p(j)
i
=
휏(j)
i
∑m+gi
u=0 휏(u)
i
, j = 0, 1, ..., m + gi (12) The solution derived by each ant from the step above
is denoted by x(k) = (x
(l(k)
1 )
1
, x
(l(k)
2 )
2
, ..., x(l(k)
n )
n
). 4.2 Dynamic exploitation process (13)
휏(j)
i
←(1 −휌) ⋅휏(j)
i
+ 휌⋅Tmin (13) This involves the searching of the solution space around
x0 = (x0
1, x0
2, ..., x0
n) , the global best solution, in the interval
[
x(0)
i
−ri, x(0)
i
+ ri
]
, i = 1, 2, ..., n . The value of the variables
in the global best solution is either increased, decreased
or left unchanged according to the following equations: where 휌 is a real number between 0 and 1 which defines
the applied rate of pheromone evaporation per iteration
of the algorithm, Tmin is a predefined constant representing
the minimum pheromone value. Also, to ensure conver‑
gence of the algorithm towards the global minima, the
pheromone values of the best 휓 solutions’ variable values
are reinforced as (10)
̂xi =
⎧
⎪
⎨
⎪⎩
min(x(0)
i
+ ri ⋅𝜎i, ui), 0 ≤q < 1∕3
x(0)
i , 1∕3 ≤q < 2∕3
max(x(0)
i
−ri ⋅𝜎i, li), 2∕3 ≤q < 1 (10) (14)
휏(j)
i
←(1 −훼) ⋅휏(j)
i
+ 훼⋅Tmax (14) where 훼 is the defined rate of pheromone reinforcement
and it is any number between 0 and 1. The implementa‑
tion flowchart for the ACO algorithm is shown in Fig. 1. where 휎i ∈(0, 1] and q ∈[0, 1) are uniform random values,
i = 1, 2, ..., n. Then the resulting solution ̂x = (̂x1, ̂x2, ..., ̂xn) . If this process generates a solution with a better fitness
value than the global best solution, the recorded global
best solution is replaced with the derived solution. The
process is repeated for ϑ number of times. Vol:.(1234567890) Vol:.(1234567890) SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y Research Article 5 Case study Fig. 1 Implementation flowchart of the ACO algorithm [33] 5.1 Test system The proposed ACO algorithm was implemented in MATLAB
R2016a and executed on an Intel® Pentium® N3540 2.16 GHz
personal computer, while the power flow algorithm for eval‑
uating the fitness value of each solution generated by the
ants was implemented using Matpower® library in MATLAB. It was tested on an IEEE 30-bus system. The total loads of the
30-bus system are 189.2 MW and 107.2 MVar, with its bus
and branch parameters given in [34]. A schematic diagram
of the test feeder is shown in Fig. 2. The following assumptions were made in formulating
the proposed method: • Each bus within the system can take a maximum of one
DG unit; • The total DG penetration within the distribution system
will not exceed 100% of the total load; • The size of a single DG unit connected to a bus in the
algorithm is allowed to can range from zero (no DG
connected to the bus) to the total system load (100%
DG penetration with only 1 DG source); • All the DGs have unlimited capability to supply real and
reactive power according to the demand; • All the buses, except bus 1 which is the reference bus,
has the capacity for DG connection; • Continuous values are assumed for the size of the DGs. 6.1 ACO results The voltage magnitude across all the buses in the distri‑
bution system before and after ACO optimized DGs siting
are presented in Fig. 3. It shows a significant improvement
in the system voltage profile. In the base case, with the
system only fed from the grid via Bus 1, there is a decline
in the per unit (pu) voltage magnitude at the buses as we
progress along the system from bus 1 to bus 30. However,
with the DGs sited at the optimum buses as derived using
ACO, there is a significant improvement in the voltage
profile of the system with all the buses approaching the
nominal voltage. Before DG siting, the least voltage mag‑
nitude across all the buses was obtained at bus 26 with
a per unit voltage of 0.656, however, after DG siting, this
value increased by 47% to 0.965 per unit. Fig. 6 ETAP derived voltage profile across all the system buses sized and sited DGs, the losses reduced drastically across
all the branches, with values approaching zero as close as
possible. 5.2 Validation In order to validate the impact of results of the ACO algo‑
rithm, a model of the IEEE 30 bus system was developed
using the Electrical Transient Analyzer Programme (ETAP)
and load flow analysis of the system under the ACO
derived optimal DG number, sites and sizes were carried
out. The system was initially connected to the grid at bus
1 and the voltage profile at each of the 30 buses as well as
the total system losses were recorded. Thereafter, 6 num‑
ber generators were connected to the system, at first, the
generators were connected at bus numbers 7, 8, 12, 19,
21 and 30 derived as the optimum sites for the DGs from
the ACO analysis, the observed losses and system voltage
profile are compared to the values obtained under grid
power supply. To further revalidate the selection of the
optimum site by the ACO algorithm, three additional case
studies with the DGs sited at randomly selected buses with
in the modelled system were evaluated. The IDs of the
buses at which the DGs were sited under the various case
studies are outlined in Table 1. The system voltage profile Fig. 1 Implementation flowchart of the ACO algorithm [33] Vol.:(0123456789) Vol.:(0123456789) SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y Research Article Fig. 2 ETAP Model of IEEE 30-Bus System Fig. 2 ETAP Model of IEEE 30-Bus System Fig. 2 ETAP Model of IEEE 30-Bus System Vol:.(1234567890) Vol:.(1234567890) Vol:.(1234567890) 452-021-04226-y
Research Article
0
1
2
3
4
5
6
7
8
1
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41
Real Power Loss (MW)
Branch Number
Before DG
Aer DG
Fig. 4 Real power loss across the branches before and after DG
installation
0
5
10
15
20
25
1
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41
Reacve Power Loss (MVar)
Branch Number
Before DG
Aer DG
Fig. 5.2 Validation 4 Real power loss across the branches before and after DG
installation 0.6
0.65
0.7
0.75
0.8
0.85
0.9
0.95
1
1.05
1.1
1
3
5
7
9
11
13
15
17
19
21
23
25
27
29
Voltage Magnitude (pu)
Bus Number
Before DG
Aer DG Branch Number Fig. 4 Real power loss across the branches before and after DG
installation 0
5
10
15
20
25
1
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41
Reacve Power Loss (MVar)
Branch Number
Before DG
Aer DG
Fig 5 Reactive power loss across the branches before and after DG 0
5
10
15
20
25
1
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41
Reacve Power Loss (MVar)
Branch Number
Before DG
Aer DG
Fig. 5 Reactive power loss across the branches before and after DG
installation
0.5
0.6
0.7
0.8
0.9
1
1
3
5
7
9
11
13
15
17
19
21
23
25
27
29
Voltage (pu)
Bus IDs
Before DG
Optimum Site
Case 1
Case 2
Case 3
Fig. 6 ETAP derived voltage profile across all the system buses Bus Number Fig. 3 Voltage magnitude at each bus before and after DG installa‑
tion Branch Number Fig. 5 Reactive power loss across the branches before and after DG
installation and the total system losses were thereafter analyzed and
the results presented. 0.5
0.6
0.7
0.8
0.9
1
1
3
5
7
9
11
13
15
17
19
21
23
25
27
29
Voltage (pu)
Bus IDs
Before DG
Optimum Site
Case 1
Case 2
Case 3
Fig. 6 ETAP derived voltage profile across all the system buses 5.2 Validation 5 Reactive power loss across the branches before and after DG
installation SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s4
Table 1 DG sites under different case studies for ETAP simulation
Case studies
DG sites (Bus ID)
ACO optimized sites
7, 8, 12, 19, 21 and 30
Case 1
1, 2, 13, 19, 22 and 27
Case 2
1, 7, 12, 21, 23 and 27
Case 3
1, 2, 12, 23, 26 and 30
0.6
0.65
0.7
0.75
0.8
0.85
0.9
0.95
1
1.05
1.1
1
3
5
7
9
11
13
15
17
19
21
23
25
27
29
Voltage Magnitude (pu)
Bus Number
Before DG
Aer DG
Fig. 3 Voltage magnitude at each bus before and after DG installa‑
tion SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452 021 04226 y
Table 1 DG sites under different case studies for ETAP simulation
Case studies
DG sites (Bus ID)
ACO optimized sites
7, 8, 12, 19, 21 and 30
Case 1
1, 2, 13, 19, 22 and 27
Case 2
1, 7, 12, 21, 23 and 27
Case 3
1, 2, 12, 23, 26 and 30
0.6
0.65
0.7
0.75
0.8
0.85
0.9
0.95
1
1.05
1.1
1
3
5
7
9
11
13
15
17
19
21
23
25
27
29
Voltage Magnitude (pu)
Bus Number
Before DG
Aer DG
Fig. 3 Voltage magnitude at each bus before and after DG installa‑
tion
0
1
2
3
4
5
6
7
8
1
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41
Real Power Loss (MW)
Branch Number
Before DG
Aer DG
Fig. 4 Real power loss across the branches before and after DG
installation
0
5
10
15
20
25
1
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41
Reacve Power Loss (MVar)
Branch Number
Before DG
Aer DG 0
1
2
3
4
5
6
7
8
1
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41
Real Power Loss (MW)
Branch Number
Before DG
Aer DG
Fig. 6.2 Comparison of ACO with ETAP Similarly, as illustrated in Fig. 4 and Fig. 5, in the base
case when the only power source of the network was situ‑
ated at bus 1, we observed significant real and reactive
power losses from bus 1 to 10, however, with the optimally The analysis of the distribution system voltage profile as
derived from ETAP under the various distributed genera‑
tion arrangement are illustrated in Fig. 6. The ACO results Vol.:(0123456789) Vol.:(0123456789) Vol.:(0123456789) SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y Research Article 0
5
10
15
20
25
30
35
40
Before DG
ACO Optimized DG Sites
Case 1
Case 2
Case 3
Reactive Power Loss (MVar)
Real Power Loss (MW) 0
5
10
15
20
25
30
35
40
Before DG
ACO Optimized DG Sites
Case 1
Case 2
Case 3
Reactive Power Loss (MVar)
Real Power Loss (MW)
Fig. 7 Total real and reactive power losses under different case
studies as presented in Fig. 3 with the obtained results from ETAP
shown in Fig. 6 for optimized site plot are in good correla‑
tion with an average difference of 0.52%. It is also shown
in Fig. 6 that there is a significant improvement in the volt‑
age profile when the system is fed by DGs compared to
when it is only fed from the grid. Also, while the voltage at
some of the buses under the other three case studies are
better than when the DGs are sited at the ACO optimized
sites, the best overall voltage profile is obtained at the ACO
optimized sites. as presented in Fig. 3 with the obtained results from ETAP
shown in Fig. 6 for optimized site plot are in good correla‑
tion with an average difference of 0.52%. It is also shown
in Fig. 6 that there is a significant improvement in the volt‑
age profile when the system is fed by DGs compared to
when it is only fed from the grid. Also, while the voltage at
some of the buses under the other three case studies are
better than when the DGs are sited at the ACO optimized
sites, the best overall voltage profile is obtained at the ACO
optimized sites. Table 2 presents the summary of results of the ACO
optimized sites with the DG sites of randomly selected
buses simulated in ETAP. 6.2 Comparison of ACO with ETAP It revealed that the total real and
reactive power losses within the system reduced by 92%
and 97%, respectively when the distribution system is fed
by six DGs sited at the ACO optimized locations relative
to the values under grid power supply. Also, the highest
reduction in losses was obtained with the DGs sited at the
ACO derived sites as against when they are sited at other
locations within the distribution system, as obtained in
Case 1, 2 and 3. This is also illustrated in Fig. 7 which shows
a significant reduction in the total real and reactive power
losses across the system when DGs are sited at various
locations within the system under the four case studies,
however, the least losses are obtained when the DGs are
sited at the ACO derived optimum buses. Fig. 7 Total real and reactive power losses under different case
studies the ACO method presented achieving this with a much
smaller search space [12]. The superior performance of the
method could be attributed to the fact that the algorithm
is not excessively constrained with the optimum combi‑
nation of DG power factors, the number, the capacity and
the location of DGs heuristically derived by the algorithm
coupled with the superior capacity of ACO to converge
as the global minima compared with other metaheuristic
algorithms. The results showed that the ACO based approach pre‑
sented in this paper was able to achieve a 92% reduction
in real power loss and a 97% reduction in reactive power
loss within the distribution system. Compared to other
reviewed literatures on the subject, this method resulted
in the highest reduction in real and reactive power losses. A 67.01% reduction in losses was derived using Differen‑
tial evolution technique [35]. Using a hybrid of GA and an
analytical solution, a reduction in system losses of 83.74%
was derived in [36]. Using closed-form analytical expres‑
sions, a maximum reduction in real power losses of 95%
and 94% reduction in the reactive power losses, which is
comparable with the result obtained in this study with 7 Conclusion The impact of the optimally sized and sited DGs was
also significantly higher than the figures achieved in most
past research work on the same subject. results obtained showed that the ACO based approach
resulted in a significant reduction in the total real and reac‑
tive power losses as well as improvement in the voltage
profile of the power distribution network as a result of the
DGs. The impact of the optimally sized and sited DGs was
also significantly higher than the figures achieved in most
past research work on the same subject. g
j
7. Kazemi A, Sadeghi M (2009) Sitting and sizing of distributed
generation for loss reduction. In proceedings of the asia-pacific
power and energy engineering conference, APPEEC pp. 1–6l 8. Ghosh N, Sharma S, Bhattacharjee S (2012) A load flow based
approach for optimum allocation of distributed generation
units in the distribution network for voltage improvement and
loss minimization. Int J Comput Appl 50:15–22. https://doi. org/10.5120/7847-1075 In the future, this research work will be extended by
considering and modelling the different types of renewa‑
ble energy sources in formulating the problem rather than
using a generic DG source with the capacity to generate
any amount of real power and supply or sink any amount
of reactive power as presented in this work. Furthermore,
more work still needs to be done to solve the planning
and dispatch problem associated with a high penetration
of renewable energy DGs in a power distribution system
due to the variable nature of renewable energy sources. g
9. Arjun YM, Suresh BR (2013) Impact of distributed generation
on three feeder radial distribution system. Int J Eng Res Appl
3:983–988 10. Ramesh L, Chowdhury SP, Chowdhury S, Natarajan AA, Gaunt
CT (2009) Minimization of power loss in distribution networks
by different techniques. Int J Electr Electron Eng 2:521–527 11. Mahmoud K, Lehtonen M (2020) Direct approach for optimal
allocation of multiple capacitors in distribution systems using
novel analytical closed-form expressions. Electr Eng. https://doi. org/10.1007/s00202-020-01073-9 12. Mahmoud K, Lehtonen M (2019) Simultaneous allocation of
multi-type distributed generations and capacitors using generic
analytical expressions. IEEE Access 7:182701–182710. https://
doi.org/10.1109/ACCESS.2019.2960152 Compliance with ethical standards 13. Mahmoud K, Ahmed A (2015) Power loss minimization in dis‑
tribution systems using multiple distributed generations. IEEJ
Trans Electr Electron Eng 10:521–526. https://doi.org/10.1002/
tee.22115 Conflict of interest The authors declare that they have no conflict of
interest. 14. Petinrin JO, Shaaban M (2018) Multiperiod coordination of local
voltage controllers and energy storage for voltage regulation in
distribution feeder-connected renewable energy sources. Iran
J Sci Technol Trans Electr Eng. https://doi.org/10.1007/s4099
8-018-0092-2 Open Access This article is licensed under a Creative Commons Attri‑
bution 4.0 International License, which permits use, sharing, adap‑
tation, distribution and reproduction in any medium or format, as
long as you give appropriate credit to the original author(s) and the
source, provide a link to the Creative Commons licence, and indicate
if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless
indicated otherwise in a credit line to the material. If material is not
included in the article’s Creative Commons licence and your intended
use is not permitted by statutory regulation or exceeds the permitted
use, you will need to obtain permission directly from the copyright
holder. To view a copy of this licence, visit http://creativecommons
.org/licenses/by/4.0/. 15. Fawzi TH, El-Sobki SM, Abdel-Halim MA (1983) New approach for
the application of shunt capacitors to the primary distribution
feeders. IEEE Trans Power Appar Syst 102:10–13sf 16. Resener M, Haffner S, Pereira LA, Pardalos PM, Ramos MJS (2019)
A comprehensive MILP model for the expansion planning of
power distribution systems—Part I: problem formulation. Electr Power Syst Res 170:378–384. https://doi.org/10.1016/j. epsr.2019.01.040 17. Janga Reddy M, Nagesh Kumar D (2020) Evolutionary algo‑
rithms, swarm intelligence methods, and their applications in
water resources engineering: a state-of-the-art review. H2Open
J 3 135-188. https://doi.org/10.2166/h2oj.2020.128 7 Conclusion The proper placement and sizing of DGs in a power distri‑
bution system plays a significant role in reducing the total
real and reactive losses as well as improves the voltage
profile within the system. In this paper, an optimization
method for determining the optimal sites and capacities
of distributed generation resources in a power distribution
network using Ant Colony Optimization was presented. The problem consists of two types of variable, the DG
placement problem which is discrete in nature and gen‑
erators’ sizing which is of a continuous variable type. The Vol:.(1234567890)
Table 2 Voltage profile and
total system losses
Before DG
ACO Opti‑
mized Sites
Case 1
Case 2
Case 3
Average bus voltages
0.8460
0.9914
0.9809
0.9878
0.9718
% Increase in average bus voltages
17.19%
15.95%
16.76%
14.87%
Standard deviation of bus voltages
0.0429
0.0083
0.0118
0.0093
0.0201
Min bus voltage
0.8069
0.9626
0.9607
0.9698
0.9409
Max bus voltage
1
1
1
1
1
Total real power loss (MW)
8.862
0.675
2.057
1.383
2.799
Total reactive power loss (MVar)
35.756
1.111
5.746
3.149
7.291
% Reduction in real power loss
− 92%
− 77%
− 84%
− 68%
% Reduction in reactive power loss
− 97%
− 84%
− 91%
− 80% Before DG
ACO Opti‑
mized Sites
Case 1
Case 2
Case 3
Average bus voltages
0.8460
0.9914
0.9809
0.9878
0.9718
% Increase in average bus voltages
17.19%
15.95%
16.76%
14.87%
Standard deviation of bus voltages
0.0429
0.0083
0.0118
0.0093
0.0201
Min bus voltage
0.8069
0.9626
0.9607
0.9698
0.9409
Max bus voltage
1
1
1
1
1
Total real power loss (MW)
8.862
0.675
2.057
1.383
2.799
Total reactive power loss (MVar)
35.756
1.111
5.746
3.149
7.291
% Reduction in real power loss
− 92%
− 77%
− 84%
− 68%
% Reduction in reactive power loss
− 97%
− 84%
− 91%
− 80% Table 2 Voltage profile and
total system losses Vol:.(1234567890) SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y Research Article 6. Ajan, A., John, N (2015) Performance evaluation of on-grid
and off-grid solar photovoltaic systems. IJIREEICE, https://doi. org/10.17148/ijireeice.2015.3205 results obtained showed that the ACO based approach
resulted in a significant reduction in the total real and reac‑
tive power losses as well as improvement in the voltage
profile of the power distribution network as a result of the
DGs. References 18. Abdmouleh Z, Gastli A, Ben-Brahim L, Haouari M, Al-Emadi
NA (2017) Review of optimization techniques applied for the
integration of distributed generation from renewable energy
sources. Renew Energy 113:266–280. https://doi.org/10.1016/j. renene.2017.05.087 1. Chowdhury BH, Tseng C-L (2007) Distributed energy resources :
issues and challenges. J Energy Eng 2007:109–110. https://doi. org/10.1061/(ASCE)0733-9402133:3(109) 1. Chowdhury BH, Tseng C-L (2007) Distributed energy resources :
issues and challenges. J Energy Eng 2007:109–110. https://doi. org/10.1061/(ASCE)0733-9402133:3(109) 2. Galgali VS, Ramachandran M, Vaidya GA (2019) Multi-objective
optimal sizing of distributed generation by application of Tagu‑
chi desirability function analysis. SN Appl Sci 1:1–14. https://doi. org/10.1007/s42452-019-0738-3 2. Galgali VS, Ramachandran M, Vaidya GA (2019) Multi-objective
optimal sizing of distributed generation by application of Tagu‑
chi desirability function analysis. SN Appl Sci 1:1–14. https://doi. org/10.1007/s42452-019-0738-3 19. El-Khattam W, Bhattacharya K, Hegazy Y, Salama MMA (2004)
Optimal investment planning for distributed generation in a
competitive electricity market. IEEE Trans Power Syst 19:1674–
1684. https://doi.org/10.1109/TPWRS.2004.831699 3. Kalkhambkar V, Rawat B, Kumar R, Bhakar R (2017) Optimal allo‑
cation of renewable energy sources for energy loss minimiza‑
tion. J Electr Syst 113:115–130 3. Kalkhambkar V, Rawat B, Kumar R, Bhakar R (2017) Optimal allo‑
cation of renewable energy sources for energy loss minimiza‑
tion. J Electr Syst 113:115–130 p
g
20. Kuri B, Redfern MA, Li F (2004) Optimisation of rating and posi‑
tioning of dispersed generation with minimum network disrup‑
tion. In: Proceedings of the 2004 IEEE Power Engineering Society
General Meeting 2:2074–2078i 4. Caamaño-Martín E, Laukamp H, Jantsch M, Erge T, Thornycroft
J, De Moor H, Cobben S, Suna D, Gaiddon B (2008) Interaction
between photovoltaic distributed generation and electricity
networks. Prog Photovoltaics Res Appl 16:629–643. https://doi. org/10.1002/pip.845 21. Golshan MEH, Arefifar SA (2006) Distributed generation, reac‑
tive sources and network-configuration planning for power and
energy-loss reduction. IEE Proc Gener Transm Distrib 153:127–
136. https://doi.org/10.1049/ip-gtd 5. Miller N, Ye Z (2003) Report on Distributed Generation Penetra‑
tion Study. United States, 2003. https://doi.org/10.2172/15004
478 g
g
22. Gandomkar M, Vakilian M, Ehsan M (2005) A combination of
genetic algorithm and simulated annealing for optimal DG 22. Gandomkar M, Vakilian M, Ehsan M (2005) A combination of
genetic algorithm and simulated annealing for optimal DG 22. Gandomkar M, Vakilian M, Ehsan M (2005) A combination of
genetic algorithm and simulated annealing for optimal DG Vol.:(0123456789) Vol.:(0123456789) Research Article SN Applied Sciences (2021) 3:248 | https://doi.org/10.1007/s42452-021-04226-y allocation in distribution networks. References Proc Can Conf Electrical
Comput Eng 2005:645–648 30. Farhat IA (2013) Ant colony optimization for optimal distributed
generation in distribution systems. World Acad Sci Eng Technol
7:461–465 g
23. Kalkhambkar V, Kumar R, Bhakar R (2016) Joint optimal alloca‑
tion methodology for renewable distributed generation and
energy storage for economic benefits. IET Renew Power Gener
10:1422–1429. https://doi.org/10.1049/iet-rpg.2016.0014 31. Dorigo M, Gambardella LM (1997) Ant colony system: a coopera‑
tive learning approach to the traveling salesman problem. IEEE
Trans Evol Comput 1:53–66. https://doi.org/10.1109/4235.585892 p
p
g
32. Yang X-S (2018) Mathematical analysis of nature-inspired algo‑
rithms. In: Yang X-S (ed) Nature-Inspired Algorithms and Applied
Optimization: Studies in Computational Intelligence. Springer
International Publishing AG, Cham, pp 1–25 g
g
24. Kalkhambkar V, Kumar R, Bhakar R (2016) Joint optimal alloca‑
tion of battery storage and hybrid renewable distributed gen‑
eration. In: Proceedings of IEEE 6th International Conference
on Power Systems (ICPS), New Delhi, 2016, pp 1–6. https://doi. org/10.1109/ICPES.2016.7584058 g
33. Hu XM, Zhang J, Chung HSH, Li Y, Liu O (2010) SamACO: vari‑
able sampling ant colony optimization algorithm for continu‑
ous optimization. . IEEE Trans Syst Man Cybern Part B Cybern
40:1555–1566. https://doi.org/10.1109/TSMCB.2010.2043094 g
25. Kalkhambkar V, Kumar R, Bhakar R (2017) Joint optimal siz‑
ing and placement of renewable distributed generation and
energy storage for energy loss minimization. In: Proceedings
of 4th international conference on advanced computing and
communication systems (ICACCS), Coimbatore, 2017, pp 1–9. https://doi.org/10.1109/ICACCS.2017.8014596 g
34. Kashem MA, Ganapathy V, Jasmon GB, Buhari MI (2002) A novel
method for loss minimization in distribution networks. In: Pro‑
ceedings of International Conference on Electric Utility Deregu‑
lation and Restructuring and Power Technologies. Proceedings
(Cat. No.00EX382), London, UK, 2000, pp 251–256. https://doi. org/10.1109/DRPT.2000.855672 p
g
26. Celli G, Ghiani E, Mocci S, Pilos F (2003) A multi-objective formu‑
lation for the optimal sizing and siting of Embedded Generation
in distribution networks. In: proceedings of the 2003 IEEE Bolo‑
gna PowerTech - conference proceedings 1, pp 67–75 g
35. Hussain I, Roy AK (2012) Optimal size and location of distributed
generations using differential evolution (DE). Proc - 2012 2nd
Natl Conf Comput Intell Signal Process CISP 2012:57–61. https
://doi.org/10.1109/NCCISP.2012.6189708 27. Gopiya NS, Khatod DK, Sharma MP (2012) Optimal allocation of
distributed generation in distribution system for loss reduction. IACSIT Coimbatore Conf 28:42–46 g
36. Borges CLT, Falcão DM (2006) Optimal distributed generation
allocation for reliability, losses, and voltage improvement. References Int J
Electr Power Energy Syst 28:413–420. https://doi.org/10.1016/j. ijepes.2006.02.003 g
36. Borges CLT, Falcão DM (2006) Optimal distributed generation
allocation for reliability, losses, and voltage improvement. Int J
Electr Power Energy Syst 28:413–420. https://doi.org/10.1016/j. ijepes.2006.02.003 28. Gupta A, Srivastava S (2020) Comparative analysis of ant col‑
ony and particle swarm optimization algorithms for distance
optimization. Procedia Comput Sci 173:245–253. https://doi. org/10.1016/j.procs.2020.06.029 g
j p
29. Mukhairez HHA, Maghari AYA (2015) Performance comparison
of simulated annealing, GA and ACO applied to TSP. Int J Intell
Comput Res 6:647–654 Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. Vol:.(1234567890)
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STRATEGI MARKETING PUBLIC RELATIONS DINAS PARIWISATA DAN KEBUDAYAAN KOTA BOGOR DALAM MEMPERKENALKAN BATIK BOGOR
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https://journal.unpak.ac.id/index.php/apik STRATEGI MARKETING PUBLIC RELATIONS DINAS PARIWISATA DAN
KEBUDAYAAN KOTA BOGOR DALAM MEMPERKENALKAN
BATIK BOGOR Sinta Devi Lestari1, Sardi Duryatmo2, Prasetyo Adinugroho3
1,2,3 Universitas Pakuan, Bogor, Indonesia
*)Surel korespondensi: devilestarisinta@gmail.com 1,2,3 Universitas Pakuan, Bogor, Indonesia
*)Surel korespondensi: devilestarisinta@gmail.com Kronologi Naskah: diterima 28 Januari 2021; direvisi 10 Maret 2021; diputuskan 21 Maret 2021 Kronologi Naskah: diterima 28 Januari 2021; direvisi 10 Maret 2021; diputuskan 21 Maret 2021 Pendahuluan oleh
masyarakat
luas
khususnya
masyarakat Bogor itu sendiri karena
produksinya masih bisa dihitung jari, tidak
dengan kota lain seperti Pekalongan,
produksinya sudah massal. Masyarakat
Bogor perlu mengetahui bahwa ada batik
khas Bogor, maka Dinas Pariwisata dan
Kebudayaan Kota Bogor membina perajin
Batik Bogor di kampung batik Cibuluh
untuk
terus
mengembangkan
dan
menciptakan motif batik yang di ambil dari
ikon Kota Bogor serta menguatkan promosi
produknya. Indonesia merupakan negara yang
kaya akan budaya, salah satu di antaranya
adalah batik. Batik merupakan salah satu
ciptaan intelektual manusia yang menjadi
ciri khas dari suatu daerah. Kekayaan
intelektual ini telah menjadi bagian dari
budaya masyarakat Indonesia. Banyak
motif batik yang memiliki nilai seni yang
cukup tinggi dan mempunyai nilai filosofi
di berbagai daerah yang ada di Indonesia. Batik sebagai warisan budaya, kekayaan
seni masa lampau yang telah menjadikan
negara Indonesia memiliki ciri yang khas di
mancanegara. Salah satu warisan batik
yang masih bertahan dan menjadi kekayaan
khas adalah batik tulis. p
y
Hermawan (2013) mengemukakan
bahwa
promosi
adalah
salah
satu
komponen
prioritas
dari
kegiatan
pemasaran yang memberitahukan kepada
konsumen bahwa perusahaan meluncurkan
produk baru yang menggoda konsumen
untuk melakukan kegiatan pembelian. Promosi adalah sarana dimana perusahaan
berusaha
untuk
menginformasikan,
membujuk, dan mengingatkan konsumen
baik secara langsung atau tidak langsung
tentang produk dan merek yang mereka jual
Kotler(2010). Batik tulis merupakan kain yang dihias
dengan
tekstur
dan
corak
batik
menggunakan tangan. UNESCO telah
menetapkan
Batik
Indonesia
sebagai
warisan kemanusiaan untuk budaya lisan
dan Nonbendawi (Masterpiece of the Oral
and Intangible Heritage of Humanity) sejak
2 Oktober 2009. Sejak saat itu, pemerintah
menetapkan 2 Oktober sebagai Hari Batik
Nasional
melalui
keputusan
Presiden
Nomor 33 Tahun 2009. Kota Bogor
mungkin lebih terkenal dengan wisata
kulinernya. Namun Kota yang dijuluki
sebagai kota hujan ini ternyata memiliki ciri
khas lain yang perlu diperkenalkan lebih
luas, yaitu batik. Duncan (2010), menyatakan bahwa
ada tiga pendekatan Marketing Public
Relations yang menggabungkan antara
strategi pemasaran tradisional dan dimensi
megamarketing
yang
membutuhkan
komunikasi dari bagian yang bukan
merupakan bagian pemasaran traditional
chain. Untuk kegiatan promosi dengan
melakukan pendekatan marketing public
relations ada 3 taktik yang digunakan
sebagai alat perancangan strategi dari
program yang telah terencana dan sedang
terlaksana, yaitu bertujuan menarik (pull
strategy), mendorong (push strategy), dan
upaya untuk mempengaruhi (pass strategy)
kesadaran masyarakat akan produk yang
ditawarkan. Abstract The purpose of this study was to determine the analysis of the marketing public relations
department of tourism and culture of the city of Bogor in introducing Batik Bogor. This research
has a problem formulation that is not well known Bogor batik by the public, especially the
Bogor community itself. In that addition to knowing the supporting factors and inhibiting
factors in introducing Batik Bogor. in this study the research method used was descriptive
qualitative form of written or oral words from people and the observed behavior in obtaining
data used interviews, observation, and documentation. The theory used in this study is the
marketing public relations and the key informant is Undang Sulaeman as the partnership and
creative economy developmeint section and Sri Hartati as Bogor batik craftsman. Keywords: Batik Bogor; Bogor culture; Marketing strategy public relations. 11 11 Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Jurnal Penelitian Sosial Ilmu Komunikasi
https://journal.unpak.ac.id/index.php/apik Kebudayaan
Kota
Bogor
dalam
memperkenalkan Batik Bogor? Batik Bogor di
kampung batik
Cibuluh
di
kampung
batik
Cibuluh. Bertanggung
jawab penuh dalam
kegiatan,
produksi,
dan pemasaran Batik
Bogor. 3
Lina Sobariah
sebagai Seksi
Pemasaran
Ekonomi
Kreatif
Bertanggung
jawab
dalam
proses
pemasaran
bidang
ekonomi kreatif. Batik Bogor di
kampung batik
Cibuluh
di
kampung
batik
Cibuluh. Bertanggung
jawab penuh dalam
kegiatan,
produksi,
dan pemasaran Batik
Bogor. 2. Bagaimana
faktor
pendukung
dan
penghambat
Dinas
Pariwisata
dan
Kebudayaan
Kota
Bogor
dalam
memperkenalkan Batik Bogor? 2. Bagaimana
faktor
pendukung
dan
penghambat
Dinas
Pariwisata
dan
Kebudayaan
Kota
Bogor
dalam
memperkenalkan Batik Bogor? Metode Penelitian Pendekatan
yang
dilakukan
oleh
peneliti yaitu pendekatan kualitatif. Peneliti
menggunakan pendekatan kualitatif karena
pendekatan kualitatif membahas secara
mendalam
untuk
lebih
mengetahui
fenomena-fenomena. Metode penelitian
kualitatif juga lebih bersifat subjektif dan
tidak
melalui
perhitungan
statistik. Penelitian
ini
bersifat
fenomenologis
karena
untuk
menunjukan
pada
pengalaman subjektif dari berbagai jenis
dan tipe subjek yang ditemui dan berusaha
memahami arti peristiwa dan kaitan-
kaitannya terhadap orang-orang dalam
situasi tertentu Moleong (2011). Pendahuluan Kota Bogor mempunyai batik khas
Bogor dari tahun 2008, sudah cukup lama
tetapi sampai saat ini masih banyak yang
tidak mengetahui bahwa Kota Bogor
mempunyai batik asli. Bahkan masyarakat
asli Bogor pun masih ada yang belum
mengetahuinya. Banyak
faktor
yang
menyebabkan Batik Bogor kurang dikenal,
karena kurangnya promosi yang dilakukan
pemerintah kepada masyarakat. Batik
Bogor masih kalah pamor dengan batik-
batik khas daerah lain di Jawa Barat. Berdasarkan uraian latar belakang
yang telah dipaparkan diatas, maka penulis
merumuskan suatu permasalahan yang
akan diteliti sebagai berikut: Kota Bogor memiliki sentra yang
berlokasi
di
Kampung
Neglasari,
Kelurahan Cibuluh, Kecamatan Bogor
Utara. Batik Bogor belum banyak dikenal 1. Bagaimana strategi marketing public
relations
Dinas
Pariwisata
dan 12 Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Tabel : Informan Tabel : Informan
Nama
Alasan peneliti
Willyana
sebagai
konsumen
Batik Bogor
Sebagai
konsumen
Batik
Bogor yang telah memakai
Batik Bogor. Tabel : Informan
Nama
Alasan peneliti
Willyana
sebagai
konsumen
Batik Bogor
Sebagai
konsumen
Batik
Bogor yang telah memakai
Batik Bogor. Lofland
dalam
Moleong
(2007),
sumber data utama dalam penelitian
kualitatif adalah kata-kata dan tindakan,
selebihnya adalah data tambahan seperti
dokumen dan lain-lain. Berkaitan dengan
hal ini maka sumber data yang digunakan
dalam penelitian ini berupa : Penentuan
subjek
penelitian
ini
menggunakan sampling purposive. Teknik
ini mencangkup orang-orang yang diseleksi
atas dasar kriteria tertentu yang dibuat
peneliti berdasarkan tujuan penelitian. Berikut adalah objek penelitian marketing
public relations Dinas Pariwisata dan
Kebudayaan
Kota
Bogor
dalam
memperkenalkan Batik Bogor. Adapun data primer dalam penelitian
ini merupakan data yang dikumpulkan dari
lapangan dengan melakukan wawancara
kepada
informan
kunci
atau
subjek
penelitian dan pihak-pihak yang terkait
dengan perihal strategi marketing public
relations terhadap Batik Bogor yang
mampu
memberikan
informasi
yang
dibutuhkan peneliti. Jurnal Penelitian Sosial Ilmu Komunikasi
https://journal.unpak.ac.id/index.php/apik Jurnal Penelitian Sosial Ilmu Komunikasi
https://journal.unpak.ac.id/index.php/apik Kebudayaan
Kota
Bogor
dalam
memperkenalkan Batik Bogor? Kebudayaan
Kota
Bogor
dalam
memperkenalkan Batik Bogor? 2. Bagaimana
faktor
pendukung
dan
penghambat
Dinas
Pariwisata
dan
Kebudayaan
Kota
Bogor
dalam
memperkenalkan Batik Bogor? Kebudayaan
Kota
Bogor
dalam
memperkenalkan Batik Bogor? Tabel 1: Informan Kunci Tabel 1: Informan Kunci
No
Nama
Alasan Peneliti
1
Undang
Sulaeman
sebagai Kepala
seksi
Kemitraan dan
Pengembangan
Ekonomi
Kreatif
Bertanggung
jawab
dalam kepengurusan
dibidang
ekonomi
kreatif,
bertugas
menyusun strategi ,
membina para pelaku
ekonomi kreatif dan
bertanggung
jawab
penuh dalam segala
kegiatan
yang
dilakukan
untuk
pengembangan
ekonomi kreatif di
Kota Bogor
2
Sri
Hartati
sebagai Perajin
Beliau
sebagai
pelopor Batik Bogor Tabel 1: Informan Kunci
No
Nama
Alasan Peneliti
1
Undang
Sulaeman
sebagai Kepala
seksi
Kemitraan dan
Pengembangan
Ekonomi
Kreatif
Bertanggung
jawab
dalam kepengurusan
dibidang
ekonomi
kreatif,
bertugas
menyusun strategi ,
membina para pelaku
ekonomi kreatif dan
bertanggung
jawab
penuh dalam segala
kegiatan
yang
dilakukan
untuk
pengembangan
ekonomi kreatif di
Kota Bogor
2
Sri
Hartati
sebagai Perajin
Beliau
sebagai
pelopor Batik Bogor Data sekunder dalam penelitian ini
merupakan data yang diperoleh dari studi
kepustakaan atau buku literatur, publikasi
nasional,
majalah,
internet,
database
perusahaan
dan
lain-lain
mengenai
informasi-informasi yang terkait dengan
penelitian. Pencarian
data
ini
perlu
dilakukan dengan pertimbangan bahwa
data-data tersebut dapat menjadi jembatan
dari fakta dan realitas yang terjadi di
lapangan sehingga diperoleh validitas data
serta pengetahuan yang lebih terhadap
objek penelitian. Teknik pengumpulan data kualitatif,
maka peneliti melakukan beberapa cara, 13 Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Jurnal Penelitian Sosial Ilmu Komunikasi
https://journal.unpak.ac.id/index.php/apik promosi, pengukuran efektivitas promosi
dan menentukan anggaran promosi. yaitu, wawancara mendalam dengan cara
tanya jawab dengan tatap muka antara
pewawancara dengan informan atau orang
yang diwawancarai dengan atau tanpa
menggunakan
pedoman
(guide)
wawancara, dimana pewawancara dan
informan terlibat dalam kehidupan sosial
yang relatif lama Bungin (2007). Observasi yaitu, wawancara mendalam dengan cara
tanya jawab dengan tatap muka antara
pewawancara dengan informan atau orang
yang diwawancarai dengan atau tanpa
menggunakan
pedoman
(guide)
wawancara, dimana pewawancara dan
informan terlibat dalam kehidupan sosial
yang relatif lama Bungin (2007). Observasi
Penelitian ini menggunakan observasi
secara langsung di lokasi penelitian tentang
pelaksanaan Strategi Marketing Public
Relations, sehingga mendapatkan yang
akurat. Mengumpulkan
data-data
pendukung dari arsip dan dokumen dinas
terkait fokus penelitian. Dinas pariwisata dan kebudayaan kota
Bogor menentukan target sasaran untuk
memperkenalkan Batik Bogor ini kepada
masyarakat luas, target sasaran awal yaitu
masyarakat Bogor itu sendiri. Dinas
Pariwisata dan Kebudayaan Kota Bogor
menggunakan media online yaitu melalui
media sosial instagram. Sebelum itu Dinas
Pariwisata dan Kebudayaan Kota Bogor
menentukan
pesan
apa
yang
akan
disampaikan kepada masyarakat terkait
Batik Bogor ini. Tabel 1: Informan Kunci Disparbud membuat
sebuah konten yang menarik dan unik serta
kekinian. Selain
itu
promosi
yang
dilakukan melalui media online, Dinas
Pariwisata dan Kebudayaan Kota Bogor
melakukan
promosi
secara
langsung
dengan langsung berkunjung ke instansi-
instansi. Penelitian ini menggunakan observasi
secara langsung di lokasi penelitian tentang
pelaksanaan Strategi Marketing Public
Relations, sehingga mendapatkan yang
akurat. Mengumpulkan
data-data
pendukung dari arsip dan dokumen dinas
terkait fokus penelitian. Hasil dan Pembahasan Strategi Marketing Public Relations
Dinas Pariwisata dan Kebudayaan Kota
Bogor dalam memperkenalkan Batik
Bogor Pull Strategy Strategy Marketing Public Relations
Dinas Pariwisata dan Kebudayaan Kota
Bogor dalam memperkenalkan Batik Bogor
menggunakan strategi push, pull, pass. Strategi untuk menarik masyarakat
melalui kegiatan yang akan dilakukan oleh
Dinas Pariwisata dan Kebudayaan Kota
Bogor yaitu menggelar sebuah event atau
pameran Batik Bogor juga melakukan
publikasi. Hasil dan Pembahasan Penelitian
ini
tentang
kegiatan
memperkenalkan Batik Bogor kepada
masyarakat melalui pendekatan marketing
public relations. Strategi marketing public
relations dibutuhkan bagi suatu perusahaan
untuk memperkenalkan produknya agar
dapat meningkatkan penjualan melalui
komunikasi
yang
kredibel
dalam
menyampaikan
informasi. Strategy
Marketing
Public
Relations
Dinas
Pariwisata dan Kebudayaan Kota Bogor
dalam
memperkenalkan
Batik
Bogor
menggunakan strategi push, pull, pass. Adapun strategi yang dilakukan Dinas
Pariwisata dan Kebudayaan Kota Bogor
yaitu dengan membuat sebuah event atau
pameran
Batik
Bogor. Sebelum
mengadakan sebuah event/pameran Batik
Bogor
tentu
Dinas
Pariwisata
dan
Kebudayaan
Kota
Bogor
melakukan
identifikasi ide masukan dari pelaku batik
budayawan juga dari organisasi pecinta
fashion seperti KCBI, melakukan rapat
bersama pemerintah kota yang akan
mendukung kegiatan yang dilakukan juga
melakukan sosialisasi terkait Batik Bogor
bagian dari khazanah batik nusantara dan
sosialisasi dilakukan rutin, baik saat akan
mengadakan event ataupun tidak. Dalam memperkenalkan Batik Bogor
tentu adanya perencanaan dasar disetiap
kegiatan yang akan dilakukan. Batik Bogor
sendiri belum dikenal oleh masyarakat luas,
tentu hal tersebut membutuhkan sebuah
strategi untuk memperkenalkan Batik
Bogor kepada masyarakat. Ada beberapa
strategi
yang
dilakukan
oleh
Dinas
Pariwisata dan Kebudayaan Kota Bogor
yaitu strategi untuk mempromosikan Batik
Bogor, melakukan publikasi, membuat
sebuah
event
atau
pameran
adapun
membuat
sebuah
acara
amal
dan
melakukan sponsorship. Dalam strategi
tersebut adanya perencanaan dasar yang
perlu di siapkan, mulai dari menentukan
target
sasaran,
merencanakan
pesan,
memilih
media,
menentukan
durasi Selain
itu
strategi
dalam
memperkenalkan Batik Bogor dengan
mengadakan acara amal yang dilakukan
oleh kampung batik Cibuluh yang di
fasilitasi
oleh
Dinas
Pariwisata
dan
Kebudayaan kota Bogor, tujuan diadakan
acara amal tersebut agar masyarakat yang
kebal
terhadap
iklan
dapat
melihat
kampung batik Cibuluh dan Disparbud
yang
membawa
Batik
Bogor
dan
melaksanakan kegiatan mencanting gratis,
maka masyarakat secara langsung melihat 14 Jurnal Penelitian Sosial Ilmu Komunikasi
Volume 5, nomor 1, April 2021, hlm. 11 - 18
https://journal.unpak.ac.id/index.php/apik
e-ISSN: 2656-8306 Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Jurnal Penelitian Sosial Ilmu Komunikasi
https://journal.unpak.ac.id/index.php/apik bahwa ada kegiatan mencanting Batik
Bogor
dan
masyarakat
pun
akan
mengetahui bahwa Bogor memiliki batik
khas
melalui
acara
amal
dengan
mencanting gratis bersama anak-anak
jalanan. efektif bila dilakukan terus menerus dan
juga dengan pesan yang dapat dimengerti
oleh masyarakat. Selain promosi melalui
media sosial instagram promosi yang
dilakukan yaitu kampung Cibuluh yang
sudah dicanangkan sebagai kampung batik
dijadikan salah satu bagian promosi Batik
Bogor. Push Strategy Kegiatan yang dilakukan
yaitu
adanya
program
peduli
tentu
sekaligus untuk memperkenalkan Batik
Bogor itu sendiri yaitu mencanting dengan
anak-anak jalanan di kampung mongol,
dilapas dan dibapas. Kegiatan yang
dilakukan
akan
membuat
masyarakat
mengenal Batik Bogor melalui kegiatan
amal, kegiatan amal tentu membuat
masyarakat awam dapat mengenal Batik
Bogor melalui kegiatan amal tersebut. selain
mengadakan
kegiatan
amal. Sponsorship sebagai dukungan keuangan
atau dukungan lainnya agar pihak yang
menerima
sponsor
dapat
merasakan
manfaat yang positif, kegiatan sponsorship
juga sangat bermanfaat bagi pihak yang
memberi dana sponsor. Manfaat utama
yang dirasakan oleh pihak sponsor adalah
dengan semakin dikenalnya Batik Bogor
oleh masyarakat atau audiens yang datang
melihat acara. Dinas Pariwisata dan
Kebudayaan Kota Bogor juga kampung
batik Cibuluh melakukan sponsorship ke
setiap acara yang diadakan di Bogor salah
satunya yaitu acara MOKA (mojang jajaka)
Kota Bogor, sponsorship dilakukan agar
Batik Bogor dari brand yang terdapat di
kampung batik Cibuluh dapat dikenal oleh
masyarakat yang datang ke acara yang
dilaksanakan. Selain acara MOKA ,
disetiap acara Komunitas Cinta Berkain
(KCBI) juga menjadi sponsor. Tujuan
utama nya adalah untuk memperkenalkan
dan mempromosikan Batik Bogor juga
untuk memperkenalkan kampung batik
Cibuluh
kepada
masyarakat
bahwa
kampung batik adalah tempat produksi
batik di Bogor. pameran di inakraf dan pameran adiwasta,
juga pameran diluar negeri di Vietnam
Sesudah pameran di Vietnam pameran
dilakukan di Dubai. Adapun publikasi yang dilakukan
untuk
menyampaikan
informasi
atau
pemberitahuan
pada
masyarakat
luas
dengan tujuan informasi tersebut dapat
tersampaikan pada orang yang dituju. Dinas
Pariwisata melakukan publikasi tentang
Batik Bogor tentu untuk memperkenalkan
Batik Bogor kepada masyarakat terutama
masyarakat Bogor itu sendiri karena masih
banyak yang belum mengetahui bahwa
Bogor mempunyai batik khas. Maka Dinas
Pariwisata dan Kebudayaan Kota Bogor
melakukan publikasi melalui media online
juga media cetak. Melalui media online
yaitu media sosial salah satunya instagram
disparbud membuat sebuah postingan
dengan gambar Batik Bogor dengan
memberikan pesan mengenai Batik Bogor
dan juga dilengkapi dengan deskripsi dan
kata-kata
yang
menarik
juga
mencantumkan macam-macam motif batik. Tujuannya untuk mempengaruhi pengguna
instagram agar tertarik dan mengetahui
Batik Bogor dengan segala motif nya yang
diambil dari ikon kota Bogor. dampak
publikasi yang dilakukan melalui media
sosial instagram yaitu pengguna instagram
yang
mengikuti
(follow)
akun
@parbudkotaBogor
dan
juga
@batikpancawati.id
menjadi
lebih
informative mengenai Batik Bogor. Dinas Pariwisata dan Kebudayaan
Kota Bogor mengadakan sebuah pameran
tentunya pameran tersebut melakukan
publikasi juga melalui media online juga
media cetak seperti poster, fyler, undangan
dll. Push Strategy p
Acara atau kegiatan untuk menarik
media untuk dieksplorasi oleh media massa
yang
perhatiannya
memberikan
arti
penting. Untuk
media
event
Dinas
Pariwisata dan Kebudayaan Kota Bogor
mengadakan Bogor batik run yang akan
dilaksanakan dibotani square yang nantinya
akan menarik perhatian media dan itu akan
berdampak baik bagi Batik Bogor agar
lebih dikenal dari informasi yang didapat
dari media setelah media menyaksikan
event yang diselenggarakan. Selain itu
kegiatan yang dilakukan adalah mencanting
dengan 100 anak pada saat hari batik juga
ada kegiatan mencanting dengan 100
mahasiswa dari Jepang, Nigeria, juga
Thailand. Dinas Pariwisata dan Kebudayaan
Kota Bogor melakukan upaya untuk
mendorong
promosi. Dalam
mempromosikan
Batik
Bogor
Dinas
Pariwisata dan Kebudayaan Kota Bogor
melakukan promosi secara face to face,
mengadakan event seperti pameran dan
event Batik Bogor lainnya, lalu melalui
media sosial instagram. Pelaksanaan promosi yang dilakukan
meggunakan media online melalui media
sosial instagram dengan mengupload foto
Batik Bogor dengan motif yang berbeda,
dan tentunya batik dari kampung batik
Cibuluh. Selain mengupload foto di feeds
instagram, promosi ini juga dilakukan
dengan membuat instagram story, dengan
begitu promosi melalui media online
instagram
akan
muncul
dicari
para
pengguna instagram. Kegiatan promosi
melalui media sosial instagram mengenai
Batik Bogor oleh Disparbud Kota Bogor
bukan suatu hal yang asing lagi, karena
semakin hari pengguna internet tentunya
pengguna media sosial instagram terus
bertambah. Media sosial sebagai medium
yang dianggap relatif berbiaya rendah telah
menjadi
pilihan
medium
komunikasi
pemerintah
setempat
dibandingkan
menggunakan media promosi konvensional
Siregar, M., & Hendri, E. (2019). Maka
promosi melalui media sosial ini cukup Salah satu cara menarik perhatian
masyarakat
yang
efektif
dalam
memperkenalkan suatu produk ke pasar
adalah dengan mengikuti atau mengadakan
pameran. Dinas
Pariwisata
dan
Kebudayaan Kota Bogor membuat sebuah
acara fashion show Batik Bogor yang
diadakan di Lippo Plaza Keboen Raya
Bogor yang mengundang sejumlah pejabat
pemerintah Kota. Di saat acara tersebut
yang menjadi model peragaan untuk Batik
Bogor itu sendiri dari istri wali kota dan
wakil wali Kota Bogor juga ambassador
Batik Bogor Isabella Tan. Selain itu Batik
Bogor
pernah
diikutsertakan
dalam 15 Jurnal Penelitian Sosial Ilmu Komunikasi
https://journal.unpak.ac.id/index.php/apik Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Strategi yang digunakan oleh Dinas
Pariwisata dan Kebudayaan Kota Bogor
pass strategy yaitu strategi mempengaruhi. Strategi
ini
untuk
menjangkau
masyarakat/konsumen yang makin tebal
terhadap iklan. Push Strategy Maka informasi tentang pameran Batik
Bogor tersebut akan tersampaikan kepada
masyarakat. Tetapi untuk publikasi melalui
media cetak tidak semua orang dapat
menerima
nya
karena
kesadaran
masyarakat yang kurang maka dari itu
publikasi yang efektif yaitu publikasi
online. Faktor
pe
penghambat Terdapat faktor pendukung dan faktor
penghambat dalam memperkenalkan Batik Pass Strategy Pass Strategy 16 Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 Jurnal Penelitian Sosial Ilmu Komunikasi
https://journal.unpak.ac.id/index.php/apik Jurnal Penelitian Sosial Ilmu Komunikasi Bogor. Faktor pendukung dari segi sumber
daya manusia sudah banyak perajin batik
yang kompeten dan sudah bagus dalam
mendesain
Batik
Bogor. Pemerintah
bekerjasama
dengan
Baznas
untuk
membentuk kampung batik, disediakan
sarana
tempat
yang
didukung
oleh
pemerintah seperti dinas-dinas terkait untuk
mereka (perajin batik) agar terus berkarya
dengan memproduksi Batik Bogor. Faktor
penghambat yang terdapat dalam penelitian
ini dari pemasaran nya, karena pasar nya
agak susah karena produksi nya mahal jadi
mempengaruhi dalam penjualan nya. Juga
hambatan dalam publikasi karena tidak
semua orang bisa melihat publikasi yang di
informasikan secara langsung, maupun
melalui media sosial atau melalui media
cetak seperti poster, flyer, dan koran. dapat menarik semua kalangan melalui
media sosial instagram, poster, flyer
dan melalui media cetak seperti koran. Pass
Strategy,
Strategi
ini
pun
dilakukan
dengan
mengadakan
program peduli yang diadakan oleh
komunitas batik yaitu mencanting gratis
dengan anak-anak jalanan di kampung
mongol, dilapas, dan di bapas. Dinas
Pariwisata dan Kebudayaan Kota Bogor
menfasilitasi
kegiatan
yang
akan
dilakukan
oleh
perajin
batik
di
kampung
batik
Cibuluh,
lalu
sponsorship yang dilakukan pada saat
acara Mojang Jajaka Kota Bogor dan
setiap dilangsungkannya kegiatan oleh
Komunitas Cinta Berkain (KCBI). 2. (
)
Faktor
pendukung
dan
faktor
penghambat dalam memperkenalkan
Batik Bogor. Faktor pendukung dari
segi sumber daya manusia sudah
banyak perajin batik yang kompeten
dan sudah bagus dalam mendesain
Batik Bogor. Pemerintah bekerjasama
dengan Baznas untuk membentuk
kampung batik, disediakan sarana
tempat yang didukung oleh pemerintah
seperti dinas-dinas terkait untuk mereka
(perajin batik) agar terus berkarya
dengan memproduksi Batik Bogor. Faktor penghambat yang terdapat
dalam penelitian ini dari pemasaran
nya, karena pasar nya agak susah
karena
produksi
nya
mahal
jadi
mempengaruhi dalam penjualan nya. Juga hambatan dalam publikasi karena
tidak
semua
orang
bisa
melihat
publikasi yang di informasikan secara
langsung, maupun melalui media sosial
atau melalui media cetak seperti poster,
flyer, dan koran. Simpulan dan Saran Berdasarkan
hasil
penelitian
dan
keabsahan data yang di dapatkan penulis
mengenai Analisis Strategi Marketing
Public Relations Dinas Pariwisata dan
Kebudayaan
Kota
Bogor
Dalam
Memperkenalkan Batik Bogor, maka dapat
disimpulkan : disimpulkan :
1. Push strategy pada penelitian ini dalam
mempromosikan Batik Bogor Dinas
Pariwisata dan Kebudayaan Kota Bogor
melakukan promosi secara online
melalui media sosial seperti instagram. Pull
Strategy,
strategi
menarik
perhatian konsumen atau masyarakat,
mengadakan event Bogor batik run itu
cukup menarik perhatian media juga
setiap ada hari besar seperti hari jadi
Bogor kegiatan lain yang dilakukan
yaitu mencanting dengan 100 anak saat
hari batik dan juga mencanting dengan
100 mahasiswa dari Jepang, Nigeria
dan Thailand. Selain itu pameran yang
dilakukan pernah ikut di Inakraf, saat
Gebyar Ekonomi Kreatif Lomba Desain
Batik Tulis Bogor juga ada fashion
show Batik Bogor. Adapun publikasi
yang
dilakukan
dengan
membuat
konten mengenai Batik Bogor yang p
1. Push strategy pada penelitian ini dalam
mempromosikan Batik Bogor Dinas
Pariwisata dan Kebudayaan Kota Bogor
melakukan promosi secara online
melalui media sosial seperti instagram. Pull
Strategy,
strategi
menarik
perhatian konsumen atau masyarakat,
mengadakan event Bogor batik run itu
cukup menarik perhatian media juga
setiap ada hari besar seperti hari jadi
Bogor kegiatan lain yang dilakukan
yaitu mencanting dengan 100 anak saat
hari batik dan juga mencanting dengan
100 mahasiswa dari Jepang, Nigeria
dan Thailand. Selain itu pameran yang
dilakukan pernah ikut di Inakraf, saat
Gebyar Ekonomi Kreatif Lomba Desain
Batik Tulis Bogor juga ada fashion
show Batik Bogor. Adapun publikasi
yang
dilakukan
dengan
membuat
konten mengenai Batik Bogor yang Adapun beberapa saran yang dapat
penulis
temukan
untuk
menjadikan
pertimbangan
bagi
instansi,
sebagai
berikut: 1. Kegiatan marketing public relations
salah satu nya mengadakan event atau
pameran,
diusahakan
untuk 17 Jurnal Penelitian Sosial Ilmu Komunikasi
https://journal.unpak.ac.id/index.php/apik Volume 5, nomor 1, April 2021, hlm. 11 - 18
e-ISSN: 2656-8306 mengadakan nya di outdoor, agar
wisatawan yang datang ke Bogor dan
masyarakat
Bogor
itu
sendiri
mengetahui bahwa ada event atau
pameran Batik Bogor. p
g
2. Humas
Dinas
Pariwisata
dan
Kebudayaan
Kota
Bogor
dalam
melakukan publikasi mengenai Batik
Bogor
ini
harus
lebih
aktif
memperkenalkan dan mempromosikan
Batik Bogor melalui media yang
disesuaikan
dengan
era
atau
perkembangan zaman. Referensi Bungin,
Burhan. 2007. Penelitian
Kualitatif. Jakarta : Kencana. Duncan, Tom. 2010. Integrated Marketing
Communication: Using Advertising and
Promotions and Build Brands. New
York : Mc Graw Hill Hermawan. 2013. Komunikasi Pemasaran. Jakarta: Erlangga. Kasali, R. (2003). Manajemen Public
Relations: Konsep dan Aplikasinya di
Indonesia. Jakarta: Grafiti. Kotler. (2010). Manajemen Pemasaran. Jakarta: Erlangga. Kotler. (2010). Manajemen Pemasaran.
Jakarta: Erlangga. Moleong, Lexy J. (2007). Metodologi
Penelitian Kualitatif Edisi Revisi. Bandung:
PT. Remaja
Rosdakarya. Moleong, L. J. (2011). Metode Penelitian
Kualitatif Edisi Revisi. Bandung:
PT. Remaja Rosdakarya. Siregar, M., & Hendri, E. (2019). Komunikasi Primer dan Sekunder
City
Branding. Jurnal
Sosial
Humaniora, 10(1), 11-18. 18
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https://openalex.org/W2086853203
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https://europepmc.org/articles/pmc3835481?pdf=render
|
English
| null |
Irisin, Two Years Later
|
International journal of endocrinology
| 2,013
|
cc-by
| 7,343
|
Marta G. Novelle,1,2 Cristina Contreras,1,2 Amparo Romero-Picó,1,2
Miguel López,1,2 and Carlos Diéguez1,2 1 Department of Physiology, CIMUS, University of Santiago de Compostela-Instituto de Investigaci´on Sanitaria (I
15782 Santiago de Compostela, Spain 2 CIBER Fisiopatolog´ıa de la Obesidad y Nutrici´on (CIBERobn), 15706 Santiago de Compostela, Spain Correspondence should be addressed to Marta G. Novelle; marta.garrido@usc.es and Carlos Di´eguez; carlos.dieguez@usc.es Correspondence should be addressed to Marta G. Novelle; marta.garrido@usc.es and Carlos Di´eguez; carlos.d Received 28 June 2013; Accepted 1 October 2013 Academic Editor: Paolo de Girolamo Copyright © 2013 Marta G. Novelle et al. This is an open access article distributed under the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly
cited. In January 2012, Bostr¨om and colleagues identified a new muscle tissue secreted peptide, which they named irisin, to highlight its
role as a messenger that comes from skeletal muscle to other parts of the body. Irisin is a cleaved and secreted fragment of FNDC5
(also known as FRCP2 and PeP), a member of fibronectin type III repeat containing gene family. Major interest in this protein
arose because of its great therapeutic potential in diabetes and perhaps also therapy for obesity. Here we review the most important
aspects of irisin’s action and discuss its involvement in energy and metabolic homeostasis and whether the beneficial effects of
exercise in these disease states could be mediated by this protein. In addition the effects of irisin at the central nervous system
(CNS) are highlighted. It is concluded that although current and upcoming research on irisin is very promising it is still necessary
to deepen in several aspects in order to clarify its full potential as a meaningful drug target in human disease states. Hindawi Publishing Corporation
International Journal of Endocrinology
Volume 2013, Article ID 746281, 8 pages
http://dx.doi.org/10.1155/2013/746281 Hindawi Publishing Corporation
International Journal of Endocrinology
Volume 2013, Article ID 746281, 8 pages
http://dx.doi.org/10.1155/2013/746281 Review Article
Irisin, Two Years Later 2. Irisin, A Bridge between
Exercise and Thermogenesis 2.1. First Experimental Studies. Recently, Spielgman’s group
described that transgenic PGC-1𝛼mice had greater levels of
fibronectin type III domain containing (FNDC5) than wild-
type mice [20]. FNDC5 (also known FRCP2 and PeP) is a
type of transmembrane protein cloned by two groups in 2002. It has a signal peptide, two fibronectin domains and one
hydrophobic domain inserted in the cell membrane [22, 23]. In fact, at present some authors question if FNDC5 might
be a transmembrane receptor [24]. FNDC5 is proteolytically
cleaved and secreted. Western blot of media fractions of
cells overexpressing FNDC5 with antibodies against wild-
type Fndc5 identified multiple bands; from 32 kDa to 20 kDa
[20]. However, several aspects regarding proteolysis of this
protein were not fully clarified yet. So, it seems that these
possible discrepancies in molecular weight might be due
to glycosylation in the culture media, while this is not
observed in plasma mice. Moreover, the theoretically soluble
secreted form, named irisin, would have a molecular weight
of 12 kDa [20, 25] (Figure 1). A remarkable aspect about irisin
is that the amino acid sequence is 100% identical among
most mammalian species, which suggests a highly conserved
function [20, 26]. p
y
Other studies have tried to elucidate the irisin role and
other myokines in different physiological conditions. When
male rats were subjected to calorie restriction (CR; ∼60%
ad libitum) there were no significant diet-related differences
in plasma levels of myonectin, myostatin, or irisin, although
there were significant changes in fat and lean mass, and
also in insulin resistance [31]. These results may indicate
that alterations in plasma concentration of these proteins
are not essential for the CR-related improvement in insulin
sensitivity in rats; however, it does not rule out that these
plasma proteins may be relevant for some of caloric restric-
tion’s metabolic effects. On the other hand, S´anchez and
collaborators have studied the possible effects of free fatty
acids (FFA) alone and combined with adrenaline and AICAR
(an activator of AMPK that acts as an exercise mimetic
precursor) in the production of the myokines IL6, IL15, and
irisin in mouse muscle cells in vitro [32]. They observed that
FFA, adrenaline, and AICAR have a great influence in the
IL6 expression and secretion, a little inhibitory effect on IL15
expression and almost no effect on the expression of FNDC5. International Journal of Endocrinology There is an extensive
literature about different exercise-related signals that can reg-
ulate the expression and/or secretion of the diverse myokines
[4, 5, 27, 28]. In this context, it has recently been published
that there is a close interaction between irisin and myo-
statin. Myostatin, besides being a critical autocrine/paracrine
inhibitor of skeletal muscle growth, has been shown to play
an important role in metabolism [29]. In fact, it has been
described as myostatin-knockout mice (Mstn−/−) that show
an increase muscle mass and a concomitant reduction of fat
mass. Moreover, these mice show WAT with characteristics
of BAT, an effect mediated by the AMPK-PGC1𝛼-FNDC5
pathway in muscle [30]. 2.2. Interplay with Other Myokines. There is an extensive
literature about different exercise-related signals that can reg-
ulate the expression and/or secretion of the diverse myokines
[4, 5, 27, 28]. In this context, it has recently been published
that there is a close interaction between irisin and myo-
statin. Myostatin, besides being a critical autocrine/paracrine
inhibitor of skeletal muscle growth, has been shown to play
an important role in metabolism [29]. In fact, it has been
described as myostatin-knockout mice (Mstn−/−) that show
an increase muscle mass and a concomitant reduction of fat
mass. Moreover, these mice show WAT with characteristics
of BAT, an effect mediated by the AMPK-PGC1𝛼-FNDC5
pathway in muscle [30]. International Journal of Endocrinology International Journal of Endocrinology is mainly expressed in BAT, it is also expressed at higher
levels in red, oxidative muscle. In fact, its expression is
increased by exercise in mice, in rats, and in human beings
[15]. Exercise rapidly and robustly increases the expres-
sion of PGC1𝛼, but this effect is transient as both mRNA
and protein levels of PGC1𝛼quickly revert to preexercise
values [16]. Exercise also activates AMP-activated protein
kinase (AMPK), a master regulator of cellular metabolism. AMPK directly phosphorylates PGC1𝛼, which is required for
PGC1𝛼-dependent induction of the PGC1𝛼promoter [17]. While brief training produces only a transient rise in PGC1𝛼,
endurance training results in persistent PGC1𝛼elevation
[18]. Moreover, mice with transgenically increased PGC-1𝛼in
muscle showed improved metabolic responses as age related
obesity and insulin insensitivity [19]. When the adipose
tissue of these transgenic mice was analysed, it was observed
that subcutaneous fat inguinal had significantly increased
thermogenic gene program. These “brite” (brown-in-white)
adipocytes display several classical brown adipocyte charac-
teristics, as elevated levels of UCP1 mRNA and protein [20]. Further, other reports showed that exercise also enhances
certain brown adipocyte-specific gene expression in the BAT,
as well as white adipose tissue (WAT), suggesting that exercise
training may induce important alteration in BAT and/or
BAT-like phenotypic changes in WAT [21]. In this context it
has been proposed that irisin, a recently discovered myokine,
may be the molecule that links exercise with increased
thermogenesis. In fact, irisin is named for Iris, the Greek
goddess who served as courier among the Gods [20]. FNDC5 to primary subcutaneous white adipocytes during
differentiation a great increase in oxygen consumption was
observed which suggests higher energy expenditure. More-
over, the increase in uncoupled respiration was accompanied
by an important induction of UCP1 mRNA and other known
brown fat genes. However, genes characteristic to WAT
were downregulated. Surprisingly, FNDC5 showed almost
no effects on the classical brown fat cells isolated from the
interscapular depot [20].h FNDC5 to primary subcutaneous white adipocytes during
differentiation a great increase in oxygen consumption was
observed which suggests higher energy expenditure. More-
over, the increase in uncoupled respiration was accompanied
by an important induction of UCP1 mRNA and other known
brown fat genes. However, genes characteristic to WAT
were downregulated. 1. Introduction Since human brown adipose tissue (BAT), especially in
adults, was rediscovered several years ago by using positron
emission tomography (PET) [6–9], it has been postulated
as a major candidate for the treatment of obesity. This is
based on the fact that brown adipose cells can dissipate
energy in the form of heat leading to weight loss. This
process takes place through a specialized mitochondrial
protein called uncoupling protein 1 (UCP1). The uncoupling
activity of UCP1 is explained by its ability to transport protons
across the inner mitochondrial membrane, avoiding ATP
synthesis and dissipating energy as heat [10]. Regulation of
UCP1 is mainly at transcriptional level, where peroxisome
proliferator-activated receptor Υ coactivator 1𝛼(PGC1𝛼)
plays a key role [11]. Obesity is at present the most common nutritional disease
in industrialized countries, constituting a priority health
problem. It is associated with the development of cardiovas-
cular disease, diabetes mellitus type II, increased incidence
of certain forms of cancer, and respiratory complications
from other diseases, which leads to higher rates of mortality
and morbidity, reducing directly or indirectly the quality
and life expectancy of sufferers [1, 2]. Lifestyle modification,
specifically changes in diet, physical activity, and exercise,
currently continues to be the best option for treatment of
obesity. In this sense, the benefits of exercise have been
extensively documented [3]. Moreover, it has recently been
reported that especially during or immediately after physi-
cal activity, skeletal muscle releases into circulation several
hormones. These hormones, named myokines, can influence
metabolism and modify cytokine production in different
tissues and organs. On the basis of this, the concept of skeletal
muscle must be reconsidered and being truly considered as an
endocrine organ [4, 5]. Studies in immortal preadipocyte lines from the brown
adipose tissue of mice lacking PGC1𝛼corroborated their
importance in thermogenesis [12]. Another important char-
acteristic is its role in mitochondrial biogenesis; in fact
the increased expression of PGC1𝛼is parallel to increased
mitochondrial DNA and gene expression of OXPHOS system
(oxidative phosphorylation) in BAT [13, 14]. Although PGC1𝛼 2 2 International Journal of Endocrinology Surprisingly, FNDC5 showed almost
no effects on the classical brown fat cells isolated from the
interscapular depot [20].h is mainly expressed in BAT, it is also expressed at higher
levels in red, oxidative muscle. In fact, its expression is
increased by exercise in mice, in rats, and in human beings
[15]. Exercise rapidly and robustly increases the expres-
sion of PGC1𝛼, but this effect is transient as both mRNA
and protein levels of PGC1𝛼quickly revert to preexercise
values [16]. Exercise also activates AMP-activated protein
kinase (AMPK), a master regulator of cellular metabolism. AMPK directly phosphorylates PGC1𝛼, which is required for
PGC1𝛼-dependent induction of the PGC1𝛼promoter [17]. While brief training produces only a transient rise in PGC1𝛼,
endurance training results in persistent PGC1𝛼elevation
[18]. Moreover, mice with transgenically increased PGC-1𝛼in
muscle showed improved metabolic responses as age related
obesity and insulin insensitivity [19]. When the adipose
tissue of these transgenic mice was analysed, it was observed
that subcutaneous fat inguinal had significantly increased
thermogenic gene program. These “brite” (brown-in-white)
adipocytes display several classical brown adipocyte charac-
teristics, as elevated levels of UCP1 mRNA and protein [20]. Further, other reports showed that exercise also enhances
certain brown adipocyte-specific gene expression in the BAT,
as well as white adipose tissue (WAT), suggesting that exercise
training may induce important alteration in BAT and/or
BAT-like phenotypic changes in WAT [21]. In this context it
has been proposed that irisin, a recently discovered myokine,
may be the molecule that links exercise with increased
thermogenesis. In fact, irisin is named for Iris, the Greek
goddess who served as courier among the Gods [20]. p
p
This evidence opened up some questions about the
physiological role of irisin. In the same study, in vivo, it
was demonstrated that injection intravenously of adenoviral
vectors expressing full-length Fndc5 resulted in Ucp1 mRNA
increased in the subcutaneous depot. Moreover, a moderate
increase irisin blood levels caused a significant improvement
in energy expenditure, body weight, and insulin resistance in
mice that were fed a high fat diet. Finally, it was demonstrated
that irisin was required for the effect of exercise in the brown-
ing of subcutaneous white fat and concluded that the rise
in irisin is mediated by augmented concentrations of PGC1𝛼
in muscle, while PPAR-𝛼(peroxisome proliferator-activated
receptor-𝛼) acts as downstream target of this hormone [20]. 2.2. Interplay with Other Myokines. 2. Irisin, A Bridge between
Exercise and Thermogenesis Thus, it would be possible that more signals may
be required in vivo for inducing FNDC5 expression. In this
sense, recent evidence using human rhabdomyosarcoma cells
showed that treatment for 24 and 48 hours with omega 3 fatty
acids significantly induced irisin expression [33]. Finally, it
has also been found that just as FNDC5, heart-derived natri-
uretic peptides activate white adipose thermogenic programs
[34]. Taken together, these results may suggest that tissues
such as skeletal and heart muscle, involved in high energy-
expending activity, send signals to adipose tissue [35, 36]. obese rats with no functional leptin receptor showed signif-
icantly diminished levels, while DIO (diet induce obesity)
rats showed a significant increase. Ultimately, all these results
suggest an interactions between muscle and adipose tissue
interaction a regulatory feedback mechanism. In this same context, Roberts et al. showed that
obese/diabetic prone Otsuka Long-Evans Tokushima Fatty
(OLETF) rats have more muscle expression FNDC5 than
lean Long Evans Tokushima Otsuka (LETO); however, LETO
rats have higher circulating irisin levels. The authors also
observed that triceps FNDC5 mRNA expression was corre-
lated with fat mass and with plasma leptin; however, in vitro
leptin treatment had no effect on FNDC5 mRNA expression
in myotubes [37]. Given that the effect of leptin treatment
depends on endogenous levels of this hormone and on the
physiological state [38], many studies are still needed to
determinate a possible interaction between leptin and irisin
in the so-called muscle-adipose tissue axis. 2.3. Irisin Is Also an Adipokine. Current data by Roca-Rivada
and coworkers proposed that irisin is not only secreted by
muscle tissue. In fact, they demonstrated that irisin is a
new adipokine with an important autocrine and endocrine
function. Moreover, they showed that FNDC5/irisin has a
different pattern of secretion depending on the anatomical
location of adipose tissue. Thus, subcutaneous adipose tissue
secretes more much FNDC5/irisin than visceral adipose
tissue, reflecting one more time that visceral fat is more
implicated in metabolic complications, while subcutaneous
fat has a possible beneficial role. They also showed that short-
term periods of exercise training induced FNDC5 secretion
by WAT, that this secretion was significantly reduced in
fasting animals, and that WAT of obese animals had an
increase secretion of this hormone suggesting a type of
resistance [25]. Another interesting feature, also reported by
those authors, indicates that FNDC5/irisin has a secretion
profile similar to other adipokines like leptin. 2. Irisin, A Bridge between
Exercise and Thermogenesis In fact, the authors only found that FNDC5 had a tendency
to be reduced with FFA and AICAR at isolated specific time Bostr¨om and colleagues demonstrated that irisin has
potent effects on the browning of certain white adipose
tissues, both in culture and in vivo. So, when they applied 3 International Journal of Endocrinology 3 domain
C
N
domain
C
N
Intracellular
Extracellular
Signal
peptide
C
N
FNDC5
IRISIN
Fibronectin III domain
Fibronectin III domain
Proteolytic cleaved
12kDa
Hydrophobic
Hydrophobic
Figure 1: Expression of FNDC5 (fibronectin type III domain containing 5), also known as FRCP2 and PeP, is stimulated in muscle by PGC1-𝛼
in response to exercise. It is a signal peptide with two fibronectin domains in its amino (N)-terminal part and a hydrophobic domain inserted
in the lipidic bilayer at carboxy (C)-terminal domain. The first 29 aa of the mouse FNDC5 are a signal peptide, followed immediately by
the single FNIII domain of 94 aa. The next 28 aa are of unknown structure and function and contain the putative cleavage site for irisin. This is followed by a 19 aa transmembrane domain and a 39 aa cytoplasmic domain. FNDC5 is thus a type I transmembrane protein with its
FNIII domain extracellular, similar to some cytokine receptors. This structure is synthesized as a type I membrane protein and followed by
proteolytic cleavage realising amino (N)-terminal part of the protein into the extracellular to circulation. Intracellular Extracellular FNDC5 Proteolytic cleaved domain
C
N Hydrophobic IRISIN N Figure 1: Expression of FNDC5 (fibronectin type III domain containing 5), also known as FRCP2 and PeP, is stimulated in muscle by PGC1-𝛼
in response to exercise. It is a signal peptide with two fibronectin domains in its amino (N)-terminal part and a hydrophobic domain inserted
in the lipidic bilayer at carboxy (C)-terminal domain. The first 29 aa of the mouse FNDC5 are a signal peptide, followed immediately by
the single FNIII domain of 94 aa. The next 28 aa are of unknown structure and function and contain the putative cleavage site for irisin. This is followed by a 19 aa transmembrane domain and a 39 aa cytoplasmic domain. FNDC5 is thus a type I transmembrane protein with its
FNIII domain extracellular, similar to some cytokine receptors. This structure is synthesized as a type I membrane protein and followed by
proteolytic cleavage realising amino (N)-terminal part of the protein into the extracellular to circulation. points. 2. Irisin, A Bridge between
Exercise and Thermogenesis Moreover, it
is suggested that this hormone might be implicated in the
regulation of circulating FNDC5/irisin levels. In fact, Zucker International Journal of Endocrinology 4 International Journal of Endocrinology adipocyte metabolism via several intermediary synapses in
the medulla and spinal cord, an interesting idea that still
requires to be confirmed. increase in irisin levels occurs in states where more energy is
needed, such as untrained individuals, while among trained
individuals it is not necessary [47]. In the same direction,
a recent study confirms that neither longer-term nor single
exercise markedly increases skeletal muscle FNDC5 expres-
sion or serum irisin [50].f i
Supporting the role of FNDC5/irisin in the nervous
system, it should be noted another study where it is demon-
strated that FNDC5 is required for the adequate neural
differentiation of mouse embryonic stem cells (mESCs) [43]. The authors observed that both Fndc5 knockdowns in mESCs
during their differentiation after postneuronal progenitor
formation and the neuronal differentiation were reduced. Finally, Moon et al. showed that hippocampal neurogenesis
is regulated by irisin in a dose-dependent manner. So, while
physiological concentrations of irisin (5–10 nmol/L) had no
effect on mouse H19-7 hippocampal neuronal cells pro-
liferation, pharmacological concentrations (50–100 nmol/L)
increased proliferation when they were compared to control. This increase seems to occur trough signal transducer and
activator of transcription (STAT)3 but not AMPK and/or
extracellular signal-regulated kinase (ERK) signalling path-
ways [44]. It seems, hence, that exercise might have an effect on irisin
levels depending on physiological condition. In this sense, a
new study describes that patients subjected to hemodialysis
seem to have lower plasma irisin than healthy subjects and
also show exercise training resistance; so despite increasing
muscle mass, they not have higher irisin levels [51]. 4.2. Metabolic Diseases. When analyzing the correlation
between body max index (BMI) and irisin levels, differences
were also found. Some studies observed a positive correlation
with BMI [47, 52, 53], while other reported null [49] or even
a negative correlation [48]. It would be necessary a deeper
investigation in this field, and a possible resistance to this
protein should be characterized, as animal studies suggest
[25]. In addition, bariatric surgery-induced weight loss has
been reported to decrease irisin levels, independently of BMI
[47]. However the functional significance of this finding
needs further exploring. 4. Irisin, Studies in Humans 4.1. Human Exercise Gene. As stated above, irisin has a
highly conserved function, and as in rodents, in humans this
hormone is also predominantly expressed in muscle [47]. While, available data indicates that this is the main source
of production, it was also found that both subcutaneous and
visceral adipose tissue expressed and secreted FNDC5/irisin
[25, 48]. On other hand, circulating irisin was detected in the
serum or plasma of all subjects studied, whereas circulating
FNDC5 was detected in only a minority of the subjects
[47], which could be explained by a different processing in
a minority group of humans.h p
g
In this same context, another controversy has been
reported. The study of single nucleotide polymorphisms
(SNPs) in the human Fndc5 locus, encoding the irisin
precursor, showed that a common genetic variation in this
locus determines insulin sensitivity [56]. Moreover, data from
human myotubes revealed a negative association between
FNDC5 expression and in vivo measures of insulin sensitivity. This result appears conflicting with the mouse data from
Bostr¨om et al. who reported reduced insulin resistance in
high fat-fed mice after adenoviral Fndc5 overexpression [20]. Considering the association of DMT2 and cardiovascular
disease, a role for irisin is also tempting to be speculated. In
this sense the FNDC5 expression in a skeletal muscle biopsy
from heart failure (HF) patients, it was observed that this
expression relates to functional capacity in a human HF and
that a decrease in FNDC5 expression might reduce aerobic
performance in HF patients [57]. Throughout the past two years, several studies in humans
have tried to clarify the role of FNDC5/irisin in physiological
conditions and in disease states. Spielgman’s group showed
that endurance exercise training for 10 weeks in healthy
adult humans increased plasma irisin levels compared to the
baseline state [20]; however, there are some discrepancies
about this. While Huh et al. also observed that circulating
irisin levels were significantly upregulated 30 min after acute
exercise [47], another study have questioned those results. So, other study has not been able to reproduce FNDC5
gene activation by aerobic exercise in younger subjects or
in a resistance training study in 20–80 year olds [49]. These
authors question therefore whether irisin is a human exercise
gene. International Journal of Endocrinology Overall this evidence suggests a central role for irisin,
In this regard, considering that the hippocampus is one of
the principal regions affected by Alzheimer’s disease and
that exercise causes neurogenesis in humans reducing risk
of Alzheimer’s [45], Parkinson’s, and some other neurode-
generative diseases [26, 46], irisin might be the link between
exercise and healthy brain. Another interesting question that
needs to be addressed is whether irisin may be expressed and
play a role in other brain areas involved in the regulation of
energy balance, such as the hypothalamus and the brainstem. Similarly, it has been established by some groups a
relation between diabetes mellitus type 2 (DMT2) and irisin
levels, although it is also reported that irisin expression is
not related to diabetes status in humans [49]. Most studies
show lower irisin levels in patients with DMT2 [48, 54, 55]. Fernandez-Real’s group suggests that a lesser production of
irisin in muscle/adipose tissue in obese and patients with
DMT2 could be responsible of the obesity-associated lower
brown or beige adipocytes in human adipose tissue. So, they
consider increasing irisin levels and browning adipose tissue
as a potential target for metabolic diseases’ treatment [48]. 3. Irisin, Potential Roles in the Central
Nervous System Besides interaction between skeletal muscle and adipose tis-
sue, it has been described that FNDC5/irisin might have a role
in the central nervous system. In fact, it has already described
previously that PGC1-𝛼, an upstream of FNDC5, benefits
tissues that do not have a primary metabolic function, such
as the brain [39–41]. In this context, immunohistochemical
studies have recently revealed that rat and mice cerebellar
Purkinje cells expressed irisin and also FNDC5 [42]. Fur-
thermore, the same authors hypothesize about a novel neural
pathway, where irisin produced in cerebellum might regulate 4. Irisin, Studies in Humans Thermogenesis
Heat
P changes
BAT-like
phenotypes Figure 2: Skeletal muscle releases to circulation several hormones denomined myokines acting as endocrine organ. Thus during exercise
PGC1𝛼is activated inducing FNDC5 release which is cleaved to irisin. Irisin can act on different tissues, thereby brown adipose tissue
activates UCP1 in mitochondria triggering transport protons chain in the mitochondrial membrane, resulting ATP increased and dissipating
energy in form of heat. This process increases energy expenditure, reduces body weight, and improves metabolic parameters such as insulin
sensitivity. Irisin on white adipose tissue stimulates BAT-like phenotypes changes, increasing PGC1𝛼expression and thereby UCP1 and oxygen
consumption while decreases WAT genes, process in which WAT stops behaving as energy reservoir for to use fat as energy source as in BAT,
process named browning. For all of this, irisin has been proposed as a possible novel treatment in diabetes and obesity. Other target of irisin
is nervous system where preliminary studies suggest that it could act on adipocyte metabolism through a novel neural pathway and on the
other hand irisin induces neural proliferation and adequate neural differentiation, so it could also be a therapeutic target for neurodegenerative
diseases such as Alzheimer or Parkinson. Another disease with altered energy expenditure and with
high prevalence of metabolic imbalance and abnormal energy
homeostasis is also chronic kidney disease (CKD). It was
observed that patients with CKD have lower irisin levels at
rest, independently of high-density lipoprotein cholesterol
levels. The mechanism underlying the decrease in irisin in
CKD is unknown, even though it seems that indoxyl sulphate,
which is a protein-bound uremic toxin, decreases FNDC5
expression in skeletal muscle cells and irisin level in the cell
culture medium [58]. Authors consider that these results
show good evidence on how uremia may affect irisin levels. Although this study has some limitations, it is suggested that
irisin may be a novel therapeutic agent for treating metabolic
diseases in CKD patients. suggests that in a population of postmenopausal women with
BMI between 24 and 45, irisin levels do not correlate with
24 h energy expenditure (EE); however, for a subpopulation
with EE greater than predicted, irisin levels and EE are highly
correlative [60]. Similar to physical activity, drugs might also increase
irisin levels and thus affect lipid metabolism and improve risk
among dyslipidemic and/or obesity individuals. 4. Irisin, Studies in Humans Given recent
data, everything seems to indicate that between these drugs,
statins could have an important role in this sense [61]. In
this context, recently, Gouni-Berthold and collaborators have
described that simvastatin, a hypolipidemic drug member of
the statins, increases irisin concentrations both in vivo as in
vitro [62]. Although it could be postulated that this increase
could be beneficial, for example, by influencing adipose tissue
metabolism and insulin resistance, it will be necessary to
determine if irisin levels are result of myocyte damage or/and
a mechanism of statin-induced cellular stress protection [62]. 4. Irisin, Studies in Humans These discrepancies might be explained as that an Circulating irisin has been also found to be directly asso-
ciated with muscle mass and estradiol levels and inversely
associated with age in middle-aged women. Also it is
negatively correlated with age, insulin, cholesterol, and
adiponectin levels [47, 52, 58], as well as intrahepatic triglyc-
eride contents in obese adults [59]. While, another paper International Journal of Endocrinology 5 Physical
activity
BAT
Thermogenesis
Heat
WAT
Irisin
Cleaved
Browning
Thermogenesis
Heat
changes
Nervious
system
Skeletal
muscle
Mitochondria
Novel neural
Irisin as treatment of
neurodegenerative diseases such as
∙Adequate neural
differentiation
∙↑Proliferation
pathway??? BAT-like
↑UCP1
↓WAT genes
UCP1
Transport protons
chain
↑Energy expenditure
↑Insulin sensitivity
↓Body weight
Irisin as treatment of
diabetes and obesity? PGC1𝛼
FNDC5
↑ATP
PGCC1𝛼
↑PGCC1𝛼
Alzheimer or Parkinson? phenotypes
↑Oxygen consumption
Figure 2: Skeletal muscle releases to circulation several hormones denomined myokines acting as endocrine organ. Thus during exercise
PGC1𝛼is activated inducing FNDC5 release which is cleaved to irisin. Irisin can act on different tissues, thereby brown adipose tissue
activates UCP1 in mitochondria triggering transport protons chain in the mitochondrial membrane, resulting ATP increased and dissipating
energy in form of heat. This process increases energy expenditure, reduces body weight, and improves metabolic parameters such as insulin
sensitivity. Irisin on white adipose tissue stimulates BAT-like phenotypes changes, increasing PGC1𝛼expression and thereby UCP1 and oxygen
consumption while decreases WAT genes, process in which WAT stops behaving as energy reservoir for to use fat as energy source as in BAT,
process named browning. For all of this, irisin has been proposed as a possible novel treatment in diabetes and obesity. Other target of irisin
is nervous system where preliminary studies suggest that it could act on adipocyte metabolism through a novel neural pathway and on the
other hand irisin induces neural proliferation and adequate neural differentiation, so it could also be a therapeutic target for neurodegenerative
diseases such as Alzheimer or Parkinson. Physical
activity
BAT
Thermogenesis
Heat
WAT
Irisin
Cleaved
Browning
Thermogenesis
Heat
changes
Nervious
system
Skeletal
muscle
Mitochondria
Novel neural
Irisin as treatment of
neurodegenerative diseases such as
∙Adequate neural
differentiation
∙↑Proliferation
pathway??? BAT-like
↑UCP1
↓WAT genes
UCP1
Transport protons
chain
↑Energy expenditure
↑Insulin sensitivity
↓Body weight
Irisin as treatment of
PGC1𝛼
FNDC5
↑ATP
PGCC1𝛼
↑PGCC1𝛼
Alzheimer or Parkinson? phenotypes
↑Oxygen consumption Skeletal
muscle Nervious
system ∙Adequate neural
differentiation
∙↑Proliferation Cleaved Novel neural
pathway??? International Journal of Endocrinology 6 6 possible treatment for diabetes and perhaps also therapy
for obesity. Moreover, it also was considered a possibility
to treat patients with Alzheimer’s, Parkinson’s, and some
other neurodegenerative diseases. However, new studies have
started to question the initial expectations [24, 63]. So, while
clear-cut data have been reported in rodents, the thermogenic
effect of irisin in humans remains controversial, and it is
not clear if exercise has an impact on irisin levels [49]. In
fact, recently, Raschke and coworkers described that neither
FNDC5 gene is activated by contraction in humans nor
has effect on “brite” differentiation of human preadipocytes
[63]; even they propose that irisin function for mice is lost
in humans. Thus, it seems obvious that further studies are
needed to elucidate, in depth, this field. [2] N. S. Mitchell, V. A. Catenacci, H. R. Wyatt, and J. O. Hill,
“Obesity: overview of an epidemic,” Psychiatric Clinics of North
America, vol. 34, no. 4, pp. 717–732, 2011. [3] B. Strasser, “Physical activity in obesity and metabolic syn-
drome,” Annals of the New York Academy of Sciences, vol. 1281,
pp. 141–159, 2013. [4] B. K. Pedersen, T. C. A. ˚Akerstr¨om, A. R. Nielsen, and C. P. Fischer, “Role of myokines in exercise and metabolism,” Journal
of Applied Physiology, vol. 103, no. 3, pp. 1093–1098, 2007. [5] B. K. Pedersen and M. A. Febbraio, “Muscles, exercise and obes-
ity: skeletal muscle as a secretory organ,” Nature Reviews
Endocrinology, vol. 8, pp. 457–465, 2012. [6] A. M. Cypess, S. Lehman, G. Williams et al., “Identification and
importance of brown adipose tissue in adult humans,” New
England Journal of Medicine, vol. 360, no. 15, pp. 1509–1517, 2009. i
First more studies would be necessary to determinate
what the precise role of different forms of FNDC5/irisin is
and if there is a different mechanism of proteolysis as it
already was suggested [47]. On the other hand, it is absolutely
necessary to characterize the receptor and the signalling
pathway, which will allow a better understanding of irisin
function. Just as with other hormones it seems to be a
tolerance or resistance mechanism to irisin [25, 60]. So, the
factors that contribute to irisin tolerance and/or resistance
also would be defined. Similarly more extensive studies,
with different cohorts, assessing genetic variations in the
irisin gene and its relationships to obesity and associated
comorbidities across life span are eagerly awaited. [1] P. G. Kopelman, “Obesity as a medical problem,” Nature, vol.
404, no. 6778, pp. 635–643, 2000. Acknowledgments [14] Z. Wu, P. Puigserver, U. Andersson et al., “Mechanisms controll-
ing mitochondrial biogenesis and respiration through the ther-
mogenic coactivator PGC-1,” Cell, vol. 98, no. 1, pp. 115–124,
1999. The research leading to these results has received fund-
ing from the European Community’s Seventh Frame-
work Programme (FP7/2007–2013) under Grant agreement
no. 281854—the ObERStress European Research Council
Project(ML) and no. 245009—the Neurofast project (ML
and CD), and Xunta de Galicia (ML: 10PXIB208164PR and
2012-CP070), Instituto de Salud Carlos III (ISCIII) (ML:
PI12/01814), MINECO were co-funded by the FEDER Pro-
gram of EU (CD:BFU2011-29102). CIBER de Fisiopatolog´ıa
de la Obesidad y Nutrici´on is an initiative of ISCIII. The
funders had no role in study design, data collection and
analysis, decision to publish, or preparation of the paper. [15] K. Baar, A. R. Wende, T. E. Jones et al., “Adaptations of
skeletal muscle to exercise: rapid increase in the transcriptional
coactivator PGC-1,” FASEB Journal, vol. 16, no. 14, pp. 1879–
1886, 2002. [16] H. Pilegaard, B. Saltin, and D. P. Neufer, “Exercise induces tran-
sient transcriptional activation of the PGC-1𝛼gene in human
skeletal muscle,” Journal of Physiology, vol. 546, no. 3, pp. 851–
858, 2003. [17] S. J¨aer, C. Handschin, J. St-Pierre, and B. M. Spiegelman, “AMP-
activated protein kinase (AMPK) action in skeletal muscle via
direct phosphorylation of PGC-1𝛼,” Proceedings of the National
Academy of Sciences of the United States of America, vol. 104, no. 29, pp. 12017–12022, 2007. International Journal of Endocrinology Another
important aspect that we need to consider is that human BAT
is closely related to rodent beige fat, rather than classical BAT;
so if we want to study the irisin effect in human BAT, a rodent
model with beige fat would be necessary [26]. Intensive
research efforts are needed to use BAT as a target organ for
treatment of metabolic diseases. [7] J. Nedergaard, T. Bengtsson, and B. Cannon, “Unexpected evi-
dence for active brown adipose tissue in adult humans,” Ameri-
can Journal of Physiology, vol. 293, no. 2, pp. E444–E452, 2007. [8] W. D. van Marken Lichtenbelt, J. W. Vanhommerig, N. M. Smul-
ders et al., “Cold-activated brown adipose tissue in healthy
men,” New England Journal of Medicine, vol. 360, no. 15, pp. 1500–1508, 2009. [9] K. A. Virtanen, M. E. Lidell, J. Orava et al., “Functional brown
adipose tissue in healthy adults,” New England Journal of
Medicine, vol. 360, no. 15, pp. 1518–1525, 2009. [10] B. Cannon and J. Nedergaard, “Brown adipose tissue: function
and physiological significance,” Physiological Reviews, vol. 84,
no. 1, pp. 277–359, 2004. [11] P. Puigserver, Z. Wu, C. W. Park, R. Graves, M. Wright, and B. M. Spiegelman, “A cold-inducible coactivator of nuclear receptors
linked to adaptive thermogenesis,” Cell, vol. 92, no. 6, pp. 829–
839, 1998. [12] M. Uldry, W. Yang, J. St-Pierre, J. Lin, P. Seale, and B. M. Spiegel-
man, “Complementary action of the PGC-1 coactivators in
mitochondrial biogenesis and brown fat differentiation,” Cell
Metabolism, vol. 3, no. 5, pp. 333–341, 2006. In conclusion, although current and upcoming research
on irisin is very promising and nowadays we already know
so much about it (Figure 2), it is still necessary to deepen
in several aspects in order to clarify its full potential as a
meaningful drug target in human disease states. [13] J. A. Villena, M. C. Carmona, M. Rodriguez de la Concepci´on
et al., “Mitochondrial biogenesis in brown adipose tissue is asso-
ciated with differential expression of transcription regulatory
factors,” Cellular and Molecular Life Sciences, vol. 59, no. 11, pp. 1934–1944, 2002. 5. Future Prospects When B¨ostrom and colleagues described irisin, rapidly, it
was seen its great therapeutic potential. Irisin was seen as References Westphal, “Frcp1
and Frcp2, two novel fibronectin type III repeat containing
genes,” Gene, vol. 297, no. 1-2, pp. 79–83, 2002. [42] S. L. Dun, R. M. Lyu, Y. H. Chen, J. K. Chang, J. J. Luo, and N. J. Dun, “Irisin-immunoreactivity in neural and non-neural cells
of the rodent,” Neuroscience, vol. 240, pp. 155–162, 2013. [24] H. P. Erickson, “Irisin and FNDC5 in retrospect: an exercise
hormone or a transmembrane receptor?” Adipocyte, vol. 2, pp. 289–293, 2013. [43] M. S. Hashemi, K. Ghaedi, A. Salamian et al., “Fndc5 knock-
down significantly decreased neural differentiation rate of
mouse embryonic stem cells,” Neuroscience, vol. 231, pp. 296–
304, 2013. [25] A. Roca-Rivada, C. Castelao, L. L. Senin et al., “FNDC5/irisin
is not only a myokine but also an adipokine,” PLoS One, vol. 8,
Article ID e60563, 2013. [44] H. S. Moon, F. Dincer, and C. S. Mantzoros, “Pharmacological
concentrations of irisin increase cell proliferation without
influencing markers of neurite outgrowth and synaptogenesis
in mouse H19-7 hippocampal cell lines,” Metabolism, vol. 62, no. 8, pp. 1131–1136, 2013. [26] B. M. Spiegelman, “Banting lecture 2012: regulation of adipoge-
nesis: toward new therapeutics for metabolic disease,” Diabetes,
vol. 62, no. 6, pp. 1774–1782, 2013. [27] L. Pedersen and P. Hojman, “Muscle-to-organ cross talk medi-
ated by myokines,” Adipocyte, vol. 1, no. 3, pp. 164–167, 2012. [45] K. I. Erickson, A. M. Weinstein, and O. L. Lopez, “Physical
activity, brain plasticity, and Alzheimer’s disease,” Archives of
Medical Research, vol. 43, no. 8, pp. 615–621, 2012. [28] S. Raschke and J. Eckel, “Adipo-myokines: two sides of the same
coin—mediators of inflammation and mediators of exercise,”
Mediators of Inflammation, vol. 2013, Article ID 320724, 16
pages, 2013. [46] M. P. Mattson, “Energy intake and exercise as determinants of
brain health and vulnerability to injury and disease,” Cell
Metabolism, vol. 16, no. 6, pp. 706–722, 2012. [29] Z. Huang, X. Chen, and D. Chen, “Myostatin: a novel insight
into its role in metabolism, signal pathways, and expression
regulation,” Cellular Signalling, vol. 23, no. 9, pp. 1441–1446, 2011. [47] J. Y. Huh, G. Panagiotou, V. Mougios et al., “FNDC5 and irisin in
humans: I. Predictors of circulating concentrations in serum
and plasma and II. mRNA expression and circulating concen-
trations in response to weight loss and exercise,” Metabolism,
vol. 61, no. 12, pp. 1725–1738, 2012. [30] T. Shan, X. Liang, P. Bi, and S. References [18] A. P. Russell, J. Feilchenfeldt, S. Schreiber et al., “Endurance
training in humans leads to fiber type-specific increases in levels
of peroxisome proliferator-activated receptor-𝛾coactivator-1 International Journal of Endocrinology 7 [35] D. P. Kelly, “Medicine: Irisin, light my fire,” Science, vol. 335, no. 6077, pp. 42–43, 2012. and peroxisome proliferator-activated receptor-𝛼in skeletal
muscle,” Diabetes, vol. 52, no. 12, pp. 2874–2881, 2003. [36] A. J. Whittle and A. Vidal-Puig, “NPs-heart hormones that
regulate brown fat?” Journal of Clinical Investigation, vol. 122,
no. 3, pp. 804–807, 2012. [19] T. Wenz, S. G. Rossi, R. L. Rotundo, B. M. Spiegelman, and C. T. Moraes, “Increased muscle PGC-1𝛼expression protects from
sarcopenia and metabolic disease during aging,” Proceedings of
the National Academy of Sciences of the United States of America,
vol. 106, no. 48, pp. 20405–20410, 2009. [37] M. D. Roberts, D. S. Bayless, J. M. Company et al., “Elevated
skeletal muscle irisin precursor FNDC5 mRNA in obese OLETF
rats,” Metabolism, vol. 62, no. 8, pp. 1052–1056, 2013. [20] P. Bostr¨om, J. Wu, M. P. Jedrychowski et al., “A PGC1-𝛼-depen-
dent myokine that drives brown-fat-like development of white
fat and thermogenesis,” Nature, vol. 481, no. 7382, pp. 463–468,
2012. [38] H. S. Moon, M. Dalamaga, S. Y. Kim et al., “Leptin’s role in
lipodystrophic and nonlipodystrophic insulin-resistant and
diabetic individuals,” Endocrine Reviews, vol. 34, no. 3, pp. 377–
412, 2013. [21] X. Xu, Z. Ying, M. Cai et al., “Exercise ameliorates high-fat diet-
induced metabolic and vascular dysfunction, and increases
adipocyte progenitor cell population in brown adipose tissue,”
American Journal of Physiology, vol. 300, no. 5, pp. R1115–R1125,
2011. [39] J. I. Castillo-Quan, “Parkin’ control: regulation of PGC-1𝛼thr-
ough PARIS in Parkinson’s disease,” DMM Disease Models and
Mechanisms, vol. 4, no. 4, pp. 427–429, 2011. [40] L. Cui, H. Jeong, F. Borovecki, C. N. Parkhurst, N. Tanese, and D. Krainc, “Transcriptional repression of PGC-1𝛼by mutant hun-
tingtin leads to mitochondrial dysfunction and neurodegener-
ation,” Cell, vol. 127, no. 1, pp. 59–69, 2006. [22] A. Ferrer-Mart´ınez, P. Ruiz-Lozano, and K. R. Chien, “Mouse
PeP: a novel peroxisomal protein linked to myoblast differenti-
ation and development,” Developmental Dynamics, vol. 224, no. 2, pp. 154–167, 2002. [41] J. Lin, P. Wu, P. T. Tarr et al., “Defects in adaptive energy meta-
bolism with CNS-linked hyperactivity in PGC-1𝛼null mice,”
Cell, vol. 119, no. 1, pp. 121–135, 2004. [23] A. Teufel, N. Malik, M. Mukhopadhyay, and H. References Kuang, “Myostatin knockout
drives browning of white adipose tissue through activating
the AMPK-PGC1alpha-Fndc5 pathway in muscle,” The FASEB
Journal, vol. 27, no. 5, pp. 1981–1989, 2013. [48] J. M. Moreno-Navarrete, F. Ortega, M. Serrano et al., “Irisin is
expressed and produced by human muscle and adipose tissue
in association with obesity and insulin resistance,” Journal of
Clinical Endocrinology & Metabolism, vol. 98, no. 4, pp. E769–
E778, 2013. [31] N. Sharma, C. M. Castorena, and G. D. Cartee, “Greater insu-
lin sensitivity in calorie restricted rats occurs with unaltered
circulating levels of several important myokines and cytokines,”
Nutrition & Metabolism, vol. 9, p. 90, 2012. [32] J. Sanchez, Y. Nozhenko, A. Palou, and A. M. Rodriguez, “Free
fatty acid effects on myokine production in combination with
exercise mimetics,” Molecular Nutrition & Food Research, vol. 57, no. 8, pp. 1456–1467, 2013. [49] J. A. Timmons, K. Baar, P. K. Davidsen, and P. J. Atherton, “Is
irisin a human exercise gene?” Nature, vol. 488, pp. E9–E10,
2012. [50] S. Pekkala, P. Wiklund, J. J. Hulmi et al., “Are skeletal muscle
FNDC5 gene expression and Irisin release regulated by exercise
and related to health?” Journal of Physiology, 2013. [33] R. A. Vaughan, R. Garcia-Smith, M. Bisoffi, C. A. Conn, and K. A. Trujillo, “Conjugated linoleic acid or omega 3 fatty acids
increase mitochondrial biosynthesis and metabolism in skeletal
muscle cells,” Lipids in Health and Disease, vol. 11, p. 142, 2012. [51] C. Moraes, V. O. Leal, S. M. Marinho et al., “Resistance exercise
training does not affect plasma Irisin levels of hemodialysis
patients,” Hormone and Metabolic Research, 2013. [34] M. Bordicchia, D. Liu, E. Amri et al., “Cardiac natriuretic pep-
tides act via p38 MAPK to induce the brown fat thermogenic
program in mouse and human adipocytes,” Journal of Clinical
Investigation, vol. 122, no. 3, pp. 1022–1036, 2012. [52] K. H. Park, L. Zaichenko, M. Brinkoetter et al., “Circulating
Irisin in relation to insulin resistance and the metabolic syn-
drome,” Journal of Clinical Endocrinology & Metabolism, 2013. International Journal of Endocrinology International Journal of Endocrinology 8 8 [53] A. Stengel, T. Hofmann, M. Goebel-Stengel, U. Elbelt, P. Kobelt,
and B. F. Klapp, “Circulating levels of irisin in patients with
anorexia nervosa and different stages of obesity—correlation
with body mass index,” Peptides, vol. 39, pp. 125–130, 2013. [54] Y. K. Choi, M. K. Kim, K. H. References Bae et al., “Serum irisin levels in
new-onset type 2 diabetes,” Diabetes Research and Clinical
Practice, vol. 100, no. 1, pp. 96–101, 2013. [55] J. J. Liu, M. D. Wong, W. C. Toy et al., “Lower circulating irisin
is associated with type 2 diabetes mellitus,” Journal of Diabetes
and its Complications, vol. 27, no. 4, pp. 365–369, 2013. [56] H. Staiger, A. Bohm, M. Scheler et al., “Common genetic var-
iation in the human FNDC5 locus, encoding the novel muscle-
derived “Browning” factor Irisin, determines insulin sensitiv-
ity,” PLoS One, vol. 8, Article ID e61903, 2013. [57] S. H. Lecker, A. Zavin, P. Cao et al., “Expression of the irisin
precursor FNDC5 in skeletal muscle correlates with aerobic
exercise performance in patients with heart failure,” Circulation,
vol. 5, pp. 812–818, 2012. [58] M. S. Wen, C. Y. Wang, S. L. Lin, and K. C. Hung, “Decrease in
irisin in patients with chronic kidney disease,” PLoS One, vol. 8,
Article ID e64025, 2013. [59] H. J. Zhang, X. F. Zhang, Z. M. Ma et al., “Irisin is inversely
associated with intrahepatic triglyceride contents in obese
adults,” Journal of Hepatology, vol. 59, no. 3, pp. 557–562, 2013. [60] A. G. Swick, S. Orena, and A. O’Connor, “Irisin levels correlate
with energy expenditure in a subgroup of humans with
energy expenditure greater than predicted by fat free mass,”
Metabolism, vol. 62, no. 8, pp. 1070–1073, 2013. [61] P. F. Kokkinos, C. Faselis, J. Myers, D. Panagiotakos, and M. Doumas, “Interactive effects of fitness and statin treatment on
mortality risk in veterans with dyslipidaemia: a cohort study,”
The Lancet, vol. 381, no. 9864, pp. 394–399, 2013. [62] I. Gouni-Berthold, H. K. Berthold, J. Y. Huh et al., “Effects of
lipid-lowering drugs on irisin in human subjects in vivo and in
human skeletal muscle cells ex vivo,” PLoS One, vol. 8, Article
ID e72858, 2013. [63] S. Raschke, M. Elsen, H. Gassenhuber et al., “Evidence against
a beneficial effect of Irisin in humans,” PLoS One, vol. 8, Article
ID e73680, 2013.
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ANALYSIS OF NEW PRIMER PAIR CANDIDATES OF rbcL GENE FOR IDENTIFICATION OF MICROALGAE SCENEDESMACEAE
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Department of Biology Faculty of Science and Technology, Universitas Islam Negeri Syarif
Hidayatullah Jakarta, Indonesia Submited : 22-08-2022; Reviewed : 09-01-2023; Accepted : 19-01-2023 *Corresponding author: E-mail : meggapikoli@uinjkt.ac.id How to Cite: Pikoli, M.R. (2023). Analysis Of New Primer Pair Candidates Of rbcl Gene For Identification
Of Microalgae Scenedesmaceae, BioLink: Jurnal Biologi Lingkungan, Industri dan Kesehatan, (9) (2): 163-
173 Keywords: rbcL gene; Scenesdesmaceae; Primer design; Molecular identification Megga Ratnasari Pikoli* Department of Biology Faculty of Science and Technology, Universitas Islam Negeri Syarif
Hidayatullah Jakarta, Indonesia ANALYSIS OF NEW PRIMER PAIR CANDIDATES OF rbcL GENE FOR
IDENTIFICATION OF MICROALGAE SCENEDESMACEAE Megga Ratnasari Pikoli* BioLink : Jurnal Biologi Lingkungan, Industri dan Kesehatan, Vol. 9 (2) Feb (2023)
ISSN: 2356- 458X (print) ISSN: 2597-5269 (online)
DOI: 10.31289/biolink.v9i1.7918
BioLink
Jurnal Biologi Lingkungan, Industri, Kesehatan
Available online http://ojs.uma.ac.id/index.php/biolink BioLink : Jurnal Biologi Lingkungan, Industri dan Kesehatan, Vol. 9 (2) Feb (2023)
ISSN: 2356- 458X (print) ISSN: 2597-5269 (online)
DOI: 10.31289/biolink.v9i1.7918
BioLink
Jurnal Biologi Lingkungan, Industri, Kesehatan
Available online http://ojs.uma.ac.id/index.php/biolink BioLink : Jurnal Biologi Lingkungan, Industri dan Kesehatan, Vol. 9 (2) Feb (2023)
ISSN: 2356- 458X (print) ISSN: 2597-5269 (online) DOI: 10.31289/biolink.v9i1.7918 Abstract Scenedesmaceae is one of the microalgae groups that has been widely studied as promising biodiesel
feedstock. Its morphological identification is often confused by environmental changes, so it requires
molecular identification as well. The current study aimed to obtain primer pair candidates that identify
the Scenedesmaceae based on the rbcL gene. The research used bioinformatics tools, which harvested rbcL
protein sequence data, performed multiple sequence alignments, and designed primers based on conserved
and less-conserved regions. The best left and right primers selected based on sequence length, melting
temperature, 3' end stability, number of hairpins, and self-dimers, were paired, and three candidates were
obtained. The three pairs were examined based on melting temperature difference, number of hetero-
dimers, length of amplified nucleotide product, number of hits, and number of genera captured from the
GenBank. Sce-16 (F, 5'-TGGTCGTGCTGTTTATGAATGT-3' and 1_RL, 5'-TGCCAAACATGAATACCACCA-3'), which
is back-translated according to Hariotina sp. (AOY36008.1), is the most preferred candidate compared to
the other two pairs after discussing their advantages and disadvantages. In the future, the proposed primer
candidate needs to be validated through in vitro amplification with some optimizations to eliminate
potential weaknesses. Keywords: rbcL gene; Scenesdesmaceae; Primer design; Molecular identification 163 Pikoli, M.R. Analysis Of New Primer Pair Candidates Of rbcl Gene For Identification Of Microalgae Scenedesmaceae INTRODUCTION The amino
acid sequences were back-translated to
nucleotide sequences (codons) according
to the instruction in NCBI (Table 11
Bacteria,
Archaea,
Chloroplast)
/transl_table=11),
using
https://www.ebi.ac.uk/Tools/st/emboss
_backtranseq/ by selecting Anabaena sp. as codon usage table. The translation
results were fed to Primer3Plus to obtain
possible primers. The back-translation
results
were
re-selected
by
using
Primer3Plus. The default setting of %GC
and melting temperature (Tm) was set to
narrow down the results. The selection
was carried out in stages and explained in
the discussion. Each pair of primer
candidates was analyzed for %GC, Tm,
hairpin
potential,
self-dimer,
heterodimer, etc., using Primer3Plus and
OligoAnalyzer
https://sg.idtdna.com/calc/analyzer. The Thus, the available primers from existing
publications have not been specifically
used for Scenedesmaceae. Therefore, by
designing primers based on the alignment
of conserved regions of available rbcL
gene sequences from Scenedesmaceae
members, the current study aimed to
obtain suitable primer pairs to identify as
many genera as possible that belong to
the family. recorded. The sequence number for the
species having the longest sequence was
opened in the NCBI protein. The amino
acid sequences were back-translated to
nucleotide sequences (codons) according
to the instruction in NCBI (Table 11
Bacteria,
Archaea,
Chloroplast)
/transl_table=11),
using https://www.ebi.ac.uk/Tools/st/emboss
_backtranseq/ by selecting Anabaena sp. as codon usage table. The translation
results were fed to Primer3Plus to obtain
possible primers. The back-translation
results
were
re-selected
by
using
Primer3Plus. The default setting of %GC
and melting temperature (Tm) was set to
narrow down the results. The selection
was carried out in stages and explained in
the discussion. Each pair of primer
candidates was analyzed for %GC, Tm,
hairpin
potential,
self-dimer,
heterodimer, etc., using Primer3Plus and
OligoAnalyzer INTRODUCTION proteins, and other substances (Giraldo-
Zuluaga et al., 2018). However, the
variable morphology makes it difficult to
identify the species. Microalgae is a source of biofuel
that attracts global attention because it is
a renewable fuel source with high-yield
prospects. Its production can save land
use, and coupling biofuel production with
carbondioxide mitigation strategies and
wastewater treatment (Shuba & Kifle,
2018;
Rukminasari
et
al,
2021). Scenedesmaceae
are
among
the
microalgae with high potential as a source
of lipids for biofuels. Scenedesmus is one
member that contains up to 55% (w/v)
lipid (Mata et al., 2010) and produces up to
39 mg L-1 d-1 (Mandotra et al., 2016). Molecular identification becomes
a
complement
to
morphological
identification because it is not related to
phenotypic changes by environmental
conditions. Polymerase chain reaction
(PCR) is one of the most useful molecular
methods
for
the
identification
of
microalgae on a small scale (Ebenezer et
al., 2012). By PCR-amplifying particular
genes, a microalgae can be identified by its
genus or species. rbcL (ribulose-15-
bisphosphate
carboxylase/oxygenase
large) is a gene in the chloroplast that is
often used as a marker in the identification
of algae and plants. In addition to
producing a perfect match with a
sequence
from
reference
libraries
associated
with
a
single
species
(Manoylov, 2014), this gene is deposited a
lot (>360,000) in GenBank NCBI so that it
can be used as a comparison reference. The
microalgae
diversity
is
estimated at 200,000-800,000, which has
not been fully described (Cheng & Ogden,
2011). Identification
of
organisms,
including
microlgae,
is
needed
to
determine their properties based on
literature. Identification of microalgae is
generally done by observing their cell
morphology, and molecular method by
comparing
their
genes. Microalgae
morphology is partly determined by
environmental conditions. Scenedesmus
can build coenobia consisting of 1, 2, 4, and
8 cells as a form of adaptation to
environmental
changes. This
polymorphism can be a marker of other
properties, such as the number of lipids, PCR requires a pair of primers
that start the process of amplifying DNA
fragments from the left and right of the
fragment. The rbcL sequence data which
includes non-microalgae may also cause a
lack of specificity in detecting this group,
especially those from Scenedesmaceae. 164 BioLink : Jurnal Biologi Lingkungan, Industri dan Kesehatan, Vol. 9 (2) Feb (2023): Page: 163-173 recorded. The sequence number for the
species having the longest sequence was
opened in the NCBI protein. Materials The material used in this research is
some tools for bioinformatics, namely
MEGA11, GeneDoc, Primer3Plus, and
OligoAnalyzer. The sequence used was
obtained from GenBank, The National
Center for Biotechnology Information
(NCBI). Protein Scenedesmaceae rbcL were harvested in
NCBI, and their amino acids were aligned
in MEGA11. The alignment result was
displayed in GeneDoc, then conserved
regions (black to dark gray) and less
conserved (light gray), both on the left
end (for forward primers) and right end
(for reverse primers) were observed. The
sequences
with
a
minimum
of
6
consecutive amino acids were taken and https://sg.idtdna.com/calc/analyzer. The
new
primer
candidates
were
also
examined in Primer-BLAST NCBI. In
analyzing
data,
the
new
primer
candidates were compared with each
other to select the best primer pair based
on the smallest potential weakness and
the
ability
to
capture
the
most
Scenedesmaceae. 165 Pikoli, M.R. Analysis Of New Primer Pair Candidates Of rbcl Gene For Identification Of Microalgae Scenedesmaceae RESULTS AND DISCUSSION
Results
on
Retrieving
of
the
Scenedesmaceae
rbcL
Protein
Sequence Protein NCBI as of 9 Agustus 2022 yielded
261 data. About 72 selected sequences
were harvested, representing 16 genera
(Table1). 15-bisphosphate carboxylase/oxygenase large) subunit partial (chloroplast) in
NCBI as of August 9, 2022
No. Genera with
available rbcL data
Number of
classified
species
No. Genera with
unavailable rbcL data
Number of
classified
species
1. Acutodesmus
1
1. Coelastrela
13
2. Asterarcys
2
2. Coelastropsis
1
3. Chodatodesmus
2
3. Coelastrum
8
4. Comasiella
1
4. Coronastrum
1
5. Crucigenia
4
5. Didymocystis
1
6. Desmodesmus
47
6. Dimorphococcus
1
7. Enallax
2
7. Hylodesmus
1
8. Flechtneria
1
8. Pectodictyon
1
9. Halochlorella
1
9. Pediludiella
1
10. Hariotina
6
10. Pseudodidymocystis
2
11. Komarekia
2
11. Pseudospongiococcum
1
12. Neodesmus
3
12. Tetranephris
1
13. Pectinodesmus
3
13. Verrucodesmus
2
14. Scenedesmus
23
15. Tetradesmus
14
16. Westella
1
Total species
113
Total species
34 rbcL data are not available. Those numbers
do not include unclassified species. In
addition, 16 genera or 113 species
harvested by rbcL data represented 37% of
genera or 33% of species belonging to
Scenedesmaceae recorded in AlgaeBase. According to AlgaeBase as of August 9,
2022,
the
recorded
Scenedesmaceae
consisted of 349 species spread across at
least 43 genera. Therefore, the harvested
data
are
considered
to
be
fairly Meanwhile,
a
search
with
Taxonomy NCBI showed that at least 29
genera were recorded as members of the
Scenedesmaceae. Sixteen genera described
55% of the Scenedesmaceae members with
known rbcL protein sequences, while the
other 13 genera (45%) have no available
information. However, genera for which
protein sequences comprising 113 species
are considered representative of other
genera, compared to 34 species for which 166 BioLink : Jurnal Biologi Lingkungan, Industri dan Kesehatan, Vol. 9 (2) Feb (2023): Page: 163-173 representative of the unavailable rbcL
sequences
from
other
genera
of
Scenedesmaceae. These search result
confirm that rbcL is a promising marker,
which has been revealed by several
researchers that it can be a barcode for
green algae (Hadi et al., 2016). The
availability of sequence libraries is used to
determine the conserved and variable
regions to design universal primers
(Manoylov, 2014). of universal primers, as in the history of
SSU rDNA sequences, is facilitated by the
presence of conserved and variable
regions that allow phylogenetic studies
(Manoylov, 2014). ; Roslim et al., 2020;
Agustina & Roslim, 2021). RESULTS AND DISCUSSION
Results
on
Retrieving
of
the
Scenedesmaceae
rbcL
Protein
Sequence The center region of the protein is of
concern to obtaining candidates for the
primary pair. The concentration of the
most conserved regions in the middle, not
at the left nor right ends of the rbcL protein. The length of the PCR product that can be
produced is about 600 bases, predicting
that the DNA sequence encoding the rbcL
would be produced was incomplete. But it
is not considered as a big problem for
identification purposes, as long as the
amplified region is targeted, i.e. it can
distinguish between species as accurately
as possible. The length of this PCR product
resembles that of amplification by other
rbcL primer pair used in other Chlorophyte
(Fitriyah et al., 2021; Hadi et al., 2016;
Yanuhar et al., 2019), although the
complete length of the gene is 1400 bp. The center region of the protein is of
concern to obtaining candidates for the
primary pair. The concentration of the
most conserved regions in the middle, not
at the left nor right ends of the rbcL protein. Results
on
Alignment
of
the
Scenedesmaceae rbcL Protein Sequence The alignment results showed that
the rbcL protein sequence data of
Scenedesmaceae deposited in NCBI were
not the same among the species. However,
the alignment results showed that the most
conserved region was mostly in the middle
region marked by dark gray color at amino
acid positions number 170s-370s shown
using GeneDoc (Figure 1). No regions are
completely conserved (dark or black colors
are found). However, several variable
regions (light gray) were distributed
among the conserved regions. The design 167 Pikoli, M.R. Analysis Of New Primer Pair Candidates Of rbcl Gene For Identification Of Microalgae Scenedesmaceae Figure 1. GeneDoc display of the alignment results of Scenedesmaceae rbcL protein sequences
showing conserved (darker gray, red box) and variable (lighter gray, blue box) regions Figure 1. GeneDoc display of the alignment results of Scenedesmaceae rbcL protein sequences
showing conserved (darker gray, red box) and variable (lighter gray, blue box) regions Table 2. Amino acid sequences of rbcL protein of Scenedesmaceae and their
translated results targeted for searching candidates of primer pairs Table 2. Amino acid sequences of rbcL protein of Scenedesmaceae and their back-
translated results targeted for searching candidates of primer pairs
Region
Amino acid
sequence
Sequence
number*
Back-translated sequences**
Conserved
region
Left
LGCTIKPKLGLSAKNY
GRAVYECLRGGL
170-198
TTAGGTTGTACTATTAAACCAAAATTAGG
TTTATCTGCTAAAAATTATGGTCGTGCTG
TTTATGAATGTTTACGTGGTGGTTTA
Right
EKDRSRGIYFTGDW
355-369
GAAAAAGATCGTTCTCGTGGTATTTATTT
TACTGGTGATTGG
Less
conserved
region
Left
ICVERDKLNKYGRG
155-169
ATTCAAGTTGAACGTGATAAATTAAATAA
ATATGGTCGTGGT
Right
MEVASGGIHVWHMP
AIVEIFGDDA
375-399
ATTCAAGTTGAACGTGATAAATTAAATAA
ATATGGTCGTGGT
*according to Hariotina sp. MMOGRB0030F (AOY36008.1)
**according to Anabaena codon (Table 2). The amino acid numbers follow
the longest (most complete) sequence of
the aligned species, namely AOY36008.1
ribulose-15-bisphosphate
carboxylase/
oxygenase large subunit (chloroplast)
Hariotina sp. MMOGRB0030F. The rbcL
protein has been knew tend to be more
variable, but still has the advantage of
avoiding
contamination
by
microorganisms
that
do
not
have
chloroplasts (Krienitz & Bock, 2012). The alignment results also showed
that there were less conserved regions at
the left (no.160s) and right (no.390s) ends
(Figure 1, signed by the blue box). As a
precaution not to waste more region, the
regions were also targeted to obtain
candidates for primer pair. Therefore,
there are two regions of concern as
candidates, the conserved region and the
non-conserved region so that the amino
acid sequences were retrieved from them 168 BioLink : Jurnal Biologi Lingkungan, Industri dan Kesehatan, Vol. 9 (2) Feb (2023): Page: 163-173 Analysis Result of the Primer Pairs
Candidates G (kcal.mole-1) for duplex disruption for
the five 3' bases as calculated using the
nearest-neighbor parameter values by
Primer3Plus. In the ten primers, the
number of GC bases at the 3' end does not
exceed 3-5 bases (Sasmito et al., 2014;
Utomo et al., 2019), so they are still good
candidates for primers. Selecting
primers
using
Primer3Plus
on
the
back-translated
sequences resulted in several candidate
primers. By setting %GC min.40 and Tm
min.55C, 9 left and 11 right primer
candidates were obtained from conserved
and less-conserved regions. No right
primers were generated from the less-
conserved regions with such settings,
because the back-translated sequences are
mostly AT bases (Table 2). And then to save
on selection, the best five primers of each
right and left, were taken based on the
penalty values. Primer3Plus calculates the
penalty value based on the percentage of
max.%GC, min. Tm, possible product
length, and non-redundancy. The primers
were then sorted by penalties, with the
lowest penalty defining the best primer
(Table 3). However, the results of primary
selection based on %GC and Tm contain
weaknesses in the form of hairpin and
self-dimer
formation,
which
are
a
consequence of variations in the sequence
of nitrogen bases (Table 3). Hairpins and
self-dimers are difficult to avoid, so the
primer selection is taken with the least
risk. All of the ten primers had potency in
forming
hairpins
mostly
by
G<2
kcal.mole-1, which is within tolerable
values (Sasmito et al., 2014). Similarly, in
the number of self-dimers, mostly only 2
base pairs occurs, although some of them
are 4 base pairs. The potential for hairpin
and self-dimer must be minimized
through PCR mixture as often suggested
by various PCR protocols. The 3’ stability is the maximum
stability for the last five 3' bases of a left or
right primer. Bigger numbers mean more
stable 3' ends. The value is the maximum 169 koli, M.R. Analysis Of New Primer Pair Candidates Of rbcl Gene For Identification Of Microalgae Scenedesmaceae Table 3. Analysis result of the primer pairs candidates by Primer3Plus (set: %GC min.40; Tm
min.55)* and IDT OligoAnalyzer**. Only the best five primers of each left and right are
displayed. Left (F)
and right
(R)
primers
Sequence
(5’ to 3’)
Length
(nt) Tm (C)* GC (%)* 3’ stability, G
(kcal.mole-1)* Penalty*
No. of
hairpins**
No. Analysis Result of the Primer Pairs
Candidates Primer Pair Candidates with Tm difference and Hetero-dimer Analyzed by IDT
OligoAnalyzer
Name of
primer pair
Left (F) and right (R) primers
Tm difference
Hetero-dimer
(no., max. G)
Sce-2
1_F and R
0.3
19, -8
Sce-7
1_F and 2_R
0.4
19, -8
Sce-16
F and 1_RL
0.5
25, -7 Analysis Result of the Primer Pairs
Candidates of self-
dimers**
F
TGGTCG
TGCTGT
TTATGA
ATGT
22
58.6
40.9
2.7
3.408
8, mostly
G<2
kcal.mole-1
8; 2 bp, G<-
4 kcal.mole-1
1_F
TGGTCG
TGCTGT
TTATGA
ATG
21
56.9
42.9
2.7
4.101
8, mostly
G<2
kcal.mole-1
8; 2 bp, G<-
4 kcal.mole-1
2_F
GGTCGT
GCTGTT
TATGAA
TGT
21
56.9
42.9
2.7
4.103
8, mostly
G<2
kcal.mole-1
8; 2 bp, G<-
4 kcal.mole-1
3_F
GGTCGT
GCTGTT
TATGAA
TGTT
22
57.6
40.9
2.7
4.420
8, mostly
G<2
kcal.mole-1
9; 2 bp, G<-
4 kcal.mole-1
4_F
TGAATG
TTTACG
TGGTGG
TT
20
55.5
40.0
3.7
4.500
7, with G<2
kcal.mole-1
8; 1 of them 4
bp, G=-6
kcal.mole-1
R
ACCACG
AGAACG
ATCTTT
TTC
21
56.6
42.9
2.3
4.421
1, G= -1.8
kcal.mole-1
9; 1 of them 4
bp, G=-4
kcal.mole-1
2_R
TACCAC
GAGAAC
GATCTT
TTTC
22
56.5
40.9
2.3
5.503
1, G= -1.8
kcal.mole-1
10; 1 of them
4 bp, G=-4
kcal.mole-1
RL
TGCCAA
ACATGA
ATACCA
CCAG
22
59.2
45.5
4.0
2.825
5, with G<2
kcal.mole-1
11; 1 of them
4 bp, G=-5
kcal.mole-1
1_RL
TGCCAA
ACATGA
ATACCA
CCA
21
58.1
42.9
4.2
2.882
5, with G<2
kcal.mole-1
11; 1 of them
4 bp, G=-5
kcal.mole-1
2_RL
GCCAAA
CATGAA
TACCAC
CAGA
22
58.9
45.5
3.9
3.089
3, with G<2
kcal.mole-1
8; 1 of them 4
bp, G=-5
kcal.mole-1 The pairing of the tenth primer
produced 25 primer pairs named Sce-1—
Sce-25 which had been analyzed for the
Tm difference and the number of hetero-
dimers that might occur. However, the Tm difference between the left and right
primers varied from 0.3—3.7C, so they
have been selected again by 0.3—0.5C of
Tm difference. The selection presented 3
candidates
of
primers
with
lower 170 Pikoli, M.R. Analysis Of New Primer Pair Candidates Of rbcl Gene For Identification Of Microalgae Scenedesmaceae primer 1_F (Sce-2) is G, not T as in 2_F
(Sce-3) (Table 3). The same reason
applies to the selected Sce-7 instead of
Sce-8. The nucleotide base at the 3' end of
the primer should be G or C to avoid a
mismatch of A or T (Utomo et al., 2019). differences
between
primers
after
excluding
those
having
more
heterodimers for the same Tm difference
(Table 4). Sce-2 and Sce-3 have the same
Tm difference and hetero-dimer, but Sce-
2 was chosen because the 3' end of the Table 4. REFERENCES Agustina, P., & Roslim, D. I. (2021). Analysis Of
DNA Sequence Encoding Glyceraldehyde-
3-Phosphate Dehydrogenase (Gapdh) On
Cocor
Bebek
(Kalanchoe
X
Laetivirens). BIOLINK
(Jurnal
Biologi
Lingkungan Industri Kesehatan), 8(1), 72-
82. Results of Scenedesmaceae Trapped
Using the Primer Candidates primers was not the genus used to design
the primer. The genera not trapped by the
three
primers
were
Chodatodesmus,
Halochlorella, and Neodesmus. It was
presumably because their rbcL gene
sequences deposited were too short and
did not include the conserved regions
being observed. The three candidates of primer
pairs captures 14 genera (Table 5). Thirteen (81.3%) or most of them were
part of the 16 genera possessing the rbcL
gene (Table 1) that were retrieved for
primer
design. One
other
genus,
Coelastrela, which was captured by the Table 5. Scenedesmaceae trapped using the primer candidates by using Primer-BLAST
Name of
primer pair
Product length
(bp)
Number of hits
trapped
Number of genera
Sce-2
529
109
14
Sce-7
529
109
14
Sce-16
603
67
14 higher %GC and less self-dimer, so in this
context, Sce-7 is preferred over Sce-2
(Table 3). Meanwhile, Sce-16 produced a
longer product (603 bp) than that of Sce-
2 and Sce-7, by the length of the partial
rbcL gene containing conserved regions. Sce-2 and Sce-7, resulted in the same
length of PCR product, number of hits, and
genera (Table 5), indicating that the
addition of base T at the 5' end of the
primer 2_R did not affect the yield. However, primer 2_R (in Sce-7) has a 171 BioLink : Jurnal Biologi Lingkungan, Industri dan Kesehatan, Vol. 9 (2) Feb (2023): Page: 163-173 The lower number of hits from Sce-16
does not reduce the quality of gain
because the number of genera remains
the same as that of the others. The
potential for hetero-dimers between the
constituent primers of Sce-16 was greater
than that of the others (Table 4). However, most of the pairing that occurs
is 2 base pairs, and only one cross-dimer
occurs at the 3' by G= -1.34 kcal.mole-1. The cross-dimer at the 3' end withG= -5
kcal.mole-1 was tolerated (Sasmito et al.,
2014). Regardless,
in
applying
the
primers PCR reaction needs special
modification of conditions and mixtures
to eliminate the hetero-dimers. sequencing. The resulting primer pairs
were selected according to the conserved
and
less-conserved
regions
of
Scenedesmaceae, not yet taken from the
non-Scenedesmaceae
rbcL
gene. Therefore, in the future in order to obtain
primers that are specific for capturing
only Scenedesmaceae rbcL and as few as
possible of non-Scenedesmaceae, it is
necessary to align them with broader
representatives of rbcL at least in the
Chlorophyta group. CONCLUSION The
candidate
of
primer
pairs
proposed to capture Scenedesmaceae
based on the conserved and less-
conserved region of rbcL genes is Sce-16
(F,
5'-TGGTCGTGCTGTTTATGAATGT-3'
and
1_RL,
5'- The
candidate
of
primer
pairs
proposed to capture Scenedesmaceae
based on the conserved and less-
conserved region of rbcL genes is Sce-16
(F,
5'-TGGTCGTGCTGTTTATGAATGT-3'
and
1_RL,
5'-
TGCCAAACATGAATACCACCA-3'). The use
of the primers has to be accompanied by
observations of cell morphology which
led to the initial assumption that the
identified specimen belongs to the
Scenedesmaceae group. In addition, both
require validation in real PCR reactions,
by the right conditions and mixtures, as
well
as
product
verification
by Cheng, K. C., & Ogden, K. L. (2011). Algal biofuels:
The
research. Chemical
Engineering
Progress, 107(3), 42–47. Ebenezer, V., Medlin, L. K., & Ki, J. S. (2012). Molecular detection, quantification, and
diversity evaluation of microalgae. Marine
Biotechnology,
14(2),
129–142. https://doi.org/10.1007/s10126-011-9427-y Fitriyah, F., Faramitha, Y., Sari, D. A., Kresnawaty,
I., Panji, T., & Santoso, D. (2021). Molecular
identification and phylogenetic analysis of
Chlorella isolates from Indonesia using the
rbcL gene. E-Journal Menara Perkebunan,
89(1),
17–25. https://doi.org/10.22302/iribb.jur.mp.v89i1
.408 TGCCAAACATGAATACCACCA-3'). The use
of the primers has to be accompanied by
observations of cell morphology which
led to the initial assumption that the
identified specimen belongs to the
Scenedesmaceae group. In addition, both
require validation in real PCR reactions,
by the right conditions and mixtures, as
well
as
product
verification
by Giraldo-Zuluaga, J. H., Salazar, A., Diez, G.,
Gomez, A., Martínez, T., Vargas, J. F., &
Peñuela,
M. (2018). Automatic
identification
of
Scenedesmus
polymorphic microalgae from microscopic 172 Pikoli, M.R. Analysis Of New Primer Pair Candidates Of rbcl Gene For Identification Of Microalgae Scenedesmaceae images. Pattern Analysis and Applications,
21(2),
601–612. https://doi.org/10.1007/s10044-017-0662-3 Roslim, D. I., Hairima, H., Herman, H., & Lestari,
W. (2020). The DNA Sequence Encoding
Glyceraldehyde
3-Phosphate
Dehydrogenase
(Gapc)
Enzyme
On
Tuntun
Angin
Plant
(Elaeocarpus
Floribundus BI). BIOLINK (Jurnal Biologi
Lingkungan Industri Kesehatan), 7(1), 16-
22. Hadi, S. I. I. A., Santana, H., Brunale, P. P. M.,
Gomes, T. G., Oliveira, M. D., Matthiensen,
A., Oliveira, M. E. C., Silva, F. C. P., & Brasil,
B. S. A. F. (2016). DNA barcoding green
microalgae
isolated
from
neotropical
inland
waters. PLoS
ONE,
11(2). https://doi.org/10.1371/journal.pone.01492
84 Rukminasari, N., Omar, S. A., & Lukman, M. (2021). Temperature
and
nitrate
concentration effect on the abundance and
growth rate of melosira sp. BIOLINK
(Jurnal
Biologi
Lingkungan
Industri
Kesehatan), 7(2), 185-194. CONCLUSION Krienitz, L., & Bock, C. (2012). The present state
of the systematics of planktonic coccoid
green
algae
of
inland
waters. Hydrobiologia,
698,
295–326. https://doi.org/10.1007/s10750-012-1079-z Sasmito, D. E. K., Kurniawan, R., & Muhimmah, I. (2014). Karakteristik
primer
pada
polymerase chain reaction(PCR) untuk
sekuensing DNA: Mini review. Seminar
Informatika
Medis
2014,
93–102. http://snimed.fit.uii.ac.id/ Mandotra, S. K., Kumar, P., Suseela, M. R.,
Nayaka, S., & Ramteke, P. W. (2016). Evaluation of fatty acid profile and
biodiesel
properties
of
microalga
Scenedesmus
abundance
under
the
influence of phosphorus, pH, and light
intensities. Bioresource
Technology,
201(November),
222–229. https://doi.org/10.1016/j.biortech.2015.11.0
42 Shuba, E. S., & Kifle, D. (2018). Microalgae to
biofuels:
‘Promising’
alternative
and
renewable energy, review. Renewable and
Sustainable Energy Reviews, 81(May 2017),
743–755. https://doi.org/10.1016/j.rser.2017.08.042 Manoylov, K. M. (2014). Taxonomic identification
of algae (morphological and molecular):
species concepts, methodologies, and their
implications for ecological bioassessment. Journal of Phycology, 50(3), 409–424. https://doi.org/10.1111/jpy.12183 Utomo, D. H., Ichsan, M., & Puti, J. F. (2019). Prinsip dasar desain primer dengan
bioinformatika
(Tim
Inbio
Indonesia
(ed.)). Global Science. Yanuhar, U., Caesar, N. R., & Musa, M. (2019). Identification of local isolate of microalgae
Chlorella
vulgaris
using
ribulose-1,5-
bisphosphate carboxylase/oxygenase large
subunit (rbcL) gene. IOP Conference
Series: Materials Science and Engineering,
546(2). https://doi.org/10.1088/1757-
899X/546/2/022038 Mata, T. M., Martins, A. A., & Caetano, N. S. (2010). Microalgae for biodiesel production
and
other
applications:
A
review. Renewable
and
Sustainable
Energy
Reviews,
14(1),
217–232. https://doi.org/10.1016/j.rser.2009.07.020 173
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ECDSA White-Box Implementations: Attacks and Designs from CHES 2021 Challenge
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10.46586/tches.v2022.i4.527-552 ECDSA White-Box Implementations Citation for published version (APA):
Barbu, G., Beullens, W., Dottax, E., Giraud, C., Houzelot, A., Li, C., Mahzoun, M., Ranea, A., & Xie, J. (2022). ECDSA White-Box Implementations: Attacks and Designs from CHES 2021 Challenge. IACR Transactions on
Cryptographic Hardware and Embedded Systems, 2022(4), 527-552. https://doi.org/10.46586/tches.v2022.i4.527-552 Citation for published version (APA):
Barbu, G., Beullens, W., Dottax, E., Giraud, C., Houzelot, A., Li, C., Mahzoun, M., Ranea, A., & Xie, J. (2022). ECDSA White-Box Implementations: Attacks and Designs from CHES 2021 Challenge. IACR Transactions on
Cryptographic Hardware and Embedded Systems, 2022(4), 527-552. https://doi.org/10.46586/tches.v2022.i4.527-552 Download date: 24. Oct. 2024 www.tue.nl/taverne Take down policy
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ISSN 2569-2925, Vol. 2022, No. 4, pp. 527–552. DOI:10.46586/tches.v2022.i4.527-552 Guillaume Barbu1 , Ward Beullens2, Emmanuelle Dottax1 ,
Christophe Giraud1 , Agathe Houzelot1,3 , Chaoyun Li4 ,
Mohammad Mahzoun5, Adrián Ranea4
and Jianrui Xie4 1 IDEMIA, Cryptography & Security Labs, Pessac, France
firstname.lastname@idemia.com
2 IBM Research, Zurich, Switzerland
wbe@zurich.ibm.com
3 LaBRI, CNRS, Université de Bordeaux, Bordeaux, France
4 imec-COSIC, KU Leuven, Leuven, Belgium
firstname.lastname@esat.kuleuven.be
5 Eindhoven University of Technology, Eindhoven, Netherlands
m.mahzoun@tue.nl Abstract. Despite the growing demand for software implementations of ECDSA
secure against attackers with full control of the execution environment, scientific
literature on ECDSA white-box design is scarce. The CHES 2021 WhibOx contest
was thus held to assess the state-of-the-art and encourage relevant practical research,
inviting developers to submit ECDSA white-box implementations and attackers to
break the corresponding submissions. In this work, attackers (team TheRealIdefix) and designers (team zerokey) join to
describe several attack techniques and designs used during this contest. We explain
the methods used by the team TheRealIdefix, which broke the most challenges, and we
show the efficiency of each of these methods against all the submitted implementations. Moreover, we describe the designs of the two winning challenges submitted by the
team zerokey; these designs represent the ECDSA signature algorithm by a sequence
of systems of low-degree equations, which are obfuscated with affine encodings and
extra random variables and equations. The WhibOx contest has shown that securing ECDSA in the white-box model is an
open and challenging problem, as no implementation survived more than two days. In this context, our designs provide a starting methodology for further research, and
our attacks highlight the weak points future work should address. Keywords: ECDSA · White-Box Cryptography · WhibOx Contest Keywords: ECDSA · White-Box Cryptography · WhibOx Contest Licensed under Creative Commons License CC-BY 4.0.
Received: 2022-04-15
Accepted: 2022-06-15 1
Introduction Cryptographic techniques are primarily designed to be secure in a context where the
confidentiality of secret keys is ensured with black-box access to the algorithm – only inputs
and outputs are available to the attacker. Confidence in security is built from detailed
studies, carefully defined security notions, and security proofs. Such a strong level of
confidence is now a standard expectation. However, real-life scenarios for implementations
might jeopardize initial assumptions, where attackers have access to additional information
via side channels (e.g., timing or power consumption) or can modify the algorithm execution Licensed under Creative Commons License CC-BY 4.0. Received: 2022-04-15
Accepted: 2022-06-15 Licensed under Creative Commons License CC-BY 4.0. Received: 2022-04-15
Accepted: 2022-06-15 Published: 2022-08-31 Published: 2022-08-31 528 Attacks and Designs from CHES 2021 Challenge and exploit faulty results. This is called the grey-box model. Developers have to put
countermeasures in place to reach the originally expected security level. and exploit faulty results. This is called the grey-box model. Developers have to put
countermeasures in place to reach the originally expected security level. In the context of mobile applications – contactless payments, cryptocurrency wallets,
streaming services – or connected objects, devices often lack secure storage to protect
secret keys, and their generally open execution environment exposes a large attack surface. This hostile environment is captured by the white-box model, which assumes an attacker
having control of every aspect of the implementation: execution flow, memory content
and addresses. The first white-box implementations were proposed in the early 2000s by
Chow et al. [CEJvO02,CEJv03], and the field has continuously developed since then, with
design proposals [BG03,BCD06,XL09,Kar11,DFLM18,RW19,SEL21,BCC21], attacks
[BGEC04,GMQ07,WMGP07,MGH09,DWP10,DRP13,LRD+14,AMR19,GRW20] and
efforts to define security notions [SWP09,DLPR14,AABM20]. The industry shows a growing interest in white-box cryptography owing to the
widespread usage of security-related applications on connected devices. The WhibOx
contest, attached to the CHES conference, has been held biennially since 2017 to encourage
practical experiments both from the designer and attacker perspectives. It lasts several
months, inviting coders to post white-box implementations and attackers to break them. Participants can remain anonymous and silent about any detail on their work. The first
two editions in 2017 and 2019 focused on white-box implementations of AES and exhibited
the community’s strong interest in this subject. Some candidates survived all attacks
in the second edition in 2019, showing a certain maturity for this algorithm. 1Guillaume Barbu, Emmanuelle Dottax, Christophe Giraud and Agathe Houzelot are part of the team
TheRealIdefix; Ward Beullens, Chaoyun Li, Mohammad Mahzoun, Adrián Ranea and Jianrui Xie compose
the team zerokey. 2
Rules of the WhibOx 2021 Contest Designers were required to post challenges computing ECDSA signatures on the NIST
P-256 curve under a hard-coded, freely chosen key, and accepting as input any 256-bit
message digest e = H(m). Notice that the cryptographic hash function H is excluded
from the intended white-box implementation of ECDSA and the message m is also not
provided. At the same time, attackers were encouraged to extract the private keys. In
addition, acceptance of submitted implementations was conditioned on some requirements: • the public key corresponding to the embedded private key, as well as a proof of
knowledge of the private key, had to be provided, • submissions had to be source code in portable C, • linking to external libraries was forbidden, except for the GNU Multi Precision
library [Gt20], • the signature algorithm had to be deterministic, • the execution time was limited to 3 seconds, the program size to 20 MB, and the
RAM usage to 20 MB as well. • the execution time was limited to 3 seconds, the program size to 20 MB, and the
RAM usage to 20 MB as well. There was an elaborate system with scoreboards to reward designers and attackers. A challenge gains strawberries as time goes by till broken. Challenges with a higher
performance score (measured in terms of execution time, code size, and RAM usage) gain
strawberries faster. Eventually, the challenge with the highest number of strawberries wins
the competition. Accordingly, when submitting a matching private key to the system,
attackers receive bananas, the number of which is determined by the number of strawberries
of the challenge at the time of the break. More detailed information can be found on the
contest website [CHE]. 1
Introduction Section 5 discloses the designs of Challenges 226 and
227 proposed by the team zerokey, and Section 6 concludes this paper. Outline. The paper is organized as follows. Section 2 outlines the rules of the WhibOx
2021 contest. Section 3 recalls the ECDSA algorithm and the state-of-the-art regarding
white-box implementations. Section 4 presents the different methods that have been used
by the team TheRealIdefix to break various implementations and some statistics regarding
the success rate of these methods. Section 5 discloses the designs of Challenges 226 and
227 proposed by the team zerokey, and Section 6 concludes this paper. 1
Introduction In 2021,
organisers changed the target and decided to consider the ECDSA signature algorithm,
whose white-box implementation is of substantial interest to the industry but virtually
lacks scientific literature. From May 17th to August 22nd 2021, 97 candidate implementations were submitted for
scrutiny by 37 (teams of) attackers. All challenges were broken within 35 hours, suggesting
the difficulty of achieving a secure white-box implementation of ECDSA. Thus, studying
the attacks would help to discern weak points inside the implementations. Besides, the
analysis of the design of the most resistant challenges, which successfully defeated most
attackers, would also give directions for future designs. Contributions. In this paper, teams TheRealIdefix — who broke the most challenges —
and zerokey — who proposed the two winning challenges — join to present how they
proceeded during the contest1. On the attack side, we describe a strategy to achieve
efficient attacks. As reverse engineering is a time-consuming task, automated attacks
are desirable. We consider different attack paths against ECDSA white-boxes: the ones
inherited from traditional cryptanalysis, the extensions of attacks in the grey-box model,
and the logical attacks of the software. We discuss the feasibility of automating each attack
path and provide detailed information regarding which attacks succeeded (or failed) on each
candidate. Our results show that, with few exceptions, it was sufficient to fully recover the
secret value by these automated attacks. On the design side, we describe the methodology
we used to build the two winning challenges, Challenges 226 and 227. It includes modifying
the implicit framework [RVP22] originally proposed for block ciphers, applying techniques
from multivariate public-key cryptosystems, and obfuscating the resulting C code with
a C obfuscator. Our design thus turns the ECDSA signature algorithm into a sequence
of systems of low-degree equations which are obfuscated with large affine encodings and
additional variables and equations. Finally, we show how to break Challenge 226 with
automated attacks and how to break Challenge 227 once reverse-engineered. 529 Barbu et al. Outline. The paper is organized as follows. Section 2 outlines the rules of the WhibOx
2021 contest. Section 3 recalls the ECDSA algorithm and the state-of-the-art regarding
white-box implementations. Section 4 presents the different methods that have been used
by the team TheRealIdefix to break various implementations and some statistics regarding
the success rate of these methods. 3.1
ECDSA In 1992, Vanstone introduced a variant of DSA based on elliptic curves. The result-
ing public-key signature algorithm is called Elliptic Curve Digital Signature Algorithm
(ECDSA) [Van92]. Its parameters are an elliptic curve E over a field Fq, a point G of prime
order n, and a cryptographic hash function H. The private key d is randomly drawn from
J1, n −1K, and the public key consists of the point Q = [d]G where [d]G corresponds to the
scalar multiplication of the point G by the scalar d. The ECDSA signature is described in
Algorithm 1, where Rx and Ry denote the coordinates of the point R. Note that the key d is not the only sensitive value in that scheme. Indeed, the recovery
of the nonce k allows the computation of d from the signature (r, s) and the message m: d = (ks −H(m))r−1 mod n . (1) d = (ks −H(m))r−1 mod n . (1) Attacks and Designs from CHES 2021 Challenge 530 Algorithm 1: ECDSA signature
Input
: the message m
Output : the signature (r, s)
1 e ←H(m)
2 k
$←−J1, n −1K
3 R = (Rx, Ry) ←[k]G
4 r ←Rx mod n
5 s ←k−1(e + rd) mod n
6 if r = 0 or s = 0 then
7
Go to step 2
8 end
9 Return (r, s) 1 e ←H(m)
2 k
$←−J1, n −1K
3 R = (Rx, Ry) ←[k]G
4 r ←Rx mod n
5 s ←k−1(e + rd) mod n
6 if r = 0 or s = 0 then
7
Go to step 2
8 end
9 Return (r, s) The nonce must not only remain secret but also differ for each execution of the algorithm. Indeed, an efficient way to recover its value is to find another signature (r′, s′) of a different
message m′ ̸= m using the same nonce, that is with k′ = k. In that case, we also have
r′ = r, so the adversary may compute k = (H(m′) −H(m))(s′ −s)−1 mod n . (2) (2) In the black-box model, the security of ECDSA is based on the difficulty of the Elliptic
Curve Discrete Logarithm Problem (ECDLP), i.e., on the difficulty of computing the
scalar k (resp. d) from the points G and R = [k]G (resp. Q = [d]G). 3.1
ECDSA To ensure that
this problem is difficult to solve, there are several standards to define elliptic curves,
e.g. [Loc10,Sta10,JOR11,FIP13]. However, there is a gap between the security of ECDSA
in theory and that of ECDSA implementations. Many grey-box attacks have been described
in the literature (see for example [FV12]). Some of them directly target the key d while
others aim at recovering some information on the nonce k. As explained previously, the
knowledge of the nonce allows an adversary to compute the secret key. Recovering a few
bits of the nonces associated to different signatures may be enough for an attacker. Indeed,
this allows the construction of a system of equations that can be solved using lattice-based
algorithms [BH19,JSSS20] or Bleichenbacher’s FFT-based approach [ANT+20]. These
bits could, for example, be recovered via side-channel analysis if the implementation is not
protected or simply guessed if the nonce is not drawn uniformly at random. These attacks
show that it is already complicated to achieve a secure implementation of ECDSA in the
grey-box model, and of course, things get worse in the white-box context. 4
Breaking the Challenges White-box implementations usually rely on encodings and other theoretically sound
approaches to protect the secret values and their manipulations. It is also very often
the case that code obfuscation techniques are used to make understanding the design a
time-consuming and challenging task. Extensive use of such obfuscation techniques in
the submitted source files causes independently reverse-engineering each challenge to be
overwhelming in time. We thus focused on designing attack methods that could be efficient
and easily automated. This section looks at the different attacks that can be automated in a white-box context
and gives the rationale for using and discarding them. We then present the results of
applying the selected methods to the whole set of submissions. 3.2
White-box Implementation of ECDSA The white-box model assumes that the attacker has total access to the executable: he can
read and modify it at will. He also has access to all the memory used during execution, so
a white-box designer does not only have to protect his implementation against grey-box
attacks but also against an adversary who can dump the memory and search for sensitive
values such as k or d. The first technique to prevent secret data from appearing in plain was
introduced by Chow et al. in [CEJv03]. Their idea is to embed the key into the algorithm,
and each operation is performed with the help of look-up tables protected by carefully
crafted encodings. Informally, the algorithm is split into low-level operations, and each
operation op is replaced by f −1 ◦op ◦f ′, where f and f ′ are bijections called respectively
input and output encodings. The drawback of this technique is that the required memory
drastically increases with the algorithm’s complexity. Using it to secure operations as 531 Barbu et al. complex as scalar multiplications or inversions while remaining efficient is thus a real
challenge. complex as scalar multiplications or inversions while remaining efficient is thus a real
challenge. Another challenge in white-box cryptography is the impossibility of relying on any
external source of randomness. An attacker could simply disable such a source and fix
its output to a constant value. For example, in the context of AES, this renders some
countermeasures against side-channel or fault attacks based on randomization techniques
completely inefficient. When one considers ECDSA signatures, disabling the source of
randomness yields multiple uses of the same nonce and, thus, easy recovery of the private
key, as seen in Sect. 3.1. The solution is to compute k as a function of the only source of
randomness available, the input message: k = f(m). In order to maintain the security of
the signature scheme, this mapping must be computationally indistinguishable from what
a randomly and uniformly chosen function would return. We will see in the next section
that many challenges of the WhibOx competition did not fulfill this requirement. 2https://man7.org/linux/man-pages/man8/ld.so.8.html 4.1.1
Hooking Shared Libraries The contest rules were a clear incentive for developers to use the GMP library for big
number arithmetic operations. A first attempt to break the submitted challenges was then
to search if sensitive values were manipulated in clear by the GMP library. In order to
perform this automatically, our approach has been to hook the calls to GMP functions
thanks to the so-called LD_PRELOAD trick. Pre-loading is a feature of the dynamic linker on UNIX systems that allows loading a
specific shared library before all other libraries linked to a given executable binary2. In
our specific case, we built a shared library defining the same function as the GMP library
(e.g. mpz_mul, mpz_mod or mpz_invert). Each of these functions simply updates a log of
the given parameters before calling the real GMP function, explicitly using the dynamic
linker (thanks to the <dlfcn.h> module) to ensure the correct execution of the white-box
implementation. It is then only necessary to add our shared library to the LD_PRELOAD
environment variable of the dynamic linker on our system before calling the ECDSA binary
to have our custom functions called in place of the genuine GMP ones. The corresponding
log is analysed in a second step to eventually reveal the secret key if d, k or related values
such as r · d or e + r · d are found in the log. Such an approach allowed us to break 32% of
the challenges. As a side note, this technique also jeopardizes implementations relying on system-
dependent random generators such as srand or mpz_XrandomX functions, or on other
sources such as time. 2https://man7.org/linux/man-pages/man8/ld.so.8.html 532 Attacks and Designs from CHES 2021 Challenge Attacks and Designs from CHES 2021 Challenge 4.1.2
Biased Nonces To sum up, the relations we used for our lattice attacks are the following (with ei
ranging from 0 to 999): • assuming l = 6 known most- or least-significant bits of the ephemeral key: kmsb2L + klsb = s−1(e + rd) mod n ,
(3) (3) with L = 256 −l for the MSB case and L = l for the LSB case (we considered both
cases where the known value is 0 or 63 = 26 −1), with L = 256 −l for the MSB case and L = l for the LSB case (we considered both
cases where the known value is 0 or 63 = 26 −1), • assuming the ephemeral keys are ki = tκi: t
= κ−1
0 (e0 + r0d) mod n,
κi
= t−1(s−1
i ei −s−1
i rir−1
0 e0) + κ0(s−1
i rir−1
0 s0) mod n,
(4) (4) with κi < 2248 and t an unknown constant scalar. with κi < 2248 and t an unknown constant scalar. with κi < 2248 and t an unknown constant scalar. Such an approach allowed us to break 72% of the challenges. 4.1.2
Biased Nonces As explained in Sect. 3.2, white-box designers usually generate the nonce k from the input. In the case of the WhibOx contest, the nonce is thus computed as a function of the hash,
i.e. k = f(e). However, if the function f is not carefully selected, it could happen that the
ki’s generated from different ei’s are not uniformly random. In the worst case, we have collisions such that different hash values e0 and e1 produce
the same nonce (k0 = k1). If such a collision occurs, one can recover the private key d as
explained in Sect. 3.1. Furthermore, collisions can be efficiently detected by looking at
the r part of the signature. To efficiently browse a subset of hash values in search of such
collisions, we limited ourselves to hash values with a Hamming weight equal to 1 or 2. We
thus considered 32 896 hash values and were able to break 60% of the challenges with this
technique. In those cases where we did not find any collision, we looked for biases in the nonce
generation. We used well-known lattice attacks derived from [NS03] and [FGR13] to exploit
such a potential weakness. Such attacks can recover an ECDSA private key only with the
knowledge of a few bits of the ephemeral keys of several signatures. A concrete example showing why such techniques can succeed in our context consists in
considering f = Id. Then ki = ei and with providing ei ranging from 0 to 99 we obtained
100 signatures for which the 249 most-significant bits of the nonces are 0. This bias is
more than enough for a lattice attack to recover the private key d. Lattice-based attacks can also be applied when the ephemeral key is the product of a
small random κ by another (large) constant scalar t. Such a design allows to efficiently
perform the scalar multiplication as R = [κ]T = [k]G, with T = [t]G a precomputed value. The point is that the small size of κ reduces the cost of the scalar multiplication. 4.1.4
Fault Injections Another attack method is to disturb the algorithm execution and exploit the resulting
faulty output. In the white-box context, faults can be easily induced since the attacker
can modify the binary or use debugging tools to stop the execution and, for example,
skip an instruction or modify the value of a particular register. Again, this attack can be
automated and does not require an earlier reverse engineering step. All the fault attacks that can be performed in the grey-box context are obviously also
a potential threat in the white-box context. In the case of ECDSA, different faults can be
induced on different variables to give an exploitable result. The most obvious attack is to
force the use of a weak elliptic curve during the scalar multiplication by disturbing the
curve parameters [BMM00] in order to solve the discrete logarithm problem easily. The
attacker can also force the use of biased nonces, for instance, by sticking a 32-bit word of
k at zero during several executions. The corresponding signatures can then be used to
obtain information on the key using lattice-based algorithms. Finally, modifying one byte
of d during the computation of rd may allow one to recover information on the key, as
shown in [GK04]. In addition, the white-box model offers new possibilities [PSS+18,ABF+18,DGH21]. They arise from the fact that deterministic versions of the scheme have to be implemented
due to the impossibility of relying on a source of randomness in this context. When the
algorithm is used twice on the same message, the same nonce k is derived. The attacker
may thus obtain a correct signature for a given digest e, and an erroneous one by modifying
a second execution of the same signature. To break the challenges of the WhibOx contest,
we mainly disturbed the computation of the first part of the signature r, obtaining faulty
results ˜r and ˜s = k−1(e + ˜rd) mod n. Some secret information can be deduced from the
correct and faulty signatures: (r −˜r)(s −˜s)−1 ≡(r −˜r)(k−1d(r −˜r))−1 ≡kd−1 mod n . (5) (5) Let α = kd−1 mod n. The adversary can then compute the private key: Let α = kd−1 mod n. The adversary can then compute the private key: d = e(αs −r)−1 mod n . (6) (6) It is also possible to disturb other variables, but still, the faulty value must be known
to exploit the result. 4.1.3
DCA In 2016, Bos et al. showed that although firstly described for the grey-box context, the
well-known side-channel attacks could be very well adapted to the white-box model. The
resulting attack [BHMT16] is called Differential Computational Analysis (DCA). The
principle is very similar to classical side-channel attacks: secret values are extracted from
leakage traces obtained during several executions of a cryptographic algorithm with the
help of statistical tools. The only difference relies upon the nature of the traces. Whereas
in the grey-box context, one can record the power consumption of the device in which the
algorithm is implemented, a white-box attacker can simply use software execution traces. By instrumenting the binary, he can record completely noiseless traces of all accessed
addresses and data over time, leading to much more efficient attacks. 533 Barbu et al. In theory, this attack is particularly devastating since it can be fully automated and
does not require any earlier reverse engineering step. In practice, it is quite difficult to
apply because of the size of the traces, in particular for cryptosystems such as ECDSA
that have relatively long execution time. Indeed, if the whole white-box execution were to
be recorded, each trace would easily reach several gigabytes. For instance, tracing n 64-bit
registers on a 3GHz machine during 3 seconds would lead to a single trace of 9 ∗8 ∗n Gb. Therefore, iterating over dozens of traces for a CPA would be overwhelming in time and
memory. A time-consuming step of reverse engineering allowing to select a smaller window
of the implementation before the attack is thus required, which is why we did not use this
technique to break the challenges of the WhibOx contest. 4.1.4
Fault Injections Interestingly, when one modifies the first part of the signature, if no
countermeasure is implemented, the faulty value is just given to the attacker as part of the
output. Furthermore, the attack surface is huge: the fault may happen anywhere during
the scalar multiplication. This is why we considered only this perturbation in the context
of this competition. This approach is the most successful one, allowing us to break 75% of
the challenges. 534 Attacks and Designs from CHES 2021 Challenge 4.2
Attacks Results When applying the various attack methods described above, we obtain the results presented
in Table 1. We observe that lattice and fault attacks are very efficient. Collision attacks
also give good results. Table 1: Success rate of each attack on the 97 challenges. Attack type
Percentage of
broken challenges
Hooking
32%
Bad nonce
- Collision
60%
- Lattice
72%
Fault Injection
75% We give in Appendix A the specific vulnerabilities of each of the 97 submitted challenges
as well as the corresponding private key. However, we noticed that many challenges had a low level of security, some of which
were even plain implementations. We thus excluded 30 challenges3 where the nonce and/or
the private key were manipulated in plain. Table 2 illustrates the efficiency of the attacks
presented in Sect. 4.1 on the remaining 67 challenges. We observe that hooking gives no
significant result anymore, collision and lattice attacks become less efficient, and fault
injection seems the most powerful attack. Table 2: Success rate of each attack on the 67 strongest challenges. Table 2: Success rate of each attack on the 67 strongest challenges. Attack type
Percentage of
broken challenges
Hooking
1%
Bad nonce
- Collision
49%
- Lattice
61%
Fault Injection
69% Among the 67 strongest challenges, Challenges 226 and 227 are the winning ones. In
the next section, we present the design of these two white-box implementations. 3The challenges 3, 4, 8, 10, 11, 32, 45, 54, 55, 57, 85, 97, 114, 135, 136, 139, 153, 157, 174, 185, 187,
231, 235, 267, 274, 299, 307, 320, 321, and 323 are considered as weak. 5.1
Implicit White-box Implementations The implicit framework is a method to obtain a white-box implementation of a block
cipher. Its main idea is to represent the round functions of the cipher by implicit functions
of low degree and to protect these implicit functions with large affine encodings. Before
introducing implicit white-box implementations, we need to introduce the notions of
encoding, encoded implementation, and quasilinear implicit functions. While these notions
are originally defined in [RVP22] for vectorial functions over the binary field, we extend
these notions for an arbitrary finite field. Let Fq be the finite field with q elements. A vectorial function F from the vector space
(Fq)l to (Fq)l′ is called a (l, l′) function over Fq, and its l′ component functions are denoted
by (F1, F2, . . . , Fl′). The degree of an (l, l′) function F denotes the maximum polynomial
degree of the l′ multivariate polynomials uniquely representing the component functions of
F. Definition 1. Let F be an (l, l′) function over Fq, A be an (l, l) permutation over Fq and
B be an (l′, l′) permutation over Fq. The function F = B ◦F ◦A is called an encoded
function of F, and A and B are called the input and output encodings respectively. Definition 2. Let F = F (t) ◦F (t−1) ◦· · ·◦F (1) be a vectorial function over Fq. An encoded
implementation of F, denoted by F, is an encoded function of F composed of encoded
functions of F (i), that is, F = F (t) ◦· · · ◦F (1) = (B(t) ◦F (t) ◦A(t)) ◦· · · ◦(B(1) ◦F (1) ◦A(1)) , where the input and output encodings (A(i), B(i)) are permutations over Fq such that
A(r+1) =
B(r)−1. The first and last encodings (A(1), B(t)) are called the external
encodings. where the input and output encodings (A(i), B(i)) are permutations over Fq such that
A(r+1) =
B(r)−1. The first and last encodings (A(1), B(t)) are called the external
encodings. Definition 3. Let F be an (l, l′) function over Fq. A (l + l′, l′′) function T is called an
implicit function of F if it satisfies T(u1, u2, . . . , ul, v1, v2, . . . , vl′) = 0 ⇐⇒F(u1, u2, . . . , ul) = v1, v2, . . . , vl′ . 5
Design of the Winning Challenges In this section, we describe the designs of the two winning challenges of the WhibOx
contest: Challenges 226 and 227. The designs of both challenges were inspired from
the white-box implicit framework [RVP22], which allows encoding the whole state with
large affine permutations efficiently. We implemented both challenges with the same
methodology; they only differ in some additional countermeasures used. As mentioned in Sect. 2, in the WhibOx contest, a challenge gains strawberries quadrat-
ically with time before being broken. The rule is that challenges that are either smaller,
faster, or less memory-consuming gain strawberries faster. As a result, we strategically 535 Barbu et al. posted two challenges with different trade-offs between security level and implementa-
tion cost. Challenge 227, our lightweight variant, was the winning implementation of
the contest, obtaining the highest number of strawberries (20.39). On the other hand,
Challenge 226, our hardened but heavier variant, achieved second place in the contest with
the second-highest number of strawberries (11.19). However, it stood unbroken for the
longest time (35 hours). Note that these challenges were specifically built for the WhibOx contest, where
attackers did not know the design. Against an attacker who knows the design details,
these challenges are easy to break once reverse-engineered. This section first introduces the implicit framework, then describes the shared design
approach of both challenges, and finally explains the additional countermeasures used in
each challenge. For access to the underlying software used to build these challenges, please
contact the authors from the team zerokey. 5.1
Implicit White-box Implementations An implicit implementation
of F with underlying encoded implementation F is a set of quasilinear implicit functions
{T (1), T (2), . . . , T (t)} where T (i) is an implicit function of F (i). 5.1
Implicit White-box Implementations In this case, T is said to be quasilinear if for any (u1, u2, . . . , ul) ∈(Fq)l, the function
(v1, v2, . . . , vl′) 7→T(u1, u2, . . . , ul, v1, v2, . . . , vl′) is affine over Fq. The following lemma from [RVP22] describes how the composition of affine permutations
translates to implicit functions. 536 Attacks and Designs from CHES 2021 Challenge Lemma 1. Let F be an (l, l′) function over Fq and T be a quasilinear implicit (l + l′, l′′)
function of F. Let A be an affine (l, l) permutation over Fq, B be an affine (l′, l′)
permutation over Fq, and M be a linear (l′′, l′′) permutation over Fq. Then, T ′ = M ◦T ◦
(A, B−1) is a quasilinear implicit function of F ′ = B ◦F ◦A. Lemma 1. Let F be an (l, l′) function over Fq and T be a quasilinear implicit (l + l′, l′′)
function of F. Let A be an affine (l, l) permutation over Fq, B be an affine (l′, l′)
permutation over Fq, and M be a linear (l′′, l′′) permutation over Fq. Then, T ′ = M ◦T ◦
(A, B−1) is a quasilinear implicit function of F ′ = B ◦F ◦A. The quasilinear property allows the implicit evaluation of F in a point (u1, u2, . . . , ul) by
solving the affine system T(u1, u2, . . . , ul, v1, v2, . . . , vl′) = 0 for the variables v1, v2, . . . , vl′. We are ready to present the definition of an implicit implementation. Definition 4. Let F = F (t) ◦F (t−1) ◦· · · ◦F (1) be a vectorial function over Fq, and let
F = F (t)◦F (t−1)◦· · ·◦F (1) be an encoded implementation of F. An implicit implementation
of F with underlying encoded implementation F is a set of quasilinear implicit functions
{T (1), T (2), . . . , T (t)} where T (i) is an implicit function of F (i). Definition 4. Let F = F (t) ◦F (t−1) ◦· · · ◦F (1) be a vectorial function over Fq, and let
F = F (t)◦F (t−1)◦· · ·◦F (1) be an encoded implementation of F. 5.2
White-boxing ECDSA Signature Algorithm Using the Implicit Frame
work In the WhibOx contest, designers submitted white-box implementations of the ECDSA
signature algorithm on the NIST P256 curve. As opposed to the standard ECDSA algorithm
(cf. Algorithm 1), the algorithm for the WhibOx contest (hereafter denoted by E) takes
as input the 256-bit message digest. The private key is not an input of the algorithm;
it is freely chosen by the designer, but it is fixed (hard-coded) in the implementation. Algorithm 2 depicts a high-level overview of this deterministic variant of ECDSA, where
the deterministic nonce derivation mechanism is chosen freely by the designer. Algorithm 2: Deterministic ECDSA signature algorithm for WhibOx contest
Input
: 256-bit message digest e
Output : the signature (r, s)
1 state ←e
2 k, state ←NonceDerivation(state)
3 R = (Rx, Ry) ←[k]G
4 r ←Rx mod n
5 s ←k−1(e + rd) mod n
6 if r = 0 or s = 0 then
7
Go to step 2
8 end
9 Return (r, s) Algorithm 2: Deterministic ECDSA signature algorithm for WhibOx contest
Input
: 256-bit message digest e
Output : the signature (r, s) 1 state ←e
2 k, state ←NonceDerivation(state)
3 R = (Rx, Ry) ←[k]G
4 r ←Rx mod n
5 s ←k−1(e + rd) mod n
6 if r = 0 or s = 0 then
7
Go to step 2
8 end
9 Ret
(
) The main steps of E can be represented by the functions E(1) and E(2). The Fp-function
E(1) is given by E(1)(e) = (Rx, k, e) ,
(7) (7) which takes as input e ∈Fp and computes the scalar multiplication R = [k]G over Fp. On
the other hand, the Fn-function E(2) can be written as E(2)(R′
x, k′, e′) = (r, s) ,
(8) (8) which takes as input (R′
x, k′, e′) = (Rx mod n, k mod n, e mod n) and computes (r, s) =
(R′
x, k−1(e + rd)) over Fn. Inspired from the implicit framework, we built the white-box implementations of
Challenges 226 and 227 by encoding E(1) and E(2) with affine permutations and obtaining
low-degree implicit round functions of E(1) and E(2), the encoded functions of E(1) and
E(2). We will first describe the implicit implementation of E(1) and then that of E(2). 537 Barbu et al. 5.2.1
White-boxing the Scalar Multiplication To build an implicit implementation of E(1), we need first to decompose E(1) as the
composition of Fp-functions that we call round functions. Then we explain how to encode
these round functions and how to obtain low-degree quasilinear implicit functions of the
encoded round functions. Decomposing E(1) into round functions. The function E(1)(e) = (Rx, k, e), mainly
consists of the scalar multiplication r = [k]G of the nonce k and the point G. For the
scalar multiplication, we perform the following subroutine. First, we precompute and
store a list of t random point pairs on the curve, i.e., (Gi,0 = [ki,0]G, Gi,1 = [ki,1]G) for
1 ≤i ≤t . Then, for each pair we select one of the two points together with its logarithm,
denoted as (Gi,bi, ki,bi), where bi ∈{0, 1} and 1 ≤i ≤t . We add the selected points and
the selected logarithms, obtaining the scalar multiplication G1,b1 + · · · + Gt,bt = [k1,b1 + · · · + kt,bt]G = [k]G ,
(9) (9) where k = k1,b1 + · · · + kt,bt. This selection is done in a deterministic way depending
on the bits (e1, e2, . . . , e256) of the hash e, the only source of entropy in the algorithm. Moreover, the selection is done with Fp-arithmetic operations rather than with conditional
instructions, so that each iteration only performs Fp operations. The subroutine is given
in Algorithm 3. It is worth pointing out that the values ki,j are chosen such that the sum of max(ki,0, ki,1)
for all i is always smaller than n. That is, we have k < n. Hence, r and s are never 0. In
this way, we avoid the trivial case, i.e., avoid going to Step 7 in Algorithm 2. Algorithm 3: Round-based scalar multiplication used in E(1)
Input
: the bits (e1, e2, . . . 5.2.1
White-boxing the Scalar Multiplication , e256) of the hash e (little-endian order)
Output : x-coordinate of [k]G and the message-dependent scalar k
/* Round 1:
input e1, k1,0, k1,1, G1,0, G1,1 embedded values
*/
1 R ←[1 −e1]G1,0 + [e1]G1,1
2 k ←(1 −e1)k1,0 + e1k1,1
/* Round i:
input (R, k, ei), ki,0, ki,1, Gi,0, Gi,1 embedded values
*/
3 for 2 ≤i ≤t do
4
R ←R + [1 −ei]Gi,0 + [ei]Gi,1
5
k ←k + (1 −ei)ki,0 + eiki,1
6 end
7 return Rx, k
// (Rx, Ry) = R = [k]G /* Round 1:
input e1, k1,0, k1,1, G1,0, G1,1 embedded values
1 R ←[1 −e1]G1,0 + [e1]G1,1
k ←(1
)k
+
k [
]
,
[
]
,
2 k ←(1 −e1)k1,0 + e1k1,1 /* Round i:
input (R, k, ei), ki,0, ki,1, Gi,0, Gi,1 embedded values
3 for 2 ≤i ≤t do /* Round i:
input (R, k, ei), ki,0, ki,1, Gi,0, Gi,1 embedded values
3 for 2 ≤i ≤t do 4
R ←R + [1 −ei]Gi,0 + [ei]Gi,1
5
k ←k + (1 −ei)ki,0 + eiki,1 6 end // (Rx, Ry) = R = [k]G 7 return Rx, k By considering the precomputed points Gi,j and their logarithms ki,j as fixed values
and by representing the elliptic curve additions by operations over Fp, we can represent
E(1) given by Algorithm 3 as an iterated function over Fp, that is, E(1) = F (t) ◦· · · ◦F (2) ◦F (1) ,
(10) (10) where each (4, 4) round function F (i) is given by the following component functions F (i)
1,2(u1, u2, u3, u4) = (u1, u2) + [1 −ei]Gi,0 + [ei]Gi,1
F (i)
3 (u1, u2, u3, u4) = u3 + (1 −ei)ki,0 + eiki,1 ,
F (i)
4 (u1, u2, u3, u4) = u4 + ei2i . (11) (11) F (i)
4 (u1, u2, u3, u4) = u4 + ei2i . 538 Attacks and Designs from CHES 2021 Challenge Note that the input value of F (1) is (0, 0, 0, 0), and each round function F (i) takes the
hash bit ei as an additional input value. The pair of component functions F (i)
1,2 return a
point on the elliptic curve with F (i)
1
and F (i)
2
the x- and y- coordinates respectively. 5.2.1
White-boxing the Scalar Multiplication The
component function F (i)
3
updates and returns the current nonce, while F (i)
4
updates the
current hash. The hash e is recomputed so that E(1) can output the hash e and provide it
in an encoded form to E(2) . Encoding the round functions. To protect the round functions, we encode each round
with random Fp-affine permutations A(i), obtaining the encoded round functions F (i) = A(i) ◦F (i) ◦(A(i−1))−1, 1 ≤i ≤t . (12) (12) In other words, the input and output encodings of F (i) are
(A(i−1))−1, A(i)
, and the
composition of the round functions cancels all intermediate encodings except (A(0))−1 and
A(t), that is, E(1) = F (t) ◦· · · ◦F (2) ◦F (1) = A(t) ◦F (t) ◦· · · ◦F (2) ◦F (1) ◦(A(0))−1 ,
(13)
is the number of rounds. The input encoding (A(0))−1 of F (1) is set as the identity
g to preserve the input-output behaviour of E. E(1) = F (t) ◦· · · ◦F (2) ◦F (1) = A(t) ◦F (t) ◦· · · ◦F (2) ◦F (1) ◦(A(0))−1 ,
(13)
is the number of rounds The input encoding (A(0))−1 of F (1) is set as the identity E(1) = F (t) ◦· · · ◦F (2) ◦F (1) = A(t) ◦F (t) ◦· · · ◦F (2) ◦F (1) ◦(A(0))−1 ,
(13) (13) where t is the number of rounds. The input encoding (A(0))−1 of F (1) is set as the identity
mapping to preserve the input-output behaviour of E. Obtaining the implicit round functions. Now we proceed to obtain an implicit round
function T (i) of each encoded round function F (i). To this end, we first show how to derive
an implicit function of the elliptic curve addition. Let ADD(Px, Py, Qx, Qy) = (Rx, Ry) be the vectorial Fp-function denoting the elliptic
curve addition P + Q = R where P and Q are not the point at infinity and where P and
Q have different x-coordinates4. In this case, R can be written as [KL14] Rx = (Qy −Py)2((Qx −Px)2)−1 −Px −Qx
Ry = (Qy −Py)(Px −Rx)(Qx −Px)−1 −Py . (14) (14) From Eq. (14) it is easy to see that P + Q = R holds if and only if the relations From Eq. 4The only elliptic curve additions performed in E(1) are the additions between the random points Gi,j,
and the probability that these additions involve points at infinity or points with the same x-coordinate is
negligible. 5.2.2
White-boxing the Computation of s Now we turn our attention to E(2), the second step of the signing algorithm, where we
compute r = Rx mod n and s = k−1(e + dRx) mod n, and output the signature (r, s). As opposed to E(1), we do not decompose E(2) but build a single (vectorial) quasilinear
implicit function of E(2) = E(2) ◦(A(t))−1, the encoded version of E(2). (
)
The vectorial Fn-function T (t+1) defined as (
)
The vectorial Fn-function T (t+1) defined as (
T (t+1)
1
(Rx, Ry, k, e; s, r) = ks −e −dRx
T (t+1)
2
(Rx, Ry, k, e; s, r) = r −Rx
(19) (19) is a quasilinear implicit function of E(2). In other words, the polynomial system T (t+1) =
{T (t+1)
1
, T (t+1)
2
} implicitly defines E(2) because (s, r) = E(2)(Rx, Ry, k, e) if and only if
T (t+1)(Rx, Ry, k, e; s, r) = 0. Moreover, the system is affine in r and s, so after plugging
in values for Rx, Ry, k and e, the system can be solved for r, s efficiently. The encoded version E(2) gets as input u = A(t)(Rx, Ry, k, e), where A(t) is the affine
function that protects the last round of E(1). By Lemma 1, we build the implicit round
function of E(2) as T (t+1)(u; s, r) = M · T (t+1)((A(t))−1(u); s, r) ,
(20) (20) where (A(t))−1 is the inverse of A(t) mod n, and where M is a random invertible 2-by-2
matrix mod n. The function T (t+1) is quasilinear, and we can implicitly evaluate E(2)
on input u = A(t)(Rx, Ry, k, e) by plugging u in the first slot of T (t+1) and solving the
remaining system (which is affine) for r and s over Fn. However, the fact that E(1) works in Fp while E(2) works in Fn causes a problem. The
input to E(2) is u = A(t)(Rx, Ry, k, e) reduced by mod p, so (A(t))−1(u) is in general not
equal to (Rx, Ry, k, e) mod n if there are overflows in the computation of u. is a quasilinear implicit function of F (i) for 1 ≤i ≤t. The white-box implementations of Challenges 226 and 227 contain this implicit imple-
mentation of E(1), with underlying encoded implementation E(1), given by the t implicit
round functions {T (1), . . . , T (t)} in Eq. (18). Moreover, E(1) is evaluated in our white-box
implementations by implicitly evaluating the encoded round functions F (i). In other words,
given the output u of the round i−1, the output v of the ith round is computed by finding
the solution of the affine system T (i)(u; v) = 0 for v. Barbu et al.
is a quasilinea
The white-
mentation of E
round function
implementatio
given the outp
the solution of
5.2.2
White
Now we turn
compute r =
As opposed to
implicit functi
The vector
is a quasilinea
{T (t+1)
1
, T (t+1)
2
T (t+1)(Rx, Ry
in values for R
The encode
function that
function of E(
where (A(t))−
matrix mod n
on input u =
remaining syst
However, t
input to E(2)
equal to (Rx, R
vector of overfl
then (A(t))−1(
affine map A(t
To deal wit
vector o and s
If the guess is
r, s will be rec
to get a candi
output the firs
need to protec
If A(t) was
would be very 539 Barbu et al. is a quasilinear implicit function of F (i) for 1 ≤i ≤t. 5.2.1
White-boxing the Scalar Multiplication (14) it is easy to see that P + Q = R holds if and only if the relations From Eq. (14) it is easy to see that P + Q = R holds if and only if the relations (Px + Qx + Rx)(Qx −Px)2 = (Qy −Py)2
(15)
(Ry + Py)(Qx −Px) = (Qy −Py)(Px −Rx)
(16) (15)
(16) (15)
(16) (16) hold. Note that these relations have degree 3 (degree 1 over the variables Rx and Ry),
while Eq. (14) has a high degree due to the inversion over Fp. g
p
Px, Py, Qx, Qy, Rx, Ry) = (IMP0, IMP1) defined by (
)
p
Thus, the function IMP(Px, Py, Qx, Qy, Rx, Ry) = (IMP0, IMP1) defined by IMP0 = (Qy −Py)2 −(Px + Qx + Rx)(Qx −Px)2
IMP1 = (Qy −Py)(Px −Rx) −(Ry + Py)(Qx −Px)
(17) (17) is a quasilinear implicit round function of ADD with degree 3, assuming none of the points
is the point at infinity and assuming the x-coordinates of the points are different. From the above implicit function of the elliptic curve addition, it is easy to derive a
quasilinear implicit function T (i) of each round function F (i). Then, we sample a linear
permutation M (i) for each round i, and by Lemma 1 the function T (i) = M (i) ◦T (i) ◦
(A(i−1))−1, (A(i))−1
(18) (18) 4The only elliptic curve additions performed in E(1) are the additions between the random points Gi,j,
and the probability that these additions involve points at infinity or points with the same x-coordinate is
negligible. 5.2.2
White-boxing the Computation of s Let o be the
vector of overflows mod p, such that u = A(t)(Rx, Ry, k, e) −po ,
(21) (21) then (A(t))−1(u) = (Rx, Ry, k, e) −pL−1
t (o) mod n, where Lt is the linear part of the
affine map A(t) (i.e., A(t)(x) = Lt(x) + c for some constant term c). To deal with this problem, we correct for the overflow mod p by guessing the overflow
vector o and setting u′ = u + po before plugging u′ into T (t+1)(u; s, r) to solve for (r, s). If the guess is correct, then u′ is equal to A(t)(Rx, Ry, k, e) over the integers, so the correct
r, s will be recovered. Therefore, we repeatedly run the last step with random guesses of o
to get a candidate signature (r, s). Then we run the verification algorithm on (r, s) and
output the first (r, s) for which the verification algorithm succeeds. Note that we do not
need to protect the verification algorithm because it does not use secret information. If A(t) was a random affine map with entries of size up to p, then guessing o correctly
would be very unlikely. Therefore, we choose the affine map A(t) with small entries. For Attacks and Designs from CHES 2021 Challenge 540 xample, we could use A(t)(Rx, Ry, k, e) =
1
0
1
2
1
1
2
0
0
1
2
1
1
2
0
1
Rx
Ry
k
e
+ c . (22) (22) With this choice, the weight of each row is four, so there are at most four overflows mod p
in each entry of u, which means o can be guessed more easily. Not all guesses are equally
likely, (e.g., o = [4, 4, 4, 4] only occurs if Rx, Ry, k, e are all quite big, which is unlikely). Rather than inefficiently guessing o ∈[0, 4]4 at random, we precompute a list of guesses
L ordered from more likely to be correct to less likely, and we iterate through the list of
guesses in that order. The white-box implementations of Challenges 226 and 227 contain the implicit function
T (t+1), which allows the implicit evaluation of E(2), together with the correction for the
overflow mod p described above and summarized in Algorithm 4. 5.2.2
White-boxing the Computation of s Note that the severe restriction on the size of the entries of A(t) makes the conversion
from Fp to Fn one of the most vulnerable points in the white-box implementation. In
particular, an attacker knowing the specifications of the design can easily recover A(t) by
exhaustive search if no additional countermeasures are used. Algorithm 4: White-box implementation of ECDSA signature algorithm for
winning challenges
Input
: 256-bit hashed message digest e
Output : the signature (r, s)
1 e ←e mod p
2 (v1, v2, v3) ←E(1)(e)
// implicit evaluation
3 for o in L do
4
(u1, u2, u3) ←(v1, v2, v3) + p · o
5
(r, s) ←E(2)(u1, u2, u3)
// implicit evaluation
6
if
VerifySignature(r, s, e) = valid then
7
return (r, s)
8
end
9 end Algorithm 4: White-box implementation of ECDSA signature algorithm for
winning challenges // implicit evaluation 5https://tigress.wtf/transformations.html
6https://github.com/CryptoExperts/whibox_contest_submission_server 5.3
Additional Countermeasures The representation of the implicit round functions as systems of multivariate polynomials
allows applying countermeasures from multivariate public-key cryptosystems. In fact,
Challenges 227 and 226 only differ in the additional countermeasures used. In particular, we considered two techniques. First, we obfuscated the components (seen
as polynomials) of the implicit round functions T (i) by multiplying them with random
polynomials in the input variables. Note that the multiplication of input variables preserves
the quasilinear property. Moreover, the image of a random polynomial is non-zero with
high probability, and multiplying an equation with a non-zero value does not change its
solution set. In the unlikely case that one of the added polynomials vanishes, the output of
the corresponding implicit function will be invalid, and no valid signature will be obtained. To prevent this extreme case, we made the first implicit round function dependent on an
initial value; if no valid signature is found, we simply repeated the whole process with a
different initial value. 541 Barbu et al. This first technique increases the degree of the implicit round functions, significantly
increasing the implementation size. Thus, for the lightweight Challenge 227 we only applied
this technique to raise the degree of the components to the total degree of the functions,
but for Challenge 226 we multiplied with polynomials of higher degree to increase the total
degrees of the implicit round functions. The final degrees are listed in Tables 3 and 4. The second technique we used was adding additional variables and components to
the implicit round functions but preserving the input-output behaviour of the underlying
encoded round functions. In particular, to avoid the bias in the most significant part of the nonce k due to the
constraint k < n (see Section 5.2.1), we duplicated the nonce variable and its equations so
that E(1) outputs an additional nonce variable k′ similarly to k, k′ = k′
1,b1 + · · · + k′
t,bt,
X
i
max(k′
i,0, k′
i,1) < n , and E(2) uses the sum of the nonce variables k + k′ as the final nonce. On top of that,
instead of e, the input L(e) is given to E(1) for some hard-coded low-degree encoding L,
and its inverse L(−1) is composed to E(2) to recover e. 5.3
Additional Countermeasures Note that this is a minor trick since
the encoding L is not merged or composed with other functions (as opposed to the other
encodings A(i)), and the computation L(e) is done in clear. Since adding additional variables and equations also introduces significant overhead
in the implementation size, we only applied the second technique to Challenge 226. In
particular, we added two variables and two equations in the implicit round functions of
E(1), and two variables and one equation in those of E(2). We also used Tigress [Col] for both challenges to obfuscate the C source code. Tigress
is an obfuscator for C language that protects programs against dynamic and static reverse
engineering attacks. We used the transformations5 Flatten (flattens the code to remove
structured flow), AntiTaintAnalysis (disrupts tools that make use of dynamic taint
analysis), AddOpaque (adds opaque predicates), EncodeLiterals (replaces integers
and strings with run-time expressions) and CleanUp (renames variables and functions). 5.4.2
Security Analysis Challenge 227 can be broken in several ways. Here, we explain how the attacks of Sect. 4
allow one to recover the secret key of Challenge 227 or why they do not work. Hooking shared libraries. During the implicit evaluation of E(2) for the valid input
u = A(t)(Rx, Ry, k, e), the affine system T (t+1)(u; s, r) is solved for r and s. By denoting
the entries of M as M =
m0
m1
m2
m3
, it is easy to see that this affine system is given by
the equations the equations (
c1s + c3r −c5 = 0
c2s + c4r −c6 = 0
(23) (23) where the coefficients ci are given by c1 = m0k,
c3 = m1,
c5 = m0e −m0dRx −m1Rx
c2 = m2k,
c4 = m3,
c6 = m2e −m2dRx −m3Rx
. (24) (24) We stress that k, e, and Rx do not appear in the clear. They are expressed as linear
combinations of the input u = A(t)(Rx, Ry, k, e) of E(2). Nevertheless, the coefficients ci
are operated in the clear during the Gaussian elimination, and the adversary can obtain
their values. Some of these coefficients are sensitive. In particular, if the attacker manages to find
c1 during the computation of two different signatures (r, s) and (r′, s′), he may solve the
following system of two equations with two unknowns (m0 and d) in Fn: (
m0(e + rd) = c1s
m0(e′ + r′d) = c1s′
. (25) (25) Therefore, recovering the value c1 = m0k mod n for two different signatures allows an
attacker to compute the private key. Finding the interesting values inside the white-box may seem difficult without a reverse
engineering step. However, the attack turns out to be easily automated on challenges
that use the GMP library, such as Challenge 227. Indeed, one of the coefficients of s, say
c1 = m0k, will be inverted modulo n during the resolution of the system, and finding this
inversion is easy when one can simply trace the calls to the function mpz_invert(). The
team TheRealIdefix was thus able to efficiently apply this attack on Challenge 227 during
the contest without any reverse engineering step. 5.4.1
Description Following the method described in Section 5.2, we built Challenge 227 (keen_ptolemy)
as a lightweight white-box implementation. The only additional countermeasures from
Section 5.3 included in Challenge 227 are the degree increase of each component to the
total degree of the corresponding vectorial function and the code obfuscation by Tigress. Challenge 227 was the winning implementation of the WhibOx contest; it achieved the
highest number of strawberries (20.39) and stood for 33 hours as the second-longest. (
)
Table 3 describes the memory complexity of Challenge 227 (after applying the additional
countermeasures) by describing {T (1), . . . , T (t)} and T (t+1), the implicit round functions
of E(1) and E(2) respectively. The number of coefficients in Table 3 denotes the maximum
number of non-zero coefficients of a quasilinear vectorial function with a given number of
input variables, components, and degrees. If each coefficient is represented with 256 bits,
{T (1), . . . , T (t)} and T (t+1) require in total roughly 4 MB. After obfuscating the code with Tigress, the size of the final C source code of Challenge
227 is 4.4 MB. In a modern personal laptop with the environment6 provided by the
competition, the size of the compiled binary is 4.42 MB, and the average running time and 542 Attacks and Designs from CHES 2021 Challenge Table 3: Information of the implicit round functions T (i) of Challenge 227. T (1)
{T (2), . . . , T (t−1)}
T (t)
T (t+1)
input variables
2+4
5+4
5+3
3+2
number of components
4
4
3
2
degree
3
3
4
2
number of coefficients
27 × 4
130 × 4
255 × 3
18 × 2 Table 3: Information of the implicit round functions T (i) of Challenge 227. RAM consumed are 0.04 seconds and 6.14 MB respectively. The code obfuscation did not
impact the running time but increase the binary size by 8% and the average RAM by 3%. 5.4.2
Security Analysis This attack may seem very specific, but multiplying the nonce with a constant may
appear as an easy way to protect the inversion step, and could very well be used by
designers. This attack shows it is not a robust countermeasure. 543 Barbu et al. Biased nonces. There exists a more generic way of breaking Challenge 227. Indeed, the
way the ephemeral key is constructed (see Sect. 5.2.1) opens the way for an attack using
lattice reduction techniques. Given that the ephemeral key k is obtained by summing 256 scalars ki,j according
to each bit of the input, one can obtain the following signatures by selecting a couple of
hashes (e0, ei), with e0 = 0 and ei = 2i :
s0
=
255
P
j=0
kj,0
!−1
(e0 + r0d) mod n
si
=
ki,1 +
255
P
j=0,j̸=i
kj,0
!−1
(ei + rid) mod n
,
(26) (26) which allows us to construct 256 equations involving only one of the ki,j: ki,1 +
255
P
j=0,j̸=i
kj,0 −
255
P
j=0
kj,0
=
s−1
i (ei + rid) −s−1
0 (e0 + r0d) mod n
ki,1 −ki,0
=
s−1
i ei −s−1
0 e0 + (s−1
i ri −s−1
0 r0)d mod n
. (27) (27) Now, the additional constraint k < n lets us estimate that each ki,j is sampled from
J0, ⌊n/256⌋K. Consequently, |ki,1 −ki,0|n = |s−1
i ei −s−1
0 e0 + (s−1
i ri −s−1
0 r0)d|n <
j n
256
k
,
(28) (28) with |y|n := min
a∈Z |y −an| to denote the distance of y ∈R to the closest integer multiple of
n. with |y|n := min
a∈Z |y −an| to denote the distance of y ∈R to the closest integer multiple of
n We recognize in Eq. (28) an instance of the Hidden Number Problem (HNP) [BV96]. Indeed, we are given many HNP inequalities of the form: |αti −ui|n <
j n
256
k
,
(29) (29) with ti = s−1
i ri −s−1
0 r0, ui = s−1
0 e0 −s−1
i ei and the hidden number α is the private key d. Solving HNP instances in the context of ECDSA given inequalities such as Eq. (29)
has been described numerous times in the literature. We refer the reader to [JSSS20]
for a more detailed description7. 7We also highlight that the authors of [JSSS20] made their code available at https://github.com/crocs-
muni/minerva. 5.4.2
Security Analysis In particular, the authors detail the reduction of the
HNP instance to a Closest Vector Problem instance in a specific lattice as well as the
construction of this lattice. Finally, we use 75 relations such as Eq. (28) (out of the 255 we can establish) to build
a lattice whose reduction allows us to recover the private key d. DCA. As explained in Sect. 4, we did not mount this side-channel attack during the
contest. With the design of Challenge 227 in hand, we can see that it would have been
unsuccessful, at least at the first order, thanks to the linear masking scheme used to protect
all the implementation. Fault injections. None of the faults injected on Challenge 227 during the contest were
exploitable. This can be explained by the presence of the signature verification that is used
to check if the guess for the overflow between E1 and E2 is correct. If a fault is induced,
the signature is rejected and recomputed. g
Of course, a reverse engineering step could be performed to get rid of this verification,
but this would be quite time-consuming. Furthermore, even without this verification, 544 Attacks and Designs from CHES 2021 Challenge the fault attack is still not trivial to perform because of the linear masking scheme. In
particular, Rx is not manipulated directly in E2. It is expressed as a linear combination of
the input A(t)(Rx, Ry, k, e), so modifying one of the shares would probably also fault e, k
or Ry, making the resulting faulty signature unexploitable. 5.5.1
Description Challenge 226 (clever_kare) was the second white-box implementation that we built
following the method described in Section 5.2 and including all the additional countermea-
sures from Section 5.3. While this challenge stood for the longest (35 hours), Challenge
226 achieved the second-highest number of strawberries (11.19) due to its higher time and
memory complexity than Challenge 227. Table 4 describes the memory complexity of {T (1), . . . , T (t)} and T (t+1) of Challenge
226 after applying the additional countermeasures. Given each coefficient as a 256-bit value,
{T (1), . . . , T (t)} and T (t+1) require in total roughly 15 MB. The impact of the additional
countermeasures on the number of equations, the degree, and the number of variables can
be seen by comparing this table with Table 3. Table 4: Information of the implicit round functions T (i) of Challenge 226. Table 4: Information of the implicit round functions T (i) of Challenge 226. T (1)
{T (2), . . . , T (t−1)}
T (t)
T (t+1)
input variables
2+6
7+6
7+5
5+2
number of components
6
6
5
2
degree
3
3
4
5
number of coefficients
37 × 6
322 × 6
854 × 5
504 × 2 The size of the final C source code of Challenge 226 is 17.54 MB, the size of the
compiled binary is 15.44 MB, and the average running time and RAM consumed are 0.15
seconds and 17.27 MB, respectively. The code obfuscation did not significantly impact the
performance of Challenge 226; the running time, the binary size, and the average RAM
increased by less than 1%. in d in order to obtain the secret key. in d in order to obtain the secret key. Therefore, this challenge can be easily broken once reverse-engineered. Nevertheless,
such an attack is quite time-consuming, and resisting TheRealIdefix’s automated attacks
on ECDSA in the white-box contest is already an achievement considering that only 5
challenges resisted these attacks during the contest. 5.5.2
Security Analysis During the WhibOx contest, the team theRealIdefix did not manage to break Challenge 226
with any of the automated attacks presented in Sect. 4.1. DCA and fault injection, which
fail to break Challenge 227, are also not applicable to Challenge 226 since it is designed to
be more secure. Moreover, the two attacks presented in Sect. 5.4.2 also fail to recover any
secret information. Hooking shared libraries. As mentioned in Sect. 5.3, Challenge 226 implements an
additional countermeasure which consists in multiplying the components of the implicit
round functions T (i) with random polynomials in the input variables. Hence, the coefficients
of s in the system T (t+1)(u; s, r) for the valid input u are no longer fixed multiples of k,
and the attack cannot be mounted anymore. Biased nonces. Likewise, the additional countermeasures implemented in Challenge 226
makes the lattice attack described in Sect. 5.4.2 fail. The additional variable k′ alone
would only reduce by 1 bit the bias observed in Eq. 29 and the attack would still be 545 Barbu et al. practical. However, without the knowledge of the encoding L introduced in this challenge
it is impossible to exhibit such a bias leading to key recovery. practical. However, without the knowledge of the encoding L introduced in this challenge
it is impossible to exhibit such a bias leading to key recovery. As explained, none of the automated attacks that the TheRealIdefix team used during
the contest were successful on Challenge 226. Nevertheless, with the design in hand, one
could easily break this challenge. Indeed, knowing that the matrix M of the last affine
encoding A(t) contains small entries, the attacker could, for example: • Compute two signatures (r1, s1) and (r2, s2) for two messages e1 and e2 and extract
the two valid E(2) inputs u1 = A(t)(v1) and u2 = A(t)(v2) from the execution. Note
that v1 −v2 contains the nonce difference κ = k1 −k2. • Compute two signatures (r1, s1) and (r2, s2) for two messages e1 and e2 and extract
the two valid E(2) inputs u1 = A(t)(v1) and u2 = A(t)(v2) from the execution. Note
that v1 −v2 contains the nonce difference κ = k1 −k2. • Find κ by exhaustive search over M; for each guess M ′, obtain a candidate v1 −v2 =
(M ′)−1(u1 −u2) and check if one of its entries κ satisfies (κG)x = r1 −r2. 5.5.2
Security Analysis • Find κ by exhaustive search over M; for each guess M ′, obtain a candidate v1 −v2 =
(M ′)−1(u1 −u2) and check if one of its entries κ satisfies (κG)x = r1 −r2. • Solve the equation s−1(e1 + r1d) −s−2(e2 + r2d) = κ
(30) (30) s−1(e1 + r1d) −s−2(e2 + r2d) = κ 6
Conclusion This work describes several attack techniques and designs used in the WhibOx 2021 contest. We explained the attack methods used by the team TheRealIdefix, which broke the most
challenges, and we showed the success of each method against all the implementations in
the contest. Fault attacks were the most efficient and effective ones; collision and lattice
attacks were slightly less efficient, and hooking succeeded against weak implementations
only. Among the white-box implementations that resisted these attacks, the one with the
highest score was Challenge 226 (clever_kare). This challenge, together with Challenge
227 (keen_ptolemy), was submitted by the team zerokey, and they obtained the second-
highest and the highest score in the contest, respectively. In this work, we described the
design methodology of these two challenges, which was inspired by the implicit white-box
framework. The large number of implementations broken by our automated attacks and the fact
that no challenge survived more than two days show that securing ECDSA in the white-box
model is a challenging problem. White-box attacks benefit from the huge progress in
side-channel and fault attacks against ECDSA implementations, but not much research
has been done on the design part. To this end, our designs provide insightful examples for
future works, and our attacks highlight the weak points future research should address. One of the main challenges specific to white-boxing ECDSA is the conversion from Fp to
Fn. While grey-box countermeasures can protect this step (e.g., with Arithmetic-to-Boolean
and Boolean-to-Arithmetic mask conversions), these techniques rely on randomness, which
is ineffective in white-box implementations. In particular, the conversion from Fp to Fn is
one of the weakest points in our designs, and further research in white-boxing the field
conversion is needed. 546 Attacks and Designs from CHES 2021 Challenge Acknowledgment The authors would like to thank the other members of the TheRealIdefix team: Yannick
Bequer, Luk Bettale, Laurent Castelnovi, Thomas Chabrier, Nicolas Debande, Roch
Lescuyer, Sarah Lopez and Nathan Reboud. Adrián Ranea is supported by a PhD
Fellowship from the Research Foundation – Flanders (FWO) under grant No. 11E1921N. Chaoyun Li is an FWO post-doctoral fellow under grant No. 1283121N. Ward Beullens is
an FWO post-doctoral fellow under grant No. 1S95620N. References [AABM20] Estuardo Alpirez Bock, Alessandro Amadori, Chris Brzuska, and Wil Michiels. On the security goals of white-box cryptography. IACR TCHES, 2020(2):327–
357, 2020. https://tches.iacr.org/index.php/TCHES/article/view/
8554. [ABF+18]
Christopher Ambrose, Joppe W Bos, Björn Fay, Marc Joye, Manfred Lochter,
and Bruce Murray. Differential attacks on deterministic signatures. In
Cryptographers’ Track at the RSA Conference, pages 339–353. Springer, 2018. [AMR19]
Alessandro Amadori, Wil Michiels, and Peter Roelse. A DFA attack on
white-box implementations of AES with external encodings. In Kenneth G. Paterson and Douglas Stebila, editors, SAC 2019, volume 11959 of LNCS,
pages 591–617. Springer, Heidelberg, August 2019. [ANT+20]
Diego F. Aranha, Felipe Rodrigues Novaes, Akira Takahashi, Mehdi Tibouchi,
and Yuval Yarom. LadderLeak: Breaking ECDSA with less than one bit of
nonce leakage. In Jay Ligatti, Xinming Ou, Jonathan Katz, and Giovanni
Vigna, editors, ACM CCS 20, pages 225–242. ACM Press, November 2020. [BCC21]
Alberto Battistello, Laurent Castelnovi, and Thomas Chabrier. Enhanced En-
codings for White-Box Designs. In Vincent Grosso and Thomas Pöppelmann,
editors, CARDIS 2021, volume 13173 of LNCS, pages 254–274. Springer, 2021. [BCD06]
Julien Bringer, Hervé Chabanne, and Emmanuelle Dottax. White box cryp-
tography: Another attempt. Cryptology ePrint Archive, Report 2006/468,
2006. https://eprint.iacr.org/2006/468. [BG03]
Olivier Billet and Henri Gilbert. A traceable block cipher. In Chi-Sung Laih,
editor, ASIACRYPT 2003, volume 2894 of LNCS, pages 331–346. Springer,
Heidelberg, November / December 2003. [BGEC04]
Olivier Billet, Henri Gilbert, and Charaf Ech-Chatbi. Cryptanalysis of a white
box AES implementation. In Helena Handschuh and Anwar Hasan, editors,
SAC 2004, volume 3357 of LNCS, pages 227–240. Springer, Heidelberg, August
2004. [BH19]
Joachim Breitner and Nadia Heninger. Biased nonce sense: Lattice attacks
against weak ECDSA signatures in cryptocurrencies. In Ian Goldberg and
Tyler Moore, editors, FC 2019, volume 11598 of LNCS, pages 3–20. Springer,
Heidelberg, February 2019. [BHMT16]
Joppe W. Bos, Charles Hubain, Wil Michiels, and Philippe Teuwen. Differ-
ential computation analysis: Hiding your white-box designs is not enough. In Benedikt Gierlichs and Axel Y. Poschmann, editors, CHES 2016, volume
9813 of LNCS, pages 215–236. Springer, Heidelberg, August 2016. 547 Barbu et al. [BMM00]
Ingrid Biehl, Bernd Meyer, and Volker Müller. Differential fault attacks on
elliptic curve cryptosystems. In Mihir Bellare, editor, CRYPTO 2000, volume
1880 of LNCS, pages 131–146. Springer, Heidelberg, August 2000. [BV96]
Dan Boneh and Ramarathnam Venkatesan. Hardness of computing the most
significant bits of secret keys in Diffie-Hellman and related schemes. In Neal
Koblitz, editor, CRYPTO’96, volume 1109 of LNCS, pages 129–142. References Springer,
Heidelberg, August 1996. [CEJv03]
Stanley Chow, Philip A. Eisen, Harold Johnson, and Paul C. van Oorschot. White-box cryptography and an AES implementation. In Kaisa Nyberg and
Howard M. Heys, editors, SAC 2002, volume 2595 of LNCS, pages 250–270. Springer, Heidelberg, August 2003. JvO02] Stanley Chow, Philip A. Eisen, Harold Johnson, and Paul C. van Oorschot. A
white-box DES implementation for DRM applications. In Joan Feigenbaum,
editor, Security and Privacy in Digital Rights Management, ACM CCS-9
Workshop, DRM 2002, volume 2696 of LNCS, pages 1–15. Springer, Heidelberg,
Nov. 2002. [CHE]
CHES 2021 Challenge - WhibOx Contest. https://whibox.io/contests/
2021/. [Col] [Col]
Christian Collberg. The Tigress C Diversifier/Obfuscator. https://tigress. wtf. [DFLM18]
Patrick Derbez, Pierre-Alain Fouque, Baptiste Lambin, and Brice Minaud. On recovering affine encodings in white-box implementations. IACR
TCHES, 2018(3):121–149, 2018. https://tches.iacr.org/index.php/
TCHES/article/view/7271. [DGH21]
Emmanuelle Dottax, Christophe Giraud, and Agathe Houzelot. White-box
ECDSA: challenges and existing solutions. In Shivam Bhasin and Fabrizio De
Santis, editors, COSADE 2021, volume 12910 of LNCS, pages 184–201. Springer, 2021. [DLPR14]
Cécile Delerablée, Tancrède Lepoint, Pascal Paillier, and Matthieu Rivain. White-box security notions for symmetric encryption schemes. In Tanja Lange,
Kristin Lauter, and Petr Lisonek, editors, SAC 2013, volume 8282 of LNCS,
pages 247–264. Springer, Heidelberg, August 2014. [DRP13]
Yoni De Mulder, Peter Roelse, and Bart Preneel. Cryptanalysis of the Xiao-
Lai white-box AES implementation. In Lars R. Knudsen and Huapeng Wu,
editors, SAC 2012, volume 7707 of LNCS, pages 34–49. Springer, Heidelberg,
August 2013. [DWP10]
Yoni De Mulder, Brecht Wyseur, and Bart Preneel. Cryptanalysis of a pertur-
bated white-box AES implementation. In Guang Gong and Kishan Chand
Gupta, editors, INDOCRYPT 2010, volume 6498 of LNCS, pages 292–310. Springer, Heidelberg, December 2010. [FGR13]
Jean-Charles Faugère, Christopher Goyet, and Guénaël Renault. Attacking
(EC)DSA given only an implicit hint. In Lars R. Knudsen and Huapeng Wu,
editors, SAC 2012, volume 7707 of LNCS, pages 252–274. Springer, Heidelberg,
August 2013. Attacks and Designs from CHES 2021 Challenge 548 [FIP13]
FIPS PUB 186-4. Digital Signature Standard. National Institute of Standards
and Technology, July 2013. [FV12]
Junfeng Fan and Ingrid Verbauwhede. An updated survey on secure ecc
implementations: Attacks, countermeasures and cost. In Cryptography and
Security: From Theory to Applications, pages 265–282. Springer, 2012. [GK04]
Christophe Giraud and Erik Woodward Knudsen. Fault attacks on signature
schemes. In Huaxiong Wang, Josef Pieprzyk, and Vijay Varadharajan, editors,
ACISP 04, volume 3108 of LNCS, pages 478–491. Springer, Heidelberg, July
2004. References [GMQ07]
Louis Goubin, Jean-Michel Masereel, and Michaël Quisquater. Cryptanalysis
of white box DES implementations. In Carlisle M. Adams, Ali Miri, and
Michael J. Wiener, editors, SAC 2007, volume 4876 of LNCS, pages 278–295. Springer, Heidelberg, August 2007. [GRW20]
Louis Goubin, Matthieu Rivain, and Junwei Wang. Defeating state-of-the-art
white-box countermeasures. IACR TCHES, 2020(3):454–482, 2020. https:
//tches.iacr.org/index.php/TCHES/article/view/8597. [Gt20]
Torbjörn Granlund and the GMP development team. GNU MP: The GNU
Multiple Precision Arithmetic Library, 6.2.1 edition, 2020. http://gmplib. org/. [JOR11]
JORF n°0241. Avis relatif aux paramètres de courbes elliptiques définis par
l’État français, October 2011. [JSSS20]
Jan Jancar, Vladimir Sedlacek, Petr Svenda, and Marek Sys. Minerva: The
curse of ECDSA nonces. IACR TCHES, 2020(4):281–308, 2020. https:
//tches.iacr.org/index.php/TCHES/article/view/8684. [Kar11]
Mohamed Karroumi. Protecting white-box AES with dual ciphers. In
Kyung Hyune Rhee and DaeHun Nyang, editors, ICISC 10, volume 6829 of
LNCS, pages 278–291. Springer, Heidelberg, December 2011. [KL14]
Jonathan Katz and Yehuda Lindell. Introduction to Modern Cryptography,
Second Edition. CRC Press, 2014. [Loc10]
M. Lochter. RFC 5639: ECC Brainpool Standard Curves and Curve Genera-
tion, 2010. https://tools.ietf.org/pdf/rfc5639.pdf. [LRD+14]
Tancrède Lepoint, Matthieu Rivain, Yoni De Mulder, Peter Roelse, and Bart
Preneel. Two attacks on a white-box AES implementation. In Tanja Lange,
Kristin Lauter, and Petr Lisonek, editors, SAC 2013, volume 8282 of LNCS,
pages 265–285. Springer, Heidelberg, August 2014. [MGH09]
Wil Michiels, Paul Gorissen, and Henk D. L. Hollmann. Cryptanalysis of a
generic class of white-box implementations. In Roberto Maria Avanzi, Liam
Keliher, and Francesco Sica, editors, SAC 2008, volume 5381 of LNCS, pages
414–428. Springer, Heidelberg, August 2009. [NS03]
Phong Q. Nguyen and Igor E. Shparlinski. The insecurity of the elliptic curve
digital signature algorithm with partially known nonces. Des. Codes Cryptogr.,
30(2):201–217, 2003. 549 Barbu et al. [PSS+18]
Damian Poddebniak, Juraj Somorovsky, Sebastian Schinzel, Manfred Lochter,
and Paul Rösler. Attacking deterministic signature schemes using fault attacks. In 2018 IEEE European Symposium on Security and Privacy (EuroS&P), pages
338–352. IEEE, 2018. [RVP22]
Adrián Ranea, Joachim Vandersmissen, and Bart Preneel. Implicit white-box
implementations: White-boxing ARX ciphers. In CRYPTO, Lecture Notes in
Computer Science. Springer, 2022. [RW19]
Matthieu Rivain and Junwei Wang. Analysis and improvement of differential
computation attacks against internally-encoded white-box implementations. IACR TCHES, 2019(2):225–255, 2019. https://tches.iacr.org/index. php/TCHES/article/view/7391. [SEL21]
Okan Seker, Thomas Eisenbarth, and Maciej Liskiewicz. A white-box
masking scheme resisting computational and algebraic attacks. IACR
TCHES, 2021(2):61–105,
2021. https://tches.iacr.org/index.php/
TCHES/article/view/8788. [Sta10]
Standards for Efficient Cryptography Group (SECG). References SEC 2 Ver 2.0 :
Recommended Elliptic Curve Domain Parameters. Certicom Research, January
2010. [SWP09]
Amitabh Saxena, Brecht Wyseur, and Bart Preneel. Towards security notions
for white-box cryptography. In Pierangela Samarati, Moti Yung, Fabio Mar-
tinelli, and Claudio Agostino Ardagna, editors, ISC 2009, volume 5735 of
LNCS, pages 49–58. Springer, Heidelberg, September 2009. [Van92]
Scott Vanstone. Responses to NIST’s Proposal. Communications of the ACM,
35:50–52, 1992. [WMGP07] Brecht Wyseur, Wil Michiels, Paul Gorissen, and Bart Preneel. Cryptanalysis
of white-box DES implementations with arbitrary external encodings. In
Carlisle M. Adams, Ali Miri, and Michael J. Wiener, editors, SAC 2007,
volume 4876 of LNCS, pages 264–277. Springer, Heidelberg, August 2007. [XL09] [XL09]
Yaying Xiao and Xuejia Lai. A secure implementation of white-box aes. In
2nd International Conference on Computer Science and its Applications, pages
1–6. IEEE, 2009. 550 Attacks and Designs from CHES 2021 Challenge A
Attacks Summary Table Table 5 presents for each challenge submitted to WhibOx 2021 the successful attacks and
the value of the corresponding key. During the contest, we broke 92 out of 97 challenges. The 5 remaining challenges have been broken a posteriori. Table 5: Vulnerabilities of the various challenges. Table 5: Vulnerabilities of the various challenges. 8This challenge has not been broken by our automatic tools so we have used reverse engineering techniques. A
Attacks Summary Table g
Challenge
Hooking
Collision
Fault
Lattice
Key
3
✓
✓
✓
✓
45189C81EADEE03202BFA06EAA15831789F0C76575508A563E1A739CA37B87BE
4
✓
✓
✓
✓
22BEF7AC4C31B2B98227D95B5EB49AF23343004CF2713FED48BEC3B5B7C3D24D
8
✓
✓
✓
✓
F484955872415A32B1B5B731EA1A8C729458055C17DC5FE9C57BCB39D1A40BFE
10
✓
✓
✓
✓
32D67733DF0D0257DA78E92752494CFD5112E303BA1413388126EA33BB60AEFC
11
✓
✓
✓
✓
E7F3287D91B528D78BF19D5E62828C845E1A4027A3E1F988B62B7407EBF5CF38
12
✓
✓
773F0C0FFACB531F50FAE0987D2B8972FE1B9231BBF46859F475BAFB45257FED
13
✓
✓
034332A23341538143FDB88F314FD942501FF8B6BA6A14D5013F1FC0984924BE
15
✓
✓
3F77C51259E1C8CC48217A66998CCF3212A17120B0FCA09163E300576DFCD9E7
16
✓
23773F0BECFACB534250FAE0987D2B8969D1AFD7EF942F148746DC73A3C6B39A
32
✓
✓
✓
32D67733DF0D0257DA78E92752494FFD5112E303BA14133FF126EA33BB60AEFC
33
✓
CD9540B70C2F92B2894594CABC4E724203A615B9144C459714758BC3CAA12242
34
✓
✓
✓
70253E6587D04D7A9A30A1461A80FCD235B28FBFC11FE8534CDFCE0A341C9257
36
✓
10D7EF92F06DF6EB94F2F344085DAD51D3A550E24A4569922460F579CB5DF11A
38
✓
70C3A9F11773C8DD795FD7942B5DB448FDFA5D12E6EC387691A19B6E523AE6AE
42
✓
1BEDDC1DD79F8856BF2E1FD66EB194073D60FEC658C5D0E2C8BAE02DC72ADF65
44
✓
B519BB44EC5BF3380CB2DF555F39ED836CDBF4961E43A66C218FADB211BF468C
45
✓
✓
✓
✓
32D67733DF3D0257DA78E92752494FFD5112E303BA14133FF126EA33BB60AEFC
50
✓
7A7AA97370B1EE16D64C71C7C5BC8C9F9456FBEA603780883399D89DA43F8A15
54
✓
✓
✓
✓
32D67733DF3D0257DA78E92752494FFD5112E22222222222F126EA33F6E49790
55
✓
✓
✓
✓
00498594859849584954E92752494FFD5112E2222222EE22F126EA33F6E49790
57
✓
✓
✓
✓
7D1BBD475A8EB5AF7DDB238CD8A67F86B601E0EA101C04036849B31F96CA6083
58
✓
✓
✓
BD3026C700A75B5970807802E2B47C2A892DF85E3CE57366D335EEBABCAAE255
61
✓
✓
✓
F4DDC95A88146CF52DEC752E737F8E3FB16AE4F6B7E726068946F3B0BA0C8E95
62
✓
✓
✓
0A99EB20F9DE4DD7607288B8B766F6217FE5D2CE6DDD51C6159941066AF192ED
66
✓
✓
✓
8836AC84AA148440A20628810CA65EB038BB625841275CC11590D8F5BC7F1BAC
70
✓
✓
✓
21A35C57E23B2D23ADDA19EA30325F1B532DA645489E29E47A13E92CA1F6670C
71
✓
✓
✓
588BEED930355AF54EEBAFAA46A7D26DA378A36EF5CD15D1F876D753A395F8AF
72
✓
✓
✓
B7A9B0F7661FC9A1DEC001F2C2C9EAE08748AEB187E1247726663E3DD1AB36BF
73
✓
✓
✓
4DAA29CBD634F28137499B9557104FDD36D4D4EFDFE87EFC0D8BD03555F8497F
74
✓
✓
✓
12691AAC55A079F529FE81205DF775EF297A14CA81499BF0857643E694CF8816
76
✓
✓
✓
F5178EEC7A9779E13CE01B35C8264BF32C094B172051CA32156DC61485718318
77
✓
✓
✓
A0543814F86D1C4AF6A08094CD0246F606F7E76CEE47EC052B62328038146D93
78
✓
✓
✓
511128DCBF369E985B99D07CC1668A2D28F4BA535CF7AC7926D4C5F696C3D35F
79
✓
✓
✓
595AD4C8A0EB2FDA798BC01D322F4C5ED098A2E749004B2B54FD815215F46686
80
✓
✓
✓
8E938EA9BE9E51A28DFD30BD6EDB9D6765C1272B8F7048CE81021194759C3E52
81
✓
✓
✓
F134975C5A989635F1D9FA7469C848A953622E9DA1BED7E12455DCD2AFA070BE
84
✓
✓
✓
36A990B9F35B79934FB25C64681DE3A83FC178DC2383C585FFCFDDD7C1F6C2B7
85
✓
✓
✓
✓
AB700D75274336FD26A1FE49D400ACEAE89F0FDBFE4BDE9A70373CA693003CA8
87
✓
✓
✓
9A4D4A94A1FE0FA1C559764C85D06496BD752498E0B5A2459624211013B9A088
89
✓
✓
C80682FCB2D78B2515A70A70D17C47A8512E24A127E797C073566D54586B9482
94
✓
✓
A04B6199A1DFE39EF35F6302454D71C872771A2F02A27AB5EC8130DA226F6F90
96
✓
✓
AFAAABE59B2EBB4FE15274E4EB5D1999C0554CC2D498BC92C59A3F6CD8FE2BC0
97
✓
✓
✓
✓
0754CA8EA936675EC3F64782A14E1A75B3D357044D4B2C434C6011279D17E829
100
✓
7F58EDB783C1F3FA7FF424CF7F5DF6D4BCDCF18D8A98CE4559EC22EB17030578
101
✓
25D31D3AFF5773799ECF43DEC1882B8F05D9231697BDDA5482DE05B14FB8A63B
103
✓
✓
CC977E0748722D615B845C1B10EA554B69DFCA640440CA5C468BBEF84B8C0442
104
✓
✓
✓
638C9DFBF9F376CBB3E3B01DF27960EC53A689D2FF4DFF23D97EE5351ED4A3D0
105
✓
✓
✓
D29E9D130016D930BF830BCAD071BC6503F877FB207922A9E495CF71A79631FE Key C
H
C
Fa
La
K
3
✓
✓
✓
✓
45189C81EADEE03202BFA06EAA15831789F0C76575508A563E1A739CA37B87BE
4
✓
✓
✓
✓
22BEF7AC4C31B2B98227D95B5EB49AF23343004CF2713FED48BEC3B5B7C3D24D
8
✓
✓
✓
✓
F484955872415A32B1B5B731EA1A8C729458055C17DC5FE9C57BCB39D1A40BFE
10
✓
✓
✓
✓
32D67733DF0D0257DA78E92752494CFD5112E303BA1413388126EA33BB60AEFC
11
✓
✓
✓
✓
E7F3287D91B528D78BF19D5E62828C845E1A4027A3E1F988B62B7407EBF5CF38
12
✓
✓
773F0C0FFACB531F50FAE0987D2B8972FE1B9231BBF46859F475BAFB45257FED
13
✓
✓
034332A23341538143FDB88F314FD942501FF8B6BA6A14D5013F1FC0984924BE
15
✓
✓
3F77C51259E1C8CC48217A66998CCF3212A17120B0FCA09163E300576DFCD9E7
16
✓
23773F0BECFACB534250FAE0987D2B8969D1AFD7EF942F148746DC73A3C6B39A
32
✓
✓
✓
32D67733DF0D0257DA78E92752494FFD5112E303BA14133FF126EA33BB60AEFC
33
✓
CD9540B70C2F92B2894594CABC4E724203A615B9144C459714758BC3CAA12242
34
✓
✓
✓
70253E6587D04D7A9A30A1461A80FCD235B28FBFC11FE8534CDFCE0A341C9257
36
✓
10D7EF92F06DF6EB94F2F344085DAD51D3A550E24A4569922460F579CB5DF11A
38
✓
70C3A9F11773C8DD795FD7942B5DB448FDFA5D12E6EC387691A19B6E523AE6AE
42
✓
1BEDDC1DD79F8856BF2E1FD66EB194073D60FEC658C5D0E2C8BAE02DC72ADF65
44
✓
B519BB44EC5BF3380CB2DF555F39ED836CDBF4961E43A66C218FADB211BF468C
45
✓
✓
✓
✓
32D67733DF3D0257DA78E92752494FFD5112E303BA14133FF126EA33BB60AEFC
50
✓
7A7AA97370B1EE16D64C71C7C5BC8C9F9456FBEA603780883399D89DA43F8A15
54
✓
✓
✓
✓
32D67733DF3D0257DA78E92752494FFD5112E22222222222F126EA33F6E49790
55
✓
✓
✓
✓
00498594859849584954E92752494FFD5112E2222222EE22F126EA33F6E49790
57
✓
✓
✓
✓
7D1BBD475A8EB5AF7DDB238CD8A67F86B601E0EA101C04036849B31F96CA6083
58
✓
✓
✓
BD3026C700A75B5970807802E2B47C2A892DF85E3CE57366D335EEBABCAAE255
61
✓
✓
✓
F4DDC95A88146CF52DEC752E737F8E3FB16AE4F6B7E726068946F3B0BA0C8E95
62
✓
✓
✓
0A99EB20F9DE4DD7607288B8B766F6217FE5D2CE6DDD51C6159941066AF192ED
66
✓
✓
✓
8836AC84AA148440A20628810CA65EB038BB625841275CC11590D8F5BC7F1BAC
70
✓
✓
✓
21A35C57E23B2D23ADDA19EA30325F1B532DA645489E29E47A13E92CA1F6670C
71
✓
✓
✓
588BEED930355AF54EEBAFAA46A7D26DA378A36EF5CD15D1F876D753A395F8AF
72
✓
✓
✓
B7A9B0F7661FC9A1DEC001F2C2C9EAE08748AEB187E1247726663E3DD1AB36BF
73
✓
✓
✓
4DAA29CBD634F28137499B9557104FDD36D4D4EFDFE87EFC0D8BD03555F8497F
74
✓
✓
✓
12691AAC55A079F529FE81205DF775EF297A14CA81499BF0857643E694CF8816
76
✓
✓
✓
F5178EEC7A9779E13CE01B35C8264BF32C094B172051CA32156DC61485718318
77
✓
✓
✓
A0543814F86D1C4AF6A08094CD0246F606F7E76CEE47EC052B62328038146D93
78
✓
✓
✓
511128DCBF369E985B99D07CC1668A2D28F4BA535CF7AC7926D4C5F696C3D35F
79
✓
✓
✓
595AD4C8A0EB2FDA798BC01D322F4C5ED098A2E749004B2B54FD815215F46686
80
✓
✓
✓
8E938EA9BE9E51A28DFD30BD6EDB9D6765C1272B8F7048CE81021194759C3E52
81
✓
✓
✓
F134975C5A989635F1D9FA7469C848A953622E9DA1BED7E12455DCD2AFA070BE
84
✓
✓
✓
36A990B9F35B79934FB25C64681DE3A83FC178DC2383C585FFCFDDD7C1F6C2B7
85
✓
✓
✓
✓
AB700D75274336FD26A1FE49D400ACEAE89F0FDBFE4BDE9A70373CA693003CA8
87
✓
✓
✓
9A4D4A94A1FE0FA1C559764C85D06496BD752498E0B5A2459624211013B9A088
89
✓
✓
C80682FCB2D78B2515A70A70D17C47A8512E24A127E797C073566D54586B9482
94
✓
✓
A04B6199A1DFE39EF35F6302454D71C872771A2F02A27AB5EC8130DA226F6F90
96
✓
✓
AFAAABE59B2EBB4FE15274E4EB5D1999C0554CC2D498BC92C59A3F6CD8FE2BC0
97
✓
✓
✓
✓
0754CA8EA936675EC3F64782A14E1A75B3D357044D4B2C434C6011279D17E829
100
✓
7F58EDB783C1F3FA7FF424CF7F5DF6D4BCDCF18D8A98CE4559EC22EB17030578
101
✓
25D31D3AFF5773799ECF43DEC1882B8F05D9231697BDDA5482DE05B14FB8A63B
103
✓
✓
CC977E0748722D615B845C1B10EA554B69DFCA640440CA5C468BBEF84B8C0442
104
✓
✓
✓
638C9DFBF9F376CBB3E3B01DF27960EC53A689D2FF4DFF23D97EE5351ED4A3D0
105
✓
✓
✓
D29E9D130016D930BF830BCAD071BC6503F877FB207922A9E495CF71A79631FE 551 Barbu et al. 9Challenges 54, 55, 57, 58, 61, 62, 66, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 81, 84, 87, 89, 94, 96, 103,
104, 105, 107, 136 and 139 are not deterministic. A
Attacks Summary Table Challenge
Hooking
Collision
Fault
Lattice
Key
107
✓
✓
✓
4E420B6AA9E9F07F19CF7ED97497871C1223BC2A68E83716575C235DE6D63E17
108
✓
60609404F0B9086D3A995AF0680D048724CF2B1AF2B33CEA8DD4AF4B62A5DDBB
114
✓
✓
✓
0000000000000000000000000000000000000000000000000000000000000005
127
✓
1144D82B9568581405D10CF8B219FF7E94E4559E0832B06056F1F87D43C75777
135
✓
✓
✓
✓
0C2A5692FE1A7F9B8EE7EB4A7CD59CD62BCE33576B3123CECBB6406837BF51F5
136
✓
✓
✓
0C2A5692FE1A7F9B8EE7EB4A7CD59CD62BCE33476B3123CECBB6406837BF51F4
139
✓
✓
✓
000000000000000000000000000000004319055358E8617B0C46353D039CDAA9
153
✓
✓
9C29EDDAEF2C2B4452052B668B83BE6365004278068884FA1AC3F6D0622875C3
157
✓
✓
✓
✓
F04DBFD1147F9D43747538C1C9256DD2BC20562F9D92B83E9AFA751299B160A4
165
✓
✓
✓
84DAF8B6620FC6669BF1EE264D1B214A4FBECACEADDFDC0DCBC89CF4B6E3232B
166
✓
✓
C746740A4A6BCBD462D9041023A0FEF5CCF0328FF80D9C50132682030D77D33C
172
✓
✓
✓
285E57F7BDDAAA6201D8870A0B9B168C7A5D8200085F62504EE3EBFCC11EF150
174
✓
✓
✓
✓
9C29EDDAEF2C2B4452052B668B83BE6365004278068884FA1AC3F6D0622875EC
185
✓
✓
✓
✓
7729EDDAEF2C2B4452052B668B83BE6365004278068884FA1AC3F6D0622875EC
187
✓
✓
✓
✓
7779EDDAEF2C2B4452052B668B83BE6365004278068884FA1AC3F6D0622875EC
192
✓
09302BDFA5313312B9A665316F7E9365DCC57DA7E21FD8612CDCD553BABB51FE
193
✓
E0FE06BE0684455EDD2F5134A3AE8B9F6852561C821672FA16606986233BF811
209
✓
6E3A09F8EC613B8A524F7608CB80B2D3C510E27506AD84FA14C3B6D018E659F7
212
✓
D663E156F036F11D4E73CC0EC09A952DEAED316947DF73EB28467EC623C5740D
2268
6F1D9093F3D5AE7C5F133659295914C9AF22E54B4ADE38CA421CA9BBD3D48A50
227
✓
✓
ADA6C6A1049825989811C9495D83681A68C67AB5E8EBDDC126CEE77056A7BB27
228
✓
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5EE43950837D0ABA419FE5B586D1A7AA44DDAAC6327DADC3133F18A850211B9F 552 Attacks and Designs from CHES 2021 Challenge g
,
,
,
,
,
,
,
,
,
104, 105, 107, 136 and 139 are not deterministic. B
Some Remarks on the Challenges Among the various submissions, we notice the following facts: • Challenges 15 and 16 have a very small code size, only 194 bytes! To obtain such
tiny implementations, the designers use a fixed nonce k = 1 (i.e. r = Gx) and a
private key d such that dr ≡2i mod n. In such a case, the signature of a hash e is
equal to (Gx, e + 2i). • Challenge 114 uses a very small private key, indeed d114 = 5 • Some designer teams modify a few bits only of the private key in several challenges
(cf. Challenges 174, 185 and 187 for instance). In such a case, if one implementation
is broken, then the private keys of the other challenges of the same team could be
recovered by brute force search. • Despite what is indicated in the rules (cf. Sect. 2), some challenges are not deter-
ministic9, i.e. the two signatures of the same message could be different. All these
challenges use the time() function to obtain some randomness. However, it is easy
to hook such calls and return a constant value.
|
https://openalex.org/W2101652307
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https://europepmc.org/articles/pmc544864?pdf=render
|
English
| null |
Desmoplastic Infantile Ganglioglioma: cytologic findings and differential diagnosis on aspiration material.
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Cyto journal/CytoJournal
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cc-by
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Address: Department of Pathology, Yale University School of Medicine, New Haven, CT, USA Address: Department of Pathology, Yale University School of Medicine, New Haven, CT, USA Email: Oluwole Fadare* - oluwole.fadare@yale.edu; M Rajan Mariappan - rajm1@stanford.edu; Denise Hileeto - denise.hileeto@yale.edu;
Arthur W Zieske - ArtZ@BaylorHealth.edu; Jung H Kim - jung.kim@yale.edu; Idris Tolgay Ocal - idris.ocal@yale.edu
* C
di
h * Corresponding author Published: 11 January 2005
CytoJournal 2005, 2:1
doi:10.1186/1742-6413-2-1 Received: 27 November 2004
Accepted: 11 January 2005 Received: 27 November 2004
Accepted: 11 January 2005 © 2005 Fadare et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creative
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cit This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. BioMed Central BioMed Central BioMed Central Abstract Background: Desmoplastic infantile ganglioglioma (DIG) is a rare WHO Grade I tumor of infancy
that is characterized by large volume, superficial location, invariable supratentoriality, fronto-
parietal lobe predilection and morphologically, by an admixture of astroglial and neuroepithelial
elements in a desmoplastic milieu. With over 50 cases described, the histologic and radiographic
spectrum of DIG has been well-characterized. The superficial location of DIGs may render them
greatly amenable to preoperative assessment utilizing aspiration cytology; however, the cytologic
features of this rare tumor have only been reported once previously. Case Presentation: We present herein cytomorphologic findings from the intraoperative
aspiration of a typical case of DIG diagnosed in a 1-year-old male. As evaluated on a single liquid-
based preparation, the specimen showed low cellularity and was comprised predominantly of a
population of dispersed (occasionally clustered) large neuronal cells with eccentrically located
hyperchromatic nuclei (which were occasionally binucleated) and abundant unipolar cytoplasm. Rare smaller astroglial cells were intermixed. Despite the tumor's characteristic desmoplastic
histologic appearance, no stromal fragments were identified on the aspiration material. Conclusions: A differential diagnosis is presented and analyzed in detail and it is concluded that
when these large neuronal cells are encountered in an aspirate of a brain mass in a child, a
combination of clinical, radiologic and immunohistochemical parameters can eliminate most of the
differential possibilities. described, such that the clinical, radiologic and his-
topathologic features of this tumor are now well-defined. An uncommon tumor that constituted less than 0.04% of
all central nervous system (CNS) tumors in one series [2],
DIG is classified as a Grade 1 tumor in the World Health
Organization (WHO) classification of CNS tumors [3]. They most commonly occur in children less than 18 CytoJournal Open Access Page 1 of 6
(page number not for citation purposes) Background g
The clinicopathologic features of 11 examples of a distinc-
tive pediatric tumor designated desmoplastic supratentorial
neuroepithelial tumors of infancy (also known as desmoplas-
tic infantile ganglioglioma, [DIG]) were originally
described by Vandenberg et al in 1987 [1]. Since that sem-
inal report, at least 40 additional cases have been Page 1 of 6
(page number not for citation purposes) Page 1 of 6
(page number not for citation purposes) http://www.cytojournal.com/content/2/1/1 CytoJournal 2005, 2:1 idase complex with antibodies ki-67 (dilution 1:320,
DakoCytomation Corp, Carpinteria, CA), synaptophysin
(dilution 1:600, DakoCytomation) and glial fibrillary
acid protein [GFAP] (dilution 1:10, DakoCytomation). months of age [1] who typically present with symptoms
related to an intracranial mass effect [3]. DIGs are gener-
ally of large size, are solid to cystic, show a predilection for
the frontal and parietal cerebral lobes, and are typically
superficially located with at least focal attachment to the
overlying dura [1-3]. The superficial location of DIGs may
render them greatly amenable to preoperative assessment
utilizing aspiration cytology. However, there is a dearth of
information on the cytomorphologic features of these
tumors [4]. To contribute information of possible utility
in their pre-operative or intra-operative assessment, we
report herein cytomorphologic features associated with a
typical case of DIG. Case Presentation A one-year-old boy was noted to have a striking increase
in head circumference as compared to a previous meas-
urement. Neurological examination and developmental
status were normal at that point. Within 2 weeks, the
patient deteriorated rapidly, with poor mobilization,
feeding and verbalization. He was brought to the emer-
gency room where an emergent computed tomographic
scan showed a large left hemispheric cerebral mass (Figure
1-1) with an underlying cystic component and a more
superficial area of bright enhancement; the rest of the
brain showed massive edema. He was emergently admit-
ted and within 24 hours, a gross resection of the tumor
was carried out. At surgery, following a parietal craniot-
omy, 50–60 cc of straw colored fluid was aspirated from
the cystic component through a taut dura. After the exci-
sion of the dura, the bright area of enhancement previ-
ously noted was an area of tumor attachment to the dura
in the parietal region. Otherwise, the tumor showed a
well-demarcated interface with the subjacent normal
brain parenchyma and a complete gross resection was
achieved. A follow-up magnetic resonance image at 12
months post-surgery showed no evidence of tumor recur-
rence. Functionally, the patient was felt to have a mild
right hemiparesis and some probable language delay, but
otherwise showed no neurological deficits. Vascular structures or stroma were not present. Histologi-
cally, the tumor was partially attached to the dura and was
present in the subarachnoid space. The bulk of the speci-
men was a variably cellular desmoplastic component
whose predominant constituent cells were elongated
spindle cells arranged in a reticulin-rich, storiform pattern
(figure 1-5). At higher magnification, ganglion-type cells
(Nissl stain positive) with 1–4 round nuclei, prominent
nucleoli, and abundant unipolar cytoplasm were present
(Figure 1-5, inset). Immature or abortive ganglion cells
with enlarged single nuclei and markedly irregular nuclear
membranes were rare but identifiable morphologically. Less "differentiated" aggregates of cells with hyperchro-
matic nuclei and minimal cytoplasm, as has been well-
described in DIGs [1-3], were present. Mitotic figures were
rare and small foci of necrosis were limited to the less dif-
ferentiated component. Immunohistochemical stains for
synaptophysin was positive in the ganglion cells only. Pathologic findings g
f
g
As evaluated on a single liquid-based preparation, the
specimen showed low cellularity and was comprised pre-
dominantly of a population of dispersed (occasionally
clustered) large neuronal cells (~70 µm diameter each)
with round eccentrically placed uniform hyperchromatic
nuclei, undulating and slightly convoluted nuclear mem-
branes, and abundant unipolar granular cytoplasm (gan-
glion cells) (figures 1-2 and 1-3). Occasional cells were
binucleated (figure 1-3a). A spectrum in the degree of
nuclear membrane irregularities was noted, with most
cells displaying irregular features as described above,
while other cell showed bland nuclear features (figure 1-
3b). However, all displayed nuclear polarity to the cyto-
plasm. Rare smaller cells interpreted as astroglial cells
were interspersed between the larger cells. The latter cells
showed nuclear hyperchromasia, more prominent irregu-
larities in their nuclear membranes and a smaller cyto-
plasmic rim. (figure 1-4). Overall, significant proportions
of both cellular populations showed varying degrees of
degenerative changes manifested as lack of clear delinea-
tion of nuclear and cytoplasmic borders and a loss of
nuclear detail. Several clusters were composed of large
cells, and in these clusters, constituent large cells showed
less cytoplasm but retained a unipolarity in relation to the
nuclei and their nuclear features were identical to those of
the more predominant population of large cells. Addi-
tionally, scattered foamy histiocytes were present. A finely
granular background material consistent with necrosis
was present, but there was no distinct neurofibrillary
material. Page 2 of 6
(page number not for citation purposes) Materials and Methods For cytology, a slide was prepared from 50–60 cc of straw-
colored fluid utilizing the ThinPrep® 2000 Automated
Slide Processor (Cytyc, Boxborough, MA) according to the
manufacturer's instructions. For the tumor specimen,
approximately 10 × 6.5 cm of fragmented gray and white
cerebral tissue was received and entirely processed rou-
tinely: tissue sections were fixed in 10% neutral buffered
formalin, processed, embedded in paraffin, sectioned to 4
µ-thick sections and stained with hematoxylin and eosin,
Nissl stain and reticulin. The immunohistochemical pro-
file of the tumor was evaluated on 4 µ thick, formalin-
fixed, deparaffinized sections using a DAKO Autostainer
(Carpinteria, CA, USA) based on the avidin-biotin-perox- Page 2 of 6
(page number not for citation purposes) Page 2 of 6
(page number not for citation purposes) CytoJournal 2005, 2:1 http://www.cytojournal.com/content/2/1/1 Radiologic, cytologic and morphologic appearance of the tumor
Figure 1
Radiologic, cytologic and morphologic appearance of the tumor. 1: This computed-tomographic scan of the patient's cerebr
mass shows a large cystic mass with peripheral enhancement at the solid portion which attached to the overlying dura; 2: In
ddition to scattered individual cells, variably sized clusters of neuronal cells were identified, all composed of cells with ecce
rically located, occasionally binucleated hyperchromatic nuclei and abundant unipolar cytoplasm [original magnifications ×40
: Occasional neuronal cells were binucleated (3a) while others showed bland nuclear features (3b) [original magnifications
400]; 4: Scattered astroglial cells with more convoluted nuclear contours and less cytoplasm were also present. [original m
ifications ×400]; 5: Typical histologic appearance of desmoplastic infantile ganglioglioma, showing scattered ganglion cells in
esmoplastic and fibroblastic, vaguely storiform background (original magnification ×200, inset ×400) Radiologic, cytologic and morphologic appearance of the tumor
igure 1
Radiologic, cytologic and morphologic appearance of the tumor. 1: This computed-tomographic scan of the patient's cerebr
mass shows a large cystic mass with peripheral enhancement at the solid portion which attached to the overlying dura; 2: In
ddition to scattered individual cells, variably sized clusters of neuronal cells were identified, all composed of cells with ecce
rically located, occasionally binucleated hyperchromatic nuclei and abundant unipolar cytoplasm [original magnifications ×400
: Occasional neuronal cells were binucleated (3a) while others showed bland nuclear features (3b) [original magnifications
400]; 4: Scattered astroglial cells with more convoluted nuclear contours and less cytoplasm were also present. Discussion
h
l
l The clinical presentation, radiographic appearance and
histopathologic features of this case are entirely consistent
with those described for desmoplastic infantile gangliog-
lioma [1-3]. There has been a significant evolution in the
understanding of this rare tumor since its original descrip-
tion in 1987 [1]. DIGs are typically large supratentorial
tumors that, at least as observed radiographically in one
patient, are initially solid then become cystic [5]. Although this tumor is considered a grade 1 tumor based
on the histopathologic features of cases described prior to
the publication of the WHO monograph in 2000, at least
one report has since documented anaplastic features in a
case of DIG, which was ultimately fatal [6]. However, fol-
low-up has generally been favorable following complete
resection in the reported cases of DIG, with a median
post-surgical interval of 8.7 years without metastases or
recurrence in one series of 14 patients [2]. Additionally, in
some cases, spontaneous regression of tumor following
subtotal tumor resection has been documented [7,8]. The finding of large cells with eccentrically located nuclei
and abundant unipolar cytoplasm in an aspiration speci-
men of a cerebral mass occurring in a young person
should generate a differential diagnosis that includes DIG,
atypical teratoid/rhabdoid tumor (AT/RT), dysembroplas-
tic
neuroepithelial
tumor
(DNT),
ganglioglioma,
supratentorial primitive neuroectodermal tumour (PNET)
with ganglionic differentiation (ganglioneuroblastoma),
anaplastic large cell lymphoma and pleomorphic xan-
thoastrocytoma. In our opinion, clinical features as well
as immunohistochemical analysis can significantly help
reduce the likelihood for most of the aforementioned
entities. The distinction of DIG from AT/RT is probably of
the greatest prognostic significance, since in contrast to
DIG, AT/RT is a highly malignant tumor that is almost
uniformly fatal [9]. Although AT/RT occurs in infants or
young children, most cases occur in the posterior fossa, in
contrast to DIGs, which are invariably supratentorial [1-
3]. Radiographically, AT/RT are typically not distinctly
cystic, although necrosis may impart an irregularly cystic
appearance. The distinctive clinical features of DIG, being a typically
superficially located tumor occurring in young children
(with potentially unclosed fontanelles), may render them
particularly amenable to pre-operative assessment using
aspiration cytology. Discussion
h
l
l In addition, familiarization of practi-
tioners with the cytopathologic features of DIG may be
useful because 1) With the aforementioned cases of DIG
regressing after subtotal resection [7,8], it might be unnec-
essary to aggressively resect these tumors to negative mar-
gins, and a preoperative aspiration diagnosis of DIG will
be helpful in the neurosurgical planning and 2) In their
intra-operative assessment, imprint cytopathology may
potentially be more diagnostic than histopathology. However, to our knowledge, the cytologic features of DIG
have been documented only once previously [4]. In that
report, Hasegawa et al [4] reported aspiration and imprint
cytology findings in two cases of DIG. Two distinct cellu-
lar populations were identified, a predominant popula-
tion of small to intermediate sized astroglial cells and "a
few" large cells with round nuclei, prominent nucleoli
and profuse cytoplasm that was unipolar to the nuclei in
all their illustrations. In the current case, the reverse was
found, with the predominant cells being an identical pop-
ulation of large cells with round nuclei, prominent nucle-
oli and abundant unipolar cytoplasm, and only rare
unequivocal astroglial cells. Most of the analysis of the
aforementioned report [4] was on the imprint smears, and
although a mixture of small and large cells were also iden-
tified on the aspiration smear, there was no stated assess- Immunohistochemically, the rhabdoid cells of AT/RT co-
express vimentin and epithelial membrane antigen [10],
in contrast to the ganglion cells of DIG. However, rhab-
doid cells may rarely express neurofilament, an immu-
nophenotypic overlap with DIG. Morphologically, the distinct cytoplasmic borders, "inclu-
sion-like" cytoplasmic globule and overall dense eosi-
nophilia of the cytoplasm of rhabdoid cells, in
conjunction with the aforementioned clinicopathologic
parameters, may help in their distinction from ganglion
cells of DIG [9,10]. The separation of DIG from other
tumors containing true ganglion cells based on cytomor-
phology alone would probably pose the greatest diffi-
culty. These tumors include DNT, ganglioglioma, and
supratentorial PNET with ganglionic differentiation; all
have a predilection for, or at least may potentially occur in
children. In addition to ganglion cells, cytomorphologic
features of DNT include oligodendroglial-like cells
arranged in lobules and neurons in abundant extracellular
mucin or neurofibrillary material [11,12]; these findings
were neither identified in the 2 cases of DIG reported by
Hasegawa et al [4], nor the current case. Materials and Methods [original m
ifications ×400]; 5: Typical histologic appearance of desmoplastic infantile ganglioglioma, showing scattered ganglion cells in
esmoplastic and fibroblastic, vaguely storiform background (original magnification ×200, inset ×400) Radiologic
Figure 1 Radiologic, cytologic and morphologic appearance of the tumor
Figure 1
Radiologic, cytologic and morphologic appearance of the tumor. 1: This computed-tomographic scan of the patient's cerebral
mass shows a large cystic mass with peripheral enhancement at the solid portion which attached to the overlying dura; 2: In
addition to scattered individual cells, variably sized clusters of neuronal cells were identified, all composed of cells with eccen-
trically located, occasionally binucleated hyperchromatic nuclei and abundant unipolar cytoplasm [original magnifications ×400];
3: Occasional neuronal cells were binucleated (3a) while others showed bland nuclear features (3b) [original magnifications
×400]; 4: Scattered astroglial cells with more convoluted nuclear contours and less cytoplasm were also present. [original mag-
nifications ×400]; 5: Typical histologic appearance of desmoplastic infantile ganglioglioma, showing scattered ganglion cells in a
desmoplastic and fibroblastic, vaguely storiform background (original magnification ×200, inset ×400) Page 3 of 6
(page number not for citation purposes) CytoJournal 2005, 2:1 http://www.cytojournal.com/content/2/1/1 GFAP was positive in astroglial elements within the
desmoplastic regions; the latter was negative for synapto-
physin. The ki-67 labelling index was 11.3% (evaluated in
the area of greatest density of positive staining cells). ment or low-power illustration of the relative ratio of
small to large cells on the latter. In the current case, a cell-
block for immunohistochemical confirmation of the
nature of two-cell population was unavailable; however,
the larger cells were positive for neurofilament (confirm-
ing their neuronal nature) while the smaller cells were
positive for GFAP (confirming their astroglial nature) in
the report of Hasegawa et al [4]. References In World Health Organization Classification of
Tumours: Pathology and Genetics of Tumours of the Nervous System
Edited by: Kleihues P Cavenee WK Lyon: IARC Press; 2000:96-98 1. VandenBerg SR, May EE, Rubinstein LJ, Herman MM, Perentes E,
Vinores SA, Collins VP, Park TS: Desmoplastic supratentorial
neuroepithelial tumors of infancy with divergent differentia-
tion potential ("desmoplastic infantile gangliogliomas"). J
Neurosurg 1987, 66:58-71. Other less likely differential considerations include pleo-
morphic xanthoastrocytoma and anaplastic large cell lym-
phoma (ALCL), both of which may contain large cells
with eccentrically located nuclei and abundant cytoplasm. The temporal lobe predilection, lack of neuronal differen-
tiation, presence of xanthomatous cells, smaller tumor
size and older age of patients with pleomorphic xan-
thoastrocytoma should permit an easy distinction of the
large cells in this tumor from those of DIG. Primary brain
ALCL is exceedingly rare and generally occurs in older
individuals, with a mean age of 29 years in one series [16]. Immunoreactivity for CD30, ALK and CD45 in ALCL and
absence of similar immunoreactivity in DIG should facil-
itate a distinction in rare cases that occur in very young
children. g
2. VandenBerg SR: Desmoplastic infantile ganglioglioma and
desmoplastic infantile astrocytoma of infancy. Brain Pathol
1993, 3:275-281. 3. Taratuto AL, VandenBerg SR, Rorke LB: Desmoplastic infantile
astrocytoma and ganglioglioma. In World Health Organization
Classification of Tumours: Pathology and Genetics of Tumours of the Nerv-
ous System Edited by: Kleihues P, Cavenee WK. Lyon: IARC Press;
2000:99-102. 4. Hasegawa Y, Hayabuchi Y, Namba I, Watanabe T, Kato K, Ijiri R, Tan-
aka Y, Sekido K, Kigasawa H, Hara M: Cytologic features of
desmoplastic infantile ganglioglioma: a report of two cases. Acta Cytol 2001, 45:1037-1042. y
5. Tseng JH, Tseng MY, Kuo MF, Tseng CL, Chang YL: Chronological
changes on magnetic resonance images in a case of desmo-
plastic infantile ganglioglioma. Pediatr Neurosurg 2002, 36:29-32. p
g
g
g
g
6. De Munnynck K, Van Gool S, Van Calenbergh F, Demaerel P, Uytte-
broeck A, Buyse G, Sciot R: Desmoplastic infantile gangliogli-
oma: a potentially malignant tumor? Am J Surg Pathol 2002,
26:1515-1522. 7. Takeshima H, Kawahara Y, Hirano H, Obara S, Niiro M, Kuratsu J:
Postoperative regression of desmoplastic infantile gangliog-
liomas: report of two cases. Neurosurgery 2003, 53:979-983. 8. Tamburrini G, Colosimo C Jr, Giangaspero F, Riccardi R, Di Rocco C:
D
l
i
i f
il
li
li
Child
N
S
2003 8. Authors' contributions alone may be impossible even in the presence of a signif-
icant stromal component on the aspirate. Ganglioglio-
mas, like DIG may be solid to cystic and show
desmoplasia, although in contrast to DIG, they have a pre-
dilection for the temporal lobe and most commonly occur
in an age group slightly older than is typical for DIG [13]. However, it should be noted that conventional gangliog-
liomas and DIG may exist on a morphologic spectrum,
and a case with morphologic features of both entities has
been described [14]. Supratentorial PNET with ganglionic
differentiation (ganglioneuroblastomas) also show signif-
icant clinicopathologic overlap with DIG, as they are
supratentorial, occur in young children, may be cystic and
may show desmoplasia [15]. Cerebral ganglioneuroblast-
omas are extremely rare, and in the absence of treatment-
related cytodifferentiation, will show a significant neuro-
nal component of smaller cells. However, the cytomor-
phologic features of pure ganglioneuroblastoma have not
been well-characterized. All authors made substantial contributions to the intellec-
tual content and/or presentation of the manuscript. ITO
(cytologist), diagnosed the cytopathological aspects of the
case and co-supervised the entire project. JHK (neu-
ropathologist), diagnosed the histological aspects of the
case and co-supervised the project. OF wrote the initial
version of the manuscript. MRM, DH and AWZ collected
pathological, clinical and/or photographical information
and revised the manuscript. References When the cytomorphologic findings of DIG are described
in more cases, it is likely that the cytologic spectrum will
mirror the histologic heterogeneity of this tumor. For
example, astroglial cells predominated in the two cases of
Hasegawa et al [4] while the ganglion cells predominated
in ours. In addition, it is conceivable that an aspirate
would only capture the immature neuroepithelial cells
which frequently characterizes DIG. Nonetheless, it is
concluded that when the large neuronal cells are encoun-
tered in an aspirate of a brain mass in a child, a combina-
tion of clinical, radiologic and immunohistochemical
parameters can eliminate most of the differential
possibilities. Desmoplastic infantile ganglioglioma. Childs Nerv Syst 2003,
19:292-97. 9. Burger PC, Yu IT, Tihan T, Friedman HS, Strother DR, Kepner JL,
Duffner PK, Kun LE, Perlman EJ: Atypical teratoid/rhabdoid
tumor of the central nervous system: a highly malignant
tumor of infancy and childhood frequently mistaken for
medulloblastoma: a pediatric Oncology Group Study. Am J
Surg Pathol 1998, 22:1083-1092. g
10. Rorke LB, Biegel JA: Atypical teratoid/rhabdoid tumour. In
World Health Organization Classification of Tumours: Pathology and Genet-
ics of Tumours of the Nervous System Edited by: Kleihues P, Cavenee
WK. Lyon: IARC Press; 2000:145-48. y
11. Bleggi-Torres LF, Netto MR, Gasparetto EL, Goncalves E, Silva A,
Moro M: Dysembrioplastic neuroepithelial tumor: cytological
diagnosis by intraoperative smear preparation. Diagn
Cytopathol 2002, 26:92-4. y p
12. Park JY, Suh YL, Han J: Dysembryoplastic neuroepithelial
tumor. Features distinguishing it from oligodendroglioma
on cytologic squash preparations. Acta Cytol 2003, 47:624-9. Discussion
h
l
l The distinction of
gangliogliomas form DIG based on cytomorphology Page 4 of 6
(page number not for citation purposes) http://www.cytojournal.com/content/2/1/1 CytoJournal 2005, 2:1 Acknowledgement Due to the archival nature of the case as well as the absence of any poten-
tially identifying patient information, the acquisition of patient consent to
specifically report the case was deemed unnecessary. Page 5 of 6
(page number not for citation purposes) References References
1. VandenBerg SR, May EE, Rubinstein LJ, Herman MM, Perentes E,
Vinores SA, Collins VP, Park TS: Desmoplastic supratentorial
neuroepithelial tumors of infancy with divergent differentia-
tion potential ("desmoplastic infantile gangliogliomas"). J
Neurosurg 1987, 66:58-71. 2. VandenBerg SR: Desmoplastic infantile ganglioglioma and
desmoplastic infantile astrocytoma of infancy. Brain Pathol
1993, 3:275-281. 3. Taratuto AL, VandenBerg SR, Rorke LB: Desmoplastic infantile
astrocytoma and ganglioglioma. In World Health Organization
Classification of Tumours: Pathology and Genetics of Tumours of the Nerv-
ous System Edited by: Kleihues P, Cavenee WK. Lyon: IARC Press;
2000:99-102. 4. Hasegawa Y, Hayabuchi Y, Namba I, Watanabe T, Kato K, Ijiri R, Tan-
aka Y, Sekido K, Kigasawa H, Hara M: Cytologic features of
desmoplastic infantile ganglioglioma: a report of two cases. Acta Cytol 2001, 45:1037-1042. 5. Tseng JH, Tseng MY, Kuo MF, Tseng CL, Chang YL: Chronological
changes on magnetic resonance images in a case of desmo-
plastic infantile ganglioglioma. Pediatr Neurosurg 2002, 36:29-32. 6. De Munnynck K, Van Gool S, Van Calenbergh F, Demaerel P, Uytte-
broeck A, Buyse G, Sciot R: Desmoplastic infantile gangliogli-
oma: a potentially malignant tumor? Am J Surg Pathol 2002,
26:1515-1522. 7. Takeshima H, Kawahara Y, Hirano H, Obara S, Niiro M, Kuratsu J:
Postoperative regression of desmoplastic infantile gangliog-
liomas: report of two cases. Neurosurgery 2003, 53:979-983. 8. Tamburrini G, Colosimo C Jr, Giangaspero F, Riccardi R, Di Rocco C:
Desmoplastic infantile ganglioglioma. Childs Nerv Syst 2003,
19:292-97. 9. Burger PC, Yu IT, Tihan T, Friedman HS, Strother DR, Kepner JL,
Duffner PK, Kun LE, Perlman EJ: Atypical teratoid/rhabdoid
tumor of the central nervous system: a highly malignant
tumor of infancy and childhood frequently mistaken for
medulloblastoma: a pediatric Oncology Group Study. Am J
Surg Pathol 1998, 22:1083-1092. 10. Rorke LB, Biegel JA: Atypical teratoid/rhabdoid tumour. In
World Health Organization Classification of Tumours: Pathology and Genet-
ics of Tumours of the Nervous System Edited by: Kleihues P, Cavenee
WK. Lyon: IARC Press; 2000:145-48. 11. Bleggi-Torres LF, Netto MR, Gasparetto EL, Goncalves E, Silva A,
Moro M: Dysembrioplastic neuroepithelial tumor: cytological
diagnosis by intraoperative smear preparation. Diagn
Cytopathol 2002, 26:92-4. 12. Park JY, Suh YL, Han J: Dysembryoplastic neuroepithelial
tumor. Features distinguishing it from oligodendroglioma
on cytologic squash preparations. Acta Cytol 2003, 47:624-9. 13. Nelson JS, Bruner JM, Wiestler OD, VandenBerg SR: Ganglioglioma
and gangliocytoma. 16.
George DH, Scheithauer BW, Aker FV, Kurtin PJ, Burger PC,
Cameselle-Teijeiro J, McLendon RE, Parisi JE, Paulus W, Roggendorf
W, Sotelo C: Primary anaplastic large cell lymphoma of the
central nervous system: prognostic effect of ALK-1
expression. Am J Surg Pathol 2003, 27:487-493. Competing interests y
g
q
p
p
y
13. Nelson JS, Bruner JM, Wiestler OD, VandenBerg SR: Ganglioglioma
and gangliocytoma. In World Health Organization Classification of
Tumours: Pathology and Genetics of Tumours of the Nervous System
Edited by: Kleihues P, Cavenee WK. Lyon: IARC Press; 2000:96-98. The author(s) declare that they have no competing
interests. y
y
14. Komori T, Scheithauer BW, Parisi JE, Watterson J, Priest JR: Mixed
conventional and desmoplastic infantile ganglioglioma: an y
y
14. Komori T, Scheithauer BW, Parisi JE, Watterson J, Priest JR: Mixed
conventional and desmoplastic infantile ganglioglioma: an Page 5 of 6
(page number not for citation purposes) Page 5 of 6
(page number not for citation purposes) Page 5 of 6
(page number not for citation purposes) CytoJournal 2005, 2:1 http://www.cytojournal.com/content/2/1/1 autopsied case with 6-year follow-up. Mod Pathol 2001,
14:720-726. 15. Rorke LB, Hart MN, McLendon RE: Supratentorial primitive neu-
roectodermal tumour (PNET). In World Health Organization Clas-
sification of Tumours: Pathology and Genetics of Tumours of the Nervous
System Edited by: Kleihues P, Cavenee WK. Lyon: IARC Press;
2000:141-144. 16. George DH, Scheithauer BW, Aker FV, Kurtin PJ, Burger PC,
Cameselle-Teijeiro J, McLendon RE, Parisi JE, Paulus W, Roggendorf
W, Sotelo C: Primary anaplastic large cell lymphoma of the
central nervous system: prognostic effect of ALK-1
expression. Am J Surg Pathol 2003, 27:487-493. Publish with BioMed Central and every
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|
W42050145.txt
|
https://journals.calstate.edu/cjhp/article/download/1692/1534
|
en
|
Who Has Potatoes?
|
Californian journal of health promotion
| 2,003
|
cc-by
| 8,086
|
K. V. Bletzer / Californian Journal of Health Promotion 2003, Volume 1, Issue 2, 148-159
Who Has Potatoes?
Turning Points in Migratory Experience
Keith V. Bletzer
Arizona State University
Abstract / Resumen
Para el migrante, viajar en busca de trabajo es
díficil, ya sea que trabaje en agricultura o en otras
labores. Este ensayo examina ciertas etapas en la
vida de un hombre (estudio de un solo caso) que
examina los cambios que le han ocurrido durante
un período en que él consumía grandes
cantidades de alcohol en los estados y en su país,
seguido por un período de sobriedad (no tomaba
alcohol, no usaba drogas) en este país en que él
comienza una etapa de rehabilitación.
Migratory farm labor like other forms of migrant
work both in and outside agriculture impedes on
the opportunity to make choices. The following
essay explores particular phases in the life of one
man (a single case study) and examines how he
considers turning points in his life that led to a
long period of substance use, both as an
immigrant in the country and as a working man
in his home country, followed by a cessation of
use and the beginning stages of recovery.
© 2003 Californian Journal of Health Promotion. All rights reserved.
Keywords: Migratory labor, recovery from substance use, immigration, and narrative analysis
Works that cover multiple cases generally
present extreme situations that may show an
improvement or describe conditions that are
sub-standard, such as discriminatory practices
that lead to a poor working environment.
Examples of this approach, for improvements
in lifestyle, include strawberry growers who
once were sharecroppers along the Central
Coast of California (Wells, 1996), and, for the
sub-standard, most of the 70 narratives
presented by Rothenberg (1998), wherein farm
labor hardships are presented first, before
more upbeat narratives by children of migrant
families in the final chapters. In this essay, I
use the single case study approach to explore
one man’s experiences, which represent both
typical and other than typical events in the life
of a migrant who traveled more extensively
than prior single case studies in the literature.
Conditions upon which migratory labor are
based in the United States generate a life of
transition that extends beyond that of other
occupations and lifestyles. Migration by its
very nature removes people from one place,
compels them to seek work and/or residence in
another, and may return them to the same
place with new ways of looking at the world.
Or it may push them not to return, once they
experience another place or obtain something
that they believe is better than a prior
experience in work, residence and recreation.
Most single case studies on farm labor in the
social science literature seek to present a view
that is considered “typical.” Instances of this
approach are the unnamed labor camp in
Illinois studied by Alicia Chavira-Prado
(1992), the migrant family based in El Valle of
South Texas accompanied by Isabel Valle
(1994), a journalist, and the experience of
Pedro, an older teen who came to California
from a rural area of Guanajuato, Mexico, and
worked in the Central Valley of California, as
described by Juan Vincent Palerm (1992).
Having worked with migrant and seasonal
farm workers for nearly 15 years, primarily in
relation to risk behaviors, I recently collected
life stories from farm workers in three states
of the Southeast for a study of initiation into
148
K. V. Bletzer / Californian Journal of Health Promotion 2003, Volume 1, Issue 2, 148-159
arrived, less known than maids, nicknamed
gatas (“cats”), who make daily purchases for
employers in apartments along the adjacent
streets, and less known than poor women who
walk from nearby colonias (“neighborhoods”)
to make weekly purchases of vegetables and
fruits, since bulk purchases are cost-reductive.
drug and alcohol use. Although the main
source of data was taped interviews, I
incorporated techniques from my training in
anthropology, wherein I spent time with those
whom I interviewed. Worker-users in one
state where I conducted fieldwork I came to
know over time that I spent in a house rented
by men in recovery, which I visited to collect
life stories through the cooperation of a
substance abuse program designed for farm
workers. It is this data that I wish to explore
in this essay, particularly my contact with one
man over four interviews that became much
like the ethnographic encounter that
anthropologists cultivate (Marcus, 1998
[1997]). Life stories are a particularly good
way to learn details of migrant life.
This narrative excerpt from which the opening
quotation is taken occurs in the second of four
interviews I completed with D.N. over a
seven-month period.1 I will return to this
setting of "sidewalk selling" later in the essay.
Despite coming to the states at the age of 17
and spending most of his adult life in cities
and rural areas of this country, D.N. identifies
with the time that he spent as a fruit-vegetable
vendor in Mexico. Owing to time in the states
and no house of his own, he lives in his
parents’ home, when he returns. Unlike men
and women from Mexico who come to the
states to earn money, often with the goal of
constructing a house in Mexico (Chavez,
1992; Davis, 1990; Rothenberg, 1998), and
unlike D.N.’s hometown compatriots in a local
branch of a national political party active in
his hometown, he never sought title to land by
"take-over," which entails replacement of
farmlands with neighborhood housing and
reimbursement of farmers by the municipal
government for lands "taken" and "occupied."
Like other urban areas in Mexico, the city is
expanding to which he has returned four times
since he first came to the states 18 years ago.
D.N. talked of building a house in Mexico
shortly after he left treatment, when he recontacted his family after 11 years of no
communication.
The evening that I
transported Celso and he to an Alcoholics
Anonymous meeting in a nearby town, he
sought out Celso's advice, since Celso, nine
years older than D.N. and free of drinking and
drugs for some time, was able over the years
to purchase a house in his native state for his
family. "In his mother's house" is how D.N.
describes his residence in Mexico, since it is
the house where she lived with her parents,
grandparents and parents' siblings while
growing up.
Coming from an adjacent
province, his father has lived all his adult life
My focus is the dynamics of transition, as they
appear in narrative, focusing on the case of
one man's recovery from a long period of
substance use. I collected nearly one-fourth of
my life stories from men in a residential
treatment program for those who are or were
tied to farmwork. Bi-monthly visits permitted
me to find recruits for new interviews and reinterview participants still in treatment, as well
as those who “graduated.” D.N. (fictitious
initials) was among the first men whom I
interviewed. He became a source of material
on each visit through a combination of
ethnographic encounters and audio-taped
interviews. As Rosenwald (1992) reminds us:
"When people tell life stories, they do so in
accordance with models of intelligibility
specific to the culture (p. 265) ... [T]he issue
of human development is obscured if cultural
forces are declared to be sovereign (p. 267)."
Introduction to D.N.
Je, quién tiene papas? ("Hey, who has
potatoes?"), D.N. imitates the voice of a
customer, as he explains his selling from a
wheeled-platform in his hometown in a northcentral province of Mexico. Unlike his coworkers and he, who line the sidewalk in a
heavily walked avenue of the capital city, the
customer who wants "potatoes" is mobile. He
drives to the area to transact business where
these men work from wheeled-platform stands
(called plataformas) and he leaves, as he
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uxorilocally2 with his wife’s family. D.N.
recently came to the idea of "having a house."
Forty-five days into treatment, he told me:
atypical is his engagement in illicit drug use
(primarily use of marijuana).
Seeking
treatment for alcohol and drug addiction is
uncommon among men and women who
perform agricultural labor. The infrequency of
treatment owes itself to a lack of appropriate
services for men and women in farm labor
rather than a lack of desire. For farm workers,
D.N.’s choices typify common substances that
farm workers may use (Weatherby et al.,
1997) and/or initiate on both sides of the
border.
“I was living with my family at the time,
since the idea I was going to build a house
in Mexico never entered my mind [nunca
se me sembró en la mente que voy a hacer
una casa en México]. Though I used to
accompany the town’s “land petitioners,” I
myself never petitioned for land [nunca
pedí terreno, sí los acompañaba].”
D.N. recognizes that substance abuse thwarted
any plans that he may have had for saving for
himself or remitting money to his parents back
home to Mexico.
Later in the second
interview, D.N. explained his drinking and
drug use.
New Developments
Mi mamá me manda foto de la hija a los cinco
años ("My mom is sending me a picture of my
daughter at age five"), D.N. tells me as we
select coffee and pastries from a self-serve
coffee shop one block from the rented house
where several "graduates" of the treatment
program are living. Me dice que ahora tiene
16 años ("She says she's now 16"); he
elaborates on news he received from his
family after 11 years of neither phone calls nor
letters, news that also is new to me, since my
last visit was three weeks earlier. Boracho yo,
ni sabía ("Drunk I was [when I knew her], I
didn't even know what happened"), he says
with measured words, then continues with his
earlier pacing: Me dice que me quiere conocer
("She says she wants to get to know me"). By
this time, I recognized that he is sharing
something integral to his sense of identity: he
is demonstrating an interest not only in his
daughter but also her mother, the one woman
among several for whom he continues to feel
affection (owing to the young age at which he
left Mexico, all the women he has known lived
in the states). He is enthused, yet cautious, as
he explains that his mother will first send a
photo of his daughter at age five, before
sending one at age 16 (it is possible that his
mother has no recent photo at age 16). Both
the girl and her mother live in central Texas,
and the link between mother-daughter, D.N. 's
mother and D.N., is his aunt, also living in
central Texas. D.N. first came to the states
with an older brother, and the two of them
spent two years working on a farm along the
border in Texas. When the brother was
injured (cow-kicked), D.N. went with him on
“In my mind I was carrying only thoughts
of beer [En mi mente yo traía pura
cerveza]. (pause) To think that I was going
to eat, to think that I was going to work, it
never entered my mind. So constant was
the thought that it spilled out from my
thoughts, (pause) and I had to bring along
a bottle in my hand.”
D.N. was twice interviewed during treatment
for substance abuse (inhalants, alcohol, pills,
marijuana, crack-cocaine). Thus, his narrative
follows the process of recovery and provides
an inside look at substance use by a man who
worked inside and outside agriculture in the
United States. Translocated by choice from
Mexico to the states, before finding himself
years later "ready for treatment," he presents a
tale typical of farm workers in several respects
(Chavez, 1992; Griffith & Kissam, 1995;
Heppel & Amendola, 1992; HondagneuSotelo, 1994): variable rates of pay across
employment (hourly wage, piece rate), shortterm work and brief periods of no work (never
collecting unemployment compensation),
work outside agriculture (golf course, house
construction, restaurant, among others),
residential and recreational experience in
towns and cities (for example, 8 months in
Chicago, 6 months in a southern town of 1,219
persons,3 among others). Where his tale is
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Four months after their daughter was born 16
years ago, Guadalupe left him for another
man. Despite D.N.’s transgressions, which
included his bouts of anger and lack of
demonstrative interest in the baby,4 D.N. and
Guadalupe remained fond of each other.
During the second interview, D.N. described
the relationship after they separated. For
analysis, I begin with a general translation of
his narrative; later I examine in more detail the
narrative devices that he uses. In the excerpt
below, D.N. is describing how Guadalupe took
up with another man (double parenthesis
indicates notes on speech and non-verbal
behavior, and a question mark at the end of a
sentence indicates a rise in inflection).
a bus to the border. Rather than return home
with his brother, however, D.N. went to live
with a maternal aunt and uncle in central
Texas, where he shifted from farm labor to
non-agricultural work. Working in a poultry
plant, he met Guadalupe, the woman who gave
birth to his daughter. At the time, she had
friends talk to him of her interest in him.
Given his experience with women (Chicanas
and Anglo) and the fact that three women
followed him to Mexico on separate occasions
when he returned home, I suspect his mother
is equally cautious and seeks to emphasize the
tie to his daughter through a reference to a
childhood unknown to him, as her father
(perhaps age five was a happy time for D.N. as
a child). I consider a word of support is
appropriate and I tell him: Está haciéndolo
con pasos despacios ("She's taking it one step
at a time"). When I start to pay for my coffee,
he tells the cashier that he is paying as he adds
two cheese rolls for me to carry out. Like José
Limón (1994, p. 168-186) and several other
ethnographers, I recognize that his gesture of
largesse is important for him, and I slowly
return the money to my pocket as we return to
the rented house. Later that evening, after
transporting D.N. and Celso to the A.A.
meeting in a nearby town, I place the unspent
money in the offering basket.
“So I continued, in the dance (el baile)
((he taps table)) and she, well, I would see
the guy and her there. “Well,” I said,
“That’s no way” (Ni modo). She loved
him (ella quiso), right?”
Since D.N. omits an object to quiso (“loved”),
past tense of the verb querer, the meaning is
ambiguous and could also mean, “She loved
me.” He continues,
“And she would continue dancing, but this
made me get drunker (más borracho). I’d
go and take her to dance, and she would
go out with me (salía conmigo). And the
guy she would leave sitting (lo dejaba
sentado) ((rise in tone)). If I wanted to
take her some place, I would take her
some place (la quería llevar, yo me la
llevaba). She’d return, two-three days
later? And that’s the way that I had her
(así la tuve yo?) ((rise in tone, emphatic)).
And she would come to get me (ella me
buscaba), cause her brothers gave her
money and she bought a nice car. She’d
go and find me (me buscaba) where I was
with my friends. Like she still really loved
me (sea que sí me quería?) ((rise in tone,
more emphatic)).”
D.N. 's disclosure on news of his daughter is
my entry point for analysis. Since the last
interview with D.N. was more open-ended
than the previous three, I allowed him to
provide direction. He chose to discuss the
women he had known in the states, and the
pain he recognized that he inflicted. Into his
narrative, he interwove reflections on alcohol
and drugs. To review the interviews, I started
in reverse order, since the news from central
Texas through his mother brought an
unexpected revelation to his recovery process,
and allowed me to explore how he presented
his feelings on gender relations in earlier
interviews as well as his feelings for
Guadalupe, their now-grown daughter, and the
other women whom he has known in the
states.
To describe their relationship, D.N. uses the
dance as a place where men and women
"achieve artful control" over their bodies,
which are prone to a dominance pervasive in
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“She used to come to get me (me
buscaba). I don’t know why I did what I
did. The beer, ((pause)) all that marijuana
and all that. Did I ever take hold of them
in a big way (los agarré muy muchomucho-mucho), right? I took hold of many
resentments
(agarré
muchos
resentimientos), she had left me-since she
was going with another guy (me había
dejada-sea que se iba juntada con otro).”
other sectors of their lives (Limón, 1994,
p.141-167). Taking her out on the dance floor
is a metaphor for her "going out" with him
(salía has both meanings here). There is an
expression of disbelief in his narrative where
he describes Guadalupe's behavior and a lack
of response from the "other youth." D.N. is
cognizant of male protectiveness over women
in Mexican culture. He indicates surprise at
three points in the narrative, each indicated by
a rising tone (emphatic in the last two).
Starting with the young man "left sitting there
by himself" at the dance (by implication, at
home, when Guadalupe spent time with D.N.
for two-three days), D.N. follows with two
clauses that suggest that Guadalupe was more
interested in him than the youth. That she
accepted his advances (spending two-three
days with him) is further illustrated by her
“seeking him out.” In this sense, "the dance"
to which D.N. refers is a set of maneuvers offthe-dance-floor, in which the couple show a
fondness for each other that cannot escape the
watchful eyes of those around them. Whereas
this behavior would be unacceptable, albeit
tolerated, in Mexico (Gutmann, 1996, p. 111145; Limón, 1998, p. 179-185), it is not
unknown for women on this side of the border
to "assert" themselves for issues that matter to
them, including their interest in a particular
man. Instead of interpreting this behavior as a
breakdown of cultural morés, I suggest that
women's assertiveness sometimes is necessary,
given distractions that compete for men's
attention on this side of the border. Thus,
women are following a strategy of corrective
action for a "sadness" that confronts men and
women, as Latinos, and in this case, as
Mexicanos, who find themselves in a world
with distinct cultural expectations (VelezIbañez 1997:182-206; also Gonzalez 1994).
D.N. continues by illustrating a closeness he
felt toward her family, and his feelings on the
situation of Guadalupe and her new beau.
One day I arrived to visit her brothers, and her
mother came out, the mother of her brothers
(salió su mamá, de ellos). “My son (Mi'jo),
listen. You are the child’s father. We will
never deny that you see her. Come inside to
see her (pásele que la mire). The other guy is
there [in the house]-the one who stay-the one
with whom my daughter got together (allí está
el otro muchacho que se quedó mi-se juntó mi
hija con él). But, no matter, come inside.”
“No, I may not be under control” (No, no
tenga cuidado). I said, "No, señora, here I am
okay." “Well, let me bring the child to you,"
and they graciously showed the child to me.
He recognizes a tension in the situation he
created, notwithstanding the willingness of
Guadalupe to start living with another man, a
strategy on her part to make D.N. jealous.
Interestingly, the mother catches herself in
D.N.’s narrative, saying that this other man
“stayed” with her daughter, implying that it
was D.N. who left their daughter. He blames
Guadalupe’s breaking up for contributing to
his drinking and use of marijuana. At this
time, D.N. had tried all but one drug, crackcocaine, which he would briefly use ten years
later. Since drinking alcohol and marijuana
smoking represent his repertoire of use at this
point in time, he signals the fullness of his use
with "and all that." Use of pills and inhalants
were things he used when he was living in
Mexico (more on these substances later). He
uses the pretense of visiting her brothers to
come to her house (her brothers he met after
he met her). Under the watchful eye of her
Later in the narrative, it becomes clear that her
parents supported Guadalupe, and hence
support my interpretation of her assertive
behavior, however dissonant it may appear on
the surface. At the same time, they encouraged
D.N. 's responsibility to the daughter. At this
point, he acknowledges a recurring theme in
his life, his diversion into heavy drinking.
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There is a strong indication in this passage that
for all the pain that D.N. felt after the
relationship with Guadalupe, he retains a
fondness for her. He wants to go back, and he
becomes nostalgic in stating a desire to return
to the dance, before he catches himself and
recognizes the "dance" with Guadalupe has
ended. Her attributes his pain to her taking up
with another man, prefacing the passage with
his recognition of vulnerability that suggests a
continuing interest in Guadalupe.
mother, he is welcomed and asked to come
inside to see the child. Another point of
interest is that D.N. identifies her as the
mother of the brothers, rather than the mother
of Guadalupe or grandmother of his child. He
thus erases the real reason he came to visit.
Whether his statement that he might "loose it"
with the other youth is real or postured is not
known; D.N. never described in any of his
four interviews significant participation as an
aggressor in fights with men. For example, for
incidents in which he was shot while living
with his aunt and uncle, before meeting
Guadalupe, and almost attacked by a gang in
Chicago, he never sought retaliation. It is
women toward whom he showed abusive
behavior (but never to an extent where he was
jailed or reported to the police). All incidents
with women occurred after he left central
Texas and Guadalupe.
Later during the second interview, D.N.
acknowledges his womanizing at the same
time that he characterizes such behavior as
self-centered and, distancing himself from a
sense of responsibility, a part of his youth:
“I thought the world was mine.” I would
take one woman (ya agarraba una), I
would take another women (agarraba
otra). Then, [there were] no more
girlfriends (no más novias) to hug and kiss
and dance and all that. I would have three,
or four girlfriends ((rising tone)),
wherever I was ((rising tone)). I used to
say, "No, I'm too young to get married."
D.N. expresses appreciation for an opportunity
to see his daughter; the agency of Guadalupe's
mother in arranging this is obscured by use of
“they,” as an expression of gratitude toward
her family and an acknowledgment of the
importance of family in Mexican culture.
The tension between vulnerability and pain for
Guadalupe, and justification for womanizing,
are replaced with later statements that shift the
allocation of responsibility. This time D.N.
uses a rise in tone over disbelief of his
behavior. After six months of recovery, D.N. 's
perspective
balances
more
equitably
contributions of she and he to the dissolution
of their relationship. He views the symmetrical
aspect of pain to each of them: “I had to leave
there, cause at that time, I did not want to hurt
her more nor hurt myself more, better to not
see her again (no-no-no quería yo, sea, más
lastimarla a ella ni yo mismo, mejor que, así,
no mirarla más).”
He remembered the pain he felt during these
final weeks in central Texas. A few lines after
the above excerpt, he attributes his pain to
actions of Guadalupe in taking another lover:
“We all have hearts ((forcefully)), that can
be broken! Right? (TODOS TENEMOS
CORAZON. Verdad?) I went thinking that,
one day she might [experience this], also
weighted with rage (coraje). Most likely,
it seems, she many not suffer the pain she
caused (a la mejor, pos, no sufra el dolor
que hizo). After that, I left that place,
Dallas. I left for good and never returned.”
When I asked D.N. for clarification, if that
was the last time, he tells me, “I've not gone
back. I have a strong desire to return (ganas de
volver), to go back there, and to the dance to
see-I don’t know, more than likely they’re no
longer there (ir allí al baile a ver-no sé, a la
mejor ya ni están allí).”
D.N. recognizes the pain experienced by he
and Guadalupe, and he responds by leaving.
Despite his departure, even before he received
renewed communication from his mother on
the daughter and Guadalupe in Texas that
hinted at the possibility of a reconciliation, he
recognized, through the medium of his
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or relationship that could or would never be
the same. These are turning points that Denzin
(1989, p. 71-73) describes as "epiphanies,"
which are problematic and eruptive, but
otherwise represent a crisis that is an
important part of a person's life.
interview, that he still cared for Guadalupe.
Drinking and womanizing were disruptive to
the relationship. It is the final interview a few
months after sobriety in which D.N. first
acknowledges the potential for children to be
affected by adult drinking and drug use. Until
this time, he had acknowledged a lateral effect
within his generation, most acutely felt by him
in the loss of women whom he had known in
the states. Previously, he had not expressed
concern for the vertical effect of substance use
generated between adults and children: “I
thought I was never going to pay for what I
made my parents suffer (lo que hice sufrir a
mis padres), and now I have to pay with my
own suffering (tengo que pagar con el mio).”
From central Texas, D.N. went to west Texas,
where he became friends with the pastor of a
small church. It was here that he lived with the
preacher’s family and participated in church
activities, when he wasn't working. These
were things that D.N. was able to do,
willingly, admirably, and free of a need for
pastoral chastisement, at least for a short time.
He describes another turning point that he
experienced while living with the preacher.
For this excerpt I follow narrative techniques
outlined by Riessman (1993, p. 34-40), who
follows Labov & others. Following Riessman,
regular breath pauses are indicated with a
comma, longer pauses are indicated by (.), and
a hyphen indicates interrupted speech. For this
excerpt, I present D.N.’s speech stanza by
stanza.
Turning Points
As indicated, D.N. acknowledged conflicts in
relationships with women, and he named one
woman per locale to highlight the tenor of his
experience: Guadalupe in central Texas, Lucy
in west Texas, Vanessa in east Texas, Susie in
the Middle South, Luz María in the Southwest
and Deborah in the Lower South [fictitious
names]. One characteristic of his narrative
style is inclusion of internal dialogue, which
he foregrounds with decir ("say,” “tell,”
“reply"). D.N. is not alone in the use of
internal dialogue; there are several interviews
with English-speakers and Spanish-speakers
who strategically use dialogue to heighten the
complicating actions or "plot" (Reissman
1993) in their narrative. Some farm workers
shift pitch when (re)producing the speech of
others. Others "mark" the onset of dialogue
with decir (Spanish) or "say" (English).
So [there was] this one occasion, I arrived
(yo llegué), I bathed (me bañé). I noticed
he was looking rather serious (.) to one
side there. Then (.) he said to me,
"Brother, I want to speak with you." Cause
he called me that, Brother. We went to
church [together]. I say to him (le digo),
"Yes, what do you want, Brother?" (.).
"Like, tell me, s-straight up, the truth. (.)
Do you know a (.) girl [who is] such-andsuch?" (.). And I told him (le dije), "Oh
my! No, no." "Yes, you do know her." (.)
"No." "Yes, do you recall that she works
in the restaurant." (.) I told him (le dije),
"Oh, yes, yes, yes, it's certain, yes I know
her, but by name, (.) never, no-it's that I
didn't remember, her name. K: /huh. G:
/huh. [overlap due to suspense] But of
course I know her-why, Bro'?" (.) K: /huh.
G: /huh. [overlap due to suspense] “Know
what, Brother? Well, you know I gave you
my trust, I thought you would not go
sinning (pecando) out there. (.) But I had a
sinner here in my house." I tell him (le
digo), "No, no, no." “Yes, (.) it seems that
What caught my attention in the internal
dialogue with D.N. 's narratives was a shift in
tense to mark onset. Although events he
narrates, and the talk he recalls, took place in
the past, D.N. uses present tense to mark
occasions in which his behavior pulled him
into trouble or he acted in less than an
admirable fashion. More than this, these
occasions represent a time to which D.N.
cannot return. At the historic moment when
they occurred, the person with whom he was
speaking was referring to change in a situation
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of his inappropriate actions, D.N. validates his
interpretation. Moreover, he inadvertently, or
clumsily, depending on one's reading, permits
a severance of their once-trusting relationship.
Shortly after this incident, D.N. left this new
town where he was working and residing.
you went and you misused a position of
trust with that girl (fué y se revolcó con
esa muchacha). And now she’s pregnant,
(.) ((softly)) and it's your child." "Brother,
hey! How can you be sure?" He says
(dice), “Yes, for sure.” [D.N. uses "No"
transitionally to link prior and impending
statements] He says (dice), "That girl is
my niece," (.) “Say what?” ("Qué-qué?")
“Yes, that girl is my niece."
Onset and Dissolution of Substance Use
There are other sections of his narrative where
D.N. uses a shift in tenses to mark a turning
point. There are two in particular that are
related to the main point of this essay; this is a
description of D.N. 's first use of substances
and continuing use prior to the time he entered
the residential treatment program. He equates
both incidents with bringing death upon
himself.
D.N. uses two narrative devices to highlight
the impact of confrontation with the preacher.
He indicates his duplicity by pausing in his
responses to the preacher (rendered as
"normative" pauses), and marks the sureness
and authority of the preacher as an immediate
response, without pause, that counters his two
attempts of denial. Second, he uses past tense
("I arrived, I bathed," and "I saw him") to set
the stage for the discussion that took place
between the preacher and he, which he
identifies by its true place as a part of the past
(me dijo "he said to me"). He shifts to present
tense (le digo "I say to him") to bring the
listener closer to the dialogue, which occurred
in a past time to which he has returned. At this
point, he and the listener (and by now, the
reader) "are there," if only through the use of
language. He continues with present tense of
the verb decir ("to tell") to indicate the
preacher's talk, as the interaction proceeds, but
alternates between present and past tense
when producing his talk. I propose that shifts
in tense, from present (normative tense, once
the stage is set) to past, mark “turning points"
for him in which he acted and/or spoke in
good faith. Notwithstanding the predicament
he created, these turning points should have
been culturally correct behavior where he
acknowledged transgressions. Continuation of
the present tense (again, the normative tense
within the internal dialogue) marks a turning
point of another kind, one to which he cannot
return and one which he cannot make
different. This is the turning point of his effort
to negate the main agenda of the preacher's
statements at two points, first, denial that he
knows the girl, and, second, denial that he
sinned and broke the trust placed in him.
Rather than alter the preacher's interpretation
Well, there were two or three times when I
was killing myself (ya me anda matando).
To feel death right up close (sentir la
muerte cerquitas) and all, like it has never
touched me. (.) And when I came to this
program, (.) I sent a request to the Lord
((draws out sound)) (.) that He remove me
from drinking (que me quitara de tomar),
(.) ((firmly)) that he take me from drinking
was the one thing I most wanted! (.) To
never drink no more (no tomar na‘).
Cause I couldn't stand it. Yes, that alcohol
sure controlled me like a companion (sí
me dominó así machin). But, not drugs.
Alcohol, not drugs, it was that little
adorable beer (esa cervezita sí). That
entangles (esa sí amarrame), that really
raked me over (sí me arrastró), raked me
over but BAD! (me arrastró pero FEO)
((inhales)) Real bad for seventeen years.
That's why I told Samuel, my nephew, he
shouldn't drink so much. (.) He tells me,
“No.” He says, “I don't drink." He says,
"only when, (.) when I get off from work.
That’s when we drink a six-pack (un seis)
together. (.) It's me, and for sure, my dad
and I, and there's Chico," he's my other
nephew, “together we drink only one." He
says, "Right now it's not as much."
D.N. pulls together several points in this
excerpt, which he begins by a statement of
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“I once abused thinner, (.) one day. I was
young. But you know that, that (.) I really
gazed upon (.) death. (.) It seems that I,
when my friend told me, “Take that bag
for yourself and this bag for me." There
were four of us; the room was like this. It
didn't have furniture. (.) I started, to d-do
th-the bag (bolsa). All of a sudden I’m
looking at a coffin (de repente yo miro un
cajón de muerto). (.) And the cadaver was
I. I was in the box (el cajón), like this
((hands crossed on chest, body stiffens)).
They were going to bury me in the
cemetery, and they told me, “Are you
aware that, uh, you died and if you
continue this and another that we are
going-you are going to die, ((rise in tone))
and I went, "NO!! I'm not dead!, I'm not."
((chuckles)) There I was shouting that I
wasn’t dead. And I left (salí). I was about
twelve. I experienced a lot of dizziness
(duré mucho mareo), and symptoms like
one gets (.) when playing football or
basketball. The thought came to me, but I
mean real strong, that right there I was
going to die. (.) And I went running
home.”
awareness of how close to death he has been.
The most recent time was prior to his entry in
the treatment program, where I first met him.
He implicitly credits an answered prayer for
how he made the program work for him, and
he likens drinking to a close companion
(machin) at the same time that he recognizes
the devastation that he has experienced. He is
thankful that his experience with substance
use never entailed use of hard drugs5 other
than alcohol, that "little adorable beer." His
use of a diminutive (-ita) is common in
Spanish to indicate something that engages
one's attention, as well as one’s affection.
D.N. ignores efforts family and friends made
in the past to have him stop drinking, and he
proceeds to describe his efforts to dissuade his
nephew to quit drinking. His comment on
alcohol's domination of his life provides an
implicit suggestion that advice to his nephew
will not be effective, at least not immediately.
It is telling that he replicates a generalization
common among abusers that their particular
use is insufficient to warrant its definition as
"abuse." Like confrontation with the preacher,
D.N. uses the past tense to initiate internal
dialogue with his nephew and he marks the
immediacy of that dialogue with present tense.
Where this dialogue differs is its onesidedness; it shows only the nephew's
responses, all of which are marked by present
tense of “say” (decir). In this case, D.N. is
alluding to the nephew's error in not heeding
his advice, similar to D.N.’s growing
awareness of his own errors. His own silence
in the dialogue with his cousin fits with
Greenspan's concept of "the traumatic silence
of memory" (1992) for people who experience
severe trauma (also Bar-On 1990). In the case
of D.N., he is reflecting on a silence of 17
years in which he left unheeded the advice of
many concerned people who sought to
discourage him from alcohol consumption as
well as other forms of substance use.
One of the few times that D.N. used the term
"abuse" (abusar) is in introducing his
experience with an inhalant, in this case paint
thinner, which produced a reaction that he
equates with death. Death carries a significant
valence in Mexican culture, and D.N. is
communicating the force of this experience
with the singular mention of placement of his
person in a coffin, which "they" were going to
bury in the cemetery. His again uses past
tense to set the stage for the listener: his friend
"told" (dijo) him before they prepared the bags
to inhale. Following this, he continues past
tense to describe talk and actions within each
component of the narrative. What is at
variance with this narrative segment is use of
present tense to describe his "gazing upon"
(miro) death, the only time present tense is
used as he describes its (hers? his?) warning to
desist in using inhalants. These variants occur
according to the same principle of a turning
point that I proposed. He is communicating to
the listener that what he saw had meaning for
The first time D.N. encountered “death” was
an experience with an illicit substance. The
experience occurred in Mexico at age twelve,
when he and some friends experimented with
paint thinner.
156
K. V. Bletzer / Californian Journal of Health Promotion 2003, Volume 1, Issue 2, 148-159
arrive in motor vehicles to request the pills
and those who walk (the maids and poor
women) to purchase legitimate vegetables and
fruits. He is making a subtle commentary on
possession and use, distinguishing between
use for illicit ends (pills) and use for legitimate
ends (food). Participating in each as seller and
consumer, D.N.’s tactics in his narrative
provide a creative space outside the standard
dichotomy of “rich” and “poor.”
him. D.N. is giving testimony to the aberrance
of substance use; he suggests that its repetition
led to inappropriate behavior that was counterproductive to everyday activities and
destructive to social relationships.
Having come full circle in a long process of
substance abuse, from a first encounter with
“death” to a final encounter in a coma before
treatment, D.N. drew upon a cultural idiom to
explain a cessation of one form of life (se
murió "you died") and his inscription into a
way of life that encased him in substance use.
Told that he "died" (past), he also was told
that, if he continued, "you are going to die" (se
va a morir). The Past and the Future were
both contained in the message that he received
through this experience. The recent experience
of hospitalization prior to initiation of his
treatment [not described here] was the
culmination of seventeen years of use and
inculcation of a way of life where securing
and using substances became a driving force, a
moment that is an ever-present residual from
an earlier event from another time (Rosenwald
1992, p. 285-286), further transformed by his
experience as a migrant laborer within and
outside agriculture across several states.
Papa has an alternative meaning. It may mean
"sufficient to meet one's needs." Tener la papa
en la mano y no saber pelarla ("to have a
potato in one's hand and not know what to do
with it") refers to someone who seeks or wants
more than they need, that is, to have sufficient
for one's needs but not recognize it, and/or
uses things given in the course of daily life in
ways that were unintended. This expression
was in vogue among men in recovery with
whom I spent time. The idiom of potatoes was
thus a part of the cultural capital available for
incorporation into D.N.’s life story. His long
journey through substance use is a case of
access and misapplication of "potatoes," as
much as a form of resistance to the ways of a
society wherein he worked, resided, sought
recreation and lived a storied life that he is
currently re-scripting and transforming in text
and behavior. Seeds for change were sown
more than once in D.N.’s life: formally
through an acquaintance with the preacher,
and informally by family and friends. He is
fortunate that these seeds took sprout within
his inner person, albeit after many years, that
led him into, and through, a successful process
of substance use treatment and recovery. The
lesson of this story for those who provide
services and counseling to farm workers or
other populations of minimal resources is a
gentle but firm persistence in educating and
training. One never knows where or how the
essence of one’s teaching and instruction will
take root and benefit the recipient.
Discussion and Conclusion
I return to the setting of street selling in D.N.
's hometown in Mexico. I set the stage by
describing a customer who desires to purchase
"potatoes," as he walks to the street vendors
(plataformistas) and signals interest by asking
them, "Hey, who has potatoes?" (Quién tiene
papas?). Papas is the codeword for "pills"
(also called pastas, shortened from pastillas
"pills"), a contraband commodity in Mexico
and this country. Despite the voracity and
culture-encoded message when he first tried
an inhalant, D.N. began use of pills as an older
adolescent at the time that he was a vegetablefruit seller. He began to sell pills to lessen the
cost of purchasing pills for personal use; his
regular earnings as a vendor he shared with his
parents for household expenses. Since vendors
cannot afford pills on their meager earnings,
they developed networks for obtaining pills in
quantity. Some were consumed and some were
sold. D.N. contrasts the world of those who
157
K. V. Bletzer / Californian Journal of Health Promotion 2003, Volume 1, Issue 2, 148-159
Notes
1.
D.N. completed two interviews in
treatment (one during his first week, a
second on his 45th day of treatment),
and two in the community where he
worked (third at six months of recovery,
fourth just short of seven months).
2.
Uxorilocal refers to residence on a
wife's family's land, virilocal refers to
residence on a husband's family's land.
For D.N., “uxorilocal” is used to
demonstrate respect for his father who
devoted himself to raising a family
without transgressing in ways that D.N.
self-perceived for himself. D.N. once
recalled his father’s lack of funds to
return to his home province when
D.N.'s grandfather (father’s father) died.
One remittance, after D.N. renewed
contact with his family, went to his
father with the instruction that his father
should visit his home province (earlier
remittances went to his mother, both for
household use and to bank for him on
his behalf).
3.
This was the census-estimated count of
the population in 1990 (fewer people in
the 1980s and 1970s).
4.
D.N. never was told when Guadalupe
was hospitalized to give birth. By
coincidence, he went to the same
hospital when he took a change of
clothes for a buddy who had been shot
and was ready for release. Like a scene
from a movie, Guadalupe and her
family were exiting the elevator: Que
venían saliendo con, (.) y yo no más me
hice a un lado, (.) no me hablaron ni las
hablé. "They were exiting with, (.) I just
stepped to one side, (.) they didn't speak
to me, I didn't speak to them." One
unfinished phrase in this short excerpt is
instructive: con [la niña]) "with [our
newborn daughter]."
5.
D.N. briefly used crack-cocaine outside
the state of Texas. Owing to the nausea
and vomiting he experienced when he
smoked the crack that he was offered,
he discontinued after one week of
irregular use.
References
Bar-On, D. (1990). Children of perpetrators of the holocaust: Working through one's own moral self.
Psychiatry, 53, 229-245.
Chavez, L. R. (1992). Shadowed lives: Undocumented immigrants in American society. New York:
Holt, Rinehart and Winston.
Chavira-Prado, A. (1992). Work, health, and the family: Gender structure and women's status in an
undocumented migrant population. Human Organization, 51, 53-64.
Davis, M. P. (1990). Mexican voices, American dreams: An oral history of Mexican immigrants to
the United States. New York: Henry Holt and Company.
Denzin, N. K. (1989). Interpretive biography. Newbury Park: Sage Publications.
Gonzalez, R. (Editor). (1994). Currents from the dancing river: Contemporary Latino fiction, nonfiction, and poetry. New York: Harcourt, Brace and Company.
Greenspan, H. (1992). Lives as texts: Symptoms as modes of recounting in the life histories of
holocaust survivors. In C. Rosenwald and R. L. Ochberg (Ed.), Storied lives: The cultural
politics of self-understanding, pp. 145-164. New Haven: Yale University Press.
Griffith, D., and E. Kissam. (1995). Working poor: Farmworkers in the United States. Philadelphia:
Temple University Press.
Gutmann, M. C. (1996). The meanings of macho: Being a man in Mexico City. Berkeley: University
of California Press.
Heppel, M. L., and S. L. Amendola. (1992). Immigration reform and perishable crop agriculture:
Compliance or circumvention? New York: University Press of America.
158
K. V. Bletzer / Californian Journal of Health Promotion 2003, Volume 1, Issue 2, 148-159
Hondagneu-Sotelo, P. (1994). Gendered transitions: Mexican experiences of immigration. Berkeley:
University of California Press.
Limón, J. (1998). American encounters: Greater Mexico, the United States, and the erotics of culture.
Boston: Beacon Press.
Limón, J. (1994). Dancing with the devil: Society and cultural poetics in Mexican-American South
Texas. Madison: University of Wisconsin Press.
Marcus, G. E. (1998[1997]). The uses of complicity in the changing mise-en-scène of anthropological
fieldwork. Ethnography through thick and thin, pp. 105-131. Princeton: Princeton University
Press.
Palerm, J. V. (1992). A season in the life of a migrant farm worker in California. Western Journal of
Medicine, 157, 362-366.
Riessman, C. K. (1993). Narrative analysis. Newbury Park: Sage Publications.
Rosenwald, G. C. (1992). Conclusion: Reflections on narrative self-understanding. In George C.
Rosenwald and Richard L Ochberg (Eds.), Storied lives: The cultural politics of selfunderstanding, pp. 265-289. New Haven: Yale University Press.
Rothenberg, D. (1998). With these hands: The hidden world of migrant farmworkers today. New
York: Harcourt Brace and Company.
Valle, I. (1994). Fields of toil: A migrant family's journey. Pullman WA: Washington State
University Press.
Vélez-Ibáñez, C. G. (1997). Border visions: Mexican cultures of the southwest United States. Tucson:
University of Arizona Press.
Weatherby, N. L., McCoy, H. V., Bletzer, K. V., McCoy, C. B., Inciardi, J. A., McBride, D. C., and
Forney, M. A. (1997). Immigration and HIV among migrant workers in rural southern
Florida. Journal of Drug Issues, 27, 155-172.
Wells, M. J. (1996). Strawberry fields: Politics, class, and work in California agriculture. Ithaca:
Cornell University Press.
Acknowledgments
Fieldwork for this paper was supported by a small research grant from the Wenner-Gren Foundation
for Anthropological Research (#6206), as well as a Faculty Grant-in-Aid (M003) from Arizona State
University. The author acknowledges both the generosity and instructive interactions with men of
"the rented house," where he stayed while conducting field research outside his main research site.
Thanks also to Al Gonzalez, Rosemary Quagan, Lourdes Pérez, Andrea Cruz, and Santos Osarnio.
Author Information
Keith V. Bletzer, PhD, MPH
Department of Anthropology
P.O. Box 87-2402
Arizona State University
Tempe, AZ 85287-2402
E-Mail: Keith.bletzer@asu.edu
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The Role of Matrix Gla Protein (MGP) Expression in Paclitaxel and Topotecan Resistant Ovarian Cancer Cell Lines
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Received: 24 August 2018; Accepted: 21 September 2018; Published: 25 September 2018 Abstract: The major cause of ovarian cancer treatment failure in cancer patients is inherent or acquired
during treatment drug resistance of cancer. Matrix Gla protein (MGP) is a secreted, non-collagenous
extracellular matrix protein involved in inhibition of tissue calcification. Recently, MGP expression
was related to cellular differentiation and tumor progression. A detailed MGP expression analysis
in sensitive (A2780) and resistant to paclitaxel (PAC) (A2780PR) and topotecan (TOP) (A2780TR)
ovarian cancer cell lines and their corresponding media was performed. MGP mRNA level (real time
PCR analysis) and protein expression in cell lysates and cell culture medium (Western blot analysis)
and protein expression in cancer cells (immunofluorescence analysis) and cancer patient lesions
(immunohistochemistry) were determined in this study. We observed increased expression of MGP
in PAC and TOP resistant cell lines at both mRNA and protein level. MGP protein was also detected
in the corresponding culture media. Finally, we detected expression of MGP protein in ovarian cancer
lesions from different histological type of cancer. MGP is an important factor that might contribute to
cancer resistance mechanism by augmenting the interaction of cells with ECM components leading to
increased resistance of ovarian cancer cells to paclitaxel and topotecan. Expression found in ovarian
cancer tissue suggests its possible role in ovarian cancer pathogenesis. Keywords: matrix Gla protein; ovarian cancer; paclitaxel resistance; topotecan resistance International Journal of
Molecular Sciences International Journal of
Molecular Sciences The Role of Matrix Gla Protein (MGP) Expression in
Paclitaxel and Topotecan Resistant Ovarian Cancer
Cell Lines Karolina Sterzy´nska 1,*
, Andrzej Klejewski 2,3, Karolina Wojtowicz 1, Monika ´Swierczewska 1,
Małgorzata Andrzejewska 1, Damian Rusek 4, Maciej Sobkowski 5, Witold K˛edzia 6,
Jacek Br ˛azert 3, Michał Nowicki 1
and Radosław Januchowski 1 1
Department of Histology and Embryology, Poznan University of Medical Sciences, ´Swi˛ecickiego 6 St.,
61-781 Pozna´n, Poland; kwojtowicz@ump.edu.pl (K.W.); mswierczewska@ump.edu.pl (M.S.);
mandrzej@ump.edu.pl (M.A.); mnowicki@ump.edu.pl (M.N.); rjanuchowski@ump.edu.pl (R.J.)
2
Department of Nursing, Poznan University of Medical Sciences, Smoluchowskiego 11 St., 1
Department of Histology and Embryology, Poznan University of Medical Sciences, ´Swi˛ecickiego 6 St.,
61-781 Pozna´n, Poland; kwojtowicz@ump.edu.pl (K.W.); mswierczewska@ump.edu.pl (M.S.);
mandrzej@ump.edu.pl (M.A.); mnowicki@ump.edu.pl (M.N.); rjanuchowski@ump.edu.pl (R.J.)
2
Department of Nursing, Poznan University of Medical Sciences, Smoluchowskiego 11 St., j
p
p (
)
p
p (
)
j
p
p (
)
2
Department of Nursing, Poznan University of Medical Sciences, Smoluchowskiego 11 St.,
60-179 Pozna´n, Poland; aklejewski@ump.edu.pl j
p
p
3
Department of Obstetrics and Women’s Diseases, Poznan University of Medical Sciences, Polna 33 St,
60-535 Pozna´n, Poland; jbrazert@ump.edu.pl 4
Department of Pathomorphology, Non-public Health Care Facility Alfamed, Jana Pawła II 10 St,
22-400 Zamo´s´c, Poland; d.rusek@vp.pl p p
5
Department of Mother and Child Health, Poznan University of Medical Sciences, Polna 33 St,
60-535 Pozna´n, Poland; msobkow@ump.edu.pl 6
Department of Gynecology, Poznan University of Medical Sciences, Polna 33 St, 60-535 Pozna´n, Poland
witold.kedzia@ump.edu.pl *
Correspondence: k.olejniczak@ump.edu.pl; Tel.: +48-61-8546455 1. Introduction The major cause of ovarian cancer treatment failure is tumoral heterogeneity and occurrence
of drug resistance in ovarian cancer patients. There are two mechanisms of inherent or acquired
during treatment chemoresistance that involve cellular and/or tissue specific response. The cellular Int. J. Mol. Sci. 2018, 19, 2901; doi:10.3390/ijms19102901 www.mdpi.com/journal/ijms www.mdpi.com/journal/ijms 2 of 17 Int. J. Mol. Sci. 2018, 19, 2901 mechanisms include reduced drug accumulation and changes in drug distribution in the cell,
faster inactivation of the drug and more efficient mechanisms of DNA and cellular membranes
repair caused by the drug [1]. However, one of the principal mechanisms of cellular chemoresistance is
multiple drug resistance (MDR). The cancer cell acquires the ability to actively pump cytotoxic drugs
out of the cell via drug transporters. The best known are ABC family transporters, with glycoprotein
P (P-gp) and BCRP (breast cancer resistant protein) as the most extensively studied ones [2,3] Those
proteins facilitate the outflow of chemotherapeutic agents and thereby contribute significantly to
cancer cell resistance. On the other hand, the knowledge concerning a cancer tissue specific mechanism
of chemoresistance is still deficient. The tumor environment is now identified as a leading factor
that promotes cancer progression and resistance to anticancer therapy [4]. It is composed of cellular
(cancer cells, cancer associated fibroblasts (CAFs), and tumor associated macrophages (TAMs)) and
non-cellular constituents including extracellular matrix components (ECM). Increased expression of
proteoglycans or collagens in tumor microenvironment create a barrier and inhibits the diffusion of
anti-cancer agents [5]. It has been reported that changes in ECM can modulate drug resistance
by preventing the penetration of anticancer drugs through tumor tissue [6,7]. Changes in the
microenvironment induce tumor progression, malignancy and anticancer drug resistance through
integrin signaling as the result of ECM tumor-associated remodeling [8]. Cancer cells show decreased
sensitivity to apoptosis influenced by ECM components that leads to induction of their resistance [9]. The development of drug resistance caused by compounds of extracellular matrix has been described
as cell adhesion-mediated drug resistance (CAM-DR) [10] and noted in small cell lung cancer in vivo
and in ovarian cancer in vitro [11,12] However, different molecules of ECM have also been described as
produced by cultured cells in vitro, e.g., drug resistant breast [13] and ovarian cancer cell lines [14,15]. 1. Introduction p
y
g
g
Matrix Gla protein (MGP) is a secreted, non-collagenous extracellular matrix protein containing
post-translationally modified γ-carboxyglutamic acid residues resulting from vitamin K-dependent
carboxylation [16]. The protein was initially isolated from bone and cartilage [17,18] but in
human it is found also in soft tissues such as kidney, lung, heart and vascular smooth muscle
cells [19]. The physiological role of this protein is to inhibit tissue calcification [20], but it is also
implicated in pathological calcifications [21] as well as abnormal angiogenesis that can promote
tumor progression [22]. It has been additionally suggested that MGP expression is related to
cellular differentiation and tumor progression [23,24]. However, MGP expression may be tumor
type dependent. On the one hand, there is a negative correlation of MGP expression with tumor
progression and metastasis in renal and prostate carcinoma [25]. On the other hand, up-regulation of
MGP transcript in breast tumors and glioblastomas is associated with tumor progression and poor
prognosis [24,26]. Little is known about the mechanisms linking upregulation of MGP with migration ability,
metastases formation or drug resistance, and, more generally, the function of MGP in tumors. Recently,
it was proved that MGP binds fibronectin and augments cell adhesion and spreading of cancer
cells [27]. Increased expression of MGP in glioblastoma cells is associated with increased tumor
cells migratory properties in vitro and tumor spreading in vivo, whereas MGP-knock down leads to
opposite effect [26]. Overexpression of MGP in osteosarcoma cells leads to statistically significant
number and size of lung metastasis in mouse model. Furthermore, MGP serum level is associated with
lung metastasis in osteosarcoma patients [28]. To gain a better understanding of the role of MGP in drug resistance development, we used an
ovarian cancer model, which is the most lethal gynecological malignancy [29]. Although ovarian
cancer is sensitive to chemotherapy, especially at early stages, most patients will eventually develop
resistance to anti-cancer drugs. The first-line chemotherapy regimen for ovarian cancer treatment
combine chemotherapy of platinum (cisplatin (CIS)) and taxanes (paclitaxel (PAC)) [29]. The second
line chemotherapy includes doxorubicin (DOX) and topotecan (TOP), among others [30]. y
g
In this study, we used two different cell lines resistant to PAC and TOP. Paclitaxel belongs
to the family of antimitotic anticancer agents that block mitosis through stabilizing microtubules, Int. J. Mol. Sci. 2018, 19, 2901 3 of 17 which consequently prevents cell division and leads to apoptotic cell death [31]. 1. Introduction On the other hand,
topotecan is semi-synthetic derivative of camptothecin [32] and acts as an inhibitor of DNA
topoisomerase I. Inhibition of DNA topoisomerase I results in inhibition of DNA replication and
transcription that eventually leads to cancer cell death [33]. Unfortunately, cancer cells can develop resistance to both cytotoxic agents. The mechanism of
resistance to PAC and TOP is related to altered expression of β-tubulin [34] or Topoizomerase I [35],
respectively. However, it is considered that the most important mechanism responsible for the
resistance to PAC and TOP is the overexpression of drug transporters from ABC family [3,36]. The results of our previous microarray tests indicated that MGP was overexpressed in five of
eight drug-resistant ovarian cancer cell lines [37]. In this study, we performed detailed expression
analysis of MGP at mRNA and protein levels in sensitive (A2780) and resistant to paclitaxel (A2780PR1)
and topotecan (A2780TR1 and A2780TR2) ovarian cancer cell lines and their corresponding media. Additionally, analysis of paraffin sections confirmed the presence of MGP in ovarian cancer tissue. 2. Results 2.1. Analyses of MGP Gene Expression in Drug-Resistant Ovarian Cancer and Breast Cancer Cell Lines 2.1. Analyses of MGP Gene Expression in Drug-Resistant Ovarian Cancer and Breast Cancer Cell Lin According the ENSEMBL database (www.ensembl.org), MGP is expressed in two main transcript
variants (Table 1) corresponding to two protein isoforms with molecular weight of 15.32 kDa (128 aa)
(MGP-201) and molecular weight of 12.35 kDa (103 aa) (MGP-203). To determine expression of
both transcripts, we designed two pairs of primers that specifically recognize both variants (Table 1). To determine whether the development of drug resistance in A2780 drug-resistant sublines is associated
with MGP overexpression, expression of the MGP mRNAs was assessed. We observed a statistically
significant increase of both MGP transcripts in A2780PR1 (p < 0.01 for MGP-201 and p < 0.05 for
MGP-203), A2780TR1 (p < 0.01 for MGP-201 and p < 0.01 for MGP-203) and A2780TR2 cell lines
(p < 0.001 for MGP-201 and p < 0.01 for MGP-203) (Figure 1A,B). We observed proportional increase of
both transcripts level in investigated cell lines (R2 = 0.998), however the expression of MGP-201 was
higher than MGP-203 in all resistant cell lines; 189- vs. 77-fold (about 2.5-fold) for A2780PR1, 155- vs. 43-fold (about 3.5-fold) for A2780TR1 and 1098- vs. 428-fold (about 2.5–fold) for A2780TR2 cell line. Table 1. Oligonucleotide sequences used for RQ-PCR analysis. Transcript
Sequence (5′-3′ direction)
ENST Number
http://www.ensembl.org
Product Size (bp)
MGP
CTGATCCTTCTTGCCATCCT
CCATCTCTGCTGAGGGGATA
00000228938.5
00000539261.5
141 bp
MGP-201
GTGCCCAGGAATCACATGAAAG
ACAGGCTTAGAGCGTTCTCG
00000228938.5
142 bp
MGP-203
AAGAGAGGATCCGAGAACGCC
AGCGTTCGCAAAGTCTGTAG
00000539261.5
81 bp
GADPH
GAAGGTGAAGGTCGGAGTCA
GACAAGCTTCCCGTTCTCAG
00000229239
199 bp
β-actin
TCTGGCACCACACCTTCTAC
GATAGCACAGCCTGGATAGC
00000331789
169 bp
HRPT1
CTGAGGATTTGGAAAGGGTG
AATCCAGCAGGTCAGCAAAG
00000298556
156 bp
β2M
CGCTACTCTCTCTTTCTGGC
ATGTCGGATGGATGAAACCC
00000558401
133 bp Table 1. Oligonucleotide sequences used for RQ-PCR analysis. Int. J. Mol. Sci. 2018, 19, 2901
β2M
CG 4 of 17
p C
00000558401
133 bp
4 of 1
C
00000558401
133 bp Figure 1. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts in the
A2780 and drug resistant sublines. The figure presents the relative gene expression in the resistant
cell lines (grey bars) with respect to that in the sensitive cell line (white bars), which was assigned a
value of 1. The values were considered significant at * p < 0.05, ** p < 0.01 and *** p < 0.001. Figure 1. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts in the A2780
and drug resistant sublines. 2. Results The figure presents the relative gene expression in the resistant cell lines
(grey bars) with respect to that in the sensitive cell line (white bars), which was assigned a value of 1. The values were considered significant at * p < 0.05, ** p < 0.01 and *** p < 0.001. nt. J. Mol. Sci. 2018, 19, x FOR PEER REVIEW
4 of 17
β2M
CGCTACTCTCTCTTTCTGGC
ATGTCGGATGGATGAAACCC
00000558401
133 bp Int. J. Mol. Sci. 2018, 19, x FOR PEER REVIEW
β2M
CGCTACTCTCTCTTTCTGGC
ATGTCGGATGGATGAAACCC Figure 1. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts in the
A2780 and drug resistant sublines. The figure presents the relative gene expression in the resistant
cell lines (grey bars) with respect to that in the sensitive cell line (white bars), which was assigned a
value of 1. The values were considered significant at * p < 0.05, ** p < 0.01 and *** p < 0.001. Figure 1. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts in the A2780
and drug resistant sublines. The figure presents the relative gene expression in the resistant cell lines
(grey bars) with respect to that in the sensitive cell line (white bars), which was assigned a value of 1. The values were considered significant at * p < 0.05, ** p < 0.01 and *** p < 0.001. To check if both MGP transcripts are also present in another cancer cell line, we compared their
expression between A2780 cell line and breast cancer cell T47D, which is known to express MGP at very
high level [38]. We observed statistically significant increase in expression of both transcripts in T47
cell line. Here, we also observed higher increase of MGP-201 transcript (about 2500-fold, p < 0.01) than
MGP-203 (about 1100-fold, p < 0.01) (Figure 2A,B). However, in comparison to control A2780 cell line,
increase in both transcripts level was higher in T47D cell line than in A2780T2 cell line (MGP-201,
2500-fold vs. 1098-fold; MGP-203, 1100-fold vs. 428-fold). Figure 1. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts in the
A2780 and drug resistant sublines. The figure presents the relative gene expression in the resistant
cell lines (grey bars) with respect to that in the sensitive cell line (white bars), which was assigned a
value of 1. 2. Results The values were considered significant at * p < 0.05, ** p < 0.01 and *** p < 0.001. Figure 2. Expression analysis (Q-PCR) of the MG
presents the relative gene expression in the brea
that in the control ovarian cancer cell line A2780
values were considered significant at ** p < 0.01. .2. Immunofluorescence Analysis of the MGP Protei
To confirm the presence of the MGP pro
luorescence analysis of its expression in A2780 Figure 2. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts. The figure
presents the relative gene expression in the breast cancer cell line T47D (grey bars) with respect to
that in the control ovarian cancer cell line A2780 (white bars), which was assigned a value of 1. The
values were considered significant at ** p < 0.01. 2.2. Immunofluorescence Analysis of the MGP Protein Expression
To confirm the presence of the MGP protein in the investigated cell lines, we perform
fluorescence analysis of its expression in A2780, A2780PR1, A2780TR1 and A2780TR2 cell lines. low fluorescence signal was present in the A2780 cell line. In the A2780PR1, A2780TR1, an
A2780TR2 cell lines, we observed increase in fluorescence intensity (Figure 3). Figure 2. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts. The figure
presents the relative gene expression in the breast cancer cell line T47D (grey bars) with respect to
that in the control ovarian cancer cell line A2780 (white bars), which was assigned a value of 1. The
values were considered significant at ** p < 0.01. Figure 2. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts. The figure
presents the relative gene expression in the breast cancer cell line T47D (grey bars) with respect to that
in the control ovarian cancer cell line A2780 (white bars), which was assigned a value of 1. The values
were considered significant at ** p < 0.01. GP1-201 (A) and MGP-203 (B) transcripts. The figure
ast cancer cell line T47D (grey bars) with respect to
0 (white bars), which was assigned a value of 1. The
in Expression
otein in the investigated cell lines, we perfor
0 A2780PR1 A2780TR1
d A2780TR2
ll li orescence analysis of its expression in A2780, A2780PR1, A2780TR1 and A2780TR2 cell line
w fluorescence signal was present in the A2780 cell line. 2. Results In the A2780PR1, A2780TR1,
780TR2 cell lines, we observed increase in fluorescence intensity (Figure 3). Figure 2. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts. The figure
presents the relative gene expression in the breast cancer cell line T47D (grey bars) with respect to
that in the control ovarian cancer cell line A2780 (white bars), which was assigned a value of 1. The
values were considered significant at ** p < 0.01. Figure 2. Expression analysis (Q-PCR) of the MGP1-201 (A) and MGP-203 (B) transcripts. The figure
presents the relative gene expression in the breast cancer cell line T47D (grey bars) with respect to that
in the control ovarian cancer cell line A2780 (white bars), which was assigned a value of 1. The values
were considered significant at ** p < 0.01. 2 3 Western Blot Analysis of MGP Protein Expression
2.3. Western Blot Analysis of MGP Protein Expression 2.3. Western Blot Analysis of MGP Protein Expression
The elevated expression of MGP at the protein level was confirmed by Western blot analysis. In
cell lysates, we observed increase in MGP bands intensity in both PAC- (p < 0.05) and TOP-resistant
A2780 cell lines (p < 0.05 for A2780TR1 and p < 0.01 for A2780TR2). However, we observed only one
b
d
di
l
l
f 15 32 kD (Fi
4A)
The elevated expression of MGP at the protein level was confirmed by Western blot analysis. In cell lysates, we observed increase in MGP bands intensity in both PAC- (p < 0.05) and TOP-resistant
A2780 cell lines (p < 0.05 for A2780TR1 and p < 0.01 for A2780TR2). However, we observed only one
band corresponding to molecular mass of 15.32 kDa (Figure 4A). band corresponding to molecular mass of 15.32 kDa (Figure 4A). In contrast in the corresponding medium we observed band with mass of 12.35 kDa. This band
was clearly present in A2780PR1 and A2780TR2 cell lines and very weak signal was observed in
A2780TR1 cell line and signal was not present in A2780 cell line (Figure 4B). Next, we analyzed
expression of MGP protein in T47D cell line. Clear increase in band intensity with molecular weight
of 15.32 kDa was observed in T47D cell line in comparison to A2780 cell line (p < 0.05). In T47D cell
line, we also observed additional band corresponding to molecular weight of 12.35 kDa, although
the intensity of this band was very low (Figure 4C). Additionally, in all lysates of investigated cell
lines we observed additional band with molecular mass about 110 kDa. Bands intensity correlated
ith MGP t a
i t le el i
all i
e ti ated ell li e (Fi u e 4D)
In contrast in the corresponding medium we observed band with mass of 12.35 kDa. This band
was clearly present in A2780PR1 and A2780TR2 cell lines and very weak signal was observed in
A2780TR1 cell line and signal was not present in A2780 cell line (Figure 4B). Next, we analyzed
expression of MGP protein in T47D cell line. Clear increase in band intensity with molecular weight of
15.32 kDa was observed in T47D cell line in comparison to A2780 cell line (p < 0.05). 2 2 Immunofluorescence Analysis of the MGP Protein Expression
2.2. Immunofluorescence Analysis of the MGP Protein Expression I
u of uo e e
e A a y i of
e
o ei
E p e io
To confirm the presence of the MGP protein in the investigated cell lines, we performed
fluorescence analysis of its expression in A2780, A2780PR1, A2780TR1 and A2780TR2 cell lines. A
low fluorescence signal was present in the A2780 cell line. In the A2780PR1, A2780TR1, and
A2780TR2 cell lines we observed increase in fluorescence intensity (Figure 3)
To confirm the presence of the MGP protein in the investigated cell lines, we performed
fluorescence analysis of its expression in A2780, A2780PR1, A2780TR1 and A2780TR2 cell lines. A low
fluorescence signal was present in the A2780 cell line. In the A2780PR1, A2780TR1, and A2780TR2
cell lines, we observed increase in fluorescence intensity (Figure 3). 5 of 17
5 f 17 Int. J. Mol. Sci. 2018, 19, 2901
I t J M l S i 2018 19
FOR Figure 3. Immunofluorescence visualization of MGP protein expression in the A2780, A2780PR1,
A2780TR1, A2780TR2 cell lines. MGP was detected using the anti-MGP antibody and
MFP488-conjugated secondary antibody (green). To visualize the cell nuclei, the cells were mounted
with a DAPI-containing mounting medium (blue). Scale bar = 20 μm. Figure 3. Immunofluorescence visualization of MGP protein expression in the A2780, A2780PR1,
A2780TR1,
A2780TR2 cell lines. MGP was detected using the anti-MGP antibody and
MFP488-conjugated secondary antibody (green). To visualize the cell nuclei, the cells were mounted
with a DAPI-containing mounting medium (blue). Scale bar = 20 µm. Figure 3. Immunofluorescence visualization of MGP protein expression in the A2780, A2780PR1,
A2780TR1, A2780TR2 cell lines. MGP was detected using the anti-MGP antibody and
MFP488-conjugated secondary antibody (green). To visualize the cell nuclei, the cells were mounted
with a DAPI-containing mounting medium (blue). Scale bar = 20 μm. Figure 3. Immunofluorescence visualization of MGP protein expression in the A2780, A2780PR1,
A2780TR1,
A2780TR2 cell lines. MGP was detected using the anti-MGP antibody and
MFP488-conjugated secondary antibody (green). To visualize the cell nuclei, the cells were mounted
with a DAPI-containing mounting medium (blue). Scale bar = 20 µm. g
g
2 3 Western Blot Analysis of MGP Protein Expression
2.3. Western Blot Analysis of MGP Protein Expression 2 3 Western Blot Analysis of MGP Protein Expression
2.3. Western Blot Analysis of MGP Protein Expression The cellular proteins were separated using 7%
PAGE and transferred to a PVDF membrane, which was then immunoblotted with either primary
Ab or HRP-conjugated secondary Ab. A primary anti-GADPH Ab was used as a loading control for
the cell lysates. The graphs show the results of the densitometric quantification of the Western blot
analysis optical density, which is presented as a MGP/GADPH ratio (with exception of (B),
presenting MGP optical density). The values were considered significant at * p < 0.05, ** p < 0.01 and
Figure 4. MGP protein expression analysis: in the A2780 and drug-resistant cell lines (A); in the
corresponding media (B); in the A2780 and T47D cell lines (C); and analysis of band with high
molecular mass in all investigated cell lines (D). The cellular proteins were separated using 7% PAGE
and transferred to a PVDF membrane, which was then immunoblotted with either primary Ab or
HRP-conjugated secondary Ab. A primary anti-GADPH Ab was used as a loading control for the cell
lysates. The graphs show the results of the densitometric quantification of the Western blot analysis
optical density, which is presented as a MGP/GADPH ratio (with exception of (B), presenting MGP
optical density). The values were considered significant at * p < 0.05, ** p < 0.01 and *** p < 0.001. *** p < 0.001. 2.4. Early Response to PAC and TOP Treatment in Ovarian Cancer Cell Lines 2.4. Early Response to PAC and TOP Treatment in Ovarian Cancer Cell Lines
The second part of our study focused on the early response to PAC and TOP treatment. In these
experiments, drug-sensitive cell line A2780 was treated with low concentrations of PAC (20 and 25
ng/mL) or low concentration of TOP (10 and 20 ng/mL) for 24, 48 and 72 h. Then, changes in gene
expression were investigated. We used primers that recognize both MGP transcript variants. We
observed dose and time dependent increase in MGP transcript level (p < 0.05 with exception of 20
ng/mL and 24 h) in response to PAC treatment with maximum increase in transcript level—about
The second part of our study focused on the early response to PAC and TOP treatment. In these experiments, drug-sensitive cell line A2780 was treated with low concentrations of PAC
(20 and 25 ng/mL) or low concentration of TOP (10 and 20 ng/mL) for 24, 48 and 72 h. 2 3 Western Blot Analysis of MGP Protein Expression
2.3. Western Blot Analysis of MGP Protein Expression In T47D cell line,
we also observed additional band corresponding to molecular weight of 12.35 kDa, although the
intensity of this band was very low (Figure 4C). Additionally, in all lysates of investigated cell lines we
observed additional band with molecular mass about 110 kDa. Bands intensity correlated with MGP
transcripts level in all investigated cell lines (Figure 4D). 6 of 17 Int. J. Mol. Sci. 2018, 19, 2901 J
Figure 4. MGP protein expression analysis: in the A2780 and drug-resistant cell lines (A); in the
corresponding media (B); in the A2780 and T47D cell lines (C); and analysis of band with high
molecular mass in all investigated cell lines (D). The cellular proteins were separated using 7%
PAGE and transferred to a PVDF membrane, which was then immunoblotted with either primary
Ab or HRP-conjugated secondary Ab. A primary anti-GADPH Ab was used as a loading control for
the cell lysates. The graphs show the results of the densitometric quantification of the Western blot
analysis optical density, which is presented as a MGP/GADPH ratio (with exception of (B),
presenting MGP optical density). The values were considered significant at * p < 0.05, ** p < 0.01 and
*** p < 0.001. Figure 4. MGP protein expression analysis: in the A2780 and drug-resistant cell lines (A); in the
corresponding media (B); in the A2780 and T47D cell lines (C); and analysis of band with high
molecular mass in all investigated cell lines (D). The cellular proteins were separated using 7% PAGE
and transferred to a PVDF membrane, which was then immunoblotted with either primary Ab or
HRP-conjugated secondary Ab. A primary anti-GADPH Ab was used as a loading control for the cell
lysates. The graphs show the results of the densitometric quantification of the Western blot analysis
optical density, which is presented as a MGP/GADPH ratio (with exception of (B), presenting MGP
optical density). The values were considered significant at * p < 0.05, ** p < 0.01 and *** p < 0.001. 2.4. Early Response to PAC and TOP Treatment in Ovarian Cancer Cell Lines Figure 4. MGP protein expression analysis: in the A2780 and drug-resistant cell lines (A); in the
corresponding media (B); in the A2780 and T47D cell lines (C); and analysis of band with high
molecular mass in all investigated cell lines (D). 2 5 Immunohistochemistry
2.5. Immunohistochemistry
2.5. Immunohistochemistry y
Immunohistochemical analysis of the MGP protein was performed in ovarian cancer patients. The purpose of this analysis was to verify whether the expression of the analyzed MGP gene and
protein that was observed in cell lines could also be confirmed in real cancer patient tissues. Few
cases of endometrioid, serous and mucinous ovarian cancer was analyzed to determine differences
in MGP expression in various subtypes of cancer. All ovarian cancer subtypes cells expressed MGP,
with lower expression in serous and mucinous carcinoma (mild IRS score) (Figure 6A,B) when
compared to endometrioid adenocarcinoma (moderate IRS score) (Figure 6C). Additionally, in the
endometrioid adenocarcinoma, we could observe two subpopulations of cancer cells with different
levels of MGP protein expression (high and weak/moderate). There was no difference in MGP
expression in stroma of analyzed specimens where all cancer subtypes showed weak expression
Immunohistochemical analysis of the MGP protein was performed in ovarian cancer patients. The purpose of this analysis was to verify whether the expression of the analyzed MGP gene and
protein that was observed in cell lines could also be confirmed in real cancer patient tissues. Few cases
of endometrioid, serous and mucinous ovarian cancer was analyzed to determine differences in MGP
expression in various subtypes of cancer. All ovarian cancer subtypes cells expressed MGP, with lower
expression in serous and mucinous carcinoma (mild IRS score) (Figure 6A,B) when compared to
endometrioid adenocarcinoma (moderate IRS score) (Figure 6C). Additionally, in the endometrioid
adenocarcinoma, we could observe two subpopulations of cancer cells with different levels of MGP
protein expression (high and weak/moderate). There was no difference in MGP expression in stroma
of analyzed specimens, where all cancer subtypes showed weak expression. Immunohistochemical analysis of the MGP protein was performed in ovarian cancer patients. The purpose of this analysis was to verify whether the expression of the analyzed MGP gene and
protein that was observed in cell lines could also be confirmed in real cancer patient tissues. Few
cases of endometrioid, serous and mucinous ovarian cancer was analyzed to determine differences
in MGP expression in various subtypes of cancer. All ovarian cancer subtypes cells expressed MGP,
with lower expression in serous and mucinous carcinoma (mild IRS score) (Figure 6A,B) when
compared to endometrioid adenocarcinoma (moderate IRS score) (Figure 6C). Additionally, in the
endometrioid adenocarcinoma, we could observe two subpopulations of cancer cells with different
levels of MGP protein expression (high and weak/moderate). 2 3 Western Blot Analysis of MGP Protein Expression
2.3. Western Blot Analysis of MGP Protein Expression Then, changes in
gene expression were investigated. We used primers that recognize both MGP transcript variants. We observed dose and time dependent increase in MGP transcript level (p < 0.05 with exception of
20 ng/mL and 24 h) in response to PAC treatment with maximum increase in transcript level—about
3.5-fold—after 72 h of treatment (Figure 5A). Similar time dependent increase in MGP transcript 7 of 17
f
7 of 17 Int. J. Mol. Sci. 2018, 19, 2901
I t J M l S i 2018 19
FOR level was observed after TOP treatment (p < 0.05 or p < 0.01) with maximum increase in transcript
level—about 8-fold—after 72 h of treatment (Figure 5B). level was observed after TOP treatment (p < 0.05 or p < 0.01) with maximum increase in transcript
level—about 8-fold—after 72 h of treatment (Figure 5B). level was observed after TOP treatment (p < 0.05 or p < 0.01) with maximum increase in transcript
level—about 8-fold—after 72 h of treatment (Figure 5B). Figure 5. Expression analysis of MGP gene in A2780 cell line after short time exposure to PAC (A)
and TOP (B). The figure presents relative genes expression in PAC or TOP treated cells (grey and
black bars) with respect to the untreated control (white bars) assigned as 1. The values were
considered significant at * p < 0.05, and ** p < 0.01. Figure 5. Expression analysis of MGP gene in A2780 cell line after short time exposure to PAC (A) and
TOP (B). The figure presents relative genes expression in PAC or TOP treated cells (grey and black bars)
with respect to the untreated control (white bars) assigned as 1. The values were considered significant
at * p < 0.05, and ** p < 0.01. Figure 5. Expression analysis of MGP gene in A2780 cell line after short time exposure to PAC (A)
and TOP (B). The figure presents relative genes expression in PAC or TOP treated cells (grey and
black bars) with respect to the untreated control (white bars) assigned as 1. The values were
considered significant at * p < 0.05, and ** p < 0.01. Figure 5. Expression analysis of MGP gene in A2780 cell line after short time exposure to PAC (A)
and TOP (B). 2 5 Immunohistochemistry
2.5. Immunohistochemistry
2.5. Immunohistochemistry There was no difference in MGP
expression in stroma of analyzed specimens, where all cancer subtypes showed weak expression. Figure 6. Immunohistochemical expression of MGP in serous adenocarcinoma patient (weak) (A);
mucinous ovarian cancer patient (weak) (B); and endometrioid adenocarcinoma patient
(moderate/strong) (C). Arrows point the cytoplasmic MGP expression in cancer cells. Sections were
counterstained with hematoxylin. Scale bar = 50 μm. Figure 6. Immunohistochemical expression of MGP in serous adenocarcinoma patient (weak) (A);
mucinous ovarian cancer patient (weak) (B); and endometrioid adenocarcinoma patient
(moderate/strong) (C). Arrows point the cytoplasmic MGP expression in cancer cells. Sections were
counterstained with hematoxylin. Scale bar = 50 μm. Figure 6. Immunohistochemical expression of MGP in serous adenocarcinoma patient (weak)
(A); mucinous ovarian cancer patient (weak) (B); and endometrioid adenocarcinoma patient
(moderate/strong) (C). Arrows point the cytoplasmic MGP expression in cancer cells. Sections were
counterstained with hematoxylin. Scale bar = 50 µm. Figure 6. Immunohistochemical expression of MGP in serous adenocarcinoma patient (weak) (A);
mucinous ovarian cancer patient (weak) (B); and endometrioid adenocarcinoma patient
(moderate/strong) (C). Arrows point the cytoplasmic MGP expression in cancer cells. Sections were
counterstained with hematoxylin. Scale bar = 50 μm. Figure 6. Immunohistochemical expression of MGP in serous adenocarcinoma patient (weak) (A);
mucinous ovarian cancer patient (weak) (B); and endometrioid adenocarcinoma patient
(moderate/strong) (C). Arrows point the cytoplasmic MGP expression in cancer cells. Sections were
counterstained with hematoxylin. Scale bar = 50 μm. Figure 6. Immunohistochemical expression of MGP in serous adenocarcinoma patient (weak)
(A); mucinous ovarian cancer patient (weak) (B); and endometrioid adenocarcinoma patient
(moderate/strong) (C). Arrows point the cytoplasmic MGP expression in cancer cells. Sections were
counterstained with hematoxylin. Scale bar = 50 µm. 2 3 Western Blot Analysis of MGP Protein Expression
2.3. Western Blot Analysis of MGP Protein Expression The figure presents relative genes expression in PAC or TOP treated cells (grey and
black bars) with respect to the untreated control (white bars) assigned as 1. The values were
considered significant at * p < 0.05, and ** p < 0.01. Figure 5. Expression analysis of MGP gene in A2780 cell line after short time exposure to PAC (A) and
TOP (B). The figure presents relative genes expression in PAC or TOP treated cells (grey and black bars)
with respect to the untreated control (white bars) assigned as 1. The values were considered significant
at * p < 0.05, and ** p < 0.01. Figure 5. Expression analysis of MGP gene in A2780 cell line after short time exposure to PAC (A)
and TOP (B). The figure presents relative genes expression in PAC or TOP treated cells (grey and
black bars) with respect to the untreated control (white bars) assigned as 1. The values were
considered significant at * p < 0.05, and ** p < 0.01. 3 Discussion
3. Discussion
3. Discussion The most significant problem with low efficiency of chemotherapy in cancer patients results
from development of drug resistance to cytotoxic agents. For many years, most research has focused
on cellular mechanisms of chemoresistance. However, an increasing body of evidence indicates that
expression of ECM proteins in the tumor environment can play even more important role in drug
The most significant problem with low efficiency of chemotherapy in cancer patients results
from development of drug resistance to cytotoxic agents. For many years, most research has focused
on cellular mechanisms of chemoresistance. However, an increasing body of evidence indicates that
expression of ECM proteins in the tumor environment can play even more important role in drug
The most significant problem with low efficiency of chemotherapy in cancer patients results from
development of drug resistance to cytotoxic agents. For many years, most research has focused on
cellular mechanisms of chemoresistance. However, an increasing body of evidence indicates that
expression of ECM proteins in the tumor environment can play even more important role in drug Int. J. Mol. Sci. 2018, 19, 2901 8 of 17 resistance, especially from the clinical point of view [10,39]. It is worth mentioning that expression of
ECM and related proteins is limited not only to tumor stroma and cancer-associated fibroblasts (CAF)
but was also observed in tumor cells in vivo [10,12,15,40,41] and in cancer cell lines [13,37,42]. Recently, with the use of the RNA microarray technique, we have identified many new genes
with increased expression in drug resistant cell lines [37]. Among them, we identified matrix Gla
protein (MGP) with elevated expression levels in ovarian cancer cell lines resistant to PAC and TOP. Because nothing is known about the mechanisms linking upregulation of MGP and resistance
to chemotherapeutic drugs and, more generally, about the function of MGP in ovarian cancer,
we hypothesized that MGP promotes ovarian cancer progression and resistance to chemotherapy. Therefore, we decided to investigate the expression profile of MGP in PAC- and TOP-resistant ovarian
cancer cell lines in more detail. Since MGP is expressed in two main transcript variants corresponding to two protein isoforms
with molecular weight of 15.32 kDa (128 aa) (MGP-201) and 12.35 kDa (103 aa) (MGP-203), we compared
the expression levels of both MGP transcripts in ovarian cancer drug sensitive and resistant cell lines. 3 Discussion
3. Discussion
3. Discussion We observed high increase in expression of MGP in the cell lines resistant to PAC (A2780PR1) and
TOP (A2780TR1 and A2780TR2), with the highest level for A2780TR2 cell line. Both transcript variants
were upregulated in drug resistant sublines although expression of MGP-201 was always higher
(2.5–3.5-fold) than expression of MGP-203. To verify if expression of both transcript variants is specific
only to drug resistant cell lines or can be expressed also in other cancer cell lines, we investigated
expression in breast cancer cell line T47D that is known to present MGP expression at high level [38]. Similar to results in drug resistant cell lines, we also observed increased expression of both transcript
variants, with higher level of MGP-201, in T47D cell line as well (about 2.5-fold). We have also
compared expression of both transcripts between A2780TR2 and T47D cell lines and we discovered
that expression any of them was about two times higher in T47D cell line. Thus, proportion between
both transcript expression seems to be a general feature of cancer cells. Immunofluorescence analysis confirmed elevated expression of MGP protein in investigated
ovarian cancer cell lines, which indicates that MGP is equally expressed in all cells. Since this method
does not allow distinguishing protein isoforms, we evaluated Western blot analysis to compare the
protein expression levels of MGP between investigated cell lines. The differences in expression of two
MGP variants were also confirmed at the protein level. In breast cancer cell line, both variants of MGP
proteins was clearly visible although isoform with molecular weight of 15.32 kDa seems to be expressed
at much higher level. These results correlate with expression on transcript level and additionally
indicate that the antibody used for the experiment is able to recognize both protein isoforms. In ovarian
cancer cells only one form with molecular weight of 15.32 kDa was noted. This form was overexpressed
in cell lines resistant to PAC and TOP. Since we previously observed that COL3A1, LUM [14,15] and
MYOT (under review) are secreted to cell culture media in drug resistant ovarian cancer cell lines,
we were interested whether MGP can also be presentin the culture medium. Indeed, we have noticed
that MGP protein was present in culture media from investigated drug resistant cell lines. As opposed
to cell lysates, the MGP isoform with a mass of 12.35 kDa was observed in the corresponding media. 3 Discussion
3. Discussion
3. Discussion Other research
describes the increased expression of ECM, especially collagens that limit drug diffusion in cancer
tissue and in in vitro study [5,7,44,45]. On the other hand, all investigated cell lines expressed
different ECM molecules including different collagens as we reported previously [37]. Even in 2D cell
culture condition we observed that COL3A1 was present extracellularly forming structure similar to a
spiderweb [14]. Since it was already proved that MGP may incorporate into fibronectin multimers [27],
e it is also possible that this small molecule may place between collagen fibers and in this way limit
drug delivery to the cancer cells. To prove this hypothesis, further analysis with the use of 3D cell
culture condition should be applied. The third possibility of MGP in drug resistance involvement is the role of extracellular MGP in
CAM-DR [10,41]. Interaction of cancer cells with their microenvironment can lead to inhibition of
drug induced apoptosis. Cancer cells interact with ECM compounds mainly by integrin receptors. CAM-DR has been observed both in vivo and in vitro. The interaction of β1-integrin with ECM was
proven to be responsible for resistance to DOX and melphalan in SCLC [11]. On the other hand,
collagen type I is considered as involved in inducing chemoresistance by upregulating microtubule
associated protein tau in paclitaxel resistant ovarian cancer cell lines [46]. In in vitro study with
A2780 ovarian cancer cell line revealed that those cells cultured on COL6A3 coated dishes were more
resistant to CIS [12]. CAM-DR can be induced not only by collagen molecules but was also observed
for other ECM compounds like fibronectin and laminin. In this case, pancreatic cancer cells became
resistant to DOX, CIS and 5-fluorouracil (5-FU) [47] when growing on fibronectin and laminin and
breast cancer cells were more resistant to PAC on surfaces coated with collagen type I [48]. This might
indicate a coordinated response between tumor cells and its microenvironment to protect cancer cell
against drugs and to facilitate malignancy progress. The role of secretory MGP in CAM-DR seems to be related rather to its interaction with other ECM
proteins. It has already been proven that MGP binds to fibronectin and vitronectin and augments cell
adhesion and spreading of cancer cells. The protein itself has no adhesive activity and its role is to alter
the ability of cells to bind fibronectin [27]. 3 Discussion
3. Discussion
3. Discussion In all investigated cell lines, we could also observe additional bands with molecular mass about
110 kDa. We were not sure whether these bands are specific, but we paid attention to them since
their intensity clearly correlated with MGP transcript and protein level in investigated cell lines. This result is difficult to interpret because molecular mass of MGP is about 10-fold lower. On the
other hand, clear correlation with MGP expression suggests two possibilities. There could be another
protein with coordinate expression and recognized by the same antibody or a different formation of
multimeric MGP composed of several subunits. Because a Western blot experiment is conducted under
denaturating and reductive condition, these subunits should bind to each other by covalent bonding,
however this is only a hypothesis. To our knowledge, this is the first report about MGP expression in drug resistant cell lines. We undertook a comprehensive literature search and did not find any research concerning MGP 9 of 17 Int. J. Mol. Sci. 2018, 19, 2901 expression in cancer cells resistant to cytotoxic drugs. However, different levels of MGP transcripts
were observed in different human and rat glioblastoma cell lines [26,43] and MGP protein released to
culture medium was observed in glioblastoma cell line as well [26]. These findings confirm that MGP
is expressed in different neoplastic cell lines and can be secreted to cell culture medium. However,
in those studies, the primers specific to transcript variants was not considered and the protein level
was assessed by the ELISA test. Therefore, we could not compare or refer our results to other research
and our result need further validation and explanation. However, different localization of MGP-201
and MGP-203 suggest their different role in drug resistance. The general question is what is the role of MGP in drug resistance. There can be three different
possibilities taken under consideration. The first one presumes that MGP molecules, found both
intracellularly and extracellularly, can bind PAC and TOP molecules limiting their availability for
cancer cells. Direct binding of PAC, DOX and VIN by ECM compounds has been reported previously
by others [5]. The potential role of MGP in PAC and TOP binding require further investigation using
other methods. The second possibility is a limited drug diffusion. It is assumed that MGP does not play a role as
a single protein in this action but rather in coordination with other ECM components. 3 Discussion
3. Discussion
3. Discussion On one side, fibronectin interacts with cells via integrins
which connect to the actin cytoskeleton and, on the other, with ECM constituents such as collagens
and laminins. MGP presence augments this effect and this property is related to migration-promoting
activity that was demonstrated for glioblastoma [26] or osteosarcoma cells [28]. Since the interaction of
cells with fibronectin lead to increased resistance to different cytotoxic drugs (CAM-DR) and MGP
augments this interaction, we have formulated a hypothesis that MGP–fibronectin interaction can
intensify CAM-DR in cancer cells (Figure 7). Int. J. Mol. Sci. 2018, 19, 2901 10 of 17 Int. J. Mol. Sci. 2018, 19, x FOR PEER REVIEW
10 of 17
Figure 7. Schematic drawing of interaction between cell and ECM mediated by fibronectin and MGP. MGP augmented binding of integrins to ECM compounds activates intracellular signaling that
results in: (1) cytoskeleton reorganization leading to increased cell proliferation and migration; and
(2) upregulation of anti-apoptotic molecules and downregulation of pro-apoptotic molecules that
inhibits drug-induced apoptosis. Figure 7. Schematic drawing of interaction between cell and ECM mediated by fibronectin and
MGP. MGP augmented binding of integrins to ECM compounds activates intracellular signaling that
results in: (1) cytoskeleton reorganization leading to increased cell proliferation and migration; and (2)
upregulation of anti-apoptotic molecules and downregulation of pro-apoptotic molecules that inhibits
drug-induced apoptosis. Figure 7. Schematic drawing of interaction between cell and ECM mediated by fibronectin and MGP. MGP augmented binding of integrins to ECM compounds activates intracellular signaling that
results in: (1) cytoskeleton reorganization leading to increased cell proliferation and migration; and
(2) upregulation of anti-apoptotic molecules and downregulation of pro-apoptotic molecules that
inhibits drug-induced apoptosis. Figure 7. Schematic drawing of interaction between cell and ECM mediated by fibronectin and
MGP. MGP augmented binding of integrins to ECM compounds activates intracellular signaling that
results in: (1) cytoskeleton reorganization leading to increased cell proliferation and migration; and (2)
upregulation of anti-apoptotic molecules and downregulation of pro-apoptotic molecules that inhibits
drug-induced apoptosis. To further prove the significance of MGP expression in PAC and TOP resistance, we performed
experiments with short time exposure of cancer cells to investigated drugs. Most research
concerning drug resistance is based on “established” mechanism of resistance to cytotoxic agents
and comparison of sensitive and resistant pairs of cell lines. It is difficult to find papers that
demonstrate the response of cancer cells to cytotoxic drugs during first hours of treatment. 3 Discussion
3. Discussion
3. Discussion Recently,
we have published a few papers describing the expression of genes in response to PAC [49], TOP
[50,51] and CIS [51] treatment in drug sensitive ovarian cancer cell lines. In the present study, we
could observe a dose- and time-dependent increase of MGP mRNA in response to PAC and TOP
treatment. The increased expression during the first days after contact with cytotoxic drugs confirms
that MGP can indeed be involved in PAC and TOP resistance. Along with our previous results
[49–51], this finding indicates that the genes expressed at the beginning of the treatment, a short time
after drug exposure, are further expressed in established drug resistant cell lines (at much higher
level). Thus, “first response” can be an indicator of “established” response after long time to
To further prove the significance of MGP expression in PAC and TOP resistance, we performed
experiments with short time exposure of cancer cells to investigated drugs. Most research concerning
drug resistance is based on “established” mechanism of resistance to cytotoxic agents and comparison
of sensitive and resistant pairs of cell lines. It is difficult to find papers that demonstrate the response
of cancer cells to cytotoxic drugs during first hours of treatment. Recently, we have published a
few papers describing the expression of genes in response to PAC [49], TOP [50,51] and CIS [51]
treatment in drug sensitive ovarian cancer cell lines. In the present study, we could observe a dose-
and time-dependent increase of MGP mRNA in response to PAC and TOP treatment. The increased
expression during the first days after contact with cytotoxic drugs confirms that MGP can indeed be
involved in PAC and TOP resistance. Along with our previous results [49–51], this finding indicates
that the genes expressed at the beginning of the treatment, a short time after drug exposure, are further
expressed in established drug resistant cell lines (at much higher level). Thus, “first response” can be
an indicator of “established” response after long time to cytotoxic drug exposure. cytotoxic drug exposure. Previously, upregulation of MGP expression in ovarian cancer tissue was noted by Hough et al. but only at transcript level [52]. To verify MGP expression on protein levels in real cancer patients,
we performed immunohistochemistry using paraffin sections. All of the ovarian cancer subtypes
cells were positive for MGP. 3 Discussion
3. Discussion
3. Discussion However, the intensity of immunohistochemical staining in our study
was different and dependent on the type of ovarian cancer (endometrioid, serous and mucinous
ovarian cancer). The weaker expression was present in serous and mucinous carcinoma (mild IRS
score) when compared to endometrioid adenocarcinoma where moderate to strong signal was
detected. Additionally, in the endometrioid adenocarcinoma we could observe subpopulations of
Previously, upregulation of MGP expression in ovarian cancer tissue was noted by Hough et al. but only at transcript level [52]. To verify MGP expression on protein levels in real cancer patients,
we performed immunohistochemistry using paraffin sections. All of the ovarian cancer subtypes cells
were positive for MGP. However, the intensity of immunohistochemical staining in our study was
different and dependent on the type of ovarian cancer (endometrioid, serous and mucinous ovarian
cancer). The weaker expression was present in serous and mucinous carcinoma (mild IRS score)
when compared to endometrioid adenocarcinoma where moderate to strong signal was detected. Additionally, in the endometrioid adenocarcinoma we could observe subpopulations of cancer cells
with different levels of MGP protein expression (high and weak/moderate). cancer cells with different levels of MGP protein expression (high and weak/moderate). Similar observations were made by other researchers. In samples with cervical squamous cell
Similar observations were made by other researchers. In samples with cervical squamous cell
carcinoma (SCC), clear cytoplasmic MGP staining was seen in the tumor cells but in cells seen at the 11 of 17 Int. J. Mol. Sci. 2018, 19, 2901 borders of the tumor fields the staining was more intense. Moreover, they could also observe a clear
strong staining for individual tumor cells of SCC. In the same study, they could also observe elevated
MGP expression only in the lower layers of epithelium of high grade cervical intraepithelial neoplasia
(CIN) lesions [53]. The analysis and interpretation of immunohistochemical stainings must be done
with a great caution since the MGP expression level of individual cancer cells can vary even within a
single cancer cell nest. The expression of MGP was noted in some other cancers. In line with our findings concerning
ovarian cancer, increased levels of MGP were found in glioblastomas, breast, cervical and skin
cancer where positive correlation with tumor progression and survival was observed [26,54–56]. Yoshimura K et al. proved the correlation between mRNA levels of MGP and a poor prognosis of breast
cancer patients [24]. 4.1. Reagents and Antibodies PAC and TOP were obtained from Sigma (St. Louis, MO, USA). RPMI-1640 and MEM medium,
fetal bovine serum, antibiotic–antimycotic solution, and L-glutamine were also purchased from Sigma
(St. Louis, MO, USA). Rabbit polyclonal anti-MGP Ab was obtained from Proteintech (Manchester, UK). Donkey anti-goat horseradish peroxidase- (HRP) conjugated Ab was purchased from Santa Cruz
Biotechnology (Santa Cruz, CA, USA). The fluorescent secondary antibody, Alexa Fluor®488 Donkey
Anti-Rabbit IgG, was obtained from Jackson ImmunoResearch Laboratories (Cambridgeshire, UK). The mounting medium with DAPI was obtained from Santa Cruz Biotechnology (Santa Cruz, CA,
USA). 4.2. Cell Lines and Cell Culture A2780 human epithelial ovarian cancer cell line was obtained from ATCC (American Type Culture
Collection, Manassas, VA, USA) and drug-resistant derivatives of A2780 cells were developed by
exposing them to cyclic drug treatment. Paclitaxel resistant subline (A2780PR1) and topotecan resistant
sublines (A2780TR1 and A2780TR2) were developed by subjecting A2780 cells to incremental doses of
paclitaxel or topotecan. The final concentrations used for selecting the resistant cells were 300 ng/mL
of PAC and 24 ng/mL of TOP. The increase in resistance according to parental drug sensitive cell lines
were as follow: 146-fold for A2780PR1 vs. A2780; 59.6-fold for A2780TR1 vs. A2780; and 48.5-fold for
A2780TR2 vs. A2780 as described previously [3]. All of the cell lines were maintained as monolayers
in the MEM medium supplemented with 10% fetal bovine serum, 2 pM L-glutamine, penicillin
(100 units/mL), streptomycin (100 units/mL) and amphotericin B (25 µg/mL) at 37 ◦C in a 5%
CO2 atmosphere. 3 Discussion
3. Discussion
3. Discussion The increased expression of MGP correlated with increased migration of tumor
cells in vivo and increased spreading and metastases formation in mouse model of osteosarcoma [28]. Migratory activity of cells with elevated levels of MGP was also observed in vitro. Among the
glioma cell lines used in the experiment, those with knocked down MGP gene presented decreased
cell migration ability when compared to cells overexpressing MGP [26]. Additionally, the role of
circulating levels of MGP was described for osteosarcoma patients who revealed a significant increase
of this protein at the time of diagnosis and then developed lung metastases [28]. The role of MGP produced by cancer cells remains still not clear and its main function seems to
be limited mainly to tumor environment. Therefore, the role of MGP in tumor progression should be
considered from the stromal point of view where MGP–ECM interactions could trigger changes and
rearrangements of tumor microenvironment. 4.5. SDS-PAGE and Western Blot Analysis of MGP Protein samples (20 µg each) were resuspended in 4× loading buffer (Bio-Rad Laboratories,
Hemel Hempstead, UK) and incubated at RT for 20 min. Next, they were loaded onto a four 20%
mini-PROTEAN® TGX™precast gels using the SDS-PAGE technique and finally transferred onto
nitrocellulose membrane. This step was followed by blocking in 5% milk in TBS/Tween (0.1 M Tris-HCl,
0.15 M NaCl, 0.1% Tween 20) and immunodetection using rabbit anti-MGP Ab at 1:1000 dilution,
and the appropriate HRP-conjugated secondary Ab. Membrane was washed in TBST and develop
during a chemiluminescence detection system (ECL, Femto Super Signal Reagent) and Hyperfilm ECL
(GE Healthcare, Buckinghamshire, UK). To normalize protein loading in the lanes, the membranes
were stripped and reblotted with rabbit anti-GADPH Ab, from Santa Cruz Biotechnology, at a 1:1000
dilution and goat anti-rabbit HRP-conjugated Ab. The relative density of MGP to that of GADPH was
analyzed with ImageJ Java-based image processing program developed at the National Institutes of
Health (University of Wisconsin, Madison, WI, USA). 4.4. Protein Isolation from Cell Culture and Media Whole cell lysates from drug-sensitive and drug-resistant ovarian cancer cells (1 × 106 cells/20 µL
lysis buffer) were lysed using containing protease inhibitor cocktail (Roche Diagnostics GmbH,
Mannheim, Germany) for 10 min on ice. The lysates were centrifuged at 8000× g for 10 min at
4 ◦C, and protein concentration was quantified using the Bradford protein assay system (Bio-Rad
Laboratories, Hemel Hempstead, UK). The isolation of proteins from media was preceded by culturing
cells in serum-free media for 72 h. After that, the media was centrifuged at 15,000 rpm for 30 min
at RT. Then, the supernatants were transferred to Amicon Ultra-15 3K centrifuge filter devices and
centrifuged according the manufacturer’s protocols (40 min, 4000× g, RT, swinging-bucket rotor). 4.3. Examination of Gene Expression Using QPCR Total RNA was extracted from A2780 and drug-resistant cell lines using the GeneMATRIX
Universal RNA purification kit (EURx Ltd. Gdansk, Poland) as described by the manufacturer’s 12 of 17 Int. J. Mol. Sci. 2018, 19, 2901 protocol. Reverse transcription was performed using M-MLV reverse transcriptase (Invitrogen
by Thermo Fisher Scientific, Waltham, MA, USA) and a thermal cycler (Veriti 96-well Thermal
Cycler) according the manufacturer’s instructions. Two micrograms of RNA were used for
cDNA synthesis. Real-time PCR was performed using the 7900HT Fast Real-Time PCR System
(Applied Biosystems, Foster City, CA, USA), Maxima SYBR Green/ROX qPCR Master Mix (Thermo
Fisher Scientific, Waltham, MA, USA) and the sequence-specific primers that are indicated in
Table 1. Glyceraldehyde-3-phosphate dehydrogenase (GADPH), β-actin, hypoxanthine-guanine
phosphoribosyltransferase 1 (HRPT1) and beta-2-microglobulin (β2M) served as internal control
housekeeping genes to normalize the PCRs (geometric mean) for the gene expressions being
analyzed. Reactions were performed in a total volume of 24 µL, including 12.5 µL of Maxima SYBR
Green/ROX qPCR Master Mix (Thermo Fisher Scientific, Waltham, MA, USA), 1 µL of each primer
(Oligo, Warsaw, Poland) (Table 1), 9.5 µL of water and 1 µL of the reverse-transcribed cDNA template. One RNA sample from each preparation was processed without the RT-reaction to provide a negative
control in the subsequent PCR reaction. After amplification, melting curves were used to determine
the specificity of the gene products, which was confirmed by running the PCR products on 3%
agarose gel. Gene expressions were analyzed using the relative quantification (RQ) method. The RQ
method estimates the differences in gene expression against a calibrator (drug-sensitive line) (RQ of
the calibrator = 1). The drug-sensitive A2780 cell line was used as the calibrator. The analysis was
conducted using the following standard formula: RQ = 2−∆∆Ct (where ∆∆Ct = ∆Ct of the sample
(drug-resistant line) −∆Ct of the calibrator (drug sensitive line)). The graphs were plotted using
Sigma Plot. 4.9. Statistical Analysis Statistical analysis was performed using Microsoft Excel software. The statistical significance of
the differences was determined using the Student’s t-test, and p-values of 0.05 or less were considered
statistically significant. 4.7. Incubation of Cells with PAC and TOP in Time-Course experiment The drug-sensitive A2780 cells were seeded into 6-well plates at 0.5 × 106 in 1 mL of medium per
well. Cells were treated with low concentrations of PAC (20 and 25 ng/mL) or TOP (10 and 20 ng/mL)
for 24, 48 and 72 h. After each period of incubation, cells were harvested and the RNA isolation
was conducted. 4.8. Immunohistochemistry Immunohistochemical staining was conducted for formalin-fixed, paraffin embedded human
ovarian carcinomas lesions. The analysis of MGP expression was performed using the polymer-based
immunohistochemical (IHC) technique [57] using an EnVisionTM HRP-polymer anti-mouse/rabbit
IHC Kit (Dako REAL EnVisionTM Detection System peroxidase/DAB+, Rabbit/Mouse, Dako, Glostrup,
Denmark) according to the manufacturer’s guidelines. Briefly, prior to immunhistochemical staining,
the slides were dewaxed and hydrated. The blocking of the activity of endogenous peroxidise with
1% H2O2 for 30 min was followed by incubation with the primary antibody at 4 ◦C/overnight (rabbit
polyclonal anti-MGP antibody, 1:100 Proteintech, Manchester, UK). Then, the incubation with EnVision
Detection System for 30 min at room temperature was followed by hematoxylin counterstaining. Finally, the sections were dehydrated, mounted and examined under the optical Olympus BH-2
microscope coupled to a digital camera. Color microscope images were recorded using LUCIA Image
5.0 computer software (Nikon, Tokyo, Japan). The expression of MGP was established by mean proportion of immunopositive cancer cells as
well as surrounding stroma, for 10 microscope fields at magnification of 400×. For each specimen,
the immunoreactivity score (IRS) was derived by multiplying intensity score by distribution score. Intensity for cancer cell staining was scored as negative (0), mild (1+), moderate (2+), or strong (3+). The distribution of staining of cancer cells was scored as 0 (no positive cells), 1+ (<10% of cells staining),
2+ (10–50% of cells staining), 3+ (51–80% of cells staining) or 4+ (>80% of positive cells). IRS score
was interpreted as negative (IRS 0-1), mild (IRS 2-3), moderate (IRS 4-8) or strongly positive (IRS 9-12). Staining intensity was also determined in stromal tissues adjacent to cancer cells. Intensity of stroma
staining was scored as negative (0), mild (1+), moderate (2+), or strong (3+). 4.6. Immunofluorescence Analysis The cells were cultured on microscopic glass slides and grown to a near-confluent state. Immunofluorescence analysis was conducted following the previously established protocol [15]. Briefly,
the cells were fixed with 4% PFA, permeabilized in ice-cold acetone/methanol (1:1) and then washed Int. J. Mol. Sci. 2018, 19, 2901 13 of 17 with PBS. After blocking with 3% BSA the cells were incubated with the anti-MGP primary antibody
(rabbit polyclonal anti-MGP antibody, 1:100 Proteintech, Manchester, UK) for 2 h at room temperature. Next, the cells were washed with PBS and incubated with the secondary antibody for 1 h at room
temperature (Alexa Fluor®488 Donkey Anti-Rabbit IgG, Jackson ImmunoResearch Laboratories,
Cambridgeshire, UK). Afterwards, the cells were washed with PBS and sealed with DAPI-containing
mounting medium. The cells were imaged for MGP expression analysis using fluorescence microscope
(Zeiss Axio-Imager.Z1, Oberkochen, Germany). The pseudo-color representation of fluorescence
intensity was assessed for DAPI at 365 nm excitation and 420 nm emission wavelengths (blue) and for
Alexa Fluor®488 at 470 nm excitation and 525 nm emission wavelengths (green). Abbreviations Abbreviations
TOP
Topotecan
PAC
Paclitaxel
MGP
Matrix Gla Protein
ECM
Extracellular Matrix
CAM
Cell Adhesion Molecule
TR
Topotecan Resistance
PR
Paclitaxel Resistance References 1. Housman, G.; Byler, S.; Heerboth, S.; Lapinska, K.; Longacre, M.; Snyder, N.; Sarkar, S. Drug resistance in
cancer: an overview. Cancers (Basel) 2014, 6, 1769–1792. [CrossRef] [PubMed]
l 1. Housman, G.; Byler, S.; Heerboth, S.; Lapinska, K.; Longacre, M.; Snyder, N.; Sarkar, S. Drug resistance in
cancer: an overview. Cancers (Basel) 2014, 6, 1769–1792. [CrossRef] [PubMed]
2. Leonard, G.D.; Fojo, T.; Bates, S.E. The role of ABC transporters in clinical practice. Oncologist 2003, 8, 411–424. [C
R f] [P bM d] 1. Housman, G.; Byler, S.; Heerboth, S.; Lapinska, K.; Longacre, M.; Snyder, N.; Sarkar, S. Drug resistance in
cancer: an overview. Cancers (Basel) 2014, 6, 1769–1792. [CrossRef] [PubMed]
2. Leonard, G.D.; Fojo, T.; Bates, S.E. The role of ABC transporters in clinical practice. Oncologist 2003, 8, 411–424. [CrossRef] [PubMed]
3. Januchowski, R.; Sterzy´nska, K.; Zaorska, K.; Sosi´nska, P.; Klejewski, A.; Br ˛azert, M.; Nowicki, M.; Zabel, M. Analysis of MDR genes expression and cross-resistance in eight drug resistant ovarian cancer cell lines. [CrossRef] [PubMed]
3. Januchowski, R.; Sterzy´nska, K.; Zaorska, K.; Sosi´nska, P.; Klejewski, A.; Br ˛azert, M.; Nowicki, M.; Zabel, M. Analysis of MDR genes expression and cross-resistance in eight drug resistant ovarian cancer cell lines. J. Ovarian Res. 2016, 9, 65. [CrossRef] [PubMed] 3. Januchowski, R.; Sterzy´nska, K.; Zaorska, K.; Sosi´nska, P.; Klejewski, A.; Br ˛azert, M.; Nowicki, M.; Zabel, M. Analysis of MDR genes expression and cross-resistance in eight drug resistant ovarian cancer cell lines. J. Ovarian Res. 2016, 9, 65. [CrossRef] [PubMed] 3. Januchowski, R.; Sterzy´nska, K.; Zaorska, K.; Sosi´nska, P.; Klejewski, A.; Br ˛azert, M.; Nowicki, M.; Zabel, M. Analysis of MDR genes expression and cross-resistance in eight drug resistant ovarian cancer cell lines. J. Ovarian Res. 2016, 9, 65. [CrossRef] [PubMed] 4. Sung, S.Y.; Hsieh, C.L.; Wu, D.; Chung, L.W.; Johnstone, P.A. Tumor microenvironment promotes cancer
progression, metastasis, and therapeutic resistance. Curr. Probl. Cancer 2007, 31, 36–100. [CrossRef] [PubMed] 4. Sung, S.Y.; Hsieh, C.L.; Wu, D.; Chung, L.W.; Johnstone, P.A. Tumor microenvironment promotes cancer
progression, metastasis, and therapeutic resistance. Curr. Probl. Cancer 2007, 31, 36–100. [CrossRef] [PubMed]
5. Di Paolo, A.; Bocci, G. Drug distribution in tumors: mechanisms, role in drug resistance, and methods for 4. Sung, S.Y.; Hsieh, C.L.; Wu, D.; Chung, L.W.; Johnstone, P.A. Tumor microenvironment promotes
progression, metastasis, and therapeutic resistance. Curr. Probl. Cancer 2007, 31, 36–100. [CrossRef] [P progression, metastasis, and therapeutic resistance. Curr. Probl. 5. Conclusions In summary, to our knowledge, this is the first report about MGP expression in drug resistant
cell lines and in ovarian cancer tissue at protein level. The research found elevated levels of MGP
expression in PAC and TOP resistant ovarian cancer cell lines and corresponding media as well as in
response to short time PAC and TOP treatment. For the first time, we have described the coordinate
expression of two MGP isoforms in ovarian and breast cancer cell lines. Additionally, as secreted Int. J. Mol. Sci. 2018, 19, 2901 14 of 17 outside the cell, the MGP protein could be implicated in cell adhesion-mediated drug resistance
(CAM-DR). Therefore, we have demonstrated that MGP is an important factor that might contribute to
cancer resistance mechanism by augmenting the interaction of cells with ECM components leading to
increased resistance of ovarian cancer cells to paclitaxel and topotecan. The results of present research may improve our understanding of the role of MGP in ovarian
cancer biology and help identify new therapeutic targets. Author Contributions: Conceptualization, methodology, investigation, and writing—original draft preparation,
K.S.; methodology, investigation, and validation, A.K.; methodology and investigation, K.W., M.´S., M.A. and D.R.;
resources and data curation, M.S., W.K. and J.B.; validation and supervision, M.N.; conceptualization, supervision,
and writing—original draft preparation, review and editing, R.J. Funding:
This research was funded by the National Science Centre, Kraków, Poland, grant number
2016/22/E/NZ5/00381. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. Abbreviations
TOP
Topotecan
PAC
Paclitaxel
MGP
Matrix Gla Protein
ECM
Extracellular Matrix
CAM
Cell Adhesion Molecule
TR
Topotecan Resistance
PR
Paclitaxel Resistance References Cancer 2007, 31, 36–100. [CrossRef] [PubMed]
5. Di Paolo, A.; Bocci, G. Drug distribution in tumors: mechanisms, role in drug resistance, and methods for
modification. Curr. Oncol. Rep. 2007, 9, 109–114. [CrossRef] [PubMed] 5. Di Paolo, A.; Bocci, G. Drug distribution in tumors: mechanisms, role in drug resistance, and methods for
modification. Curr. Oncol. Rep. 2007, 9, 109–114. [CrossRef] [PubMed] 6. Tannock, I.F.; Lee, C.M.; Tunggal, J.K.; Cowan, D.S.; Egorin, M.J. Limited penetration of anticancer drugs
through tumor tissue: a potential cause of resistance of solid tumors to chemotherapy. Clin. Cancer Res. 2002,
8, 878–884. [PubMed] 6. Tannock, I.F.; Lee, C.M.; Tunggal, J.K.; Cowan, D.S.; Egorin, M.J. Limited penetration of anticancer drugs
through tumor tissue: a potential cause of resistance of solid tumors to chemotherapy. Clin. Cancer Res. 2002,
8, 878–884. [PubMed] 7. Netti, P.A.; Berk, D.A.; Swartz, M.A.; Grodzinsky, A.J.; Jain, R.K. Role of extracellular matrix assembly in
interstitial transport in solid tumors. Cancer Res. 2000, 60, 2497–2503. [PubMed] 8. Lu, P.; Weaver, V.M.; Werb, Z. The extracellular matrix: A dynamic niche in cancer progression. J. Cell. Biol. 2012, 196, 395–406. [CrossRef] [PubMed] 9. St Croix, B.; Kerbel, R.S. Cell adhesion and drug resistance in cancer. Curr. Opin. Oncol. 1997, 9, 549–556. [CrossRef] [PubMed] 10. Correia, A.L.; Bissell, M.J. The tumor microenvironment is a dominant force in multidrug resistance. Drug Resist. Updates 2012, 15, 39–49. [CrossRef] [PubMed] 11. Sethi, T.; Rintoul, R.C.; Moore, S.M.; MacKinnon, A.C.; Salter, D.; Choo, C.; Chilvers, E.R.; Dransfield, I.;
Donnelly, S.C.; Strieter, R.; et al. Extracellular matrix proteins protect small cell lung cancer cells against
apoptosis: a mechanism for small cell lung cancer growth and drug resistance in vivo. Nat. Med. 1999,
5, 662–668. [CrossRef] [PubMed] 15 of 17 Int. J. Mol. Sci. 2018, 19, 2901 12. Sherman-Baust, C.A.; Weeraratna, A.T.; Rangel, L.B.; Pizer, E.S.; Cho, K.R.; Schwartz, D.R.; Shock, T.;
Morin, P.J. Remodeling of the extracellular matrix through overexpression of collagen VI contributes to
cisplatin resistance in ovarian cancer cells. Cancer Cell 2003, 3, 377–386. [CrossRef] 13. I¸seri, O.D.; Kars, M.D.; Arpaci, F.; Gündüz, U. Gene expression analysis of drug-resistant MCF-7 cells:
implications for relation to extracellular matrix proteins. Cancer Chemother. Pharmacol. 2010, 65, 447–455. [CrossRef] [PubMed] 14. Januchowski, R.; ´Swierczewska, M.; Sterzy´nska, K.; Wojtowicz, K.; Nowicki, M.; Zabel, M. Increased
expression of several collagen genes is associated with drug resistance in ovarian cancer cell lines. J. Cancer
2016, 25, 1295–1310. References [CrossRef] [PubMed] 15. Klejewski, A.; Sterzy´nska, K.; Wojtowicz, K.; ´Swierczewska, M.; Partyka, M.; Br ˛azert, M.; Nowicki, M.;
Zabel, M.; Januchowski, R. The significance of lumican expression in ovarian cancer drug-resistant cell lines. Oncotarge 2017, 8, 74466–74478. [CrossRef] [PubMed] 16. Price, P.A.; Williamson, M.K. Primary structure of bovine matrix Gla protein, a new vitamin K-dependent
bone protein. J. Biol. Chem. 1985, 260, 14971–14975. [PubMed] 17. Price, P.A.; Urist, M.R.; Otaeara, Y. Matrix Gla protein, a new g-carboxyglutamic acid-containing protein
which is associated with the organic matrix of bone. Biochem. Biophys. Res. Commun. 1983, 117, 765–771. [CrossRef] 18. Hale, E.; Fraser, J.D.; Price, P.A. The identification of matrix Gla protein in cartilage. J. Biol. Chem. 1988,
263, 5820–5824. [PubMed] 19. Cancela, L.; Hsieh, C.L.; Francke, U.; Price, P.A. Molecular structure, chromosome assignment, and promoter
organization of the human matrix Gla protein gene. J. Biol. Chem. 1990, 265, 15040–15048. [PubMed] g
p
g
J
[
]
20. Luo, G.; Ducy, P.; McKee, M.D.; Pinero, G.J.; Loyer, E.; Behringer, R.R.; Karsenty, G. Spontaneous calcification
of arteries and cartilage in mice lacking matrix GLA protein. Nature 1997, 386, 78–81. [CrossRef] [PubMed]
21. Theuwissen, E.; Smit, E.; Vermeer, C. The role of vitamin K in soft-tissue calcification. Adv. Nutr. 2012,
3 1
1
[C
R f] [P bM d] 20. Luo, G.; Ducy, P.; McKee, M.D.; Pinero, G.J.; Loyer, E.; Behringer, R.R.; Karsenty, G. Spontaneous calcification
of arteries and cartilage in mice lacking matrix GLA protein. Nature 1997, 386, 78–81. [CrossRef] [PubMed] 21. Theuwissen, E.; Smit, E.; Vermeer, C. The role of vitamin K in soft-tissue calcification. Adv. Nutr. 2012,
3, 166–173. [CrossRef] [PubMed] 22. Sharma, B.; Albig, A.R. Matrix Gla protein reinforces angiogenic resolution. Microvasc. Res. 2013, 85, 24–33. [CrossRef] [PubMed] 22. Sharma, B.; Albig, A.R. Matrix Gla protein reinforces angiogenic resolution. Microvasc. Res. 2013, 85, 24–33. [CrossRef] [PubMed]
23
Zhao J ; Warburton D Matrix Gla protein gene expression is induced by transforming growth factor b in 3. Zhao, J.; Warburton, D. Matrix Gla protein gene expression is induced by transforming growth factor-
embryonic lung culture. Am. J. Physiol. 1997, 273, 282–287. [CrossRef] [PubMed] 24. Yoshimura, K.; Takeuchi, K.; Nagasaki, K.; Ogishima, S.; Tanaka, H.; Iwase, T.; Akiyama, F.; Kuroda, Y.;
Miki, Y. Prognostic value of matrix Gla protein in breast cancer. Mol. Med. Rep. 2009, 2, 549–553. [CrossRef]
[PubMed] 25. Levedakou, E.N.; Strohmeyer, T.G.; Effert, P.J.; Liu, E.T. References Expression of the matrix Gla protein in urogenital
malignancies. Int. J. Cancer 1992, 52, 534–537. [CrossRef] [PubMed] 26. Mertsch, S.; Schurgers, L.J.; Weber, K.; Paulus, W.; Senner, V. Matrix gla protein (MGP): An overexpressed
and migrationpromoting mesenchymal component in glioblastoma. BMC Cancer 2009, 9, 302. [CrossRef]
[PubMed] 27. Nishimoto, S.K.; Nishimoto, M. Matrix Gla Protein Binds to Fibronectin and Enhances Cell Attachment and
Spreading on Fibronectin. Int J. Cell. Biol. 2014. [CrossRef] [PubMed] 28. Zandueta, C.; Ormazábal, C.; Perurena, N.; Martínez-Canarias, S.; Zalacaín, M.; San Julián, M.;
Grigoriadis, A.E.; Valencia, K.; Campos-Laborie, F.J.; De Las Rivas, J.; et al. Matrix-Gla protein promotes
osteosarcoma lung metastasis and associates with poor prognosis. J. Pathol. 2016, 239, 438–449. [CrossRef]
[PubMed] 9. Hennessy, B.T.; Coleman, R.L.; Markman, M. Ovarian cancer. Lancet 2009, 374, 1371–1382. [CrossRef] 29. Hennessy, B.T.; Coleman, R.L.; Markman, M. Ovarian cancer. Lancet 2009, 374, 1371–1382. [CrossRef]
30. Gordon, A.N.; Tonda, M.; Sun, S.; Rackoff, W. Doxil Study 30-49 Investigators. Long-term survival advantage
for women treated with pegylated liposomal doxorubicin compared with topotecan in a phase III randomized
study of recurrent and refractory epithelial ovarian cancer. Gynecol. Oncol. 2004, 95, 1–8. [CrossRef] [PubMed]
31. Jordan, A.; Hadfield, J.A.; Lawrence, N.J.; McGown, A.T. Tubulin as a target for anticancer drugs: Agents
which interact with the mitotic spindle Med Res Rev 1998 18 259–296 [CrossRef] 30. Gordon, A.N.; Tonda, M.; Sun, S.; Rackoff, W. Doxil Study 30-49 Investigators. Long-term survival advantage
for women treated with pegylated liposomal doxorubicin compared with topotecan in a phase III randomized
study of recurrent and refractory epithelial ovarian cancer. Gynecol. Oncol. 2004, 95, 1–8. [CrossRef] [PubMed] 31. Jordan, A.; Hadfield, J.A.; Lawrence, N.J.; McGown, A.T. Tubulin as a target for anticancer drugs: Agents
which interact with the mitotic spindle. Med. Res. Rev. 1998, 18, 259–296. [CrossRef] 32. Pommier, Y.; Leo, E.; Zhang, H.; Marchand, C. DNA topoisomerases and their poisoning by anticancer and
antibacterial drugs. Chem. Biol. 2010, 17, 421–433. [CrossRef] [PubMed] 16 of 17 16 of 17 Int. J. Mol. Sci. 2018, 19, 2901 33. Staker, B.L.; Hjerrild, K.; Feese, M.D.; Behnke, C.A.; Burgin, A.B., Jr.; Stewart, L. The mechanism of
topoisomerase I poisoning by a camptothecin analog. Proc. Natl. Acad. Sci. USA 2002, 99, 15387–15392. [CrossRef] [PubMed] 34. Derry, W.B.; Wilson, L.; Khan, I.A.; Luduena, R.F.; Jordan, M.A. Taxol Differentially Modulates the Dynamics
of Microtubules Assembled from Unfractionated and Purified Beta-Tubulin Isotypes. Biochemistry 1997,
36, 3554–3562. References [CrossRef] [PubMed] 35. Rubin, EH.; Li, T.; Duan, P.; Liu, L.F. Cellular resistance to topoisomerase poisons. Cancer Treat. Res. 1996. [CrossRef] 36. Januchowski, R.; Wojtowicz, K.; Andrzejewska, M.; Zabel, M. Expression of MDR1 and MDR3 gene products
in paclitaxel-, doxorubicin- and vincristine-resistant cell lines. Biomed. Pharmacother. 2014, 68, 111–117. [CrossRef] [PubMed] 37. Januchowski, R.; Zawierucha, P.; Ruci´nski, M.; Nowicki, M.; Zabel, M. Extracellular matrix proteins
expression profiling in chemoresistant variants of the A2780 ovarian cancer cell line. Biomed. Res. Int. 2014. [CrossRef] [PubMed] 38. Sheikh, M.S.; Shao, Z.M.; Chen, J.C.; Fontana, J.A. Differential regulation of matrix Gla protein (MGP) gene
expression by retinoic acid and estrogen in human breast carcinoma cells. Mol. Cell. Endocrinol. 1993,
92, 153–160. [CrossRef] 39. Dalton, W.S. The tumor microenvironment as a determinant of drug response and resistance. Drug Resist. Updates 1999, 2, 285–288. [CrossRef] [PubMed] 40. Januchowski, R.; Sterzy´nska, K.; Zawierucha, P.; Ruci´nski, M.;
´Swierczewska, M.; Partyka, M.;
Bednarek-Rajewska, K.; Br ˛azert, M.; Nowicki, M.; Zabel, M.; et al. Microarray-based detection and
expression analysis of new genes associated with drug resistance in ovarian cancer cell lines. Oncotarget
2017, 8, 49944–49958. [CrossRef] [PubMed] 41. Morin, P.J. Drug resistance and the microenvironment: Nature and nurture. Drug Resist. Updates 2003,
6, 169–172. [CrossRef] 42. Januchowski, R.; Zawierucha, P.; Ruci´nski, M.; Zabel, M. Microarray-based detection and expression analysis
of extracellular matrix proteins in drug-resistant ovarian cancer cell lines. Oncol. Rep. 2014, 32, 1981–1990. [CrossRef] [PubMed] 43. Fu, M.H.; Wang, C.Y.; Hsieh, Y.T.; Fang, K.M.; Tzeng, S.F. Functional Role of Matrix gla Protein In Glioma
Cell Migration. Mol. Neurobiol. 2018, 55, 4624–4636. [CrossRef] [PubMed] 44. Chauhan, V.P.; Stylianopoulos, T.; Boucher, Y.; Jain, R.K. Delivery of molecular and nanoscale medicine
to tumors: transport barriers and strategies. Annu. Rev. Chem. Biomol. Eng. 2011, 2, 281–298. [CrossRef]
[PubMed] 45. Stylianopoulos, T.; Diop-Frimpong, B.; Munn, L.L.; Jain, R.K. Diffusion anisotropy in collagen gels and
tumors: the effect of fiber network orientation. Biophys. J. 2010, 99, 3119–3128. [CrossRef] [PubMed] 46. Gurler, H.; Yu, Y.; Choi, J.; Kajdacsy-Balla, A.A.; Barbolina, M.V. Three-dimensional collagen type I matrix
up-regulates nuclear isoforms of the microtubule associated protein tau implicated in resistance to paclitaxel
therapy in ovarian carcinoma. Int. J. Mol. Sci. 2015, 16, 3419–3433. [CrossRef] [PubMed] 47. Miyamoto, H.; Murakami, T.; Tsuchida, K.; Sugino, H.; Miyake, H.; Tashiro, S. Tumor-stroma interaction of
human pancreatic cancer: acquired resistance to anticancer drugs and proliferation regulation is dependent
on extracellular matrix proteins. References Pancreas 2004, 28, 38–44. [CrossRef] [PubMed] p
48. Aoudjit, F.; Vuori, K. Integrin signaling inhibits paclitaxel-induced apoptosis in breast cancer cells. Oncogene
2001, 20, 4995–5004. [CrossRef] [PubMed] 49. ´Swierczewska, M.; Klejewski, A.; Br ˛azert, M.; Ka´zmierczak, D.; I˙zycki, D.; Nowicki, M.; Zabel, M.;
Januchowski, R. New and Old Genes Associated with Primary and Established Responses to Paclitaxel
Treatment in Ovarian Cancer Cell Lines. Molecules 2018, 23, 891. [CrossRef] [PubMed] 50. Klejewski, A.; ´Swierczewska, M.; Zaorska, K.; Br ˛azert, M.; Nowicki, M.; Zabel, M.; Januchowski, R. New and
Old Genes Associated with Topotecan Resistance Development in Ovarian Cancer Cell Lines. Anticancer Res. 2017, 37, 1625–1636. [CrossRef] [PubMed] 51. ´Swierczewska, M.; Klejewski, A.; Wojtowicz, K.; Br ˛azert, M.; I˙zycki, D.; Nowicki, M.; Zabel, M.;
Januchowski, R. New and Old Genes Associated with Primary and Established Responses to Cisplatin and
Topotecan Treatment in Ovarian Cancer Cell Lines. Molecules 2017, 22, 1717. [CrossRef] [PubMed] Int. J. Mol. Sci. 2018, 19, 2901 17 of 17 17 of 17 52. Hough, C.D.; Cho, K.R.; Zonderman, A.B.; Schwartz, D.R.; Morin, P.J. Coordinately up-regulated genes in
ovarian cancer. Cancer Res. 2001, 61, 3869–3876. [PubMed] 53. de Wilde, J.; Wilting, S.M.; Meijer, C.J.; van de Wiel, M.A.; Ylstra, B.; Snijders, P.J.; Steenbergen, R.D. Gene expression profiling to identify markers associated with deregulated hTERT in HPV transformed
keratinocytes and cervical cancer. Int. J. Cancer 2008, 122, 877–888. [CrossRef] [PubMed] 54. Chen, L.; O’Bryan, J.P.; Smith, H.S.; Liu, E. Overexpression of matrix Gla protein mRNA in malignant human
breast cells: isolation by differential cDNA hybridization. Oncogene 1990, 5, 1391–1395. [PubMed] 55. Chen, Y.; Miller, C.; Mosher, R.; Zhao, X.; Deeds, J.; Morrissey, M.; Bryant, B.; Yang, D.; Meyer, R.;
Cronin, F.; et al. Identification of cervical cancer markers by cDNA and tissue microarrays. Cancer Res. 2003,
63, 1927–1935. [PubMed] 56. Micke, P.; Kappert, K.; Ohshima, M.; Sundquist, C.; Scheidl, S.; Lindahl, P.; Heldin, C.H.; Botling, J.; Ponten, F.;
Ostman, A. In situ identification of genes regulated specifically in fibroblasts of human basal cell carcinoma. J. Investig. Dermatol. 2007, 127, 1516–1523. [CrossRef] [PubMed] 57. Sabattini, E.; Bisgaard, K.; Ascani, S.; Poggi, S.; Piccioli, M.; Ceccarelli, C.; Pieri, F.; Fraternali-Orcioni, G.;
Pileri, S.A. The EnVision++ system: A new immunohistochemical method for diagnostics and research. Critical comparison with the APAAP, ChemMate, CSA, LABC, and SABC techniques. J. Clin. Pathol. 1998,
51, 506–511. [CrossRef] [PubMed] © 2018 by the authors. Licensee MDPI, Basel, Switzerland. © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Ebene und sphärische Trigonometrie
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Kleine mathematische Bibliothek
aus der Sammlung Göschen.
Jedes Bändchen elegant gebunden 80 Pfennig.
Ebene Geometrie mit 115 zweifarbigen Figuren von
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Zweite Auflage.
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Arithmetik und Algebra von Professor Dr. Hermann
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Nr. 47.
Beispiel-Sammlung zur Arithmetik und Algebra
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Formelsammlung u. Repetitorium der Mathematik
mit 20 Fig. v. Prof. Bürklen. Zweite Aufl. Nr. 51.
Niedere Analysis mit 6 Figuren von Dr. Benedikt Sporer.
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Geometrisches Zeichnen mit 282 Figuren von Architekt
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Analytische Geometrie der Ebene mit 45 Figuren
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Ebene und sphärische
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Alle Rechte, insbesondere das Uebersetzungsrecht,
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BIBLIOTEKA PCLITECIIIIIBZU
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Inhaltsverzeichnis.
Einleitung, §§ 1—3
Seite
9
Erster Teil.
Ebene Trigonometrie.
оо
00
§
to
§
^ Ю ÎÛ b
§
м
MM м
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юел
Erstes Kapitel: Das rechtwinklige Dreieck.
Definition der trigonometrischen Funktionen
Auflösung der rechtwinkligen Dreiecke .
«
Verlauf und Verallgemeinerung des Sinus und Cosinus
Verlauf der Tangente .
Algebraische Gleichungen zwischen den Funktionen des
selben Winkels
....
t £S£2S
Zweites Kapitel: Das schiefwinklige Dreieck.
§ 9. Cosinusformeln und Cosinussatz
.
10. Anwendung des Cosinussatzes ....
11. Sinussatz
......
12. Rechnerischer Beweis des Sinussatzes .
§ 13. Anwendung des Sinussatzes
....
§ 14. Tangenten der halben Winkel ....
Drittes Kapitel: Die Additionstheoreme der trigono
metrischen Funktionen.
§ 15.
§ 16.
§ 17.
§ 18.
§ 19.
§ 20.
Erste Form der Additionstheoreme
Beweis der Additionstheoreme .
Zweite Form der Additionstheoreme
Bedeutung der Additionstheoreme
Additionstheorem der Tangente
Doppelte und halbe Winkel
48
50
56
59
60
61
Inhaltsverzeichnis.
6
Seite
Viertes Kapitel : Anwendung der Additionstheoreme
auf das schiefwinklige Dreieck.
63
65
§ 21. Tangentensatz
§ 22. Weiteres Formelmaterial
Fünftes Kapitel : Berechnung der Vierecke.
§ 23.
§ 24.
§ 25.
§ 26.
§ 27.
§ 28.
Allgemeines
.....
Berechnung durch Teildreiecke
Die vollständigen Beziehungen zwischen den Winkeln
Berechnung der Winkel aus vier gegebenen
Das Sehnenviêreck
....
Das Trapez
....
Zweiter Teil.
Sphärische Trigonometrie.
Sechstes Kapitel : Einleitendes.
Aufgabe der sphärischen Trigonometrie
Nebendreiecke und Scheiteldreieck
Inhalte von Zwei- und Dreiecken
Das Polardreieck
M to oft (M
00 00 00 05
§ 29.
§ 30.
§ 31.
§ 32.
Siebentes Kapitel: Das schiefwinklige sphärische Dreieck.
§ 33.
§ 34.
§ 35.
§ 36.
Erster Cosinussatz
.
.
.
Funktionen der halben Winkel. Sinussatz
Eeciproke Formeln
.....
Eechnerische Herleitung des zweiten Cosinussatzes. Cotangentensatz ....
§ 37. Uebergang in die ebene Trigonometrie .
§ 38. Auflösung der sphärischen Dreiecke
.
95
98
100
100
101
103
Achtes Kapitel : Das rechtwinklige sphärische Dreieck.
§ 39. Auflösung der rechtwinkligen sphärischen Dreiecke
§ 40. Die Napier’sche Eegel .....
§ 41. Geometrischer Beweis der Fundamentalformeln des recht
winkligen Dreiecks
.....
§ 42. Das Quadrantendreieck
.
.
§ 43. Das schiefwinklige Dreieck im Zusammenhang mit dem
rechtwinkligen
.
.
.
.
107
111
114
116
116
Inhaltsverzeichnis.
7
Seite
Neuntes Kapitel : Weiteres Formelmaterial für das
sphärische Dreieck.
§ 44. Die Gauss’schen Gleichungen und die Napier’schen Ana
logien .
.
.
.
.
§ 45. Formeln für s, sa, o', ffa, q, (>a, r, ra .
.
§ 46. Die I/Huilier’schen Formeln
§ 47. Logarithmische Rechnung zum Auflösen der Dreiecke .
118
120
122
125
Dritter T eil.
Berechnung und algebraische Anwendung der
trigonometrischen Funktionen.
Zehntes Kapitel : Elementare Berechnung der trigono
metrischen Funktionen.
§^48. Die regulären Polygone
§ 49. Funktionen sehr kleiner Winkel
126
128
Elftes Kapitel : Der Moivre’sche Satz.
.
Begriff des Vektors
Addition von Vektoren .
Multiplikation von Vektoren
Zerlegung der komplexen Zahl in reellen und imaginären
Teil
.......
§ 54. Summation der Sinus und Cosinus einer arithmetischen
Reihe von Winkeln
.
.
.
.
' .
§ 55. Der Moivre’sche Satz. Funktionen der vielfachen eines
Winkels
......
§ 60.
§ 51.
§ 52.
§ 58.
181
133
135
137
138
140
Zwölftes Kapitel: Unendliche Reihen und Produkte zur
Darstellung der trigonometrischen Funktionen.
143
§ 56 .
Dreizehntes Kapitel: Die Methode der Hilfswinkel.
§ 57.
§ 58.
§59.
§ 60.
Beispiele
.
.
....
Trigonometrische Auflösung der Gleichung zweiten Grades
Trigonometrische Auflösung der Gleichung dritten Grades
Beispiele zu §§ 58 und 59.
145
149
150
152
8
Inhaltsverzeichnis.
Seite
Anhang: Uebungsbeispiele.
Tafel I: Rechtwinklige ebene Dreiecke
я II: Schiefwinklige ebene Dreiecke
„ III : Rechtwinklige sphärische Dreiecke .
я IV : Schiefwinklige sphärische Dreiecke .
я V : Die Sinus und Cosinus der vielfachen von 3° etc.
20 Textaufgaben
.....
155
157
158
159
160
16 L
Anmerkung des Verfassers :
Der zweite Beweis der Additionstheoreme (§ 16, pag. 53 ff.) ist
zwar vom Verfasser selbständig gefunden, aber nicht neu. Er ist ein
anscheinend in Vergessenheit geratener Beweis der Baur’schen
Schule.
Einleitung.
§ i.
Eine der wichtigsten Aufgaben der elementaren
Geometrie ist die Konstruktion einer Figur aus einer
hinreichenden Anzahl gegebener Stücke, speciell die
des Dreiecks aus drei Stücken. An diese Aufgabe schliesst
sich naturgemäss die Frage nach der Grösse der übrigen
Stücke an. Dieselbe kann ohne weiteres beantwortet
werden, wenn die Aufgabe der Konstruktion der Figur
gelöst ist : Man zeichnet die Figur und misst mit Mass
stab und Transporteur die gesuchten Stücke nach.
Dieses Verfahren nennt man das „mechanische“,
„konstruktive“ oder „graphische“. Früher vielfach
unterschätzt, findet es in neuerer Zeit ausgedehnte An
wendung in der Technik (Graphostatik). Es ist nicht
auf ebene Figuren beschränkt : in der darstellenden
Geometrie wird die Aufgabe behandelt, die einzelnen
Stücke räumlicher Figuren durch ebene Konstruktionen
zu ermitteln. Dagegen ist der Anwendbarkeit des
graphischen Verfahrens durch folgende zwei Haupt
punkte eine Grenze gesetzt:
Erstens setzt es die konstruktive Lösung
der Aufgabe voraus. Diese aber ist mit Zirkel
und Lineal durchaus nicht immer möglich und, wenn
Einleitung.
12
Endlich bezeichne
г den Radius, M das Centrum des Umkreises,
q den Radius, 0 das Centrum des Inkreises,
J den Inhalt des Dreiecks.
,Л
А
О
с
С
К
м
\
В
V
h
Оа
X
Са Иа
—'V
Figur 2.
Figur 1.
Die Formeln für das ebene Dreieck sind dann:
(I) c2 = a2 -f- ba + 2aba (Projektionssatz),
(II) J = )/s.Sa.Sb.Sc,
(III) J = -k all» = f blib = ^- eh«,
(IV) J =pS = e& Sa = 9b Sb = Qc Sc,
abc
(V) .1
Tr-’
(VI) J = ]/ p . pa . pb . Qc ,
(VII)
Q
Qa
+
pb
+
(>c
Ist beispielsweise
a = 13 ; b = 14 ; c = 15,
so wird
s = 21 ; sa = 8 ; Sb = 7 ; sc = 6,
also nach (II)
J = 84
und nach (III)
Einleitung.
lo
Sr
168
ha = — = 12,9280... ; hb = 12 ; hc =
13
= 11,2.
Ferner ist nach (IV)
я
P = 4; pa =
— 10,5 ; eb = 12; ec = 14
und nach (V)
65
8 -8,125.
003
Wie gross sind ba, Ca, ab u. s. w. ? (Ans (I) zu be
rechnen.) Der Leser überzeuge sich, dass auch (VI) untf
(VII) erfüllt sind, und konstruiere das Dreieck, um die Stücke
nachzumessen. Die Winkel finden sich in Кар. II, § 14,
berechnet.
3.
Die Aufgabe der Trigonometrie kann man nun
mehr folgendermassen definieren:
Zunächst für das ebene Dreieck, dann aber auch
für beliebige ebene und räumliche Figuren den Zu
sammenhang zwischen den Strecken, Flächeninhalten
und Winkeln zu ermitteln.
Das wesentlich neue Moment liegt dabei in der
Betrachtung der Winkel, da diejenigen Beziehungen,
in denen keine Winkel Vorkommen, durch die elementare
Geometrie gefunden werden können. Es werden jedoch
auch solche Beziehungen mit trigonometrischen Hilfs
mitteln oft einfacher und kürzer herzuleiten sein.
Die Gleichungen zwischen den Strecken und Flächen
inhalten sind algebraisch, d. h. sie können auf eine
Form gebracht werden, in der nur Additionen, Subtraktionen
und Multiplikationen, und zwar in endlicher Anzahl, Vor
kommen. So kann für (II) geschrieben werden
J . J = s . sa . Sb . sc oder
16.J.J = (a + b + c) (—a + b + c) (a — b + c) (a + b —c).
14
Einleitung.
Man sagt daher, dass der Inhalt und die geradlinigen
Stücke des Dreiecks algebraische Funktionen der Seiten
sind. Das Entgegengesetzte gilt von den Winkeln. Sie sind
zwar auch durch die drei Seiten bestimmt, d. h. Funktionen
der drei Seiten; aber der Zusammenhang zwischen Seiten
und Winkeln lässt sich nicht durch eine endliche Anzahl
von Additionen, Subtraktionen und Multiplikationen defi
nieren; die Winkel sind also „nicht-algebraische“,
oder, wie man dafür sagt, „transcendent e“ Funktionen
der Seiten.
Erster Teil.
Ebene Trigonometrie.
Erstes Kapitel.
Das rechtwinklige Dreieck.
§ 4.
Definition der trigonometrischen Funktionen.
Wenn in einem bei C rechtwinkligen Dreieck ABC
ein spitzer Winkel, etwa a, bekannt ist, so kennt man
auch den zweiten Winkel, ß = 90° — «. Man kennt
В
В'
а
__ г
V
A&-
ь
Figur 3.
also das Dreieck seiner Gestalt nach. Ist in irgend
einem anderen rechtwinkligen Dreieck A'B'C' der Winkel
а* gleich a, so sind die Dreiecke ABC und A'B'C' ähn
lich und folglich auch
a : b : c = a' : b' : c'.
Die Уerhältnisse der Seiten eines recht
winkligen Dreiecks sind also durch einen
Ebene Trigonometrie.
16
der spitz en Winkel völlig bestimmt, sie sind,
wie der Mathematiker dafür sagt, „Funktionen“
desselben.
D
O
Ist z. В. a = 30°, so ist, a =
c, also nach dem Pythaи
уз
goras b = — c, mithin hat man
I
i-H C
M
а
c
0,5;
= 0,8660 ;
= y<T= 1,7321.
Ist « = 45°, so ist c —• а ]/ 2, also
а
=0,7071 ;-L = ^ =0,707!; ■; = 1.
с
Man nennt den Quotienten
den Sinus
des
л P
Winkels a:
Sinus = Gegenkathete durch Hypotenuse
sin а — —
(spr. Sinus alpha).
b ist die Gegenkathete von ß, d. h. des Comple
ments von a ; ^ ist daher der Sinus des Complements
von a; kürzer nennt man diesen Quotienten den Co
sinus von a (entstanden durch die Abkürzung со. sin.
für complementi sinns).
Cosinus = Gegenkathete des Complements durch
Hypotenuse.
b
cos a = c
(spr. Cosinus alpha).
Nach dieser Definition ist
cos a — sin (90° — a), sin a = COS (90° — a).
er p
Кар. I. Das rechtwinklige Dreieck.
Den Quotienten - -
а: с
b:c
17
sin a
nennt man die
cos«
Tangente des Winkels a.
Tangente = Sinus durch Cosinus — Gegenkathete
durch andere Kathete.
sin а
а
**а-ц
COS а
(spr. Tangens alpha.)
ist hiernach die Tangente von ß und wird als
solche die Cotangente von a genannt. Die Bezeichnung
entstand aus co. tang. = complementi tangens.
er
Cotangente = Gegenkathete des Complements
durch andere Kathete.
cotg a =----- = tg (90° - a)
COS a
»
sin a
(spr. Cotangens alpha).
Nach dieser Definition sind Tangente und Cotangente
reciproke Werte :
a
1
b
cotg a =
weil cotg a Aga =
tg«’
a '-b-=h
!
Im ganzen giebt es 6 Seitenverhältnisse: -jp
» er
Aus diesem Grunde wird cotg a nur selten gebraucht,
da es sich so einfach durch tga ersetzen lässt.
у
b . —Л • Bie Namen der 4 ersten sind soeben angec
geben worden.
Von den beiden letzten nennt man ?
TT
die Secante und dementsprechend —
a die Cosecante von a
und scnreibt dafür sec a und cosec a. Offenbar ist cosec a
Hessenberg, Ebene und sphärische Trigonometrie.
2
Ebene Trigonometrie.
18
1
-------. Daher werden die Funktionen sec
sin a sec a = cos a
und cosec im allgemeinen nicht benutzt.
Dagegen präge sich der Leser die Definition der Funk
tionen Sinus, Cosinus, Tangens und Cotangens aufs sorg
fältigste ein. Hierbei sind folgende Merkmale dienlich : Im
Zähler steht stets die Gegenkathete, und zwar die
des Winkels selbst bei den Funktionen ohne Co, dagegen
die des Complements bei den Funktionen mit Co. Im Nenner
steht die Hypotenuse bei Sinus und Cosinus.
Sinus, Cosinus, Tangens und Cotangens heissen die
„trigonometrischen Funktionen“. Sie. sind
absolute unbenannte Zahlen; ihr Wert ist unabhängig
davon, ob die Seiten des Dreiecks nach Centimetern,
Zoll oder sonst irgend einem Masse gemessen sind.
Man kann ihre Werte für jeden Winkel mit beliebiger
Genauigkeit berechnen, und zwar mit elementaren Hilfs
mitteln, aber auf Grund von Eigenschaften, die erst
später zu entwickeln sein werden. Wesentlich einfachere
Methoden liefert jedoch die höhere Mathematik. Näheres
hierüber findet sich im dritten Teil dieses Buches.
Man hat, wie für die Logarithmen der Basis 10,
auch für die trigonometrischen Funktionen Tabellen auf
gestellt. Diese finden sich aber, da sie wenig gebraucht
werden, gar nicht oder nur in beschränktem Umfange
den logarithmischen Tabellen werken beigegeben. Da
gegen enthalten diese Werke ausführliche Tabellen der
Logarithmen der trigonometrischen Funktionen. Die
sichere Handhabung dieser Tabellen ist für das Weitere
unumgänglich notwendig, und zwar übe sich der Leser
zunächst an der für die meisten Zwecke ausreichenden
fünfstelligen Tabelle.
Кар. I.
Das rechtwinklige Dreieck.
19
§ 5. Auflösung der rechtwinkligen Dreiecke.
Wenn man bedenkt, dass die zu einem Winkel а
gehörigen Zahlen sin et, cos et, tgct, cotga nichts anderes
• sind, als die Seitenverhältnisse eines beliebigen recht
winkligen Dreiecks, dessen einer spitzer Winkel gleich
et ist, so erkennt man, dass mit den trigonometrischen
Tabellen vollständig das Material zur Auflösung der
rechtwinkligen Dreiecke gegeben ist. In einem solchen
kann gegeben sein:
1) ct und а
3) a und c
2) ce und b
4) a und b
5) a und c.
R
œt
Ó
qL
S a
о"
& J*
IZ
Il
^
C
fQ
ZI.
ce
II
sin ct
log c = log a — log sin cc
-BP
а
= sin ct, also с
й -О о
O P
Im ersten Falle hat man:
Im zweiten Falle ist:
b
cos cf
ce LQ
b
— = COS Cf J c
= tg а, а = b tg et
log a = log b + log tg a.
Im dritten Falle ist:
a
.
.
— = sin a, a = c . sm a
c
log a = log c + log sin a
- - = cos «, Ъ = с cos а
О
log c = log b — log cos a
log Ъ — log с + log cos а.
C
T
"
P
Im vierten Falle ist:
= tgct
log a — log b == log tg a
oder auch c
a
sin ct
log c = log a—: log sin et
c—
20
Ebene Trigonometrie.
Im fünften Falle ist:
a
b — a cotg cc
— = sin
c
log a — log c — log sin a
log b = log a -f- log cotg a
oder b '== У c2 — a*.
Die Berechnung des zweiten Winkels ist hierbei
nicht berücksichtigt. Es ist ja ß = 90°— «. Die An
wendung der Formeln c = )/a2+ b2, b = ]/ ca — а2 ist
nur zu empfehlen, wenn a, b resp. c, a ganzzahlig sind,
oder wenn man eine ausführliche Quadratzahlentabelle
zur Verfügung hat.
Erstes Beispiel,
а — 3, c 1 5.
b = ]/2ö — 9 = 4.
log а = 0,47712
log c = 0,69897
log sin а = 0,77815 — 1 = 9,77815 — 10.
а = 36° 52' 11"
ß = 90° — а = 53° 7' 49".
Der Leser rechne für dieses Dreieck auch die andern
4 Fälle durch.
Die Bestimmung der Sekunden ist nicht ganz genau.
Man findet denselben log sin für alle Winkel von 36° 52' 9"
bis 36° 52' 12". Mit 7stelligen Logarithmen findet man.
dass der letzte Wert der richtige ist.
Zweites Beispiel,
a = 12, а = 67° 22' 49"
log с = log a — log sin a
log b = log a -f- log cot a
log a = 1,07918
log a = 1,07918
— log sin a — — 9,96524 -f 10 log cota = 9,61971 — 10
log c = 1,11394
c = 13,000
Probe: 122 4- 58= 139.
log b = 0,69897
b = 5,0000
Кар. I.
Das rechtwinklige Dreieck.
21
Drittes Beispiel.
c = 21,746; a = 38° 2Г 47"
log а = log c -f- log sin а
log b === log c -f- log cos а
log c = 1,33738
log sin a = 9,79285 -f-10
loge =1,33738
log cos a = 9,89437 — 10
log b = 1,23175
log a = 1,13023
a = 13,497
b= 17,051
Probe mit Hilfe der Quadratzahlentabelle : a2 = 182,17,
b2 = 290,73, c2 = 472,89.
Das zweite und dritte Beispiel sind der Tafel I am
Schlüsse des Buches entnommen.
§ 6.
Verlauf und Verallgemeinerung von Sinus
und Cosinus.
1. Um von dem Verlauf des Sinus und Cosinus ein
anschauliches, geometrisches Bild zu erhalten, denke
man sich die Hypotenuse des bei C rechtwinkligen Drei
ecks ABC als Längeneinheit gewählt. Dann ist sin a
= a, cos a = b, weil c = 1 wird. Denkt man sich nun
Q
B2j
By
BA
A
C2
c c; p
Figur 4.
den Winkel a veränderlich, den Schenkel АС aber fest
gehalten, so beschreibt der Punkt В einen Viertelskreis
PBQ. Das Lot von В auf den Radius AP, der durch
Ebene Trigonometrie.
22
C geht, ist der Sinus, die Entfernung seines Fusspunktes
von A der Cosinus, vorausgesetzt, dass der Radius des
Kreises die Längeneinheit ist. Man sieht aus der Figui
unmittelbar, wie der Sinus von 0 bis 1 wächst, wäh
rend der Cosinus von 1 bis 0 abnimmt.
2. Es hindert uns aber nichts, den Schenkel
AB über die Lage AQ hinauszudrehen, wenn
wir nur AP über A hinaus rückwärts verlängern. Dann
wandert C auf dem zu AP entgegengesetzten Radius
A R weiter, das Lot В C nimmt von 1 bis 0 wieder
ab, und AC wächst wieder von 0 bis 1, ist aber jetzt
entgegengesetzt gerichtet wie vorher.
B'
B\
X
\
R
А
p
Figur 5.
Man bezeichnet nun auch weiter BC, ge
messen durch AB, als den Sinus von PAB
und hat damit die Definition des Sinus auf stumpfe
Winkel erweitert. Ebenso nennt man auch weiter
AC, gemessen durch AB, den Cosinus von a,
erteilt ihm aber, da AC entgegengesetzt ge
richtet istу wie die Cosinus des ersten Qua
dranten, das negative Vorzeichen.
Кар. I.
Das rechtwinklige Dreieck.
23
Die so definierten Sinus und Cosinus stumpfer
IVinkel lassen sich leicht durch die ihrer spitzen Neben
winkel ausdrücken. Ist nämlich < B'AP = <§C BAB,
= 180° — a, so ist В' C' gleich und gleichgerichtet, wie
В C, d. h. es ist
sin а = sin (180° — a).
(I)
Dagegen ist AC gleich und entgegengesetzt gerichtet, wie А' C, d. h. es ist
COS а = — cos (180 ° — a)
(П)
Nebenwinkel haben gleiche Sinus und entgegen
gesetzt gleiche Cosinus,
3. Man kann AB noch weiter drehen, durch den dritten
und vierten Quadranten, bis nach AP. Dabei wandert C
von R nach P zurück und wenn man А C, gemessen
durch AB, wieder mit dem negativen Vorzeichen, wenn C
auf AR, mit dem positiven, wenn C auf AP liegt, auch
weiterhin als Cosinus von « bezeichnet, so durchläuft der
Cosinus die Werte von —1 bis -}-l wieder zurück.
Ebenso bezeichnet man BC, gemessen durch AB, auch
weiterhin als den Sinus, erteilt ihm aber das negative Vor
zeichen, da В C entgegengesetzt gerichtet ist, wie im ersten
und zweiten Quadranten.
B’
B'
С
А
В
1В
Figur 6.
Figur 7.
24
Ebene Trigonometrie.,
Die Sinns und Cosinus der Winkel des dritten und
vierten Quadranten lassen sich wieder in einfacher Weise
durch die des ersten und zweiten ausdrücken. Verlängert
man nämlich B A über A hinaus bis zum zweiten Schnitt
punkt B' mit dem Kreis, so ist <£: P А В' = а — 180°, В' С'
ist gleich und entgegengesetzt gerichtet, wie В C :
sin а = — sin (a — 180°).
(ui)
C'A ist gleich und entgegengesetzt gerichtet, wie CA:
cos а =- — cos (a — 180°).
(IV)
Winkel, die sich um 180° unterscheiden, lmben ent
gegengesetzt gleiche Sinus und Cosinus.
4. Hierdurch erhält man folgendes Bild von dem Ver
lauf des Sinus und Cosinus in den 4 Quadranten :
а
sin а
cos а
=0
=0
= 1
geht von 0 bis R
geht von 0 bis 1
geht von 1 bis 0
== R
=1
=0
geht von R bis 2 R
geht von 1 bis 0
geht von 0 bis —1
=2R
=0
— —1
geht von 2 R bis 3 R geht von 0 bis —1 geht von —1 bis 0
=3R
=0
geht von3Rbis4R geht von —1 bis 0
4R
0
geht von 0 bis 1
1
Lässt man den Punkt В von irgend einer Lage aus
einen vollen Umlauf auf dem Kreise machen, so vermehrt
sich zwar der Winkel a um 360°, aber В und mit ihm BC
und AC kehren in ihre vorige Lage zurück. Man sagt da
her, Sinus und Cosinus seien „um 360° periodisch46:
Кар. I.
Das rechtwinklige Dreieck.
sin (a -J- 360°) = sin а
25
(V)
(VI)
COS (a -f- 360°) = COS а
Q
90
R (iso
sin +
sin +
cos -
cos +
о
0 )P
sin -
sut -
cos-
cos +
2 70
s
Figur 8.
эо°
°\
180
\o°
270
°
Figur 8 a.
5. Bisher war angenommen, dass sich В auf dem Kreise
im entgegengesetzten Sinne wie der Uhrzeiger drehe. Dreht
man А В nach der anderen Seite, bis es mit А P zusammen
26
Ebene Trigonometrie.
fällt, so wird a null und der bei weiterer Drehung ent
stehende Winkel ist konsequenterweise als ein negativer
Winkel zu bezeichnen. Die Funktionen negativer Winkel
definiert man durch die zuletzt aufgestellte Gleichung, in
dem man zu dem Winkel so oft 360° hinzufügt, bis man
X
Ж
УВ
Figur 9.
einen positiven Winkel erhält. Auch überzeugt man sich an
der Figur leicht, dass
sin (— a) = — Sin a, COS (— a) = COS a ist. (VII)
§ 7. Verlauf der Tangente.
Die Tangente definiert man für beliebige Winkel
am besten immer als Quotienten von Sinus und Cosinus:
sin«
tgo = cos а
Durch Division der Formeln
sin а = sin (180° — a), cos а = — cos (180° — а)
erhält man
tga = —tg (180° — «)
(VIII)
Nebenwinkel haben entgegengesetzt gleiche Tangenten.
Durch Division der Gleichungen
sin a — — sin (а — 180°), cos a = — cos (a — 180°)
erhält man
tg а = tg (а — 180°).
(IX)
Кар. I.
Das rechtwinklige Dreieck.
27
Die Tangenten der Winkel im dritten und vierten Qua
dranten stimmen wieder mit denen der Winkel im ersten
und zweiten überein, die Tangente ist also bereits
um 180° periodisch.
Für negative Winkel erhält man durch Division von
sin (— a) = — sin a, cos (— a) = cos a
(X)
tg* (— a)= — tg a.
Um von dem Verlauf der Tangente ein geometrisches
Bild zu erhalten, errichte man in Fig. 10 in P das Lot
auf AP und verlängere AC bis zum Schnitt T mit
A r,
T
By
А
Ci С
Figur 10.
demselben. Dann ist TP: AP = tga, und da AP die
Längeneinheit ist, ist TP das Mass der Tangente.
Uebrigens stammt die Bezeichnung „Tangente“ davon
her, dass TP in P den Kreis berührt.
Die Tangente wächst von 0 bis 90° stetig und
kann jeden Wert annehmen. Für 90° ist sie nicht
definierbar, da sich dann AC und das Lot in P nicht
schneiden. Auch wird cos 90° == 0, so dass der Quotient
Ebene Trigonometrie.
28
sin 90°
keinen Sinn hat. Man schreibt aber
cos 90°
tg 90° = oo (gesprochen : unendlich),
um damit anzudeuten, dass tga bei der Annäherung
von a an 90° jeden beliebig grossen Wert annehmen kann.
§ 8.
Algebraische Gleichungen zwischen den
Funktionen desselben Winkels.
Nach dem Satz des Pythagoras ist für jede Lage
des Punktes B:
(AC)2 + (B C)2 — (AB)2
oder, da AB = 1, AC = + cosa, BC = + sina ist:
(XI)
sin2 a -)- COS2a = 1.
В
с
А
а
л
Ь
Figur 11.
Dies ist eine der wichtigsten Fundamentalformeln
der Trigonometrie. Mit der andern Gleichung
sin cg
tgcg = cos«
zusammen gestattet sie, jede der drei Funktionen sin,
tg, cos durch eine andere auszudrücken. Eliminiert man
irgend eine, etwa sin, aus beiden Gleichungen, so erhält
man eine Beziehung zwischen den beiden andern, etwa
cos und tg. Der Leser übe dies zunächst an einigen
I
__
Zahlenbeispielen, z. B. tg«= —, уз, 3 u. a. m., und
А
leite sodann folgende 6 Formeln ab:
Кар. I.
Das rechtwinklige Dreieck.
sina =
sin a
У1 —cos2 a
cos a =
У1 — sin2 a
cos a
tg a =
sin a
У1 — sin2 a
У1 — cos2 a
cos a
29
tg«
V1 ~ł~ tg2 a
1
]/l + tg“a
tget
Zweites Kapitel.
Das schiefwinklige Dreieck.
§ 9. Cosinusformeln und Cosinussatz.
In jedem schiefwinkligen Dreieck gelten die drei
Cosinusformeln :
a = b cos у + c cos ß
b = c cos а + a cos у
с = a cos ß + h cos a
(I)
Ъ
a
к
ß
А&
kВ
Figur 12.
Beweis. 1. a und ß seien spitz. Dann ist in
dem rechtwinkligen Dreieck ACHc
AEC = AC cos a = b cos а
und in dem rechtwinkligen Dreieck BCHc
BHC = BC cos/? = a cos/?.
Ebene Trigonometrie.
30
Durch Addition folgt
AHc + BHc = AB=:C = acos/?+b cos a, w. z. b. w.
2. Einer der Winkel a und /?, etwa a, sei stumpf.
Dann ist wie vorher
В Hc = В C cos ß == a cos ß.
Dagegen
A Hc == А C cos a4 ^ b cos a',
wo a4 —180° — a der Aussenwinkel an der Ecke A ist.
Ar
Дс
а
V
ct\cl
А
Ä 'В-
Figur 13.
Durch Subtraktion folgt
B ïï0 — AHC = AB = c = a cos ß — b cos a4
und nach Formel (II) des ersten Kapitels ist
— cos a' = cos a, also
c = a cos ß -f- b cos ce, w. z. b. w.
Man kann die drei Cosinusformeln als drei Glei
chungen ersten Grades mit den drei Unbekannten cos ce,
cos/?, cos/ auffassen und nach diesen Unbekannten auflösen. Dann erhält man :
— a2 + b2 + c2
cos a =
2bc
+ a2 —b2 + c2
cos/? =
2ac
a2 + b2 — c2
cos / =
(П)
2ab
Кар. IL
Das schiefwinklige Dreieck.
31
Man schreibt nach WegschaffuDg der Brüche diese
Formeln meist in der Gestalt:
a2 — b2 + c2 — 2 b c cos a,
b2 = c2-j-a2 — 2ca cos/?,
c2 — a2 + b2 — 2 a b cos/.
(III)
Diese Formeln enthalten den sogenannten Cosinus
satz. Weiss man eine der Formeln (III) auswendig, so
leitet man die anderen durch Vertauschung der Seiten
und Winkel aus ihr ab. Will man den Cosinussatz
unmittelbar aus den Cosinusformeln erhalten, so multi
pliziere man die erste mit a, die zweite mit b, die dritte
mit c, addiere zwei von ihnen und subtrahiere die dritte
davon.
Umgekehrt erhält man durch Addition zweier der
Gleichungen (III) die Cosinusformeln. Addiert man z. B.
die beiden letzten, so hebt sich b2 -{- c2 auf beiden Seiten
und es bleibt n0 = 02 а 2 — о2 ca cos ßл — 02 abu cosy.
Dividiert man durch 2 a und bringt die negativen Glieder
auf die linke Seite, so erhält man die erste Cosinusformel.
Die Gleichungen (III) erhält man auch unmittelbar aus
dem Projektionssatz oder verallgemeinerten Pythagoras [For- ,
mel (I) der Einleitung]. Ist nämlich у spitz, so ist
c2 = a2 + b2 — 2aba
und ba = b cos y.
Ist aber у stumpf, so ist
c2 “ a2-j- b2-f-2aba
und ba = bcos(180°—y) = — bcos/.
§ 10. Anwendung des Cosinussatzes.
Der Cosinussatz gestattet die Berech
nung der fehlenden Stücke des Dreiecks,
wenn drei Seiten oder zwei Seiten und ein
Winkel gegeben sind.
32
Ebene Trigonometrie.
Erster Fall: Gegeben die 3 Seiten a, b, c.
Man erhält die Winkel aus (II).
Erstes Beispiel.
a = 13, b = 4, c = 15.
1. Berechnung von a.
— a8 + b8 + c* = - 169 + 16 + 225 = 72,
3
72
0,6,
cos a = 2.4.15
5
log cos a = 9,77815 — 10,
a = 53° 7' 49".
2. Berechnung von ß.
а8 — b8 + c2 = 169 — 16 + 225 = 378,
63
378
cos/?
2.13.15 65 *
log cos ß = log 63 — log 65,
log 63 = 1,79934
log 65 = 1,81291
log cos ß = 9,98643 — 10,
ß = 14° 15' 0".
3. Berechnung von y.
a2 + b8 —c8= —40,
5
40
cosy
13'
2.13.4
у ist also ein stumpfer Winkel. Da stumpfe Winkel
nicht in der Tabelle stehen und negative Zahlen keine
(reellen) Logarithmen haben, bestimme man statt у den
Winkel y'=180°— y, dessen Cosinus nach Formel (II) des
5
Кар. I gleich -f- -jg- ist.
Man hat
log 5 = 0,69897
log 13 = 1,11394
log cos y' — 0,58503 — 10.
y' = 67° 22' 48"
у = 180° — у' = 112° 37' 12".
Кар. IL
Das schiefwinklige Dreieck.
33
Probe : « + /? + 7 = 180° 0' 1".
Der Fehler von 1" ist sehr gering.
Wenn a, b, c nicht ganzzahlig gegeben sind, wird die
Rechnung wohl umständlicher, bleibt aber im Prinzip die
gleiche, wie bei dem ersten Beispiel.
Zweites Beispiel.
a = 13,509, b = 16,470, c = 21,746.
Logarithmisch oder mit einer Quadratzahlentabelle be
rechne man zunächst a2, ba, c2. Die Quadratzahlentabelle
ergiebt
a2 = 182,49, ba = 271,26, c2 = 472,89.
1. Berechnung von a.
— a2 + b2 + c2 = 561,66
log cos a — log 561,66 — log 2 — log b — log c
ausgerechnet = 9,89437 — 10
a = 38° 21' 48".
2. Berechnung von ß.
a2 — b2+c2 = 384,12
log cos ß = log 384,12 — log 2 — log а — log c
ausgerechnet = 9,81543 — 10
ß = 49° 10' 24".
3. Berechnung von 7.
a2 + b2 —c2 = — 19,14
7 ist stumpf. 7' = 180° — 7.
cos 7' = -f
19,14
2 ab
log cos 7' = log 19,14 — log 2 — log а — log b
ausgerechnet = 8,63360 — 10
7' = 87° 32' 5"
7 = 180° — 7' = 92° 27' 55".
Probe : « + ß + 7 = 180° 0' 7",
hinreichend genau.
Zweiter Fall: Gegeben zwei Seiten und der ein
geschlossene Winkel: a, b, 7.
Hesseuberg, Ebene und sphärische Trigonometrie.
3
34
Ebene Trigonometrie.
Man findet c aus der dritten Formel (III) dieses
Kapitels, sodann a und ß wie im ersten Fall oder nach
dem Sinussatz, § 13.
Drittes Beispiel.
y spitz, a = 13, b = 14, y = 67° 22' 48".
log 2 ab cos y = log 2 + log a + log b -f- log cos y
ausgerechnet = 2,14613
2 ab cos y — 140,00
c8 = a2 -f- b2 -- 2 ab cos y
= 169 + 196 — 140 = 225
c = 15.
Für a und ß erhält man nach den Formeln (II) :
a = 53° 7' 49", ß = 59° 29' 23".
Probe : « + ß + y = 180° 0' 0".
Viertes Beispiel.
y stumpf, а = 13,509, b = 16,470, у = 92° 27' 55".
у* = 180° — y = 87° 32' 5", cos y1 = — cos y
c2 — аа bа —2 ab cos y1
log 2 ab cos y' = log 2 + log a -f- log b + log cos y'
ausgerechnet = 1,28194
2 ab cos yl = 19,14
[a2, b2 und c sind aus a, b und
a2 = 182,49
ca mit der Quadratzahlentabelle
b2 = 271,26
ermittelt.]
c2= 472,89
c = 21,746.
Dritter Fall: Gregeben zwei Seiten und ein nicht
eingeschlossener Winkel: a, b, a.
Dieser Fall ist einfacher nach dem Sinussatz (siehe
§ 13) zu lösen, lässt sich aber auch nach dem Cosinus
satz behandeln. Man hat für c die quadratische Gleichung
a2 == b2 -f- c2 — 2bccosa
oder c2 — 2 b c cos a = a 2 — h *.
Кар. И.
Das schiefwinklige Dreieck.
35
Ihre Wurzeln sind
c = b cos а + |/ а* — b2 + b2 cos2 a
= b cos a + У a2 — b* sin2a
(IY)
1st a > b, so ist nur das obere Vorzeichen brauch
bar; das untere würde einen negativen Wert ergeben.
Ist a < b, so sind beide Vorzeichen brauchbar, es muss
aber b2 sin2 a kleiner als a2 sein, weil sonst der Aus
druck unter dem Wurzelzeichen negativ wird.
Fünftes Beispiel.
a = 13, b=4, a = 53° 7'49".
log b cos a = log b -f- log cos a
log b sin a — log b + log sin a
log b = 0,60206
log cos a = 9,77815 —10
log sin a = 9,90309 — 10
log b cos a = 0,38021, . . . b cos a — 2,4000
log b sin a = 0,50515
2 log b sin a = 1,01030 ... b2 sin2 a = 10,240
a2_b2 sin2 a = 158,70
j/a2 — b* sin2 a = 12,600
c = 2,4+12,6 = 15 oder — 10,2.
Die negative Wurzel ist nicht brauchbar. Aus a = 13,
b = 4, c = 15 berechnet man die fehlenden Winkel nach Fall 1.
Sechstes Beispiel.
c = 21,746, a = 13,509, « = 38° 21' 48".
Man hat für b die quadratische Gleichung
a3=b2-|-c2 — 2bc cos«,
deren Wurzeln
b = c cos a + j/a2— c2sin2a
sind. Es wird wie im fünften Beispiel:
c cos a = 17,051, c2 sin2 a = 182,16
a2 — c2 sin2 a = 182,49 — 182,16 = 0,33
У а2 — с2 sin2 а = 0,575
Ъ = 17,051 + 0,575 = 17,627 oder 16,476.
36
Ebene Trigonometrie.
Beide Werte sind brauchbar; aber die letzte Stelle ist
um 6 Einheiten falsch, wie genauere Berechnung zeigt. Der
Fehler entsteht dadurch, dass a2 — c2sin2a nur auf zwei
Stellen genau gefunden wird. Er kann noch bedeutend
grösser werden.
Weitere üebungsbeispiele enthält Tafel II am Schluss
des Buches.
§ 11. Sinussatz.
Die Seiten eines Dreiecks verhalten sich, wie die
Sinus der gegenüberliegenden Winkel:
a : b : c = sin a : sin ß : sin y.
00
Beweis. In dem rechtwinkligen Dreieck ACHc
liegt bei A der Winkel a, wenn er spitz ist, dagegen
der Winkel (180° —a) = a', wenn a stumpf ist. Nach
Formel (I) des ersten Kapitels haben a' und a denselben
Sinus
CHc
hc
sin a =
AC
b
b
a
K
ß
A&-
‘B
Figur 14.
Es ist also
hc = b sin a
und ebenso im Dreieck В С Hc
hc — a sin/?
folglich :
a sin ß = b sin «
a : b = sin а : sin/? w. z. b. w.
(VI)
Кар.
II.
Das schiefwinklige Dreieck.
37
C
hc
%
a
V
d\ći
L
А
A 'В
Figur 15.
Erweiterter Sinussatz :
а
Ъ
с = 21(VU)
sin a
sin ß
sin 7
(VIII)
oder a = 2 r sin a ; b = 2 r sin ; c = 2r sin y.
Beweis. Man ziehe durch В den Durchmesser
des Umkreises. A' sei sein zweiter Endpunkt. Das
А
A'
/
■
ri'
м
в
а
Figur 16 а.
Dreieck А' В С hat nach dem Satz des Thaies bei C
einen rechten Winkel. Also ist:
BC
а
sin°/=BÄ‘=27
Ebene Trigonometrie.
38
Ist aber a spitz, so steht es mit a' über demselben
Bogen, ist also nach dem Satz vom Peripheriewinkel
gleich a'. Ist dagegen a stumpf, so ergänzen sich die
A
A
С
В
а
/
âL
А'
Figur 16 b.
Bogen, über denen a und а' stehen, zu 360°, die Winkel
a und ce' also zu 180°. Es ist daher nach Formel (I)
des ersten Kapitels sin a' gleich sin «, mithin unter allen
а
Umständen
sin а =
2г
Zweite Form des erweiterten Sinussatzes:
sin а
sin ß
sin у
2J
(IX)
a
c
abc
b
oder
J = -g- bc sin a = -g- ca sin ß =
ab sin y
(X)
(Inhaltsformel).
Erster Beweis. Nach Formel (VII) dieses Kapitels
sina
1
ist----- =
Drückt man r nach Formel (V) der
а
2r ’
sina
Einleitung durch J und die Seiten aus , so wird------а
2J
abc*
Кар. II.
Das schiefwinklige Dreieck.
39
Zweiter Beweis. Nach Formel (VI) dieses
Kapitels ist hc = b sin a, also
J = 2 c hc = — b c sin а, ж. z. b. w.
§ 12. Rechnerischer Beweis des Sinussatzes.
Bei den soeben angegebenen geometrischen Beweisen
des Sinussatzes mussten die Fälle stumpfer und spitzer
Winkel unterschieden werden. Dies ist nicht notwendig,
wenn man mit Hilfe der Formel (XI) des ersten Kapitels :
sin12 a + cos2 a = 1
sich den Sinus aus dem in § 9, Formel (II), angegebenen
Ausdruck des Cosinus ausrechnet. Man hat dabei drei
mal die Formel
p2 — q2 = (p — q) (p + q)
aus der Algebra anzuwenden. Zunächst ist
sin2 a = 1 — cos2 a = (1 — cos a) (I + cos a).
Die beiden Faktoren der rechten Seite berechnen
wir einzeln. Es ist
— a2+b2 + c2
1 — cos a = 1
2bc
a2 — (b2 — 2bc-|-c2)
2b c
a2 — (b — c)2
2bc
,_[a—(b — c)] [a+(b — c)]
2bc
2 \ se
1 — COS a —
(XI)
bc *
Ebenso wird
— a2 + b2 + c2
1 —J- cos a — 14
2bc
Ebene Trigonometrie.
40
b2 + 2bc + c2 — a2
2bc
(Ъ + с2) —a2
2b c
[b -j- c — a] [b -f- c -f- a]
2bc
1 + cos а =
2 8.8*
(XII)
bc
Nunmehr ist
sin2 а = (1 — cos а) (1
cos а)
2 ]/ s . Sa . Sb . SC
bc
2J
sin а
1
J=2bcsince
4 S . Sa . Sb . sc
(bc)2
bc
w. z. b. w.
Dieser Beweis deckt sich im wesentlichen mit der Ab
leitung der Formel J = j/ s. Sa . sb . sc in der ebenen Geometrie.
§ 13. Anwendung des Sinnssatzes.
Der Sinussatz und seine Erweiterung
dient zur Berechnung eines Dreiecks aus
einer Seite und z wei Winkeln, oder aus zwei
Seiten und einem nicht eingeschlossenen
Winkel, oder aus drei Seiten.
Erster Fall. Gegeben eine Seite und zwei Winkel.
Man rechne zuerst nach dem Satz von der Winkel
summe den dritten Winkel aus. Aus a, а, /?, у findet
man dann b und c aus (V)
a
a
b
sin y
sin/?
sin a
sin a
logb = loga — log sin а 4“ log sin/?
log c = log a — log sin a -f- log sin y.
Кар. I Г.
Das schiefwinklige Dreieck.
41
Erstes Beispiel,
а — 13, а = 53° 7' 48", ß = 14° 15' 9",
Zuerst ist а -f" ß — 67° 22' 48"
/ = 180 — (а + ß) = 112° 37' 12".
1. Berechnung von b.
log b — log a — log sin « -)- log sin ß
ausgerechnet = 0,60206
b = 4,000.
2. Berechnung von c.
sin/ ist gleich dem Sinus des Nebenwinkels
/' = 67° 22' 48"
log c = log a — log sin a + log sin /'
ausgerechnet = 1,17609
c = 15,000.
Zweiter Fall. Zwei Seiten und ein gegenüber
liegender Winkel: a, b, a. Nach dem Sinussatz ist
sin a . b
sin ß_b
sin ß
a
sin a
a
Aus ß und a findet man у nach der Winkelsumme,
c wieder nach dem Sinussatz:
a sin/
с=
sm а
Zweites Beispiel,
a = 13, b = 4, а = 53° 7' 49".
log sin ß = log sin a — log a -f- log b,
ausgerechnet = 9,39121 — 10,
ß = 14° 15' 0"
ß* — 180° — 14° 15' 0".
oder
Der zweite Fall ist aber ausgeschlossen, denn da
ß‘ stumpf ist, könnte es nur der grössten Seite des
Dreiecks gegenüberliegen, während b kleiner als a ist.
Für / erhält man aus der Winkelsumme 112° 37'
12" und daraus für c 15,000.
42
Ebene Trigonometrie.
Drittes Beispiel.
a = 13,509, b = 17,632, a = 38° 21' 47".
log sin ß = log sin a — log а -f- log b,
ausgerechnet = 9,90852 — 10,
ßi = 54° 6' 7"
ß* = 180° — 54° 6' 7" = 125° 53' 53'"
Da b grösser als a ist, liegt kein Grund gegen die
Brauchbarkeit des zweiten Wertes vor. Es wird
y1 =87° 32' 6", 72 = 15° 44' 20".
a sin y2
a sin y1
c2 — sin а
ci
sin а ’
Die Berechnung ergiebt
Cl =21,746,
ca =5,9041.
Viertes Beispiel,
а = 13,509, c = 21,746, а = 38° 21' 47".
Hier ist natürlich erst у zu berechnen.
log sin 7 = log sin а — log a + log c,
ausgerechnet = 9,99960 —10,
7j = 87° 32'
72 = 180° -7! = 92° 28'.
Die Sekunden sind nicht zu bestimmen. Beide Winkel
können um eine Minute falsch sein. Es wird
A = 54° 6' 13", ß2 =: 49° 10' 13".
Auch diese Winkel sind naturgemäss ungenau. Man
findet mit ihnen
\ = 17,632, b2 = 16,469.
Man hätte ebensogut yl =87° 33' nehmen können und
hätte dafür
bt= 17,629, b2 = 16,473
erhalten. Noch stärker weichen die nach dem Cosinussatz
(sechstes Beispiel in § 10) berechneten Werte ab.
Wie verhält sich die graphische Lösung? Der Leser
versuche sie mit den abgerundeten Werten a = 13,5 mm,
c ~ 21,7 mm, a — 38°,5.
Кар. II.
Das schiefwinklige Dreieck.
43
Dritter Fall. Gegeben die 3 Seiten a, b, c. Hier
ist der erweiterte Sinussatz, am besten Formel (IX) oder
(X) anzuwenden. Man berechne dabei zuerst die den
kleineren Seiten gegenüberliegenden Winkel, da diese
sicher spitz sind, also der der Tabelle entnommene
Wert der richtige ist.
Fünftes Beispiel.
a = 13, b = 4, с = 15.
Es wird
s = у (13 + 4 + 15) =16,
sa =
Sb =
Sc =
s -— a
s—b
s—c
= 3,
= 12,
= 1,
J2 =re . Sa . Sb . SC = 16.36,
J = 4.6 = 24.
Nun ist
2.24
- = 0,8,
4.15
log sin a — 9,90309 — 10,
a = 53° T 48" ;
2.24 _16
1
J = c a sin ß, also sin ß
13.15 65’
log sin ß = 9,39121 — 10,
ß = 14° 15' 0" ;
2.24_ 12
J = a b sin y, also sin y
4.13 13?
log sin y = 9,96524 — 10.
Aus der Tafel findet man für y zunächst 67° 22' 48". Da
aber c die grösste Seite ist, kann y auch der Nebenwinkel
von 67° 22' 48" sein. Der Satz von der Winkelsumme ergiebt in der That, dass
У = 180° — 67° 22' 48" = 112° 37' 12"
sein muss.
toi
Г
С 1-^
Ü1
1
J = — b c sin a, also sin a =
Ebene Trigonometrie.
44
Sechstes Beispiel.
a = 13,509, b = 17,632, c = 21,746.
s = 26,4435, sa = 12,9345, sb = 8,8115, sc = 4,6975 ;
}=y[logs + logsa+logsb+logs0}
0gJ=ybg{
s • sa • sb • sc
ansgerechnet = 2,07550 ;
log sin a = log 2 -f- log J — log b — log c,
ansgerechnet = 9,79285 — 10,
« = 38° 21' 49".
log sin ß = log 2 + log J — log c — log а,
ansgerechnet = 9,90852 — 10,
ß = 54° 6' 7".
log sin у = log 2 -f- log J — log a — log b,
ausgerechnet — 9,99960 — 10.
у ist spitz, da а ß grösser als 90° wird. Die Tabelle
giebt у nicht genau genug: 87°, 32'— 33'. Man wende da
her die Winkelsumme an :
у -87° 32' 4".
§ 14.
Tangenten der halben Winkel.
Zur Berechnung der Winkel aus den Seiten giebt
es noch ein drittes Verfahren mit Hilfe eines ange
schriebenen oder des eingeschriebenen Kreises. Fällt
man von О aus auf die Seite b das Lot OV =
so ist
nach Sätzen der Planimetrie
AV = sa,
< OAV = |.
In dem rechtwinkligen Dreieck OAV ist aber
а OV
,___
P
AV
Sa
2
(XIII,J
Fällt man von Oa das Lot OaV' auf b, so ist, wie
in der Planimetrie gezeigt wird :
AV' = s,
folglich
CV' = s — b — sb«
Кар. II.
Das schiefwinklige Dreieck.
45
In dem rechtwinkligen Dreieck OaV'A ist
а
OaV' Jpa
(XIII,,)
tg2
AV'
s
,Л
% r
c
\
Oa
V'
Figur 17.
In dem rechtwinkligen Dreieck OaV'C ist der Winkel
bei C die Hälfte des Aussen winkeis von 7, also gleich
1
7
*2"(180°—7) = 90°----g", folglich der Winkel bei Oa gleich
X
2 *
Man hat also
. y
tg2
CV'
Sb
OaV'
pa
(XIII, 3)
tg-|-=
¥^
^
Aus den drei Formeln (XIII> 1 > 2> 3 ) kann man
durch Vertauschen der Seiten und Winkel folgende
Tabelle hersteilen:
а
=
=_Sb = _Sç
t%j=
Qc
Çb
__ _£*L _
S
Ç*
(XIII)
tsi = Ç __ Qc,s __ Sa __ Sb
Çb
Ça
Sc
Drückt man die Radien durch die Seiten aus
(Formel IV der Einleitung), so reduziert sich die An
zahl dieser Formeln auf die Hälfte. Es wird z. B.
Ebene Trigonometrie.
46
tg2 =
J
Sb. Sc
J
Setzt man hierin J = Vs . sa . Sb . sc, so werden auch
diese beiden Ausdrücke miteinander identisch. Man
/Sh • sc
erhält :
S.Sa
«•ï-V
*ł-y
s. sa :
Są, • S,,
S.Sb’
‘4-У S.SC
(XIV)
Diese Formeln sind zur В erechnung der
Winkel aus den Seiten sehr viel geeigneter
als der Sinus- und Cosinussatz. Erstens ge
statten sie durchgehende logarithmische Rechnung, was
beim Cosinussatz nicht möglich ist. Zweitens sind die
aufzuschlagenden Winkel sicher spitz. Drittens ist die
Tafeldifferenz von log tg nie kleiner als 25 Einheiten
der letzten Stelle, also kann man mindestens auf zwei
Sekunden genau interpolieren.
Erstes Beispiel.
а = 13, b = 14, c = 15.
s == 21 ; Sa = 8 ; Sb = 7 ; Sc = 6.
а
776
1
-f-y
21.8 = T' ,og tg У = 9>69897 — 10-
4
tg- = l/ 8.6
ß
ё 2
У 21.7 = у ; log tg j = 9,75696 - 10.
, У
т/8.7
2
tg¥=fäГб= Г logtg
= 9,82391 — 10.
~ = 26° 33' 54" ; а = 53° 7' 48".
Кар. II.
Das schiefwinklige Dreieck.
ß = 29° 44' 41" ; ß = 59°29'22".
—
jL = 33» 41' 25" ; 7 — 67°22'50".
Probe : a + ß + y = 180° 0' 0".
Zweites Beispiel.
a = 13,509, b = 17,632, c = 21,746.
s = 26,4435 ; sa = 12,9345 ; sb = 8,8115 ; sc = 4,6975.
bg tg y = у {log Sb + log Sc —
ausgerechnet =
^1,08285 — 2^ = 9,54143 — 10,
Y = 19° 10' 54".
log tg ■§■ = Y {log Sa + log se — log s — log sb J ,
= y { 1,41625 — 2 ] = 9,70813 — 10,
ß
Y = 27° 3' 6".
log tg y = y {log Sa + log Sb — log s — log s0 ] ,
= Y { 1,96261 — 2 } = 9,98131 - 10,
Zr = 43° 46' 3".
2
Somit ergiebt sich:
« = 38° 21' 48"
ß = 54° 6' 12"
y = 87° 32' 6"
Probe : a + ß + y = 180° 0' 6".
47
48
Ebene Trigonometrie.
Drittes Kapitel.
Die Additionstheoreme der trigonometrischen
Funktionen.
§ 15. Erste Form der Additionstheoreme.
(I)
sin (f + tj) = sin I cos 17 + cos £ sin y
sin (I — fj) = sin £ cos 1? — cos | sin 17
(И)
(III)
cos (I + rj) = cos I cos y — sin I sin y
(IV)
cos (I — rç) = cos I cos 17 + sin £ sin 17.
a) Die vorstehenden Formeln, die soge
nannten Additionstheoreme der trigonometrischen
Funktionen, müssen auswendiggelernt werden,
am besten, ehe man ihre Beweise durch arbeitet. Auch
empfiehlt es sich, ihre Richtigkeit an speciellen Bei
spielen zu erproben (z. B. £ = 0; 90°, 180°, 270°, 360°
oder für (I) und (III) £ = 90° — *7, 180° — y etc., für
(II) und (IV) £ = *7, 90° + y etc.) Dabei ist zu be
achten, dass (für Winkel des ersten Quadranten) der
Cosinus des grösseren Winkels £ + у kleiner sein muss
als der des kleineren Winkels £ — y\ hierdurch erklärt
sich das Verhalten der Vorzeichen in (III) und (IV).
b) Wenn man eine derFormeln(I)bis (IV)
kennt, so kann man die anderen daraus her
leiten.
Setzt man z. B. in (I) у — — y\ so wird nach
Кар. I, § 6, 5
»sin у = — sin y\ cos у — cos *7',
wodurch Formel (I) in (II) und (III) in (IV) übergeht.
Ferner ist
cos (£ + y) = sin (90° — I + 17)
= sin (90° — £) cos у cos (90° — £) sin у
= cos £ cos у sin £ sin y.
Кар. III.
Die Additionstheoreme der trig. Funkt.
49
Der Leser versuche ebenso die Herleitung der
übrigen Formeln aus (II), (III) und (IV).
c) Man setze in (I) und (III) f = J' — tj und löse
die so entstehenden Gleichungen nach sin (f'— 77) und
cos (£' — 77) auf. Man wird (II) und (IY) erbalten.
Umgekehrt setze man in (II) und (IV) | = + ^ und
löse nach sin (|' -f- 77), cos (f ' 77) auf.
d) Man setze in (I) | = £' — 77, drücke sin (|' — 77)
nach (II) aus und berechne cos (|' — 77). In ähnlicher
Weise leite man (III) aus (I) und (II) und umgekehrt
(I), (П) aus (III) und (IV) ab.
Hieraus wird ersichtlich, dass es genügt, zwei oder
auch bloss eine der Formeln (I) bis (IV) zu beweisen.
Der Beweis wird noch vereinfacht durch folgende Sätze:
e) Hat man eine der Formeln (I) bis (IV)
für die Winkel zweier aufeinanderfolgen
der Quadranten bewiesen, so gilt sie für
beliebige Winkel.
Man setze beispielsweise in (I) | = -f-180°. Es wird
sin|'= — sinf; cosf' =— cosf; sin(|'-f-*?) =— sin(J-f-77),
Die Formeln für sin (f ' -f- v) UQd sin (IH“ 77) sind dem
nach gleichbedeutend und gehen ineinander über. Ist
also (I) bewiesen für Winkel §' von 0 bis 180°, so ist
es auch bewiesen für die um 180° grösseren Winkel |
von 180° bis 360° u. s. f.
Der Leser untersuche auch (II), (III) und (IV)
daraufhin.
f) Hat man eines der Formelpaare (I), (ITT)
und (II), (IV) bewiesen für die Winkel eines
Quadranten, so gilt es für beliebige Winkel.
Hessenberg, Ebene und sphärische Trigonometrie.
4
Ebene Trigonometrie.
50
Man setze beispielsweise in (I) und (III) | = |' + 90°.
Es wird, da 90° — §' der Nebenwinkel von | ist:
COS S
= — sin S'
= COS S'
sin S
ebenso
sin (I + v) = cos (§' + v)i cos (S + v) = — sin (S' +17),
womit die Formeln für sin (S + v), cos (| + rj) beziehlicb in die für cos (S' + *?), sin (£' + v) übergehen.
Hat man also (I) und (III) für die Winkel §' des
ersten Quadranten bewiesen, so gelten sie auch für die
um 90° grösseren S des zweiten u. s. f.
Der Leser untersuche auch (II), (IV) und den
Winkel 17 daraufhin.
§ 16.
Beweis der Additionstheoreme.
Erster Beweis.
a) Aus der Planimetrie ist der Satz des Ptolem ä u s bekannt1 : In einem Sehnenviereck, dessen
Ecken in der Reihenfolge, wie sie auf dem Kreise liegen,
mit PQRS bezeichnet seien, ist das Produkt der
Diagonalen gleich der Summe der Produkte der Gegen
seiten :
PR.QS = QR.PS + PQ.RS.
(A)
Man kann diese Gleichung nach Division durch
PR2 in der Form schreiben:
Qß _ QR PS_
PQ B^S
PB ~~ PB ‘ PR + PR PR
(B)
Wählt man PB als Durchmesser, so lassen sich
diese sämtlichen Verhältnisse als Sinus und Cosinus auf
1 Ein trigonometrischer Beweis des Satzes unter Anwendung
der Additionstheoreme iindet sich unten, § 27.
Кар. III.
Die Additionstheoreme der trig.;Funkt.
51
fassen. Die vier Quotienten auf der rechten Seite sind
nämlich die Seitenverhältnisse der nach dem Satz des
Tales bei Q und S rechtwinkligen Dreiecke P Q R und
PSR. Zieht man noch durch den Mittelpunkt M des
Kreises den Durchmesser QP', so ist in dem bei S
rechtwinkligen Dreieck QP' S
QS: P'Q = QS:PR.
9
P
AI
R
/
Figur 18.
b) Man mache jetzt
QPR = |, <SPR = *7.
Der Winkel QP'S steht mit QPS über gleichem oder
entgegengesetztem Bogen, ist also ihm oder seinem
Supplement gleich, so dass auf jeden Pall
sin QP'S = sin QPS = sin (f + n).
Mithin ist
Q R : P R = sin |
R S : P R = sin tj
Q P : P R = cos I
P S : P R = cos tj
QS : PR äsin (£ + *).
In (B) eingesetzt ergiebt dies (I).
c) Man mache
Q P R = £, <^SRP==^# Dann
ist
P Q M = <£ Q P M — £ als Basiswinkel im gleich-
Ebene Trigonometrie.
52
schenkligen Dreieck PQM und <£PQS = <£PRS — ц
als Peripheriewinkel über dem gleichen Bogen PS; mit
hin ist
<SQP' = <PQM — <£PQS = | — n
RS:PR = cos 17
QR : PB = sin g
Q P : P В = cos I
P S : P R = sin ri
Q S : P В = cos (£ — rj).
In (B) eingesetzt ergiebt dies (IV).
d) Schreibt man (A) in der Form
QR __ PR QS _ PQ BS
(C)
PS “ PS * PS
PS" PS
und macht PS zum Durchmesser, zieht durch M den
Durchmesser QP', so sind die fünf in (C) auftretenden
Quotienten Verhältnisse der Seiten der rechtwinkligen
Dreiecke PQS, PBS, QRP'.
Q
/7
/
i
s
p
Figur 19.
Man mache <QPS = £, < BPS = tj. Es wird
*<£ QP'R = < QPB = £ — ij, als Peripheriewinkel über
dem Bogen QB, mithin
Кар. III.
Die Additionstheoreme der trig. Funkt.
P Q : PS = cos £
PB : P S — cos rj
QP
53
Q S : P S = sin |
K S : P S — sin
QP = sin (f — ri).
PS
QP'
In (C) eingesetzt ergiebt dies (II).
e) Man mache <£ Q S P = |, < PPS = rç. Da die
Bögen QP und PS zusammen kleiner als 180° sind,
muss vorausgesetzt werden, dass
I + V < 90°,
also cos (I + rj) positiv ist. Es wird <£BQS = <£PPS
= Ti (Peripheriewinkel über PS), ^MQS = MSQ = |
(Basiswinkel im gleichschenkligen Dreieck MQS),
d. h. <PQP' = | + rj, mithin
P Q : P S = sin I
Q S : P S = cos f
PS : PS- sin V
PP:PS = cos r\
QP:PS = QP: Q P'= cos (£+ *).
Ist ! + *? >90°, so mache man <£ QPS = f,
< PSP = rj. Es wird < PQP = 180° — PSP = 180° — n
(Peripheriewinkel über den entgegengesetzten Bögen
PP), <PQM = < QPM = £ (Basiswinkel im gleich
schenkligen Dreieck QPM), <£ PQP' = 180° — £ — v.
P Q : P S = cos £
Q S : P S = sin !
P P : P S = sin 7j
P S : P S = cos rj
1
QR:PS = QP:QP' = cos(180° — ?) = —-cos (£+*?).
In (C) eingesetzt ergiebt dies in beiden Fällen (III).
Hiermit sind die Formeln (I) bis (IV) für "Winkel
des ersten Quadranten, somit nach § 15, f allgemein
bewiesen.
Zweiter Beweis,
f) Setzt man in die Cosinusformel
c — a cos ß -f- b cos a
Ebene Trigonometrie.
54
aus dem erweiterten Sinussatz a = 2r sin a etc. ein, so
hebt sich 2r fort und es bleibt
sin y — sin a cos ß -f- cos a sin ß.
Ф)
Man trage jetzt in zwei Punkten А, В einer Ge
raden an diese, auf derselben Seite, einander zugekehrt
die Winkel f und rj an, die wir beide kleiner als 180°
annehmen. Ist dann l + ^<180°, so schneiden sich
die freien Schenkel in einem Punkte C, und in dem
Dreieck ABC ist
C
г
i
А
В
Figur 20*
« = Si ß
У = 180° — (S +
Setzt man diese Werte in (D) ein, so wird
sin у = sin (I + y) = sin i cos rj -f- cos § sin rj.
Ist I + V > 180°, so schneiden sich die freien
Schenkel rückwärts verlängert in einem Punkt C, und
im Dreieck ABC ist
а = 180° — f,
ß = 180° — n,
y = i + v —180°,
sin а = sin |,
sin ß = sin
sin у = — sin (£+ 77)
cos а = — cos I, cos /? = — cos 17.
In (D) eingesetzt ergiebt dies wiederum (I).
Кар. III.
Die Additionstheoreme der trig. Funkt.
55
Ч
ci
/з
X
Figur 21.
Hiermit ist (I) für alle Winkel von 0° bis 180°,
mithin nach § 15, e allgemein bewiesen. Nach § 15, b
erhält man daher durch einfache Umformungen auch
(II) bis (IV) daraus.
g) (II) kann in einfacher Weise ähnlich bewiesen
werden. Man trage in A und В § und r\ auf derselben
C
d
4
Ä
В
Figur 22.
Seite der Geraden an, aber nicht mehr einander zu
Ebene Trigonometrie.
56
gekehrt, sondern beide mit der Oeffnung nach derselben
Seite, den grösseren vor dem kleineren. Die freien
Schenkel mögen sich in C schneiden. Es wird
a = 180° — {,
sin a = sin
cos cc = — cos |,
womit (D) in (II) übergeht. —
ß—V:
y = i — V-
Hiermit ist (II) für Winkel zwischen 0' und 180°,
also nach § 15, e allgemein bewiesen. Die Formeln (III)
und (IV) kann man jetzt etwa nach § 15, d herleiten.
Ein weiterer Beweis findet sich im nächsten Para
graphen, und ein ganz allgemeiner für Winkel beliebiger
Quadranten im Кар. XI, der aber für Anfänger schwerer
verständlich sein dürfte.
§ 17.
Zweite Form der Additionstheoreme.
Addiert man die Gleichungen (I) und (П) dieses
Kapitels, so folgt:
2 sin | cos rj = sin (| + y) + sin (f — rj).
Durch Subtraktion ergiebt sich
2 sin *7 cos | = sin (f + rj) — sin (f — rj).
Ebenso erhält man aus (III) und (IV)
2 cos I cos ^ = cos (! + *?) + cos (I — ri)
(V)
(VI)
(VII)
und
« =ê+v
■r<r
— 2 sin I sin ri = cos (| + v) — cos (| — rj). (VIII)
Bezeichnet man die Winkel f -f- rj und | — rj mit
a und ß, so wird
ß = S—v
4 = -j(<*—ß)-
~~2
Кар. III.
Die Additionstheoreme der trig. Funkt.
57
Durch Einsetzen in die soeben abgeleiteten Formeln
erhält man folgende vier wichtige Beziehungen:
cos a -|- cos ß =
a—ß
cos —2
ß
2 sin a ^ ^ cos ct -f2ß-a—ß
2 cos a
- cos —g
cos a — cos /? =
. a—ß
— 2 sin a2 ^ Sïn—g—.
sin a -f- sin ß —
sin а — sin ß =
2 sin
(IX)
Sie werden öfter gebraucht, als die Formeln (I)
bis (IV), sind aber mit diesen gleichbedeutend. Man
kann sie auch sehr einfach geometrisch ableiten. Doch
soll dieses Verfahren nur für den Fall angegeben werden,
dass a und ß Winkel des ersten Quadranten sind.
Es sei PB A ein Kreis mit dem Radius 1 und
dem Centrum О. Winkel PO A sei gleich a, Winkel
POB gleich ß. Von A und В seien die Lote AA'
und BB' auf OP gefällt. Dann ist (Fig. 23 a. f. S.)
AA' = sina,
O A' = cos a,
BB' = sin ß,
OB' — cos/?.
Sodann sei C der Halbierungspunkt der Sehne AB.
Es ist OC senkrecht auf AB und
<AOC = F < AOB-“ — ß
Ji
2 ’
а +ß
< COP = /? + ^=~/î
2 *
Fällt man noch das Lot С C' auf О P, so ist
СС' = -|'{АА< + ВВ'} =
7 {sina + sin,?}
als Mittellinie des Trapezes AA'BB'.
Ebene Trigonometrie.
58
Andererseits ist in dem rechtwinkligen Dreieck COC'
C C' = O C. sin <£ C O P = O C sin
Li
und in dem rechtwinkligen Dreieck AOC
О C = O A cos
AOC = 1 . cos —-
Somit wird
cc — ß . a +ß
g—sin 2—‘
Dies ist die erste der Formeln (IX).
С C' =
{sin а -[- sin ß j — cos
А
>X
JA
О
A’
\
Yp
Figur 23.
Gleichzeitig ist
OG' ~ ~2 {OA/-b О В7} — ~2 {cos а
cos
und andererseits
OC' = CC' cos< COP = cos
cs —ß
2 cos 2 '
Durch Vergleich beider Werte für OC' entsteht
die dritte der Formeln (IX).
Zieht man jetzt noch CX senkrecht zu AA' bis
zum Schnitt mit AA' in X, so ist AX gleich der
halben Differenz von AA' und BB',
Кар. III.
Die Additionstheoreme der trig. Funkt.
59
AX = ~ {sin a — sin /?},
<XAC = <COP,
und
weil XAiOP, AC_LOC. In dem rechtwinkligen
Dreieck XAC ist aber:
X A = AC cos < X А С = AC cos
und in dem rechtwinkligen Dreieck AOC
AC = OA.sin<AOC = l.ein
Damit wird
X A = ~ {sin а — sin ßj = sin —
—ß
2
Dies ist die zweite der Formeln (IX).
Gleichzeitig ist
XC = A'C'
=Iä'b'=
cos
+ß
2
'
~ {cos/? — cos
und andererseits
XC =ACsinXAC = sin
. « + /?
sm 2
Durch Vergleich beider Werte für XC entsteht
die letzte der Formeln (IX).
§ 18. Bedeutung der Additionstheoreme.
Die Bedeutung der eben abgeleiteten Formeln ist eine
vierfache. Erstens dienen sie vom rein rechnerischen
Standpunkt vornehmlich in der Gestalt (V) bis (IX) zur Um
formung der für logarithmische Rechnung ungeeigneten
Summen von Sinus in Cosinus in bequeme Produkte.
Anmerkung. Vor Erfindung der Logarithmen wur
den die Formeln im umgekehrten Sinne zur Verwandlung
von Produkten in Summen benutzt. Man nannte das Ver
fahren, das bald durch die Logarithmen verdrängt wurde,
„P г о s t h a p h ä r e s i s“.
60
Ebene Trigonometrie.
Zweitens erweitern die Additionstheoreme das Ge
biet der Anwendungen der trigonometrischen Funktionen
bis ins Bereich der Algebra und Analysis. Man verwendet
sie beispielsweise zur Auflösung algebraischer Gleichungen.
Drittens bieten die Additionstheoreme das einzige
Hilfsmittel zur elementaren Berechnung des Sinus und Co
sinus eines Winkels, und viertens sind sie für die höhere
Mathematik die fundamentale Eigenschaft der trigonometri
schen Funktionen, aus der ihre Reihenentwicklungen abge
leitet werden.
§ 19. Additionstheorem der Tangente.
Durch Division der Formeln (I) und (III) erhält man
sin £ cos ri + cos £ sin rj
tg (!+*?) = cos £ cos r\ — sin £ sin r[
Dividiert man Zähler und Nenner durch cos £ cos
so wird daraus
is(ê + v)-i-ëttitsv'
(X)
Ebenso erhält man durch Division aus (II) und (IV) :
tg I — tg rj
(XI)
tg (!-*) =
1 + tg £ tg rf
Die Formeln (X) und (XI) enthalten das Additions
theorem der Tangente. (XI) geht aus (X) hervor, wenn
man —y für t\ setzt und beachtet, dass tg(—r\)~—tgrj ist.
Dividiert man (III) durch (I) und dann auf der
rechten Seite Zähler und Nenner durch sin £ sin
so
erhält man
cot (! + ,) = —/ cot n ~1
cot £ -f cot ri
und ebenso aus (IV) und (II)
cot (g^«) = 1±cot^cot^.
cot rj — cot I
(XII)
Кар. III.
Die Additionstheoreme der trig. Funkt.
61
Diese beiden Formeln werden, wie die Cotangente
selbst, selten gebraucht.
Durch Division beider Seiten mit cos £ cos tj erhält
man aus (I) bis (IY) folgende vier nützliche Beziehungen :
sin (g + i?)
COS £ COS 1J
cosfg + g)
COS £ COS 7J
— *g £ + tg V
= 1 + tg I tg П
(XIII)
I
Durch Division der beiden ersten folgt weiter
sin(l+g) = tgf + tgq
(XIV)
8in(|— n)
tgS — tgv’
ebenso aus der ersten und vierten
sin(|+^)^ tgg + tgi?
cos(|—i?) “ 1 + tgg tg 1?’
und aus den beiden letzten
(XV)
СОЗ (g+v)_ 1 — tgl tgi?
008(1—1?) ~ 1 + tgl tgl?',
Aus den Formeln (IX) erhält man durch Division
der ersten und zweiten
sin a + sin ß
sin a — sin ß
der vierten und dritten:
cos« — cos/9
cös^'+cosj? = tg
(XVI)
* a—ß
* ff
2
•tg
„
2
r
>
/VTlr 4
(XVI”)
der ersten und dritten oder der zweiten und dritten:
sin a + sin ß
a+ß
(XVII)
cos a -f- cos ß = tg ~2~§ 20. Doppelte und halbe Winkel.
Aus (I) und (II) erhält man, wenn man £ = rj setzt:
Ebene Trigonometrie.
62
sin 2f = 2 sin I cos f,
cos 2| = cos21 — sin2 Ç.
Aus (X) ebenso
2tg|
tg2|
l-tg2!
Aus den Gleichungen
(XVIII)
(XIX)
(XX)
cos 2| = cos21 — sin2 i
1 = cos2! + sin2!
und
erhält man durch Addition und Subtraktion:
1 + cos 2 ! = 2 cos2 !,
1 — cos 2| = 2 sin2|,
also
sin| = j/1---- °°S2^, cos| = j/ l+cos2!
2
•(XXI)
Aus (XV) wird für ! = 17, da cosO=l ist:
1-tg2!
2tg!
(XXII)
sin 2 !
-, cos 2! =
1 + tg2!
1 + tg* I*
Setzt man 2 ! = a, so wird aus (XXI) und (XXII) :
; cos
1 + COS a
2
• (XXI')
2tg|
sin a
cos a —
.
(XXII')
i+tg2|
Setzt man in (XVII) ß — 0, so wird noch
sin a
tgr|
(XXIII)
1 + cos a *
Кар. IV.
Anwendung der Additionstheoreme.
63
Viertes Kapitel.
Anwendung der Additionstheoreme auf das
schiefwinklige Dreieck.
§ 21. Tangentensatz.
a = 2rsince, b = 2rsin/?
Aus
erhält man
a + b 2 r (sin а + sin ß) sin а + sin ß
а — b 2 r (sin а — sin /?)
sin а — sin ß
und nach den beiden ersten der Formeln (IX) oder
nach Formel (XVI) des vorigen Kapitels
а+b
a—b
. a—ß
g
Ist a kleiner als b, so schreibt man besser
b+а
b—а
©
(I)
Чнг”
Diese Formel enthält den Tangentensatz ; man
nennt sie auch die „ Napier’sehe Gleichung“. Der
Tangentensatz dient zur Auflösung eines
Dreiecks, wenn a, b und у gegeben sind, und
eignet sich dazu besser, als der Cosinussatz, weil er
durchgehende logarithmische Rechnung gestattet.
1.
Beispiel:
а = 13,509, b = 17,632, у = 87° 32' 6".
b + а = 31,141
b — a= 4,123
a + ß = 180° — у = 92° 27' 54"
a ß
46° 13' 57".
2
Ebene Trigonometrie.
64
/
,
2.
tg
log tg
ß — a
2
. /? 4- ce b — a
— tg 2 ' b + a
- = log tg
f log (b — a) — log (b + a
logtg^T“ = 0,01869
log (b — a) = 0,61521
log (b + a) = 1,49333
log tg ^“ “ = 9,14057 — 10
= 7° 52' 10".
3. ß~Ya+ß~^ “ = ß = 54° 6' 7"
/?-: «
2
ß—a
= a = 38° 21' 47".
4. c nach dem Sinussatz, zur Probe etwa auf zwei Arten :
a sin/
_ b sin /
c
C
sin ß
sin«
Für die vier Kongruenz fälle empfehlen sich also
im allgemeinen folgende Berechnungsmethoden, die durch
gehende Logarithmierung gestatten:
Erster Kongruenzfall: gegeben a, b,/.
ce---ß
Man berechnet —— aus dem Tangentensatz, sodann c aus dem Sinussatz.
Aufzuschlagen sind die
Logarithmen von a-j-b, a — b, tg—, a, since, sin/,
die Numeri von log tga -g ^ und log c.
Die Tabelle
wird also mindestens 8mal benutzt.
Zweiter Kongruenzfall: gegeben a und die
Winkel.
Кар. IV.
Anwendung der Additionstheoreme.
65
Man erhält Ъ und с aus dem Sinussatz. Aufzu
schlagen sind die Logarithmen von a, sin«, sin/?, sin/,
und die Numeri von log b und c. Die Tabelle wird
mindestens 6mal benutzt.
Dritter Kongruenzfall: gegeben a, b, c.
Man berechne nach § 14 die Tangenten der halben
Winkel. Aufzuschlagen sind die Logarithmen von s,
cc
sa, Sb und sc, die Numeri von log tg
und log tg ,
(log tg 2 nur zur Probe). Die Tabelle wird mindestens
6mal benutzt.
Vierter Kongruenzfall: gegeben a, b, a.
Man berechne ß aus dem Sinussatz, / durch die
Winkelsumme und c wieder nach dem Sinussatz. Auf
zuschlagen sind die Logarithmen von a, b, sin«, sin/;
die Numeri von log sin ß und log c. Die Tabelle wird
mindestens 6mal benutzt.
К
§ 22. Weiteres Formelmaterial.
In Кар. II, § 12, waren die Gleichungen
1
0SbSc
,
S Sa
1 — cosa=2^----, 1-4- cosa = 2-,—
bc
bc
abgeleitet worden. Nach Formel (XXI') in Кар, III
'§ 20) folgt daraus ohne weiteres:
*inf-)/Sb^c
bc :
a = 1 /--/ s SÄcos —
2
F be
то
Durch Division entsteht die Gleichung
*IHVrr (Kap- n’ § 14)r S Sa
Hessenberg, Ebene und sphärische Trigonometrie.
5
Ebene Trigonometrie.
66
Aus den Beziehungen
a==2rsina, b = 2rsin/?
erhält man durch Addition und Subtraktion :
a —ß
cos 2 ’
a + b = 4 r sin
ß
a — b = 4 r sin a 2 ^ cos a-\2 '
Aus a-\- ß-\- y — 180' folgt aber
= 90° —
also
y
a-\-ß
a~\~ß
• 7
sin 2— = cos 2 ’ cos —^— = sin 2 ’
.
und damit
* a
a + b = 4 r cos e 2~ " cos 27.>
a — b = 4 r sin a ~2^ sin g-.
Ferner ist
c = 2 r sin 7 = 4 r sin 72 cos 7
(IV)
Dividiert man (III) hierdurch, so entstehen die
sogenannten Mollweide’schen Gleichungen
a—ß
. ci —ß
cos
sin §
a+b
а —Ъ
(V)
;
c
c
sin I
cos 79
Ferner ergiebt sich aus (III) und (IV) durch Addition :
2s=a-f-b + c = 4r cos
= 4r cos
T
-H "M
(a-ß
7
— 8rcos~ cos
l 2
jcos^4p+sin g}
(__a - ß
2
a-\-ß}
2
a+ß\
l/ce+0
a—ßs
_______
nr\a
I _ _ _ !_ _ *1- - - - - - - - - - - - - - - - - - 2
2
2 2
Anwendung der Additionstheoreme.
ß
s = 4 r cos 2 cos 2 cos
oder
67
toN
Кар. IV.
Ebenso durch Subtraktion:
[
а — ß
2 8C = a + b — c = 4 r cos I |cos
2
= 8 r cos
oder
cos
a+ ß
. ce —ß \ . 1 (a+ß
sin g ^ce-[-ß
2
2 ) ЗШ2П
Sc = 4 r sin
2
!
a—ß
)
2
y
2cos 2.
2 sin i
Hierdurch entstehen die vier Formeln:
s — 4 r cos g cos g cos g
sa = 4 r cos g sin g sin g
(VI)
sb = 4 r sin g cos g sin g
sc = 4 r sin I sin g cos L
2‘
Mit Hilfe der Gleichungen (XIII) des § 14 erhält
man hierzu folgende Ergänzungen:
Q = 4 r sin -g- sin ~ sin ~
а
ß
У
(>a = 4rsin-g cos — COS —
2
2
Qb = 4 r cos g- sin g- cos L.
2
Qa = 4r cos ~ cos Ą
g sin t
2
(VII)
68
Ebene Trigonometrie.
Fünftes Kapitel.
Berechnung der Vierecke.
§ 23. Allgemeines.
Man unterscheidet wohl neben der Trigonometrie
noch die „Polygon ometrie“ und speciell die „Tetragonometrie“, — die Lehre von den Vielecken, speciell
den Vierecken. Diese sind aber keine selbständigen
Wissenschaften, sondern der Trigonometrie untergeordnet.
Durch Zerlegung einer geradlinigen Figur in Dreiecke
und Aufstellung der Gleichungen für diese erhält man
stets die notwendige und hinreichende Anzahl von Be- Щ
Ziehungen zur Berechnung der unbekannten Stücke aus
den gegebenen. Mit welchen Hilfsmitteln diese Glei
chungen nach den Unbekannten aufzulösen sind, ist ein
Problem der Algebra, nicht der Geometrie.
Wir erörtern die wichtigeren Aufgaben über das
Viereck, unter Ausschluss des überschlagenen oder ein
springenden, für das übrigens ein prinzipieller Unter
schied in der Berechnung nicht existiert.
Die vier Ecken des Vierecks seien in der Beibenfolge, wie sie auf dem Umfang liegen, mit A, B, C, D,
die zugehörigen Winkel mit «, /?, y, ô bezeichnet. Die
Seiten
AB, BC, CD, DA sollen bezw.
d
b,
a,
c,
heissen.
Ausser diesen 8 eigentlichen Stücken des Vierecks
betrachten wir noch die Diagonalen
Кар. V.
Berechnung der Vierecke.
69
AC = e, BD = f
und die Winkel, die sie mit den Seiten bilden:
CAD = al9 CAB = «2
ACB = yj9 ACD = y2
KC
r
i)
DBA = ^, DBC = Ą,
BDC =
BDA = ^.
а
s*
b
а
J
f
re
dL4
d-2
ßz
Al
А
Figur 24.
Diese 18 Stücke, a, b, c, d ; e, f ; «, a,, «2 ; ß, ßt, ß2 ;
y, Ун Y2 5
^2 geboren den vier Teildreiecken ABC,
BCD, CDA, DAC an, die durch Weglassen je einer
Ecke entstehen. Kennt man von diesen Drei
ecken zwei, so kennt man auch die beiden
anderen. Entweder haben nämlich zwei dieser Drei
ecke eine Seite, etwa a, oder aber eine Diagonale, etwa e,
gemeinsam. Im ersten Fall kennt man aus
Л ABC : a, b, e;
A ABD: a, d, f;
avß%y„
ßl9<*}öt.
folglich auch
und
dBCD aus b, f, ß2=ß—0j,
A ACD aus d, e, al = a — a2.
Ebene Trigonometrie.
70
Im zweiten Fall kennt man aus
A ABC: a, b, e;
A ADC: c, d, e;
«2, ß,ryt,
«,,<5, y2,
folglich auch
4 BCD aus b, с, у = ух + у2
A BAD aus a, d, а = а1 -\- «2.
und
§ 24. Berechnung durch Teildreiecke.
Bestimmt ist ein Viereck durch 5 unab
hängige Stücke. Am einfachsten ist offenbar der
Fall, wo aus diesen 5 Stücken ohne weiteres
zwei Teildreiecke berechnet werden können.
Da für jedes Dreieck 3 Stücke notwendig sind, muss
das gemeinsame Stück gegeben sein. Es sind also bei
passender Bezeichnung zwei Hauptfälle möglich:
1.
Gregehen a mit
zwei von den Stücken b, e; a2, ß, yi
d, f ; ßlJ a, <52.
und „
2. Gregeben e mit
zwei von den Stücken a, b; ce2, /?, yx
und „
c, d; «n^72.
Am nächsteinfachsten ist der Fall, dass nur ein
Te il dr eieck bestimmt ist, dass aber dessen 3
weitere Stücke die Berechnung eines zweiten gestatten.
Es sind wieder dieselben beiden Fälle zu unterscheiden,
wie oben:
3. Gegeben drei von den Stücken b, e; a2,/?, y^)
und zwei „
„
d, f ; ß19 a, ^2.
4. Gegeben drei von den Stücken a, b; a2,/?, yi1)
und zwei „
c>d; avö,y2.
») Natürlich nicht die 3 letzten.
Кар. V.
Berechnung der Vierecke.
71
Unter 3 und 4 gleichzeitig fällt die Bestimmung
des Vierecks aus b, d; av av 0; (y1 = 180° — ß — a2).
Man kann fragen, ob nach Berechnung eines Teil
dreiecks auch stets die eines zweiten möglich ist. Dies
ist nicht der Fall. Ist etwa ABC durch 3 seiner Stücke
a, b, e; «2, ft yx
bestimmt, und ist ausserdem gegeben eines der beiden
Paare :
1. c, ft ; d, ft,
2. f, 6 ;
3* » ft ; 72> ^2 i
4. ß1 (und ß2 = ß — ft), Ô ;
5. ft, ft,
so ist kein zweites Teildreieck bestimmt. Die unter 1
bezw. 3 aufgeführten Paare sind nicht verschieden,
weil sie durch Vertauschung der Bezeichnungen A und
C ineinander übergehen. Prinzipiell nicht verschieden
sind ferner die Fälle 1, 2, bezw. 3, 4. Der letzte Fall
ist als Pothenot’sche Aufgabe bekannt und findet
ebenso wie 3 und 4 in § 26 seine Erledigung.
1 und 2 sind nicht von Interesse, eignen sich aber zu
Konstruktionsaufgaben.
Hiermit sind die Fälle vollständig aufgeführt, in
denen sich ein Teildreieck oder mehrere berechnen lassen.
§ 25. Die vollständigen Beziehungen zwischen
den Winkeln.
Durch 4 unabhängige Winkel ist ein Viereck der
Gestalt nach bestimmt, wie eine einfache Ueberlegung
zeigt. Sind also 4 Winkel und eine Seite oder Dia
gonale bekannt, so wird man versuchen, aus den 4
Ebene Trigonometrie.
72
Winkeln so viele der übrigen Winkel zu finden, dass
man die der Seite oder Diagonale anliegenden Teil
dreiecke berechnen kann.
Wir hatten 12 Winkel unterschieden, zwischen
denen also 8 Gleichungen bestehen müssen. Es ist zu
nächst
«=
У = Уг + Г2 }
(i)
ß=ßi + /»„
5 = <*1 + <*2
Diese 4 Gleichungen sind unabhängig und gestatten,
uns auf die 8 Winkel cq, cq, ßl9 ß2f y1} y2,
02 zu be
schränken. Für diese erhält man aus den Winkel
summen der Teildreiecke:
“2 + ßt + ßt + Уг = 180°,
+
+^s + “i = 180°,
ß, + rt + Г, ЧЧ = 180° )
(Щ
+ “, +“s ~hß, — 180°)
Yon diesen 4 Gleichungen ist aber jede eine Kon
sequenz der 3 anderen. Auch die Gleichung
cc + ß + y + ö = 360°
folgt aus (I) und (II).
Die fehlende 8. Gleichung lässt sich nur mit tri
gonometrischen Hilfsmitteln angeben, und zwar in den ver
schiedensten Formen.
1. In der Ecke b liegen drei Stücke: a, b, f.
Man hat im Dreieck BAD :
а : f = sin <52 : sin «,
BDC :
f : b = sin у : sin öy
und
BCA:
b : а = sina2 : sin y1%
Multipliziert man diese drei Gleichungen, so wird
die linke Seite zu 1. Schafft man den Nenner der
rechten Seite weg, so erhält man
Кар. V.
Berechnung der Vierecke.
73
sin а . sin yl . sin öt = sin a2 . sin 7 . sin <52
und analog aus den 3 anderen Ecken :
(III)
sin ß . sin ä1 . sin «, = sin ß2 . sin <5. sin a2
sin 7 . sin öj . sin ßx = sin y2 . sin a . sin ß2
sin ô . sin ßt. sin 7j = sin ä2 . sin ß . sin 72
2. Geht man von A über В, C, D nach A zurück,
so durchläuft man die 4 Stücke a, b, c, d. Es ist aber
a : b =■ sin yx : sin «2
im Dreieck ABC
b : c = sin dj : sin ß2
„
BCD
c : d = sin at : sin y2
„
„
CDA
d : a = sin ßl : sin S2.
„
„
DAB
Mithin, wie oben,
sin at sin ß1 sin уг sin ô1 = sin a2 sin ß2 sin y2 sin ô2. (IV)
Durchläuft man ebenso die Stücke e, b, f, d, so er
hält man:
sin a sin ß sin y2 sin öt = sin a2 sin ßt sin 7 sin ô, (V)
und aus den Stücken e, c, f, a:
sin « sin ß2 sin yt sin ô = sin ax sin ß sin 7 sin ô2. (VI)
Die Gleichungen (III) bis (IV) lassen sich mittels
(I) und (II) aus einer einzigen unter ihnen herleiten.
Geschickte Rechner mögen dies versuchen.
Sieben beliebige der Gleichungen (I) und (II) und
eine beliebige der Gleichungen (IV) bis (VI) bilden das
vollständige System von Beziehungen zwischen den
zwölf Winkeln.
§ 26. Berechnung der Winkel aus 4 gegebenen.
Wenn 4 Winkel gegeben sind, so wird man bei
passender Bezeichnung der Ecken stets einen der fol
genden 7 Fälle erkennen :
Ebene Trigonometrie.
74
Erste Hauptlage:
Gegeben «„ «2; ßv ß2
oder «i» «3; 7v r2-
Zweite Hauptlage: Gegeben a2, уг ; <5ly <52.
Hauptlage: Gegeben a2,
; y2, <52
oder <*2, 7, ;A,(5.
Vierte Hauptlage: Gegeben al9 ßl9 y19 St
oder «, ß,
y2)t
Dritte
Auflösung: Erste Hauptlage: al9 «2 ; ßx, ß2»
Aus (II) ergeben sich
Yl = 180° — a2 — ßi—ßi
S2 = 180° — «j — «2 — ßl9
so dass die 6 Winkel a1? «2; ßt, ß2\ yl9 à2 bekannt sind.
Für (5j und y2 erhält man aus (II) noch
ôi+72= «2 + ^i*
C
D
[B
A
Figur 25.
Mehr Beziehungen können aus (II) nicht hergeleitet
werden. Aus (IV) ergiebt sich aber
sin _ sin a2 sin ß2 sin 6^
sin/2 ~~ sin«! sin/Jj sin/^
Setzt man die rechte Seite, die bekannt ist, gleich
t und
<*i + /2 == «2 + ßi = 2 °
= 2?
-У2
Кар. V.
Berechnung der Vierecke.
75
so ist a bekannt, ç unbekannt und nach Кар. III,
Formel (XVI):
sin — sin y2 _ tg q
sin àx -f- sin y2
tg а ’
woraus q zu berechnen ist.
Sind , a2 • yt, y2 gegeben, so wird nach (II) und (I)
1 —t
1 +1
C
D
A
В
Figur 26.
ß = 180° — «2 — У17 à = 180° — y2 —
ßt —à, =y2—a2 = 2 ç,
wo () bekannt, und nach (V)
sin _ sin a sin /? sin y2
sin
sin a2 sin y sin ^
Setzt man ß1-{- ö1=2a) so wird nach (II) und (I)
tg<r _ 1 + t
tgö ~l—t’
woraus sich <r berechnen lässt. Vergl. hierzu Кар. XIII.
Zweite Hauptlage:
C
Gegeben a2, y^
<52. In der
ersten Gleichung (III) kom^
men diese 4 Winkel vor, ausj
serdem a und y\
sin«
siny
sina2 sin<52
sin/j sinój
i
t.
A
Figur 27.
в
Ebene Trigonometrie.
76
Aus (II) und (I) folgt aber
a + V = 180° + «2 + У, — <*, — <5, = 2<г,
und a — у = 2 q ergiebt sich wieder aus
tgQ __ 1 —t
tg o'
1 -j-1
Wenn a2 + /i = 6, + 62 wird, ist, a = 90°, tg n = oo,
unsere Methode versagt also. In der That ist dann а -J- у
—180°, also das Viereck ein Sehnenviereck, mithin auch
<5t = a2, 62=y1. Ist dies nicht so gegeben, so ist die Auf
gabe unmöglich ; andernfalls ist sie unbestimmt ; jeder Punkt
des Umkreises von ABC genügt den gestellten Anforderungen.
Dritte Hauptlage: «2, yx ; y2, <?2.
Die dritte der Gleichungen (III) ergiebt
sin «2 sin (/, + уг) sin St
±
sin a sin <5X --- --------------- ------------------- ---- t.
sin/j
л
C
D
i
А
4i
Figur 28.
Aus (II) folgt:
dj + a, = 180° — y2 — ö2, also
^ + а = 180° — y2 ■— ö2 a2 =
wo Л bekannt.
Setzt man noch
<5 — а = ,иу
so wird
sin a sin <5, =. rl cos^tt ---cos = t,
also
cos p = cos Л -f- 21,
woraus sich /г ergiebt.
Кар. V.
Berechnung der Vierecke.
77
Ist gegeben: a2, y1 ; ßl,6l} so ist nach (II)
ß2 = 180° — «2 — ß1 — yv
C
D
s'
Figur 29.
also nach der zweiten Gleichung (III):
oder
.
sin /?2 sin ô sin a2
sm at sm ö = —;—= t,
1
1
sm (ß1 + ß2)
cos ((5j — cq) — cos (dj -f- cq) = 2 t.
Nach (II) ist <5j — cq = <5 -j- <*2 + ft — 180 = ^
also findet man ^ ~h eq = Я aus
cos Л = cos — 2 t.
Vergleiche hierzu Кар. XIII.
In der vierten Hauptlage ist eine Auflösung
mit quadratischen Gleichungen und eine Konstruktion
mit Zirkel und Lineal nachweislich unmöglich.
c
C
D
D
[B
А
Figur 30.
А
Ув
Figur 31.
Ebene Trigonometrie.
78
§ 27. Das Selmenyiereck.
Im Sehnenviereck wird auch die achte Beziehung
zwischen den Winkeln von einfacher Gestalt. Es seien
Л, [л, v, q die den Seiten a, b, c, d gegenüberliegenden
Peripheriewinkel; dann ist
Л -\~ i* “f" v q — 180°,
<5
D
=
£
7i=ö2 =
ßi = 72 =
•4
at=ß2=v-
C
M
» \
чП
А
Ць
ßt
2
\
/
\
D'
Figur 32.
Figur 33.
Zieht man durch В den Durchmesser BD' des
Kreises, so ist das Dreieck BD'A bei A rechtwinklig
und der Winkel bei D' entweder Л oder 180° —
also,
wenn r der Badius des Kreises ist:
a = 2 r sin Л
und ebenso b = 2rsin^; c~ 2rsinv; d = 2rsin^.
Ferner ist das Dreieck В DD' bei D rechtwinklig und
hat bei D' entweder den Winkel
oder £-f- Л-,
beide ergänzen sich zu 180°, so dass ihre Sinus gleich
sind. Es ist also
f = 2 r sin -f- v) = 2 r sin (Л + q)
und ebenso e = 2 r sin (Л
= 2 r sin (^ + (>).
Kap. Y.
Berechnung der Vierecke.
79
Man beweist mit Hilfe der Formeln des dritten
Kapitels leicht, dass unter der Voraussetzung
Л —J— [Л, —J- V + Q === 180°
sin Л sin V + sin p sin q = sin (Л +
sin (Л + q) ist.
Multipliziert man beide Seiten mit 4 ra, so wird daraus:
ac + bd = ef,
der bekannte Ptolemäische Lehrsatz.
Im Dreieck ABC ist
e2 = a2 + b2 — 2 a b cos ß
und im Dreieck ADC
e2 = c2 + d2 — 2 c d cos ö.
Da 6 + ß == 180°, ist cos <5 = — cos ß. Vergleicht
man beide Ausdrücke für e2, so wird daraus:
(aa + ba)-(c2 + da)
(VH)
со^2(ab + cd)
•
Also
1 + 003/9= 2 cos2 -f = (a+4b-+Cod7d)
—
Setzt man
a + b + c + dj = sa, у ^a
— b -f- c + dj — Sb,
у |a+b —c + dj = sc, -у ^a + с + c — dj =
so folgt daraus:
ß
c°s2T =
und analog aus 1 — cos/?:
ß
sm2-
Sd,
Sc Sd
ab + cd’
sa Sb
ab + cd ‘
Mithin ist:
Sb Sc
sTSa
-T-VSd Sft • “-И
»bTSc
S* Sb
(VIII)
Ebene Trigonometrie.
80
2 cos
ß
2
sin
10 to
Andererseits wird
- = sin ß = 2
j/s» Sb Sc s,|~
ab + cd
(IX)
Es ist aber sin ß — sin ô und ^ ab sin ß der Inhalt
von ABC,
cd sin(5 der Inhalt von ADC, somit der
Inhalt J des ganzen Vierecks:
J=
Sb Sc S<| •
(X)
(Wie erhält man hieraus die Inhaltsformel des Dreiecks?)
Wenn man noch den Wert von cosß in den Aus
druck für e2 einsetzc, erhält man nach einigen leichten
Umformungen
ê
e2 =
(ac + b d) (ad + b c)
ab + cd
(XI)
Ebenso ist
”
(ac + bd) (ab + cd)
ad + bc
Durch Ausmultiplizieren erhält man wieder den
Ptolemäischen Lehrsatz.
Im Dreieck ABC folgt aus dem Sinussatz:
a sin ß
sin Л =
e
und aus (IX) und (XI)
2a J
sin Л =
. (XII)
У (a b + c d) (ac + bd) (ad + bc)
Durch Vergleich mit der Formel
= 2 r sin^
ergiebt sich daraus noch
_ У (a b + с d) (ac + bd) (ad + b c)
.
4J
(XIII)
Kap. Y.
Berechnung der Vierecke.
81
§ 28. Das Trapez.
Ein Trapez ist durch 4 unabhängige Stücke be
stimmt. Durch 3 Winkel ist es der Gestalt nach ge
geben.
Es seien die parallelen Seiten mit AB und CD
bezeichnet. Dann ist
ct2 = y2, ßl — (h, 05 ~f“ ^ = 180°, ß -f- y —180°. (XIV)
D
6,
J,
HX\
Щ
! У
Figur 34.
Diese Relationen ergeben sich aus einer von ihnen mit
Hilfe der in § 24 aufgestellten Gleichungen (I) und (II).
Die Sinusgleichungen lassen sich nicht wesentlich ver
einfachen. (IY) und (Y) werden zu
sin ax sin2/?, sin yx — sina«2 sin ß2 sin ö2 )
(XV)
sin2 a sin ß2 sin yx = sin a, sin® ß sin <52
Wenn 3 Winkel des Trapezes gegeben sind, so
kann man aus (XIY) stets einen vierten dazu finden,
dass sich eine der in § 25 angegebenen Hauptlagen
ergieht. Ausgenommen ist nur folgender Fall:
Gegeben:
<S,2, ß2; y, = 180° — «, — ß2 — <?2.
Dann hat man aus der ersten der Gleichungen (XY):
sin q2 i /sin a, siny, = t
p sin/?2 sin<52
sin ß2
TJnd nach den Beziehungen zwischen den Winkeln selbst:
a2+ßi = 180° — (eh + d2) = 2a.
Hessenberg, EbeDe und sphärische Trigonometrie.
6
Ebene Trigonometrie.
82
Setzt man ß2 — a2 = 2 <S, so wird, wie in § 25 :
—t
tg<5=t^T+-t'
Zur Lösung anderer Trapezaufgaben sind ausser
den vier Dreiecken ABC, BCD, CDA und DAB
noch folgende zwei zu verwenden:
Man ziehe durch C die Parallelen zu DA und
DB. Sie mögen AB und A' und B' schneiden. Im
Dreieck A'BC ist dann
D
Ф
B'
Ä
Figur 35.
der Winkel bei A' gleich «, bei В gleich /9,
bei C gleich y+S—180° = 180°— («+/?),
die Seite
BC =b,
CA' = d,
A'B= а — c.
Im Dreieck A CB' aber ist
der Winkel bei A gleich «2, bei B' gleich ßlf
bei C gleich 180° — (a2 + ^i)
= 180°- (/,+ <*,),
die Seite
B'C =f, CA=e, AB'=a + c.
Mit Hilfe dieser Dreiecke werden in der elemen
taren Geometrie verschiedene Konstruktionsaufgaben
gelöst.
Zweiter Teil.
Sphärische Trigonometrie.
Sechstes Kapitel.
Einleitendes.
41^
Sb
Y*
§ 29. Aufgabe der sphärischen Trigonometrie.
Nachdem die Berechnung ebener geradliniger
Figuren auf ein algebraisches Problem zurückgeführt
ist, stehen wir vor der Aufgabe, ebenso für räumliche
Figuren alle zu ihrer Berechnung notwendigen Glei
chungen herzuleiten. Die dem Dreieck analoge ein
fachste Figur ist im Baum die dreiseitige körper
liche Ecke. Ihre drei Kanten bilden zu je zweien
\
Figur 36.
insgesamt drei Winkel, ebenso die drei Seiten (Ebenen).
Die Kantenwinkel bezeichnen wir mit a, b, c, die gegen
überliegenden Neigungswinkel der Seiten entsprechend
mit a, ß, y. Durch drei dieser sechs Stücke sind die
Sphärische Trigonometrie.
84
übrigen mitbestimmt. Denkt man sich z. B. Figur 37
ausgeschnitten, längs der Kanten OQ und OR gebrochen
und so zusammengebogen, dass OP' auf OP fällt, so
О
b AV
p\
л
Ш
p
I
R
Figur 37.
entsteht eine körperliche Ecke mit der Spitze 0. Die
Winkel a, b, c waren gegeben; die Winkel, die die
Ebenen I, II, III einschliessen, sind fest, unveränderlich ?
von der Länge der Kanten OP, OQ, OR unabhängig,
also lediglich Funktionen von a, b, c.
Ein anschaulicheres Bild von der Lage der sechs
Stücke erhält man, wenn man um die Spitze 0 der
A
\
r\C
'/Û
&
Figur 38.
Ecke eine Kugel legt. Dieselbe wird von den drei
Seiten der Ecken in drei Bögen grösster Kreise, BC,
Кар. VI.
Einleitendes.
85
CA und AB geschnitten, deren Längen, in Graden,
Minuten und Sekunden gemessen, a, b und c sind. Die
Winkel aber, die diese Bögen einschliessen, sind a, ß
und y. So erhalten wir für jede Ecke ein sphärisches
Dreieck; aber umgekehrt entspricht auch jedem Drei
eck auf der Kugelfläche eine Ecke mit der Spitze im
Centrum der Kugel. Die Aufgabe der Berech
nung der dreiseitigen Ecke ist also identisch
mit der der Berechnung des sphärischen
Dreiecks, dessen Seiten grösste Kreise sind.
Die letztere ist eines der ältesten Probleme der
Geodäsie und Astronomie. Die ebene Trigonometrie ist
zu Erdmessungen nur auf kleine Entfernungen tauglich,
nämlich nur solange man die Krümmung der Erdober
fläche vernachlässigen kann. Grössere Dreiecke auf der
Erdoberfläche müssen dagegen als sphärische behandelt
werden. Die Formeln des sphärischen Dreiecks müssen,
wie man zugleich erkennt, eine Verallgemeinerung derer
des ebenen Dreiecks sein. Wenn man den Radius der
Kugel grösser und grösser werden lässt, müssen sie in
diese übergehen.
Die Lehre von den Beziehungen am
sphärischen Dreieck bezeichnet man als die
sphärische Trigonometrie. Ihre Aufgab e ist,
aus drei Stücken desselben die drei anderen
durch Rechnung zu finden.
Die Hilfsmittel der sphärischen Trigonometrie sind
dieselben, wie die der ebenen. Die trigonometrischen
Funktionen reichen auch hier zur Darstellung aller Be
ziehungen aus. Während aber in der ebenen Trigono
metrie nur die Sinus, Cosinus, Tangenten und Cotangenten
Sphärische Trigonometrie.
86
der Winkel vorkamen, treten in der sphärischen auch
die der Seiten auf. Dies ist nicht erstaunlich, ja
sogar von vornherein zu vermuten, wenn man wieder
an die dreiseitige Ecke denkt, in der ja alle sechs
Stücke des sphärischen Dreiecks als Winkelgrössen er
scheinen.
Aus der Stereometrie ist bekannt, dass die Summe
der drei Kantenwinkel einer konvexen körperlichen Ecke
kleiner als 360° ist. Wir beschränken die Betrachtung
auf solche Ecken und damit auf sphärische Dreiecke,
die ganz auf einer Hälfte der Kugel liegen. Offenbar
ist in solchen Dreiecken keine Seite und kein Winkel
grösser als 180°.
§ 30. Nebendreiecke und Scheiteldreieck.
Ä
Ć
В
B']
c_
Ä
Figur 39.
Кар. VI.
Einleitendes.
87
Denkt man sich die drei grössten Kreise, denen
die Seiten des Dreiecks ABC angehören, vollständig
ausgezogen, so zerlegen się die Kugeloberfläche in acht
Dreiecke. Die durch A gehenden Kreise schneiden
sich in einem zweiten Punkt A', die durch В und C
gehenden in B', bezw. C'. Die Dreiecke A'BC, AB'C,
ABC', welche mit ABC je eine Seite gemeinsam haben,
heissen die „Nebendreiecke11 von ABC. Sie stim
men mit ABC in je zwei Stücken überein: in der ge
meinsamen Seite und deren Gegenwinkel. Die anderen
vier Stücke ergänzen die gleichbenannten Stücke von
ABC zu 180° (sie sind ihre Supplemente), z. B. ist im
Dreieck A'BC:
<BA'C = a, < A'BC = 180° — ß, <£ A'CB = 180° —,
BC = a,
A'B = 180° — c.
A'C = 180°— b,
Das Dreieck A'B'C', welches mit ABC keine Ecke
und keine Seite gemeinsam hat, heisst das „Scheitel
dreieck11 von ABC. Es stimmt mit ABC in allen
Stücken überein. Die anderen drei Dreiecke, die mit
ABC nur eine Ecke gemeinsam haben, sind die Scheitel
dreiecke der Nebendreiecke und zugleich die Nebendreiecke des Scheiteldreiecks von ABC. Sie führen
keine besondere Bezeichnung.
Das Scheiteldreieck A'B'C' kann mit dem ursprüng
lichen nicht zur Deckung gebracht werden. Schiebt
man es z. B. an dem grössten Kreis A'C'AC um die
Kugel herum, so fällt A' auf А, C' auf C, aber B'
nicht auf B, vielmehr auf die andere Seite von AC,
auf B". Wenn in der Ebene zwei Dreiecke so gelegen
sind, kann man sie durch Umklappen um die ge
meinsame Seite zur Deckung bringen. Aber auf der
Sphärische Trigonometrie.
88
Kugel geht dies wegen ihrer Krümmung nicht. Man
darf daher Scheiteldreiecke nicht kongruent nennen und
A
i
;
В"
0
B'\
-----\c
/
/
/
Figur 40.
muss neben dem Begriff der Kongruenz auch den der
Symmetrie anwenden. Scheiteldreiecke sind symmetrische
Figuren.
§ 31. Inhalte von Zwei- und Dreiecken.
А
Ä
Figur 41.
Кар. VI.
Einleitendes.
89
1. Zwei grösste Kreise durch A und seinen Gegen
punkt A' teilen die Kugel in vier Streifen, die man
Kugelzweiecke nennt. Ein Kugelzweieck ist vollständig
bestimmt, wenn man den Winkel an einer seiner Ecken
kennt. Die Fläche eines Kugelzweiecks verhält sich
zu der Fläche der ganzen Kugel, wie der Winkel an
der Spitze des Zweiecks zu 360°. Es ist also die
Fläche F des Zweiecks mit dem Winkel a,
wenn R der Radius der Kugel ist:
R2 7Г
a°
F = 360»45lR2
2. Scheiteldreiecke haben gleichen In
halt. Dieser Satz ist unmittelbar durch die Anschauung
gegeben. Der Beweis gestaltet sich aber sehr viel
umständlicher, da man die Dreiecke nicht au feinander
legen kann.
A'
A
C
СЛ
в'
В
Figur 42.
Ist zunächst А В = А C, so ist auch im Scheiteldreieck
A'B' = A'C'. Wenn man AB mit A'B' zur Deckung bringt und
dann das eine Dreieck um den Winkel a dreht, so kommt
A mit C', C mit B' zur Deckung ; es ist also ABC kongruent
A'C'B' : Ein gleichschenkligesDreieck istmit
seinem Scheiteldreieck inhaltsgleich.
Sphärische Trigonometrie.
90
In einem beliebigen sphärischen Dreieck konstruiere
man sich nunmehr den sphärischen Mittelpunkt M des Um
kreises. Sein Gegenpunkt M' ist der Mittelpunkt des Um
kreises des Scheiteldreiecks. Die Dreiecke ABM, В CM
ÄA
Ä
'Ж
r
JT
VB'
в
c
Figur 43. é
CAM sind gleichschenklig, also nach dem zuletzt Bewiesenen
ihren Scheiteldreiecken A' B' M#, B' C' M', С' A' M' inhaltsgleich.
Da aber ABC aus den ersteren ebenso (durch Addition oder
Subtraktion) zusammengesetzt ist, wie A'B'C' aus den
letzteren, so ist auch ABC mit A'B'C' Inhalts gleich.
Die Flächengleichheit der Scheiteldreiecke ist not
wendig zum Beweis einer wichtigen Formel über den
Inhalt eines beliebigen sphärischen Dreiecks. Konstruiert
man zu ÀBC die Nebendreiecke und bezeichnet die
Inhalte von ABC, ABC, AB'C und ABC' mit F,
X, Y und Z, so ist der Inhalt des Zweiecks ABAC:
В,2 я;
F+X
ebenso
F+Y
F+Z
В2уг
90° A
R2 л
90° Г'
Andererseits erfüllen die Dreiecke ABC, A'BC,
AB'C und B'A'C die Halbkugel, die durch den grössten
Кар. VI.
9t
Einleitendes.
Kreis А В А'В' begrenzt ist, und da die Fläche von
A'B'C gleich der von ABC', seinem Scheiteldreieck,
F + X + Y + Z = 2B2tt.
ist, hat man
Addiert man die drei ersten Gleichungen und sub
trahiert diese davon, so bleibt:
90°
{•
•C
ö
B2 71
2 F ==
—180° .
I
Л
Л
В
0
В'
c_
Ä
Figur 44.
Man bezeichnet den Ueberschuss « + /? + /—180°
der Winkelsumme über 180° als den „sphärischen
Excess des Dreiecks“, e. Der Inhalt eines
sphärischen Dreiecks ist dem sphärischen
Excess proportional:
R2tv
F = 180 €'
Die Winkel sum me im sphärischen Drei
eck wächst also mit dem Inhalt des Dreiecks
und ist immer grösser als 180°.
Sphärische Trigonometrie.
92
§ 32. Das Polardreieck.
Wenn die Ebene eines grössten Kreises und der
zu einem Punkt P gehörige Durchmesser aufeinander
senkrecht stehen, so nennt man den grössten Kreis die
Polare des Punktes P und diesen einen Pol des
grössten Kreises. Jeder grösste Kreis zerlegt die Kugel
in zwei Halbkugeln. Der Mittelpunkt jeder dieser Halb
kugeln ist ein Pol des grössten Kreises.
Der Aequator ist die Polare des Nordpols wie des
Südpols, Nord- und Südpol sind die Pole des Aequators.
Wir empfehlen dieses Beispiel dem Leser zur Veran
schaulichung der nachfolgenden Sätze:
1. Jeder grösste Kreis durch P steht senkrecht auf
der Polare von P.
i
9/
Ф
dY
Tm
A
ту
JS)
ж
B
Figur 45.
2. (Umkehrung.) Jeder auf einem grössten Kreis
senkrechte Kreis geht durch den Pol desselben.
Кар. VI.
Einleitendes.
93
3. Jeder Punkt der Polare hat vom Pol den Ab
stand 90°.
4. (Umkehrung.) Jeder Punkt, der von P um einen
rechten Winkel entfernt ist, liegt auf der Polare von P.
5. Liegen A und В auf der Polare von P, so ist
AB = < APB.
6. P sei der Pol von А В und von A sei nach В
hin AS = 90°, von В nach A hin BT = 90° auf AB
aufgetragen. Dann ist P S die Polare von A, P T die
Polare von В und <£ S P T soll als Winkel der Polaren
von A und В bezeichnet werden. Es ist aber nach 5
<SPT = ST.
S und T liegen ausserhalb oder innerhalb von AB, je
nachdem AB < oder > 90° ist. Im ersten Fall ist
ST=SA+AT=SA+BT—AB
= 90° +90°—AB,
nn zweiten ST = S A - AT = SA —AB + ВТ
= 90°—AB+ 90°.
Also auf alle Fälle:
<SPT + AB= 180°, d. h.:
Der sphärische Abstand zweier Punkte
und derWinkel ihrer Polaren ergänzen sich
zu 180°.
7. Zugleich erkennt man: Die Polaren SP und
TP von A und В schneiden sich im Pol P von AB.
Man konstruiere jetzt die Polaren der drei Ecken
des sphärischen Dreiecks. Zu diesem Zweck trage man
von A aus auf b nach C hin ABa = 90°, auf c nach
В bin A Ca = 90° ab. Der durch BaCa gehende grösste
Kreis ist die Polare von A. Ebenso konstruiere man
sich die Polare von В und C. Ba Ca schneidet sich
mit Ab Cb in einem Punkt C', CaBa mit ACBC in B',
^
Sphärische Trigonometrie.
94
ß4, y' die Winkel und
Bc Ac mit Cb Ab in A'. Sind
Ar
GtK’'
В
I
c
Bc
\
А
гт<к
\'
Ba
i
#
Ą
Figur 46.
a', b', c' die Seiten des Dreiecks A'B'C', so ist nach
Satz 6 dieses Paragraphen:
<£ Ca C' Cb + AB = 180°, d. h.
у4 = 180° — c.
Da А', В', C' umgekehrt (nach 7) die Pole von a, b,
c sind, ist auch А'Аь = A'AC = 90° u. s. f., mithin
wieder nach 6 :
<AcCBc + A'B'=180°, d. h.
c/ = 180° — y\
Hiermit erhalten wir den fundamentalen Satz:
Giebt es ein sphärisches Dreieck mit den Stücken
a, b, c; a, ß,y, so giebt es ein zweites mit den Stücken
a' = 180° — a, b' = 180° — ß, c' = 180° — ya‘ = 180° — a, ß* = 180° — b, / = 180° —c.
Das Dreieck А' В' C' heisst das Polar- oder
Supplementendreieck des gegebenen, auch das
reciproke Dreieck.
Кар. VII.
Das schiefwinklige sphärische Dreieck.
95
Die Nebendreiecke des Polardreiecks sind die Polar
dreiecke der Nebendreiecke des ursprünglichen. Es giebt
also auch ein Dreieck mit den Winkeln a, b, 180° — c
und den Seiten a, ß, 180° — y.
Der sphärische Excess des Polardreiecks,
hat
den Wert:
e' = 180° — a + 180° — b + 180° — c —180°
q
— 360° — (a —f— b —}— c).
Man nennt diese Grösse den sphärischen De
fekt des ursprünglichen Dreiecks.
Siebentes Kapitel.
Das schiefwinklige sphärische Dreieck.
§ 33. Erster Cosinussatz.
О <
cos a = cos b cos c + sin b sin c cos a
cos b = cos c cos a + sin c sin a cos ß
(I)
cos c = cos a cos b + sin a sin b cos y.
cos a — cos b cos c
COS a
sin b sin c
cos b — cos c cos a
cos ß
sin c sin a
cos c — cos a cos b
(П)
cos y
sin a sin b
Beweis: 1. Die Seiten b und c seien kleiner
als 90°. Die Tangenten in A an b und c treffen dann
die verlängerten Radien
und O C in zwei Punkten
P und Q. Im Dreieck
ist der Winkel bei А
gleich a, und wenn P Q mit x bezeichnet wird, folgt
nach dem ebenen Cosinussatz :
x2 = A P2 + A Q2 — 2 A P . A Q. cos o.
Sphärische Trigonometrie.
96
ft
ft
\
c
c \Q
o<
W
Л
Figur 47.
А
ci
О
Ct
b
\
IC
&
P
\
Figur 47 a.
Кар. VIL Das schiefwinklige sphärische Dreieck*
97
Im Dreieck OPQ ist der Winkel bei О gleich
also ebenso:
x2 = O P2 + O Q2 — 2 O P . O Q . cos a.
Durch Vergleichung beider Ausdrücke für x2 er
hält man:
OP2 — AP2 + O Q2 — AQ2 + 2 AP . AQ . cos«
— 2 O P . O Q. cos a.
Die Dreiecke OAP und OAQ sind bei A recht
winklig, folglich ist, wenn der Padius der Kugel wieder
mit P bezeichnet wird:
OP2—AP2 = OA2=P2 ;
OQ2—A Q2 = OA2 = P2;
OA
ОА
-д-р = cos AOP=cos c ;
0q cosAOQ = cosb;
also
OP
P
cosc’
OQ=
P
eosb*
Endlich ist
A P = P tg AOP = P tg c ; AQ = PtgAOQ=Ptgb.
Durch Einsetzen in die letzte Gleichung und Di
vision durch 2 P2 folgt :
cos а
1 + tg b tg c cos а =
cos b cos c*
sinb
Da tg b =
ist, erhält man nach Multiplikation
cos b
mit cos b cos c die erste der Formeln (I).
2. Ist b grösser, c kleiner als 90°, so ist in
dem Nebendreieck, welches c mit ABC gemeinsam hat:
a' = 180° — a, b' = 180° — b, c' = c,
a' — 180° — а , ß* = 180° — ß, y'=y.
b' und c' sind kleiner als 90°, folglich ist nach
dem zuletzt Bewiesenen:
cos a' = cos b' cos c' + sin b' sin c' cos cs',
Hessenberg, Ebene und sphärische Trigonometrie.
7
Sphärische Trigonometrie.
9в;
nnd nach den Formeln (I, II) des § 6 :
cosa' =—cosa, cosb' = — cosb , cos c'= + cos c
cosa'=— cos«, sinb' = + sinb, sinc'= + sine.
Setzt man diese Werte ein, so erhält man wieder (I).
3. Sind b und c beide grösser als 90°, so
verfahre man ebenso mit dem Nebendreieck, welches a
mit ABC gemein hat.
Die Formeln (II) entstehen aus (I) durch Auflösen
nach cosa, cosß, cos/.
§ 34.
Funktionen der halben Winkel; Sinussatz.
Aus (II) folgt:
cos a — (cos b cos c — sin b sin c)
~
Z
sin b sin c
cos a — cos (b + c)
sin b sin c
= 2 sin * (a + b + cj sin — |
— a + b + cj
1 + cos a — 2 cos2
sin b sine
sin s sin sa
sin b sin c
— cos a -f- (cos b cos c + sin b sin c)
sin b sin c
_ cos (b — c) — cos a
sin b sin c
__ 2 sin — ^a — b cj sin -^a + b — cj
1 — cos a = 2 sin2
to a
sm b sin с
sin Sb sin sc
= 2
sin b sin c *
Mithin ist
cos — .= 1/ sin s sin sa ; sin
=]/sin s() sin sc . (HI)
2
V sin bjsin c
sin b sin c
Кар. VII. Das schiefwinklige sphärische Dreieck.
99
НИ
ем
Hieraus folgt durch Division:
__ n/sin s. sin sa
sin sb sin sc cot
(IV)
sin s. sin sa ?
] sin Sb si n sc’
und durch Multiplikation:
a
.
- У sin s sin sa sin 8ь sin sc
= sin о = 2----------*—i ;------------------2 sin
cos
sin b sin c
2
oder
sin а __ 2 V sin s sin sa sin sb sin sc
(V)
sin a sin b sin c.
sina
Diese letzte Formel enthält den sphärischen er
weiterten Sinussatz. Die rechte Seite ist aus den drei
Seiten völlig symmetrisch gebildet, es ist also:
sin а _ sin ß_sin у
sin a sinh sin c?
(VI)
sin а : sin ß : sin у — sin а : sin b : sin c
Die Sinus der Seiten verhalten sich wie die Sinus
der gegenüberliegenden Winkel. (Sinussatz.)
Anmerkung. Man hat für die hier auftretenden
Grössen noch einige nützliche Bezeichnungen eingeführt.
Man nennt den Ausdruck
S = |/sin s sin sa sin s^ sin sc
den „Eckensinus“ der zu dem Dreieck gehörigen Ecke
mit den Winkeln a, b, c.
sin a sin b sin c
Den Quotienten
bezeichnet man als „Mo2b
dul“ M des Dreiecks. Es ist
sin а = M sin a, sin b = M sin ß, sin c =r M . sin y.
Endlich sei noch
•j/sin Sa sin s^ sin Sc __^
Г
sin s
gesetzt, so dass man hat:
к
. а
к
ß
: tg —
tg¥ —-----sin sa
2
sin Sb ’
sin sc"
■
Sphärische Trigonometrie.
100
г—I (N
§ 35« Reciproke Formeln.
Indem man den ersten Cosinussatz auf das Polar
dreieck anwendet, erhält man den sogenannten zweiten
Cosinussatz :
(VII)
cos a = — cos ß cos / + sin ß sin y cos a
COS a + COS ß COS/
(VIII)
cos a =
sin ß sin /*
Setzt man ferner in Analogie zu s, sa etc.:
^cs+/?+/j = 0',
—a + ß + yj = 0 — а = ол,
тН
so wird das s' und das s'a des Polardreiecks zu:
s' = - -(l80°— « + 180° — ß+1800 — yj = 270° — a,
S'i = —180° + « + 180°—ß+lS0° —/)= 90°
иа,
womit die Formeln (III) und (IV) übergehen in
a
i/cos а-ß cosaT
si*ł=F' — cos a cos <7a ; cos¥
“ I sin ß sin / ’1
sin ß sin /
tsY = ]/
— COS (7 COS Ua
COS Oß cos oy
}
(X)
(V) wird zu:
sin a 2 ]/— cos a cos <7a cos oß cos о„
sin а
sin a sin ß sin /
§ 36.
Rechnerische Herleitung des zweiten
Cosinussatzes. Cotangentensatz.
Setzt man den durch den ersten Cosinussatz gegebenen
Wert für cos a in die Formel für cos b ein, so ergiebt sich
nach leichter Reduktion:
cos b sin c = cos c sin b cos a + sin a cos ß. (XI)
Solcher Formeln giebt es 6. Sie heissen die sphäri
schen С о s i n u s f o r m e 1 n. Da sin a = M sin а u. s. f.,
wird nach Division durch M :
Кар. VII. Das schiefwinklige sphärische Dreieck.
101
cos b sin 7 == cos c sin ß cos a -f- sin a cos ß,
oder, wenn man die Ecken A und C vertauscht und etwas
anders ordnet:
cos ß sin 7 = — cos 7 sin ß cos a + sin a cos b. (XII)
Dies ist die reciproke Formel zu (XI). Nimmt man sie
zusammen mit der durch V ertauschung von В und A daraus
hervorgehenden und eliminiert cos a oder cos b, so erhält
man den zweiten Cosinussatz. —
Aus (XI) folgt, nach Division durch sin b unter Be
achtung von
sin a : sin b = sin а : sin ß :
cot b sine = cos c cos a -f- sina cot ß oder
(XIII)
sin c . cot b — sin a cot ß = cos c . cos a.
Dies ist der sogenannte Cotangentensatz. Es giebt
6 solcher Formeln. Durch Vertauschen der Ecken A und C
erhält man die zu (XIII) reciproke Formel:
sin а. cot b — sin у cot ß — cos а . cos 7.
§ 37. Uebergang in die ebene Trigonometrie :
Ein sphärisches Dreieck, welches im Vergleich zur ganzen
Kugel Oberfläche sehr klein ist, kann näherungsweise als
ebenes Dreieck betrachtet werden. So ist z. B. bei kleinen
geodätischen Messungen von der Krümmung der Erdober
fläche nichts zu merken; die Abweichungen von der Ebene
sind kleiner als die Fehler, die bei der Messung auftreten.
Es müssen also die Formeln der sphärischen
Trigonometrie für sehr kleine Dreiecke nähe
rungsweise mit denen der ebenen Trigonometrie
in Uebereinstimmung geb r ach t werden können1.
In erster Annäherung kann man die zu den Seiten
gehörigen Winkel gleich Null setzen, so dass die Sinus der
1 Wenn ein sphärisches Dreieck sehr klein ist, so bedeutet dies,
dass seine Seiten sehr klein sind ; die Winkel können dabei beliebige
Werte zwischen 0 und 180° annehmen ; ihre Summe wird um so näher
an zwei Rechte herangehen, je kleiner das Dreieck ist.
102
Sphärische Trigonometrie.
Seiten alle Null, die Cosinus der Seiten gleich 1 werden.
Die Formeln (I) bis (VI) werden dadurch entweder identische
Gleichungen, wie (I), (1 = 1) oder unbestimmt, wie (III),
В
(oosf=?} Aus (VII) und (XII) dagegen
folgt
— cos а = cos ß cos у — sin ß sin у
sin а = sin ß cos у + cos ß sin y.
Dies sind die Additionstheoreme, wenn
man
а = 180 — ß — у
setzt.
ln zweiter Annäherung kann
sin а = ^-gesetzt werden. Denn solange а
als geradlinig betrachtet werden kann, fällt
es mit der Sinuslinie zusammen: Das Drei
eck О В C ist bei C rechtwinklig, also
ВC
sin а = QB. Der Cosinus ist gleich 1 zu
setzen.
Hiermit erhält man aus den Formeln
(III) bis (VI) die entsprechenden Gleichungen
der ebenen Trigonometrie; der Cosinussatz
aber bleibt identisch erfüllt, da man das
Glied sin b sine cos a Null setzen muss, weil
bc
ausserhalb der eingehaltenen Genauig
keit liegt.
Setzt man jedoch in dritter An
näherung
cos а = 1 — 2 sin2-^Ci
0
1 a2
Figur 48.
2 R2 ’
so folgt aus dem Cosinussatz nach leichter Umformung und
Multiplikation mit 2R2:
•fr)-
Кар. VII. Das schiefwinklige sphärische Dreieck.
a2 = b2 + e — 2 b c cos a -f
103
b2c2
[2 ft“ *
Das letzte Glied ist im Vergleich zu den anderen un
endlich klein und kann vernachlässigt werden, so dass man
den ebenen Cosinussatz erhält.
Durch diese Uebergänge wird zugleich die Bezeichnung
der sphärischen Sätze in ein besseres Licht gerückt. Der
sphärische Cosinus- und Sinussatz, sowie die sphärischen
Cosinusformeln (XI) gehen nämlich in die ebenso benannten
ebenen Formeln über.
§ 38. Auflösung der sphärischen Dreiecke.
ic a
Erster Fall: Gegeben a, b, c.
Man berechne s, sa, Sb und sc und aus (IV) die
Tangenten der halben Winkel:
log tg - - = -^-|logsinsb+bgsins0 — logsin s —log sinsaj
Da a, ß, y kleiner
als
180° sein sollen, sind
> 2 spitze Winkel; die aus der Tabelle ent2’
nommenen Werte sind die einzig möglichen und rich
tigen. Es giebt also nur eine Lösung.
I
logtg
to P
Zweiter Fall: Gegeben «, ß, y.
Man berechne erst u, aaßf
und aus (X)
a b c
da a grösser als 90° wird, setze man
2 ’ 2 5
ï
180°— = u'; es wird:
= I {log cos o'+log cos
- log
cos <Tß — log COSOyJ.
Es kommt auf dasselbe hinaus, wenn man aus a, ß, y
unäcbst die Seiten a' = 180° — a, b' und c' des Polarzdreiecks ausrechnet und aus diesen die Winkel des
selben. et', ß\ y\ Dann ist a = 180° — ce' also
Sphärische Trigonometrie.
104
a
л
a'
T = 9°-T’
a'
tg-2"=cot-
und nach (IV):
CM
to
;
c3
log tg — — log cot-
=
- - jlog sin s/ + log sin s'a — log sin s'b — log sin s'cJBei diesem Verfahren hat man die bequemere
Interpolation mit log sin und log tg, die positive Tafel
differenzen besitzen. Da übrigens s'a das Komplement
von oa ist, ist ein thatsächlicher Unterschied zwischen
beiden Wegen nicht vorhanden.
Zur Probe auf richtige Rechnung dient in den
beiden ersten Fällen am besten der Sinussatz:
log sin a — log sin a = log sin b — log sin ß
— log sin c — log sin y.
Dritter Fall: Gegeben ab/.
Man erhält c aus dem ersten Cosinussatz, sodann
a und ß nach dem Sinussatz oder besser nach den For
meln (IV), da der Sinussatz zwei Winkel liefert.
Vierter Fall: Gegeben c, a, ß.
Man erhält у nach dem reciproken Cosinussatz,
sodann a und b nach Formel (X).
Für durchgehende logarithmische Rechnung im
dritten und vierten Fall sind geeignete Formeln in
diesem Abschnitt noch nicht entwickelt. Vergl. hierzu
Kapitel IX und XIII.
Fünfter Fall: Gegeben a, b, a.
Im Interesse einer bequemen Determination be
trachte man, wenn a und b nicht beide spitz sind, das
jenige Nebendreieck, in dem die entsprechenden Stücke
Кар. VII. Das schiefwinklige sphärische Dreieck.
105
spitz sind. Ist z. B. a stumpf, b spitz, so wähle man
das Nebendreieck mit den Stücken
a' — 180° — a, b' = b, c' = 180° — c,
a‘ = 180° — a, ß' = ß, / = 180° — /,
welches mit dem ursprünglichen die Ecken A und C
gemein hat. Ist b stumpf, a spitz, so nehme man das
jenige, welches В und C mit ABC gemein hat. Sind
endlich a und b beide stumpf, so nehme man das an
AB anliegende Nebendreieck mit den Seiten
a' = 180° — а, b' = 180° — b, с' = c
und den Winkeln
«' = 180° — a, ß' = 180° — ß, y* — y.
Aus den Stücken des Nebendreiecks kann man
jedft’zeit wieder die des ursprünglichen berechnen.
Wir können uns mithin auf den Fall be
schränken, dass a und b spitz sind. Man er
hält dann aus dem Sinussatz
log sin ß = log sin b — log sin a -f- log sin «.
Da zu jedem Sinus zwei Winkel gehören, ergeben
sich zwei Lösungen für ß, die aus der Tafel gefundene
und deren Nebenwinkel. Die Determination ist
unter der Voraussetzung, dass a und b spitz
sind, genau dieselbe, wie in der ebenen
Geometrie:
1. Ist a > b, so ist nur der in der Tafel aufge
schlagene Winkel brauchbar, dieser aber sicher.
2. Ist a = b, so darf a nicht stumpf sein, und es
ist ß —a.
3. Ist a
b, so muss a spitz sein. Für sin/? kann
ein Wert grösser als 1, für logsin/? also eine positive
106
Sphärische Trigonometrie.
Grösse herauskommen. Dann existiert kein (reales)
Dreieck.
Ist dagegen log sin ß negativ, so sind beide Werte
für ß brauchbar. Ist log sin ß = 0, so ist ß = 90° und
es giebt nur ein Dreieck.
Aus a, b, a, ß kann man c und y mittelst der Co
sinusformeln berechnen. Eliminiert man z. B. sine aus
den beiden Formeln
cos a sin b = sin a cos b cos y 4- sin c cos a,
cos b sin a = sin b cos a cos y + sin c cos /?,
so folgt:
cos ß tg b — cos a tg a
cos y
cos ß tg a — cos a tg b ’
und aus dem Polardreieck:
cos htgß — cos a tg a
cosc
cos b tg a — cos а tg ß *
Zur logarithmischen Rechnung geeignetere Formeln
werden in Kapitel IX angegeben werden.
Sechster Fall: Gegeben а, а, ß.
Man kennt im Polardreieck a', a'. b' und kann da
her nach dem fünften Fall ß\ y* und c' berechnen. Dann ist
b = 180° — ß' \ c = 180° —/ ; у — 180° — c'.
Man kann auch in Analogie zum fünften Fall zunächst
für eine bequeme Determination a und ß als spitz annehmen.
Sollten sie es nicht sein, so betrachte man die Nebendreiecke.
In einem von ihnen sind die a und ß entsprechenden Winkel
beide spitz.
b ergiebt sich aus dem Sinussatz, und zwar ist
log sin b = log sin ß — log sin a -f- log sin a.
Von den beiden Werten für b ist nur der spitze zu ge
brauchen, wenn a>|î. Ist a ^ ß, so muss a spitz sein.
Ergiebt sich dann für log sin b ein negativer Wert, so sind
Кар. VIII. Das rechtwinklige sphärische Dreieck.
107
beide Werte von b brauchbar. Wird sin b = 1, so ist b = 90°
und nur eine Lösung vorhanden. Ist endlich log sin b > 0,
so giebt es kein (reelles) Dreieck, у und c erhält man, nach
dem b gefunden, wie im fünften Fall.
Achtes Kapitel.
Das rechtwinklige sphärische Dreieck.
§39. Auflösung der rechtwinkligen sphärischen Dreiecke.
Ist in einem sphärischen Dreieck у — 90°, so nennt
man c die Hypotenuse, a, b die Katheten. Ist
etwa noch а = 90°? so sind auch c und a Hechte nach
Satz 3 des § 32, und ß ist gleich b. Yon diesem einfaclien Fall kann im folgenden abgesehen werden.
Zur Berechnung der sphärischen rechtwinkligen
Dreiecke dient folgendes Formelsystem:
Erster Fall: Gegeben c, a.
tga
cosc
; cosb =
I J
sin c| 5 008'“tgc
cos a
Zweiter Fall: Gegeben c, a.
{sin а = sin]c sin csj ; cot ß = cos c tg cs ; tg b = tg c cos cs.
D r^i t ,t e r F а 11 : Gegeben a, b.
tga
tg b
tg os
; cos c = cos a cos b.
sinb ; tg/? = sina
Vierter Fall: Gegeben a, cs.
sina
tga
coses
sine ==
sinb
; sin/? =
sines’
tg CS
cos a
Fünfter Fall: Gegeben a, ß.
tga
tg c =
*, tg b = tg ß sin a ; cos a = cos a sin ß.
108
Sphärische Trigonometrie.
Sechster Fall: Gegeben «, ß.
cos a
; cos ib = G0Sß ; cos c = cot a cot /?.
cos а
sin/?
Die eingeklammerten Formeln des ersten und zweiten
Falles bestimmen a bezw. a nicht eindeutig. Es gilt
aber der Satz: Kathete und Gegenwinkel sind
gleichzeitig spitz oder stumpf. Es ist nämlich
(fünfter Fall)
cos a = cos а . sin ß
und da sin ß stets positiv ist, haben cos « und cos а
stets das gleiche Vorzeichen.
Die vorstehenden Formeln erhält man sämtlich aus
den Fundamentalgleichungen des allgemeinen Dreiecks
durch die Specialisierung
siny = l, cos у = 0.
Aus der dritten Formel des Cosinussatzes wird
cos c = cos a cosb,
aus dem Sinussatz:
sina
sinb
sin/?
sin«
sin c’
sine
und aus den Cosinusformeln:
tgb
cos а =
cos ß = tga
tgc
tgc*
Aus diesen fünf Gleichungen kann man alle an
deren herleiten. Es wird z. B.
sina 1
sina
1
tg a
tg а =--- — •----- --- ------- ------------- -- ------- ; tgf = tgb
tg b cos c
tg b cos a cos b
sin b
sina
Hiermit sind schon alle Beziehungen zwischen zwei
Seiten und einem Winkel, sowie zwischen drei Seiten
erschöpft. Man erhält noch
sinb cosc
cos а
Snc * cosb ~ Sm ^ C0S a ’ c°s /? = sin а cos b,
Кар. VIII. Das rechtwinklige sphärische Dreieck. 109
und durch Multiplikation:
cot a cot ß = cos a cos b = cos c.
In allen Fällen, mit Ausnahme des vierten, ist das
rechtwinklige Dreieck eindeutig bestimmt. Denn
ausser in den eingeklammerten Formeln des ersten und
zweiten Falles treten nur die Cosinus, Tangenten und
Cotangenten der gesuchten Stücke auf, und diese Funk
tionen bestimmen ihre Winkel zwischen 0° und 180°
eindeutig ; sie sind für spitze Winkel positiv, für stumpfe
negativ. Dass von den zu den eingeklammerten Sinus
gehörigen Werten immer nur einer brauchbar ist, war
schon gezeigt.
Im vierten Falle giebt es zwei Dreiecke, da zu
jedem der Sinus zwei Werte gehören. In der That hat
eines der Nebendreiecke — dasjenige, welches an В C
anstösst — die Seite a und a und einen rechten Winkel, ge
nügt also auch den gestellten Anforderungen. Die beiden
Lösungen sind aber nur brauchbar, wenn a und a gleich
zeitig spitz oder stumpf sind, sonst sind beide unbrauch
bar. — Die Zusammengehörigkeit der Werte für c, b
und ß ergiebt sich folgendermassen : Zu dem spitzen
Wert von b gehört der spitze von ß, zu dem stumpfen
Wert von b der stumpfe von ß. Infolge der Gleichung
cosc = cos a cosb
ist cosc negativ, also c stumpf, wenn von den Stücken
a und b eins spitz und eins stumpf ist; dagegen ist
cosc positiv, also c spitz, wenn a und b gleichzeitig
spitz oder stumpf sind.
Hiermit sind die Bedingungen für die Lösbarkeit
der Aufgaben noch nicht erschöpft. Im ersten, vierten
und sechsten Fall müssen noch die Werte, die man für
110
Sphärische Trigonometrie.
die Funktionen der gesuchten Stücke erhält, echte
Brüche sein.
Im ersten Fall erhält man die Bedingungen
sin a < sin c,
positiver Wert von tg a <C positiver Wert von tg c,
я COSC.
я cos а >
Es genügt, wenn eine dieser Bedingungen erfüllt ist.
Die anderen stimmen dann auch. Man braucht auch nicht
die Funktionen der Winkel selbst nachzuschlagen, da man
von der Grösse der Winkel auf die der Sinus schliessen
kann: Yon zwei Winkeln hat der den grösseren Sinus, der
näher an 90° liegt (Fig. 5).
Es giebt also folgende 4 Möglichkeiten:
c spitz
c stumpf
Es muss c > a sein
Es muss a+c<C180° sein
a stumpf Es muss a+c > 180° sein
Es muss c < a sein
a spitz
Im vierten Fall sind die Bedingungen dieselben, wie in
dem eben besprochenen, wenn man nur a statt c schreibt:
Da aber a und a stets gleichzeitig spitz oder stumpf sind,
folgt einfacher:
a und a spitz :
а > a,
a und a stumpf : а < а.
Im sechsten Fall ist zur Lösbarkeit notwendig :
positiver Wert von
cos a <C sin/?
cos ß <C sin а
r
»
« cota.cot^< 1.
Auch hier zieht das Erfülltsein einer Bedingung das
der anderen nach sich. Für die Winkel gilt :
1. ß spitz : 90° — ß < a < 90° + ß;
2. ß stumpf : ß — 90° < a < 270° — ß.
vKap. VIII.
Das rechtwinklige sphärische Dreieck.
111
Im zweiten, dritten und fünften Fall dürfen die gegebenen
Stücke zwischen 0° und 180° beliebige Werte haben.
§ 40. Die Napier’sche Regel.
Die Gleichungen des rechtwinkligen Dreiecks lassen
sich in eine einfache von Napier gegebene Regel zu
sammenfassen. Es seien a* und b* die Komplemente
der Katheten a und b. Dann folgen am Dreieck die
Stücke in dieser Reihenfolge aufeinander :
ъ*, a, C, ß, a*, b* . . .
Ton diesen fünf ist der Cosinus eines jeden gleich
dem Produkt aus den Cotangenten der beiden ihm be
nachbarten und auch gleich dem der Sinus der beiden
von ihm getrennten Stücke.
Diese Regel enthält alle Beziehungen, die zwischen
irgend drei Stücken bestehen. Denn drei Stücke liegen
entweder aneinander (wie a, c, ß), oder es liegen zwei
aneinander, das dritte von ihnen getrennt (wie а, с, а*).
Man überzeuge sich an den Formeln des vorigen Para
graphen, dass die Regel in jedem Einzelfalle zutrifft.
Die Napier’sche Regel handelt nur von der Aufeinander
folge der Stücke, nicht aber davon, welches der Stücke
Hypotenuse, welches Kathete, welches Winkel ist; anderer
seits enthält sie alle notwendigen Bedingungen dafür, dass
die fünf Stücke einem rechtwinkligen Dreiecke angehören.
Daraus folgt, dass man die Bedeutung der fünf Stücke unter
Beibehaltung der Reihenfolge abändern darf, und dass die
so vertauschten Stücke wieder ein rechtwinkliges Dreieck
bilden. Z. B. giebt es ein rechtwinkliges Dreieck mit den
Stücken
а = 73° 53' 38", b = 39° 57' 4", c = 77° 43' 18"
а = 79° 29' 45", ß = 4Vbi6".
Sphärische Trigonometrie.
112
Es ist also
b* =
c=
a=
a* =
ß=
50° 2'56" 79° 29'45" 77° 43'18" 41° 5' 6" 16° 6'22"
und es giebt noch vier Dreiecke mit den Stücken
79°29'45" 77°43'18" 41° 5' 6" 16" 6'22"j50° 2'56"
77°43'18" 41° 5' 6" 16° 6'22" 50° 2'56" 79°29'45"
41° 5' 6" 16° 6'22" 50° 2'56" 79° 29'45" 77° 43' 18"
16° 6' 22" 50° 2'56"79° 29' 45" 77°43'18" 41° 5' 6"
Dies ist auch geometrisch leicht einzusehen. Trägt mjtn
von C undB auf CA und CB und (event.) ihren "Verlängerungen
C
Л
'A
C,
A,
Figur 49.
über A und В hinaus CAi =: 90°, BCj = 901 ab, so ist in
dem bei C rechtwinkligen Dreieck AjCB die Kathete At C
ein Quadrant (90°), also der Winkel bei В ein rechter und
Aj В ein Quadrant. In dem Dreieck Cj At В sind also Cj В
und Аг В Quadranten, mithin die Winkel bei At und Сг
rechte. Nennt man den Punkt A als zu dem Dreieck Ct Aj А
gehörig noch nebenbei Bn so ist in dem bei Сг rechtwink
ligen Dreieck Aj Bt Cj :
Кар. VIII.
Das rechtwinklige sphärische Dreieck.
113
= 90° — c, d. h. ax* = c,
aL = Ci Bi
Cj — b*,
= 90° — b,
с, = В, A,
b, = 0,^ = <^0* = 90°-/?, * bj* = ß9’
a,= 90° —<CA1B = 90° — а, „ ^ = a*,
А = «>
» ßt = «•
Setzt man an das Dreieck At BL Cx in der gleichen Weise
durch Verlängerung von Ct A1 und Bj Ax bis auf 90° ein
Dreieck Aa B2 C2 an, so ist in diesem analog
a2* = Cj — b*, «2 = at* = c
c2 = bx* = ß, ß2 = a1 — a*
Ь2*=Л =ct.
*
*
*
*
■
^
i:
e
«? ■? cP
00
c3
M
«О
. rO
cf «P cT 5*
*
*
*
ю
да
я
ö
а
О
üi
a* =
ß=
О
2*
c=
н
а—
С
в
Ъ* =
ÿ >^ wЙ P Oи
Man erhält im ganzen folgende Uebersicht:
с
в.
ß
С;
с,
в;
>4
Q
В3
'Г,
Figur 50.
Aus den beiden Formeln
cos c — cotg a cotg ß — sin a* sin b*
Hessenberg, Ebene und sphärische Trigonometrie.
8
114
Sphärische Trigonometrie.
ergeben sich durch Anwendung auf die fünf Dreiecke alle
anderen Relationen zwischen den Stücken с, a, ß, a*, b*.
Das fünfte Dreieck stimmt mit dem ersten in allen
Stücken wieder überein. Bei der Konstruktion erhält man
auch der Lage nach das alte Dreieck zurück, wie leicht
zu beweisen ist. Die Figur der fünf Napier’scben Dreiecke
besitzt interessante Eigenschaften. In dem Fünfeck C, Ct,
C2,
die Seiten, in dem Fünfeck A, A1} A2, A3, A4
die Diagonalen alle gleich 90°. Der Leser versuche zur
Uebung diese Sätze zu beweisen.
g 41.
Geometrischer Beweis der Fundamentalformeln
des rechtwinkligen Dreiecks.
Zieht man wie in § 33 an b und c die Tangenten
und nimmt zunächst an, dass b und c spitz sind, so
schneiden die Tangenten die verlängerten Badien von
C und В in Q und P. Die Ebene des Dreiecks APQ
steht aber senkrecht auf OA, also auch auf der Ebene
PS
b
\
0
c
Ä c\o
C
a
\
а
Q
о
к
p
Figur 51.
Figur 51 a.
OAQ. Da das Dreieck ABC bei C rechtwinklig ist,
steht auch die Ebene OPQ auf OAQ senkrecht, dem-
Кар. VIII.
Das rechtwinklige sphärische Dreieck.
115
nach auch die Schnittlinie PQ von APQ und OPQ.
Daher sind die Winkel OQP und AQP rechte.
In den beiden bei A rechtwinkligen Dreiecken
О AP und OAQ ist aber (wie in § 33)
OQ = В : cos b
OP = В : cosc,
AQ = В . tgb.
AP= В. tgc,
34
In dem bei Q rechtwinkligen Dreieck OPQ hat
man daher:
O Q __ cos c
cosPOQ = cos а
OP cosb
В tg а
ferner
PQ = OQ tga =
cosb ’
В sina
= OP sina
cos c
In dem bei Q rechtwinkligen Dreieck APQ ist
P AQ = a, also
A Q_tg b
cos a
tg с
sina
sina
sin a
AP
cos c tg c sin c ’
PQ _ tga _ tg a
tga
AQ“~cosbtgb
sinb
Anmerkung. Da irgend ein zu APQ paralleler
Schnitt A'P'Q' durch die Ecke an den Seitenverhältnissen
und Winkeln des Tetraeders O A P Q nichts ändert, hätte
man auch, wie es in vielen Lehrbüchern geschieht, P' irgend
wo auf О В annehmen, auf O A und О C die Lote P' A' und
P'Q' fällen und an dieser Figur dieselben Schlüsse ziehen
können. Vielfach wird P' nach В gelegt. — Die Verallge
meinerung der Formeln auf Dreiecke, in denen b und c
nicht spitz sind, ergiebt sich leicht durch Betrachtung der
Nebendreiecke.
У
С
116
Sphärische Trigonometrie.
§ 42. Das Quadrantendreieck.
Wenn in einem Dreieck eine Seite ein Rechter ist, so
nennt man es ein Quadrantendreieck oder recht
seitiges Dreieck. DasPolardreieck eines Qua
drantendreiecks ist rechtwinklig. Man kann
also die Auflösung des Quadrantendreiecks auf die des recht
winkligen zurückführen.
Ist c diejenige Seite, welche gleich 90e ist, so lautet
die Napier’sehe Regel des Quadrantendreiecks :
Sind a* und/?* die um 180° vergrösserten
Komplemente von a und ß. so ist der Cosinus
eines jeden der Stücke
Ф
ß*, a, y, b, a*, ß* . . .
entgegengesetzt gleich dem Produkt aus den
Cotangenten der anliegenden und auch dem
aus den Sinus der von ihm getrennt liegenden
Stücke.
Durch diese Regel gehören wieder je 5 Dreiecke zu
sammen, z. B. A Aj A2 ; A1 A2 A3 ; A2 A3 Aé ; A3 A4 А ;
Aé A Aj in Fig. 50.
§ 43. Das schiefwinklige Dreieck im Zusammenhang
mit dem rechtwinkligen.
1. Fällt man das sphärische Lot hc = CHc von C
auf a in dem schiefwinkligen Dreieck ABC, so ist in
den rechtwinkligen Dreiecken ACHc und BCHc:
sin hc = sin a sin ß — sin b sin a,
oder
sin a : sin ß = sin а : sin b.
Dies ist der Sinussatz.
2. Ferner ist für AHc = bc, BHc = ac
cos hc =
cosb
cosbe
cos а
cosac
Кар. VIII.
Das rechtwinklige sphärische Dreieck.
117
Da ac + bc = c, folgt weiter
cos b cos (c — bc)
cos а =
cos bc
= cos b cos c + cos b sin c tg bc.
C
ь
*
А-*£
*7.
/з
Figur 52.
»
tgbc
Da cos«
-—7-, wird tg bc = tg b cos a, also
tg b
cos а = cos b cos c -f“ sin b sin c cos «.
Dies ist der erste Cosinussatz.
3. Setzt man <£ACHc = 71? <BCHc = 72, so ist
cos ß — cos ho sin
cos а = coshc sin/j, also
cos а_sin yr __sin (y — y2)
= sin 7 cot 72 — cos 7.
cosß
sin/2
sin72
Da cot /2 cot ß = cos а, wird mithin
cos а — sin / sin ß cos а — cos ß cos 7.
Dies ist der zweite Cosinussatz. Wenn etwa
a oder ß stumpf ist und hc ausserhalb des Dreiecks
C
b
at
hc
A-&-
7Г
Hc
Figur 53.
liegt, ist der Beweis leicht entsprechend zu modifizieren.
Sphärische Trigonometrie.
118
Neuntes Kapitel.
Weiteres Formelmaterial für das sphärische
Dreieck.
§ 44. Die Gauss’schen Gleichungen und die
Napier’schen Analogien.
Nach Formel (III) des Kapitel VII ist
a
sins sin sa sins sin Sb
cos — cos —ß = i I//
sin b sin c sin a sin c
2
-1sin sa sin Sb sin s
sin a sin b * sin c '
Das Vorzeichen der Wurzel ist positiv. Denn die
halben Winkel sind spitz, also ihre Cosinus und damit
die linke Seite positiv ; s, sa, Sb, sc, a, b, c sind kleiner
als 180°, also ihre Sinus ebenfalls positiv.
Nach Formel (III) ist aber die Wurzelgrösse gleich
sin —, mithin
&
ß
. y sms
a
cos — cos ^ = sm ~ • ——.
2
2
2 sin c
Ebenso findet man:
sin s sin sc sin sa
cos 2sinT = ]/
sin a sin b sin c
y sin sa
= COS
• .
2 sine
sin sa sin Sb sinsc
sin ~ sin y = y
sin a sin b sin c
y sin sc
= sin
2 sine ‘
Hiernach wird:
cos
a+ß
2
a
ß
Ct . ß
= c°s — cos -g- — sln “g- Sln Y
—f
sin s — sin sc
sine
(i)
(II)
(HI)
Кар. IX. Weiteres Formelmaterial für das sphär. Dreieck.
119
- : sin
toi ft
cos
•
: sin
to ft
oder:
>
a— b
= cos —2~ • cos
toi ft toi ft
Beachtet man, dass s — sc = c, s + sc = a + b ist,
so folgt weiter:
a+b
2 sin
cos
2
a+
.7
cos 2' = SmT'
c
2 sin
cos —
= cos a ^ ^ : cos
cos a 2 ^ : sin I = sin
. a+ß
sm-g- : cos
sin
: cos ^ = sin a-g-— • sin
’
Genau analog erhält man:
(IV)
9
•
toN>
to+
Dies sind die sogenannten Gauss’schen Glei
chungen.
Durch Division der ersten und dritten, zweiten
und vierten erhält man
, cc -j- ß
a*-b
a+ b
tg —y~ s cotg = cos —g— : cos 2 ’
(V)
. а—ß
. a —b . a + b
te-2 : cotg = sin —g— s Sln —2~>
und durch Division der ersten und zweiten, dritten und
vierten :
a—ß
, a+b . c
a+ß
tg g 2 2 “ cos —2~ 2 cos 2~>
(VI)
tg + - : tg- 2 = sin “-g-- : sin ct+^
Die Formeln (V) und (YI) sind die Napier*sehen
Analogien. Bemerkenswert ist, dass man aus diesen
Formeln durch TJebergang auf die Nebendreiecke oder
das Polardreieck keine neuen Relationen erhält.
Sphärische Trigonometrie.
120
§ 45. Formeln für s, sa, a, oa, p, pa, r, ra.
Setzt man in (I) sin c — M sin y, so wird daraus
1
a
7 8•ins.
. У
ß
T.
cosCOS-cos
= 8m~2 cos
2
2
2 M sin cos-~r
A
oder
sin s = 2I cos -Ц- cos
cos У_
2 •
Ebenso erhält mau aus (II) und (III) :
A
(VII)
sin sa = 2 M cos y sin sin
.
(VII)
Diese Formel entspricht den Gleichungen (VI) in
Kapitel 1У. Durch Uebergang auf das Polardreieck
erhält man für M' = 1 : M :
a
b
c
— cos о = 2 M'. sin — sin — sin —,
COS (7a = 2 M'. sin
cos
А
c
b
cos
2
(УШ)
c
E
0
W
А
F
Figur 54.
И
Aehnliche Beziehungen entstehen durch Betrachtung
des Inkreises. Berührt er die Seiten a, b, c in D? E, F,
so ist
AE = AF == У
Х + У = с>
B F — B I) = i
у + z = а,
CD = С E = У
z + X = b,
^ N
also
X — Sa > y = Sb, z = sc.
Кар. IX. Weiteres FormelmatenaJ für das sphär. Dreieck.
121
In dem rechtwinkligen Dreieck AO F ist
tg ^ = tg* e : sin sa,
tge = sin Sa.tg
tgCa
ЬЭ 8
also nach (IV), Кар. VII:
%e = ]/sin Sa sin Sb sin sc к (§ 34, Anm.).
(IX)
sin s
Ganz analog wird für die Radien (>a, (>ь?
der
Ankreise, die die Inkreise der Nebendreiecke sind:
/sin s sin sb sin sc
% e» = ]/
(X)
sin sa
Mit (VII) wird noch:
sin ~y sin
= 2M sin
ct
ß
у
= 2 M sin <j- cos™ cos—.
(XI)
А
i
4
M
r
1
öfc
N
Figur 55.
Istr der Radius des Umkreises, M sein Centrum,
und liegt dies im Innern des Dreiecks, so ist
<MAB =
MBA — f,
1+4=У
<MBC = <MCB =|,
n+ £ — «
<MCA = <MAC = n,
S+i=ß
also £
°a, V = % Ç
«Г-
Sphärische Trigonometrie.
122
I
n
2 P
Liegt der Mittelpunkt ausserhalb des Dreiecks, so
erhält man für einen der Winkel J, rj, £ den entgegen
gesetzten Wert, —c'a, —0ß oder —oy.
Fällt man von M das Lot MN auf BC, so ist im
Dreieck BMN:
cos <£ NBM = tg - - : tgr, d. h.
cotg r = COtg Y • C0S a0L.
und nach (X), Кар. VII:
cotg. r = 1/cos °ol cos gß cos qT _
(XII)
— cos о
Nach (VIII) dieses Kapitels erhält mal noch
а
а
c
b
cotg r = cotg—- . cos oa = 2 M' cos - — cos — cos —,
V
2
2
2
2 l(XIII)
a
b . c
= 2 M' cos — sin —sin
cotgra
ra, fb) **c sind die Radien der Umkreise der Neben
dreiecke. Man erhält sie, indem man je zwei Seiten
mit ihren Supplementen vertauscht.
Die Beziehung zwischen In- und Umkreisen wird erläutert
durch folgenden Satz, dessen Beweis keine Schwierigkeiten
bietet :
Die Polare jedes Punktes des In- oder
Umkreises berührt den Um- oder Inkreis
des Polardreiecks und umgekehrt.
§ 46. Die L’Huilier’schen Formeln.
Schreibt man die dritte Gaussische Formel folgendermassen :
-4(«+л
cos 4"(a~ ь)
1
sin y (180° — y)
so wird
1
cos Tc
Кар. IX. Weiteres Formelmaterial für das sphär. Dreieck.
sin
(a + ß) — sin -gf (180° — y)
sin ~2~ (ce -f- ß) -J- sin
123
cos-^j- (a — b) — cos-g- c
1
cos-g- (a — b) -j- cos Tc
(180° — y)
und nach § 20, (XVI) und (XVI,t):
1
tg ^(a ~\r ß
7
180°)
= tg g- sa tg y Sb.
tgx(“ + ^-y + 180°)
Nun ist a + ß + У —180° = s der sphärische Exzess und
« + ß — 7 + 180° = 360° - (2 7 — s\
und die letzte Formel geht über in
tg \ e tg -j- (2 y — e) = tg ~2 sa tg -y Sb.
Ebenso wird aus der Gaussischen Gleichung
cos "2"(a-ß)
cos^-(a + b)
sin y y
cos Tc
1
abgeleitet :
tg -j- e • cotg -j- (2 y — e) = tg y s tg -g- sc.
Durch Multiplication und Di vision erhält man aus diesen
beiden Formeln :
tgT *= ]/tg Ts tgTSa tgTSb tsTSc
(XIV)
tg-|>(2y — e) = |/co%i-scotg~sc tgi-s» tg-i-Sfc
Dies sind die L’Huilierschen Gleichungen. Geht man
zum Polardreieck über, so ist für e 360 — (a + b + c) = d
zu setzen ; 2 y — s geht über in a + b — c = 2 sc ; sin
(270* — o), sa in (90° — c'a). Dadurch erhält man:
Sphärische Trigonometrie.
124
d
to
4—
сто
"
ста
Hs?
+-
<Й
I
fo
ю
ю
b j<M
+
Sc
If
(XV)
tg7=
(XV)
teT =
j/_ cot^46° + -|) cot(46» - -^)tg(45»-^)tg(45»—|-)
Man kann in diese Formeln sehr viel mehr Symmetrie
bringen, e ist der sogenannte sphärische Excess, d der
sphärische Defekt des Dreiecks. Das an В C anliegende
Nebendreieck hat den sphärischen Excess
*cc
180° -ß+ 180° — 7 + a -180°
= 2 a — г,
=
te f = t, tgr= ta> tg-^ = tbj tg (lc —
4
so erhält man statt der Formeln (XIV), (XV) :
r = 1/ !i
\
t
■•“У-t tbtc
«. 5
;
Г
te т = T>te ~r = *“> te ~ = *p, tg
4*
und den sphärischen Defekt
da = - 180° + b — 180° + с — а + 360°
= 2 sa.
Ferner ist
s — 2 а — 180°
% = 180° -2
d = 360 — 2 s.
Setzt man noch
t = jA« rß rr
tu =F
r rß Гу
..
(XVI)
Кар. IX. Weiteres Formelmaterial für das sphär. Dreieck.
125
Diese Formeln können auch zur Berechnung des Drei
ecks aus den Seiten oder Winkeln dienen. Denn es ist
d + da
e + fa
а—
; а = 180°
2
2
§ 47. Logarithmische Rechnung zum Auflösen
der Dreiecke.
In § 38 konnten nur zur Berechnung des Dreiecks
aus 3 Seiten oder 3 Winkeln durchgehende logarithmische Rechnungen angegeben werden. Die Gauss’schen
Formeln und Napier’schen Analogien gestatten, auch
die Fälle 3 bis 6 logarithmisch zu erledigen.
Dritter Fall: Gegeben a, b, y.
а—ß
Nach (V) dieses Kapitels erhält man
und
2
daraus a, ß.
c findet man nach dem Sinussatz
oder nach irgend einer der Gauss’schen Formeln oder
nach (VI) dieses Kapitels.
Vierter Fall: Gegeben «, ßy c.
—b a+b
Man erhält —
—— nach (VI) dieses Kapitels
2 ’
danach y aus dem Sinussatz, den Gauss’schen Formeln
oder (V) dieses Kapitels.
Fünfter Fall: Gegeben a, b, «.
Man findet ß nach der ausführlichen Anleitung in
§ 38. c ergiebt sich aus einer der Analogien (VI),
y aus einer der beiden anderen oder unter Verwendung
von c aus dem Sinussatz oder einer Gauss’schen Formel.
Sechster Fall. Gegeben cc, ßy a.
Nachdem b bestimmt ist, verfährt man genau wie
im fünften Fall.
Dritter Teil.
Berechnung und algebraische Anwendung
der trigonometrischen Punktionen.
Zehntes Kapitel.
Elementare Berechnung der trigonometrischen
Funktionen.
§ 48. Die regulären Polygone.
Im regulären n-Eck ist der einer Seite gegenüber360°
liegende Winkel —-. Fällt man auf eine Seite AB
n
des n-Ecks das Lot OP vom Mittelpunkt aus, so ist
180° AP
1 Sn
1 360° 180°
und sin
< AOP =
n
n
ОA
2 r
2 n
wenn sn die Seite des dem Kreise vom Radius r ein
beschriebenen regulären n-Ecks ist.
ü
$rt
Figur 56.
1. Im Sechseck ist s6 = r, also
sin 30°= ~ = 0,50000.
Кар. X. Elementare Berechnung der trig. Funktionen.
127
Nach der Formel cos2 a -f- sin2 a = 1 ergiebt sich
cos 30° =^ = 0,86603.
0
r,
r/z
Г/2
Figur 57.
Hieraus erhält man nach § 20 die Funktionen
von 15° und aus den Additionstheoremen die aller Viel
fachen von 15°.
2. Im regulären Zehneck ist
AOB = 36°,
folglich
ОБА = OAB = 72°. Halbiert man OB А
und verlängert die Winkelhalbierende bis zum Schnitt
mit OA in Q, so sind die Dreiecke OBQ und BQ А
gleichschenklig. Es wird nämlich
0
3t
/
(36°
36°
\Q
J<r\'
72°
В
Figur 58.
<QAB = <AQB = 72°
und
also
<OBQ = <BOQ = 36°,
si0 — AB = BQ =; QP.
128
Berechnung der trigonometrischen Funktionen.
Da Л ABQ^BOA, wird
AB BO
, d. h.
AQ BA
r —S10
oder
r
sio’
sio2 + rs.o + r’ = 0’
r
1/5?
S„ = -2±|/T
Da nur das obere Wurzelzeichen brauchbar ist,
hat man
У5-1
S10
2
r
und
sin 18°
łA—= 0,30902.
Hieraus erhält man cos 18°; iflicli dem Additions
theorem ferner die Funktionen von 18°— 15° = 3° und
aller Vielfachen von 3°. Sie sind am Schlüsse des
Buches in einer Tabelle zusammengestellt.
Die Funktionen von 1° und seiner Vielfachen, die nicht
durch 3 teilbar sind, lassen sich nicht durch rationale Zahlen
und Quadratwurzeln aus solchen darstellen. Dagegen kann
man die Seite des Siebzehnecks durch quadratische Glei360°
chungen finden. Für cos
ergiebt sich folgender Aus
druck :
(1/17-1) +^2.17-2 |Ö7
— -i- f 17 + 3 fW— V2.17 — 2 )/Ï7 - 2 У 2.17 + 2 УТ7
(Gauss, Disq. ar., 365.)
§ 49. Funktionen sehr kleiner Winkel.
1. Wenn man die Funktionen von 1° auch nicht
durch quadratische Gleichungen finden kann, so kann man
sie doch näherungsweise mit jederbeliebigen
Genauigkeit berechnen. Aus dem Sinus und Co-
Кар. X. Elementare Berechnung der trig. Funktionen.
4 ’
Betrachten wir jetzt die Reihe:
+
CO
3
2
09
u. s. w.
3°
« 'S
3°
sinus von 3° erhält man nach § 20 die von —,
129
L +l
00
16 ^ 32
04
Sie ist eine geometrische Reihe mit dem Anfangs3
1
glied-^-und dem Quotienten —— . Die Summe ihrer
m ersten Glieder ist nach der aus der Algebra be
kannten Formel
r-l KN
th
CO KN
i-(—)'
n
-КГt
^------ j
positiv,
H <N
Ist m eine gerade Zahl, so ist
also die Summe kleiner als 1 ; ist m ungerade, so ist
sie grösser als 1. Mit wachsendem m nähert sie sich
der 1 beliebig.
Da wir die Funktionen von —, — u. s. w. berechnen können, können wir auch die von 1 —
КГ
fur beliebiges m berechnen. Mit wachsendem m werden
sich die ersten Decimalstellen nicht mehr ändern ; die
Aenderung wird sich immer später und später bemerk
bar machen, so dass wir die Funktionen von 1° auf
beliebig viele Decimalen ermitteln können. Wir er
halten z. B.
и
MKl" 0,01744445 ...
sin
1—
<N
sin
гч
ii
= 0,01745638 ...
Hessenberg, Ebene und sphärische Trigonometrie.
9
130
Berechnung der trigonometrischen Funktionen.
to
so dass sin 1° sicher mit 0,0174 beginnt. Durch Inter
polation zwischen beiden Grenzen erhält man :
11
Zuwachs auf
3.
тЧ
,
'N
also auf
11
1193 Einheiten der letzten Stelle,
398
0,01745638
398
sin 1° = 0,01745240.
Dies Resultat ist auf 7 Stellen genau.
2. Ein einfacheres Verfahren kann man für sêhr
kleine Winkel anwenden, bei denen der Sinus näherungs
weise mit dem Arcus übereinstimmt. Es ist für solche
sin a < arc a.
a
Demnach auch sin —
arc7T
1
cos a — 1 — 2 sin — > 1
arc a
(arc a)2
2
Sodann ist
tg a > area, also
sin a > cos a . arc a
(arc a)3
> area
2 '
71
Es ist z. В. arcl° =
0,0174533 . ..
l«0
(arc l0)8
= 0,0000026583 .. • ?
2
also liegt sin 1° zwischen 0,017453 . .. und 0,017450 . ..
Кар. X. Elementare Berechnung der trig. Funktionen.
131
Ferner ist arc 1' = 0,00029089.
(arc 10:
beginnt mit 11 Nullen, also ist vorstehen
2
der Wert in allen Stellen mit sinl' übereinstimmend.
3. Von den Funktionen sehr kleiner Winkel aus
kann man diejenigen grösserer Winkel mittelst der
Additionstheoreme berechnen, z. B. aus den von 3 zu 3°
berechneten mit Hilfe des Sinus und Cosinus von 1°
die Funktionen aller Vielfachen von 1°. Praktische
Bedeutung hat diese Methode nicht mehr. Die höhere
Mathematik giebt uns in den Reihenentwicklungen Hilfs
mittel zur sofortigen Berechnung der Logarithmen der
trigonometrischen Funktionen und der Funktionen selbst,
die von hervorragender Einfachheit sind.
Elftes Kapitel.
Der Moivre’sche Salz
§ 50.
Begriff des Vektors.
Es kommt in der Geometrie und Physik häufig vor,
dass man ausser der Länge einer Strecke auch ihre
Richtung in Betracht ziehen muss. Man hat für den
Inbegriff einer Strecke und ihrer Richtung die Be
zeichnung „Vektor“ eingeführt. Zur Angabe eines
Vektors gehören also mehrere Grössen. Erstens seine
Länge. Diese ist immer eine absolute (positive) Zahl.
Zweitens die nötigen Bestimmungsstücke für seine
Richtung.
Die beiden Enden des Vektors müssen als An
fangs- und Endpunkt unterschieden werden. Die
132
Berechnung der trigonometrischen Funktionen.
Richtung des Vektors ist die vom Anfangs- zum End
punkt. Ein und dieselbe Strecke kann zwei verschiedene
Vektoren darstellen, die gleich lang und einander ent
gegengesetzt gerichtet sind. Man nennt solche Vektoren
„entgegengesetzt gleich“. Wenn eine Strecke
die Länge Null hat, ist ihre Richtung unbestimmt. Man
bezeichnet daher alle Vektoren von der Länge Null
schlechthin mit 0.
Im folgenden beschränken wir uns auf
Vektoren, die in einer Ebene liegen. Zu ihrer .
Bestimmung denken wir uns einen ganz beliebigen
herausgegriffen und als „Einheitsvektor“^ oder
*o
*
Figur 59.
„Einheit“ schlechthin bezeichnet. Seine Länge wählen
wir als Masseinheit, seine Richtung als Nullrichtung.
Irgend ein anderer Vektor hat dann die Länge r und
bildet mit dem Einheitsvektor den Winkel cp, den wir
entgegengesetzt dem Sinne des Uhrzeigers messen. Diesen
Vektor bezeichnen wir mit r , den Einheitsvektor also
mit 10.
Man nennt zwei Vektoren gleich, wenn sie in
Lauge und Richtung übereinstimmen. Soll r^ gleich
sein, so muss also
r = s, cp = v> + к . 360°
sein, wobei к eine beliebige ganze Zahl, positiv oder
Кар. XI.
Der Moivre'sche Satz.
133
negativ, ist. An Stelle beider Gleichungen
schreiben wir abkürzungsweise
Eine Verwechslung mit dem Gleichheitsbegriff der
Zahlen ist dadurch ausgeschlossen, dass r^ und s^ keine
Zahlen sind.
Man kann einen Vektor auch mit einem einzelnen
Buchstaben, u, v, w, z, bezeichnen, und muss sich nur
gegenwärtig halten, dass dieser Buchstabe nicht eine
Zahl, vielmehr das Aggregat zweier Zahlen, r und <p,
bedeutet.
§ 51. Addition von Vektoren.
Es seien jetzt AB und BC zwei beliebige Vektoren,
u und v. Der zweite ist mit seinem Anfangspunkt an
den Endpunkt des ersten angesetzt. Dann nennt man
C
B'
0
Jo
é
fB
A
n
Figur 60.
den Vektor mit dem Anfangspunkt A und dem End
punkt C die Summe der beiden anderen und bezeichnet
ihn mit u + v« Eine Verwechslung mit dem gewöhn
lichen Summenbegriff der Zahlen ist ausgeschlossen, da
ja u und v keine Zahlen sind.
Ist AB' gleich und parallel ВC, so istB'C gleich
und parallel AB; daher ist AB' wieder v und B'C u.
Bei dieser Lage der Vektoren ist AC gleich v-|-u;
man darf also die Summanden vertauschen.
134
Berechnung der trigonometrischen Funktionen.
Sind AB, BC, CD, DE beliebige Vektoren u, v,
w, z, so bezeichnet man AE als die Summe derselben
mit u-{■ v + w z- Da AE auch die Summe von
AB, BD, DE, oder von AC, CD, DE, oder AC, CE
ist, ist
u + v + w + z = u + (v + w)+z
= (u + v) + w -f- z
= (u + V) + (w + z), •
demnach auch gleich
u + (w + v) + Z
= (v + u) + w + z
= (w + z) + (u + v),
das heisst
=u+w+v+z
=V+U+W+Z
=W+Z+U+V
E
z
D
n
%
$
C
?
3
A
и
Figur 61.
u. s. w. In einer Summe von Vektoren dürfen
die einzelnen Vektoren beliebig unterein
ander vertauscht werden.
Die Summe entgegengesetzt gleicher Vektoren ist
Null, wie man sich durch Konstruktion sofort überzeugt.
Kap. XL
Der Moivre’sche Satz.
135
Ferner ist u -f- 0 = u, was auch ohne weiteres anschau
lich ist. Den u entgegengesetzten gleichen Vektor
wollen wir mit —u bezeichnen. ^Soll nun ein Vektor x
die Bedingung
u+x=w
erfüllen, so addiere man zu w noch —u. Es wird
w + (— u) = U + (-- u) + X = 0 + X = X.
Für w -f- (— u) schreibt man einfacher w — u und
bezeichnet auch w — u als die Differenz von w und u.
§ 52, Multiplikation von Vektoren.
Dreht man einen beliebigen Vektor rÿ um einen
Winkel гр und vergrössert bezw. verkleinert r im Mass-
V5/
r
<£_
Figur 62.
stabe s:l, so entsteht ein neuer Vektor von der Länge
rs und dem Richtungswinkel
+
den man das
Produkt von r_ mit s„,.
ip nennt und mit
bezeichnet.
Da
rqp • ^ip — (r S) (p _j_ у
wird, ist
(I)
r(f * 8гр sip • rcp,
man darf also in diesem Produkt die Faktoren
vertauschen. Als Produkt von beliebig vielenVektoren r^, Sy, t^ . . . bezeichnet man den Vektor
(rst...)
+^+
Die drei Vektoren u = AB, v = BC und u-f-v
= AC bilden ein Dreieck ABC. Dreht man dies um
136
Berechnung der trigonometrischen Funktionen.
einen Winkel ip und vergrössert es im Massstab s, so
dreht man jede Seite um diesen Winkel und vergrössert
sie im selben Massstab. Daher sind die Seiten des
neuen Dreiecks A'B'C'
u . s f, v-s ib. (u+v)>.
Die dritte ist aber nach wie vor die Summe der
beiden anderen, d. b. es ist
(u +v)
=
+ T8^(
(И)
Die Multiplikation und Addition von
Vektoren befolgen also dieselben Gesetze,
wie die der gemeinen Zahlen. Sie gehen auch
in die Operationen des gewöhnlichen Rechnens über,
wenn man die Vektoren der Richtungen 0 und 180° be
trachtet. Es ist
ro + so = (r + s)o
ro • so = (rs)o.
und da r180 = — r0 ist, treten die Vektoren der Rich
tung 180° an Stelle der negativen Zahlen. Wir wollen
daher den Index 0 im allgemeinen fortlassen
und entsprechend für r180 —r schreiben.
Die Vektoren in einer Ebene erweisen sich hiermit
als Verallgemeinerung der gewöhnlichen
Zahlen. Man nennt sie daher auch imaginäre oder
besser komplexe Zahlen, wiewohl sie, streng ge
nommen, Aggregate von zwei Zahlen sind und zu ihrer
Bestimmung die Angabe von zwei Zahlen erforderlich
ist. Unter imaginären Zahlen sollten eigentlich nur die
Vektoren der Richtung -)- 90° verstanden werden.
Kap. XI.
Der Moivre’sche Satz.
137
§ 53. Zerlegung* der komplexen Zahl in reellen
und imaginären Teil.
Zieht man durch den Anfangspunkt A eines Vek
tors u eine Parallele zur Nullrichtung und fällt vom
Endpunkt В das Lot BC darauf, so entstehen die Vek
toren AC = ! und CB = *7, so dass
U = 1+
nВ
&
?*>a к
H
Figur 63.
I hat die Richtung 0 oder 180°, r\ die Richtung
+ 90°. Es ist also £ eine positive oder negative Zahl x,
4
ein positives oder negatives Vielfaches von 190,
r\ = y . 190, x und y nennt man die Komponenten
von u. Den Vektor 190 bezeichnet man durch
weg mit i und nennt ihn die „imaginäre Ein
heit“, im Gegensatz zu der „reellen Einheit“,
10. Es lassen sich also alle komplex en Zahlen
in der Form
u = x-f iy
darstellen, und dieser Thatsache verdanken
sie den Namen „komplex“.
Aus der Länge r und dem Richtungswinkel cp eines
Vektors findet man seine Komponenten durch die Glei
chungen
y = r cos ер, x = r sin cp.
(III)
Wenn zwei Vektoren gleich sind, stimmen sie in r
vollständig, in cp bis auf Vielfache von 360° überein;
138
Berechnung der trigonometrischen Funktionen.
cos ф und sin (p haben daher dieselben Werte, mithin
auch X und y. Die Vektorengleichung
x + yi = a + bi
ist also gleichbedeutend mit den beiden gewöhnlichen
Zahlengleichungen
X = a, y = b.
Aus (XIII) ergiebt sich:
Y(p = X -f- i y = r (cos (p + i sin ç>).
(IV)
cos (p + i sin cp nennt man den Richtungsfaktor
der komplexen Grösse, r ihren absoluten Betrag.
Es ist nach dem Pythagoras:
г = + Ух- + у-.
(V)
te
§ 54.
Summation der Sinus und Cosinus einer arith
metischen Reihe топ Winkeln.
Ein Kreisbogen vom Radius R und Mittelpunkt О
sei in n-gleiche Teile A0 A1? At A2, A2 A3, ... An—iAn
geteilt. Der Winkel A0O A, = AŁ O A2 etc. sei gleich «.
Die Sehnen A0At, A1A2 .. . u. s. f. haben die Länge
r = 2Rsin-^-; bildet die erste mit einer beliebigen
Nullrichtung den Winkel cp, so bildet die nächste mit
derselben Richtung den Winkel cp
a, die dritte den
Winkel cp -f- 2 a, die letzte cp -|- (n — 1) «. Die einzelnen
Sehnen, als Vektoren aufgefasst, sind also mit
rcp, rq> + a, r<p-f-2a ••• Ycp -f (n — i) a
zu bezeichnen.
Ihre Vektorensumme ist der Vektor A0An. Seine
Länge ist, da er dem Centriwinkel n a gegenüberliegt,
na
= 2 R sin 2 • Mit A0At bildet er den Winkel
Aj A0 An, der als Peripheriewinkel über dem Bogen
Кар. XI.
139
Der Moivre’sche Satz.
A An gleich П — a ist, mit der Nullrichtung also den
*
2
AVinkel—— * а + <p. Mithin ist :
71
R
О
А
ci
л
ci
г
А
n
л.
ci
л/ ГЗА
г.
Figur 64.
тср H™ rqp -f а “Ь гф -f 2 а “Ь • • • г<р -f (п — 1) а ~ s п — i
2
а + <р
oder 2 Esin — jlç> + lqp_pa + •
• • lç> + (n -1) « J
nа
= 2Esin —
J
Setzt man für 1^ cos ^ + i s^n
hebt 2 E fort und
vergleicht Eeelles mit Eeellem, Imaginäres mit Imagi
närem, so folgt:
cos y+COS (<p-f a) + COS (qp+2 а) + • • • COS (q> + (n —1) а)
. На
~2~ . COS [ą> + " 2 1 «)
. а
sinT
(VI)
140
Berechnung der trigonometrischen Funktionen.
sin cp + sin (qp+a) + sin (g>--\-2 a) + . •. sin {cp -j- (n —1) a}
.
na
sin-g-
(VII)
. sin (cp + ” 2 1 “)
. CI
8111 “2
§ 55.
Der Moivre’sche Satz. Funktionen der Viel
fachen eines Winkels.
Wendet man Formel (IV) auf (I) an, so folgt, in
dem sich rs weghebt:
(cos cp + i sin tp) (cos гр -f- i sin гр) — COS {cp + гр)
(VIII)
+ isin (g?+ </>)•
Man kann diese hochwichtige Formą}, als die
„Moivre’sche Form des Additionstheorems“
bezeichnen. (Der eigentliche „Moivre’sche Satz“ wird"
sogleich abzuleiten sein.) Entwickelt man nämlich die
linke Seite von (VIII) und beachtet, dass
1 до * ^90
I, go
I
ist, so erhält man das Additionstheorem, indem man
die reellen Teile beider Seiten der Gleichung und ebenso
die imaginären für sich gleich setzt. Die Moivre’sche
Formel ist eines der besten Hilfsmittel, um die Additions
theoreme auswendig zu lernen!
Indem man гр mit —гр vertauscht, erhält man noch
(cos gp —(— i sin cp) (cos гр — i sin гр) = cos {cp — гр)
(IX)
-f- i sin {cp — гр)
und wenn man auch —cp für cp setzt:
(cos (p — i sin <p) (cos гр — i sin гр) — cos {ср-\-гр)
— i sin {cp -j- гр)»
Für cp = гр wird aus (IX) :
(cos g?-{-i sing?) (cos g? — isin<p) = 1.
(X)
(XI)
Кар. XI.
Der Moivre’sche Satz.
141
Offenbar ist für beliebig viele Winkel a,
.
(cos a -f- i sin «) (cos ß -f- i sin ß) (cos у -f- i sin y) . ..
= cos («-)-/? + y-f .. .) + ism(o + /? + y+ ...)
Setzt man a = ß — у = ..., so wird daraus
(cosа -f- isin/?)*» rr cosma + isinma.
(XII)
Dies ist der eigentliche „Moivre’sche Satz“. Er
zerfällt in zwei Sätze über reelle Grössen, wenn man
die linke Seite nach dem binomischen Lehrsatz ent
wickelt. Dabei treten die Potenzen von i auf :
i = i, i*=—1) i* = i*.i = —i, i* = (-l).(-l)=l,
i5 = i4.i = i, i»=—1, i7 = —i, i8=l
u. s. w. Vergleicht man, nachdem diese Werte eingesetzt
sind, Peelles mit Reellem, Imaginäres mit Imaginärem,
so erhält man:
m
/m\
m -2 a sin а
COS Ill a = COS а — (2)cos
/m\
-M^lcos
111 —4
. 4
asm а -+...
(XIII)
-3
n‘ —1
/m\ „
sin m а = (/in\
а sin а
j 1 COS
a sin а — (з)cos
i /ш\
+ ( 5 ) cos
ш —5
. 5
a sin а---- \- ...
Beide Formeln lassen sich noch umformen, indem
man cosmce als Eaktor vor die rechte Seite setzt:
cos m a = cosm a
(i-0v.+Gb,-®*.+-j
{XIV)
sin ma = cosma
Durch (XIII) und (XIV) hat man die Funktionen
der Vielfachen eines Winkels durch die Potenzen
der Funktionen des einfachen Winkels ausgedrückt.
142
Berechnung der trigonometrischen Funktionen.
Man kann auch umgekehrt jede Potenz eines Cosinus
oder Sinus durch die Funktionen der Vielfachen seines
Winkels ausdrücken. Setzen wir zur Abkürzung vorüber
gehend
cos a -f- i sin а =
also nach (XI)
1
cos а — i sin а = ,
T
so wird
1
2 cos а = I -f- -jr,
/*, l\m
*■+(?)»■ — 2
Es ist aber
— (m — 2)
Kl
—m
W
n
n
2“ cos m
also
= cos Д а -|- i sin Д а
^ = cos Да — i sin Л a.
Setzt man diese Werte wieder ein, so hebt sich naturgemäss alles Imaginäre weg und man hat cosm a als Funktion
der Vielfachen von cs bis ma einschliesslich.
Ebenso wird
2 i sin a = g — -j
3
(2i)msinma = r
+...±rm
Wird g* wieder nach dem Moivre’schen Satz aus
gedrückt, so hebt sich, je nachdem m gerade oder un
gerade ist, alles Imaginäre oder alles Reelle fort und
man erhält sinma durch die Cosinus oder Sinus der
Vielfachen von а bis та ausgedrückt.
Кар. XII.
Unendliche Reihen und Produkte.
143
Zwölftes Kapitel.
Unendliche Reihen und Produkte zur Darstellung
der trigonometrischen Funktionen.
§ 56.
Im folgenden sind die Winkel nicht mehr nach
Graden, sondern im „natürlichen Win keim as su7
d. h. durch den Arcus gemessen gedacht. Ein rechter
7C
Winkel wird mit —, ein gestreckter mit n bezeichnet.
Der Winkel a
hat das Bogenmass
2n
«° = x. Unter
dieser Voraussetzung gelten die zwei bemerkenswerten
Reihenentwicklungen, die für jedes x konvergieren:
COS X — 1
X2
, X*
2!
‘ 4!
И тн
Xs
X5
I
sin x = — a7+ 5!
Xe
X8
X7
X9
б!-*- 8! - + ...
7! "^"”9?
+ •♦•
(1)
(П)
iH ÎC
Darin bezeichnet n ! das Produkt der n ersten
ganzen Zahlen
1.2.3... n = n! (spr. n-Fakultät).
Auf eine Herleitung dieser Formeln muss verzichtet
werden.
Umgekehrt kann man auch den Bogen durch den
Sinus oder die Tangente ausdrücken. Es ist:
1 sin8x 1.3sin6x 1.3.5sin7x
x = sin x H--------f...
(Ш)
1 2 3 ' 2.4 5
2.4.6 7
tg3x + 4-tg5x — — tg’xH----(IV)
= tgx —
Die erste Reihe konvergiert für jeden Wert des
Sinus, d.h. für
— 1 < sin x < -f 1,
144
Berechnung der trigonometrischen Funktionen.
und liefert den zwischen + 90° und — 90° gelegenen
Bogen, d. h.
71
^ = ^~ П2
2 =x
а
►
M
а
Die zweite konvergiert für
-1 <tgx< + l
und liefert
<*<+- -•
1
Indem man für sinx die Werte 1, w, i
.
erhält man Beihen für —-, —r- und
ebenso indem
2 4
6’
man tgx = l setzt, die berühmte Leibnitz’sche Beihe:
а
тН
h+
(V)
i
1 — —+——1
3^5
7
11
*
die aber für praktische Zwecke zu langsam konvergiert.
05
=
Andere interessante Entwicklungen sind noch:
COS X =
\i
— Ui-
1
\l_ «-h
X
X2
X2
(3*)T
»
Ir
X2
• • (VI)
I
(VII)
(•I °)
— o gesetzt ist.
Ferner:
(VIII)
il
cot X
1
•l!1
(2 n)
worin zur Abkürzung
- +
X2
-4-ЭД
to а
Sin X
I - ^Ье! + ( i
2л
M +{l3 л
2л - x)
^—лл-f-x}{—2 л ' 2тг + х
4-xl
1
1
= 2x f 1
(2x2 ^ха-/г2^х2 — 4л*
Зл— x,
I—Зл 3 Tr —x
1
— 9л2
•••}
(IX)
Die Entwicklung von tg und cot nach Potenzen
von x und die damit im engsten Zusammenhang stehende
Кар. XIII.
Die Methode der Hilfswinkel.
145
von log sin X kann hier nicht angegeben werden. Das
Vorstehende soll nur dazu dienen, den Leser zur Be
schäftigung mit den Methoden der höheren Mathematik,
speciell der Integral- und Differentialrechnung, anzuregen.
Dreizehntes Kapitel.
Die Methode der Hilfswinkel.
§ 57. Beispiele.
Es ist vielfach bei Rechnungen, die nicht durch
gehend logarithmisch geführt werden können, von Vor
teil, durch Einführung von Hilfswinkeln die trigono
metrische statt der logarithmischen Tafel zu
benutzen. Dies würd an einer Reihe von Beispielen
klar werden.
1. Gegeben loga, logb, gesucht log(a-J-b).
Auflösung : a und b sind positive Zahlen. Man hat
a-f- b = a^l +
1
Setzt man — = tg2 <jp, so wird 1 +
cos2<p
a
1
a -{- b
mithin log tg q> = — (log b — log a),
cos2 <P
log (a + b) = log a — 2 log cos <p.
Würde man zu loga, logb die Numeri aufschlagen,
diese addieren und wieder den Logarithmus nehmen,
so hätte man die Tafel dreimal zu benutzen. Bei der
trigonometrischen Methode geschieht dies nur zweimal.
Wenn man es versteht, zu dem Logarithmus einer
Funktion den einer anderen Funktion desselben Winkels
sofort aufzuschlagen, ohne erst den Winkel nachzusehen,
io
Hessenberg, Ebene und sphärische Trigonometrie.
146
Anwendung der trigonometrischen Funktionen.
so benutzt man die Tafel sogar nur einmal. Manche
Tafeln enthalten daher besondere Täfelchen zum Inter
polieren zwischen log sin, log cos und log tg.
2. Gegeben log a, logb, a^>b. Gesucht log (a — b)
Auflösung: Setze
— = sin cp, d. h. log sin cp —
log b — log a,
a
Z
so wird a — b = acos2(p, log (a — b) = 2 log cos cp + log a,
3, Andere Auflösung von 1 und 2 : b sei auch
in 1 die kleinere Zahl. Man setze
rû
C
3
= cos 2 cp, d. h. log cos 2 cp = log b — log a.
■Q
Es wird:
a-|-b = 2acos2<p, log(a-|-b) = log 2 -|- log a + 2 log?os<p
a — b = 2asin2<p, log (a — b) = log 2-f-log a 2 log sin (p.
4. Zu berechnen x = a sin« + k cos «.
Man setze a = rcos<p, b = rsing>, so wird
asin(<jp + a)
x = r sin (<P -j- a)
; tgqp = COS cp
a -}- b
5, Zu berechnen x =
a—b
ö
S
Man setze —
— =tg9p, logtg<p — logb — loga.
dl
Es wird, da tg 45° = 1
1 + tgqp _a-f-b
tg (45° + çï)
= X.
1 — t gcp a — b
6. x = j/аЛ+Ь2.
Setze a = xcos<p, b = xsingp.
tg<p =
Es wird
l°g tg <jp = log b — log a,
a
x = cW ^gx = log^ —iogcosç).
Кар. XIII.
147
b*, a > b.
» о
7. X =
Die Methode der Hilfswinkel.
Setze — = cos cp, log cos qp = log Ъ—log a. Es wird
pQ
X = a sin qp, log x = log a-flog sin qp.
a -f b а > b. Setze, wie in 3, - =cos2qp.
8. X
a — b’
Es wird x = + tg<p, log(+x) = logtgqp.
9. c = ya2+b2— 2abcos/ (§10, zweiter Fall)
c2 = (a -f b)2 — 2 ab (1 -f cos y)
o
3
-V
= (a-f b)2 — 4 ab cos2 ^ .
4 a b cos2 -~
Setze
= sin2 qp,
^
1 !
Ill
log sin <p = log 2 -f Y
loga+ ^ logb
tO
-f log cos ---- log (a -f b).
Es wird
c = (a -f b) cos cp, log c = log (a -f b) -f log cos cp.
10. c = bcosa+l/a2 — b2sin2« (§ 10, dritter Fall).
b sina
sin qp, so wird
Setze
c = b cos a + а cos qp.
Da nach der Definition von cp
b
sin cp sin а
ist, setze man diese Grösse gleich d. Es wird:
c = d sin (cp + a).
1—t
11. Die Logarithmierung von
7 im § 26 (erste
1
und zweite Hauptlage) geschieht nach 5, die von
cos/? + 2t (dritte Hauptlage) nach 1 bis 3. Ist in
148
Anwendung der trigonometrischen Funktionen.
cosfi = cos Л-j- 2 t
Л stumpf, so kann man auch
——- — cos2 œ setzen.
— cos Л
T
Dadurch wird
cos fi = — cos Л (2 cos2 cp — 1) = — cos Л cos 2 cp.
Ist in
cos Л = cos fi— 2 t
t
sin2y; es wird ebenso
fi spitz, so setze man
cos^
cos Л — cos fi cos 2 cp.
12. cosc=cosacosb-j-sinasinbcos7 (§38, dritterFall).
Verfährt man nach 1, so hat man, falls y spitz:
tg a tg b cos y = tg2 cp
cos a cos b
cos c
cos2 cp
zu setzen. Man kann aber auch so verfahren :
= sin a cos y ^ cotga cosb j- sin bj
cosc
COS y
cotga
COS y
= cotg cp
cos a cos {cp — b)
cos cp
13. cos y = — cos ß cos ce -f sin « sin ß cos c (§ 38,vierter
Fall).
Nach 1 ist die Berechnung verschieden je nach den
Vorzeichen der Cosinus. Setzt man wieder
cosc
sin a cos y . cos {cp — b)
siny
cos y = sin a cos c {-^■coaß+airiß)
cot«
COS c = tg <p
_ sin a cos c sin (ß — <p)_ cos a sin (ß - q>)
cos/
COS y
siny
Кар. XIII.
Die Methode der Hilfswinkel.
149
cT
14. у aus der Gleichung
a sin y -f- b cos у — c
zu berechnen. Verfährt man nach 4, so wird
tg cp ='- S
3
r sin (cp + а) = c,
c cos <p
Sin (<jP + a) — ———.
di
Hieraus ergiebt sich 9? + / un(I
daraus y.
In 6, 7, 10, 12, 13 besitzt der ffilfswinkel cp eine
einfache geometrische Bedeutung.
§ 58.
Trigonometrische Auflösung der Gleichung
zweiten Grades.
Die beiden Wurzeln xt, x2 der Gleichung
X2 — 2 a x + b — 0
genügen den Bedingungen
xi + x2 = 2 a, x1 . x2 = b.
1. Ist b positiv, so setze man, um die zweite
identisch zu befriedigen :
(I)
xx = tgqpj x2 = у b cot qp.
Es wird dann aus der ersten Gleichung:
2a
tg cp -f- cot cp —
yr
Die linke Seite ist
sin cp cos _sin2 cp -f- cos2 cp
1
2
cos cp' sirup
sin cp cos cp
sin cp cos cp sin2<p’
Man erhält also zur Bestimmung von cp die Gleichung
sin 2 cp =
(II)
ä
Infolge dieser Beziehung ist auch
Xj=2a sin2 cp, x2 = 2 a cos2 <jp,
m
woraus unmittelbar ersichtlich ist, dass xx + x2 = 2 a wird.
150
Anwendung der trigonometrischen Funktionen.
2. Ist b negativ, so setze man
Xj = У— b . tg qp, x2 = — У— b cot (p.
Es wird:
xi + x2 = — 2 i— b cot 2 qp,
y=b
tg2qp
(IY)
(V)
Das Vorzeichen von ]/—b wählt man am besten
dem von a entgegengesetzt, damit tg 2 cp positiv, 2 qp
spitz wird. Infolge der Gleichung (V) wird auch
COS2 qp
sin2qp
x1 = — 2 a
(VI)
» x, = + 2a
cos 2 qp
cos 2 qp
woraus man erkennt, dass x1 + x2 = 2a ist.
3. Ist in (II) У b > a, so gehört zu tn 2 <P kein
reeller Winkel. In diesem Fall sind die Wurzeln imaginär*
Man setze:
Xj = Г (cos qp + i sin qp), X2 — Г (COS qp — i sin qp).
(VII)
h
S
COSqp =
!
Г = УЬ,
OB
Dann ist
§ 59. Trigonometrische Auflösung der Gleichung
dritten Grades.
Setzt man in der reduzierten Gleichung dritten
Grades
x3 = 3px + 2q
(VIII)
X = у + z, so geht sie über in
y3 + 3y2z + 3yz2 + z3 = 3p(y + z) + 2q,
oder
3yz(y + z) + y3 + z3 = 3p(y + z) + 2q.
Man kann ihr genügen, indem man
(IX)
У z = p, y3 + z3 = 2 «1
setzt. Die dritten Potenzen von у und z,
Uj = У3,
genügen den Bedingungen
U2 = z3
Кар. XIII.
Die Methode der Hilfswinkel.
151
*1 U2 =P;=:U1+U2=2(1
und sind daher die Wurzeln der quadratischen Gleichung
u2-2qu + p3 = 0,
(X)
die man die quadratische „Resolvente“ der Gleichung
(VIII) nennt.
Die Wurzeln u1? u2 der Resolvente findet man nach
der Anleitung des vorigen Paragraphen. Sie sind reell,
wenn q2>p3. Alsdann giebt es für y und z je einen
reellen Wert, der leicht zu berechnen ist, da man die
Logarithmen von Uj und u2 kennt. Ferner kann noch
Jx
= y-(cos
l
-x.(4+'S)
2.360°
y2 = y^cos---- -— j-isin
sein.
Die zugehörigen Werte von z sind
2‘ = 2-(-т-#)’ z* = z-(-T+i!î)’
weil yx Zj = y2 z2 = y z = p reell sein muss.
Ist dagegen q2 < p3, so sind ux und u2 imaginär,
u4 = r (cos q> + i sin (p), ua = r (cos (p — i sin <p),
worin nach (VII):
___
r = + tp3,
<1
cos cp = ;py= ist.
(XI)
Somit wird
y = /r . (^oos-g- + isin-~j, z = j/r .(cos y —isin
со
3,-
x = y + z = 2|/r .cos —
)
9
cosT.
Für -j- kann es aber im ganzen drei wesentlich
verschiedene Werte geben, nämlich
Anwendung der trigonometrischen Funktionen.
152
cp
___ cp . 360
Vi — T’ у* ~~ з +~1T’
cp
360
so dass man insgesamt 3 Werte für x erhält:
xl = 2 Vp cos
= + 2 Vp cos ^
x2 = 2 Vp cos ip2 = — 2 Ур cos ^60°—
x3 = 2 Vp cos
j
(XIT)
= — 2 Ур cos ^60°+-|-j
Die Winkel können unmittelbar in der Tabelle auf
geschlagen werden, wenn q positiv ist. Ist q negativ,
so ist cp stumpf,
Ф — 180° — cp'
•#
wo cp' sein spitzer Nebenwinkel. Dann ist
cos Cp‘ = —
q
Vp3
+
X,
= + 2Ip“cos^
« •-» )
(XIII)
x2 = — 2 Vp cos <p'
3
X3 = + 2 Vp cos (б0° + I j
Dieser Fall, in dem die Wurzeln der quadratischen
Resolvente f imaginär sind, ist bekannt als „Casus
irr educibilis“.
§ 60.
1.
Beispiele zu § 58 und 59.
x3 = 9x + 28.
p = 3, q = 14.
Resolvente: u2—28u-|-27 = 0
а =14, b = 27.
Кар. XIII.
Die Methode der Hilfswinkel.
153
1
-g- log 27 = 0.7156819
log 14 = 1.1461280
tO
log sin2<jp = 9.5695539 —10
2<p = 21° 47' 12",45
q> = 10° 53' 36",22
log tg<p = 9,2843181—10
log 27 = 0.7156819
log Uj = 0.0000000 (Uj = 1)
logu, = 1.4313638 К = 27)
1
2
log Uj = 0.0000000, y = 1
-h log u2 = 0.4771213,
z=3
X, = 4, x2 u. x3 = — 2 + i
2. X3 = — 7,398636 X + 14.
I
log (
b) =
CO
to —
p = —2,466212, q = 7.
Kesolvente : u2 — 14 u p3 = 0
a =7, Ъ = — (2,466212)3.
- bg (— p) = 0.5880456
log a = 0.8450980
log !g2 <jp = 9.7429476 —10
2<p — 28° 57' 18“,1
<p = 14° 28' 39",05
logtg cp = 9.4119544 — 10
log (— u, ) = 0.0000000 (u, = — 1)
log(+ua) = 1.1760912 (u2 = + 15)
154
Anwendung der trigonometrischen Funktionen.
4 log (—u,) = 0.0000000,y= -1,000000
Ó
Y log U2 = 0.3920304, z =+ 2,466212
X, = 1,466212
x2 u. x3 = 0,733106 + i Уз . 1,733106.
3. X3 = 2Д X + 20.
p = 7, q = 10.
B-esolvente : u2 — 20 u + 343 = 0
a = 10, b = 343.
log a = 1.0000000
1
— l0g b = 1,2676740
A
log cos <p = 9,7823530 — 10 *
<p = 57° 19' 11",31
8- CO
- -=19° 6' 28",77
log cos 19° 6' 23",77 = 9,9753910 —10
log cos 40° 53' 36",23 = 9,8784810 —10
log cos 79° 6'23",77 = 9,2764211 —10
V, log p = 0.4225490
log 2 = 0.3010300
log X, = 0.6989700
log (—xa)== 0.6020600
log (— xs) = 0.0000001
x,=5, x2 = —4, x3 = —1.
4. X3 = 39x —70.
p = 13, q = — 35 = — q'.
log q' = 1.5440680
Y log p = 1.6709151
log cos (f‘ = 9.8731529 — 10
Кар. XIII.
Die Methode der Hilfswinkel.
<p‘ = 41° 41' 37",23
Y = 13° 53' 52", 41
log cos 46» 6' 7",59 = 9.8409684 —10
log cos 13» 53' 52",41 = 9.9870963 —10
log cos 73» 53' 52",41 = 9.4430382—10
% log p =0.5569717
log 3 = 0.3010300
log X, =0.6989701
log (-x2) = 0.8450980
log Xg = 0.3010299
xt=5, x2= — 7, x3 = 2.
155
Anhang.
156
Anhang.
Uebungsbeispiele.
Tafel I.
Bechtwinklige ebene Dreiecke.
а
а
ъ
2° 27' 55"
0,58100
13,497
13,509
22° 37' 12"
5,3846
12,923
14,000
30° 30' 36"
6,6000
11,200
13,000
35° 53' 52"
12,751
17,616
21,746
36°
52' 12"
9,000
12,000
15,000
38°
21' 47"
13,497
17,051
21,746
51° 38' 13"
13,825
10,943
17,632
53°
7' 48"
11,200
8,4000
14,000
54°
6'
8"
10,943
7,9210
13,509
59° 29' 24"
12,923
7,6154
15,000
67° 22' 48"
12,000
5,0000
13,000
87° 32'
17,616
0,75840
17,632
с
ш-
5"
21,746
17,632
17,632
16,470
17,632
13,509
11,993
13,509
13,509
5,904
21,746
21,746
1,6000
14,000
13,000
15,000
4,0000
15,000
13,000
14,000
2,2308
7' 48"
7' 48"
92° 27' 55"
38° 21' 47" 125° 53' 52"
92° 27' 55"
5"
87° 32'
14° 15'
0"
59° 29' 24" 112° 37' 12"
67° 22' 48"
59° 29' 24"
38° 21' 47" '49° 10' 18"
33" 25' 57"
38° 21' 47"
53°
53°
7° 53' 24"
7' 48"
„TS ,П oQI
53°
7
oTQ
15,000
/9
otQ
14,000
f/8
,9
13,000
ß
„8
a
„98 Ю8 oOSI
c
„98 ,TS o9
b
//ST /£8 oSTT
a
Tafel IL
Schiefwinklige ebene Dreiecke.
Uebungsbeispiele.
157
Tafel III.
158
В echtwinklige sphärische Dreiecke.
//
w ю
15 38 6
16 6 22
36 10 39
38 57 12
38 57 12
40 9 21
41 5 6
41 5 6
41 32 38
44 44 17
47 37 21
47 37 21
50
56
50
56
52
54
52 5 54
56 15 43
56 15 43
56 52 23
56 52 23
58 40 13
60 22 24
60 22 24
61 33 4
64 9 43
68 12 58
77 43 18
77 43 18
79 29 45
80 14 41
о
//
9 45 19
10 30 15
21 47 2
9 45 19
21 47 2
28 26 56
10 30 15
25 50 17
25 50 17
31 19 47
28 26 56
31 19 47
12 16 42
29 37 36
12 16 42
33 44 17
33 7 37
37 54 6
29 37 36
33 44 17
42 22 39
33 7 37
39 57 4
42 22 39
48 27 22
51 2 48
37 54 6
39 57 4
48 54 54
51 2 48
о
//
12 16 42
12 16 42
29 37 36
37 54 6
33 7 37
29 37 36
39 57 4
33 7 37
33 44 17
33 44 17
39 57 4
37 54 6
48 54 54
42 22 39
51 2 48
42 22 39
48 27 22
45 15 43
51 2 48
48 27 22
45 15 43
53 49 21
49 50 39
49 50 39
48 54 54
53 49 21
74 21 54
73 53 38
73 53 38
74 21 54
о
/
//
38 57 12
41
5 6
38 57 12
15 38 6
36 10 39
47 37 21
16 6 22
41 32 38
41 5 6
47 37 2^
40 9 21
44 44 17
16 6 22
40 9 21
15 38 6
44 44 17
41 5 6
47 37 21
38 57 12
41 32 38
52 5 54
38 57 12
47 37 21
50 2 56
56 15 43
56 52 23
38 57 12
41 5 6
56
50
52
54
о
/
С
И
/
ß
//
54
52
56
50
56 52 23
77 43 18
60 22 24
50 2 56
77 43 18
56 15 43
56 52 23
52 5 54
60 22 24
56 15 43
79 29 45
61 33 4
80 14 41
58 40 13
64 9 43
58 40 13
68 12 58
64 9 43
56 15 43
68 12 58
61 33 4
60 22 24
56 52 23
60 22 24
80 14 41
79 29 45
77 43 18
77 43 18
со
о
a
b
a
с
159
Tafel IV.
i
О
СО
ю
й S
CD
О т СП
О
СО
СО rt<
05 ю
CD
»
ß
От
U
СО
b
и
СО CD
i
>,
а
с
О
4
И
ч
2 7 54 50 2 56 52 5 54 О 44 56
4
41 50 2 56 52 5 54 4 34 28
5
59 56 15 43 60 22 24 4 3 15
5
30 41 32 38 44 44 17 6 32 15
6
54 36 10 39 40 9 21 8 40 9
16
22 40 32 33 52 5 54 15 38 7
16
22 52 5 54 61 33:4 15 38 7
17
7 44 44 17 56 52 23 16 32
17
41 41 5 6 47 37 21 24 2
33 68 12 58 80 14 41 17 20
21
35 50 2 56 56 52 23 25 26
22
52 40
21 56 52 23 20 35
27
4 41
6 60 22 24 26 40
29
11 56
43 77 43 18 21 34
24 38
12 56 15 43 43 2
36
40
21 50 13 58 50 2
38
12 55 1 2 56 15 43 47 37
39
24 41 5 6 60 22 24 45 26
21 56 52 23 79 29 45 36 10
40
41
60 20 54 60 22 24 47 37
41
60 22 24 79 39 38 38 57
41
38 44 44 17 57 10 4 52 5
44
17 56 52 23 80 14 41 41 32
46
59 50 2 56 56 52 23 47 39
50 2 56 52 5 54 63 21 53 58 40
50 2 56 52 5 54 99 57 42 15 38
52 5 54 61 33 4 83 34 56 50 2
56 15 43 77 43 18 119 37 37 38 57
56 52 23 79 29 45 107 37 55 50
56 52 23 80 14 41 103 59 30 52
68 12 58 80 14 41 128 11 15 52
а
О
7
о
//
163 53 38
118 26 56
138 54 54
123 7 37
123 7 37
129 57 4
121 19 47
127 54 6
102 16 42
123 7 37
100 30 15
129 57 4
123 44 17
132 22 39
102 16 42
86 34 33
77 43 18
102 16 42
115 50 17
77 43 18
109 45 36
88 42 27
111 47 4
79 29 25
84 53 48
159 44 26
105 6 41
138 54 54
119 15 Гб
113 53 57
138 5 42
Tafel У.
160
Die Sinus und Cosinus der Vielfachen yon 3°
im ersten Quadranten.
о
Sinus
Cosinus
о со со о.
1
*2
s, r, —12 r2
V2 (t, У1Г- S2)
Sl
t2 r, + s, r2
V2 (ti+s2 m
'hi*
90
87
84
81
78
75
72
69
66
63
60
67
54
51
48
45
Cosinus
Sinus
0
о
s2 rxj- t4 r2
V2 (t2 У_з — Si )
V2 (sj V 2 — t2 У 2 )
V2( t, -st}/3)
^1 Г1
V2 (si V Я “f- 12 )
V2 (Sl УУ+12 V If)
Va (tx V 3 + s2 )
Г2
ri
ti
S2
^2 r|
Sj r2
V* (s, У 3_— t2 )
V2 (t, У 2 - s2У¥)
V»
s2 r2 + t, r2
+ S2 Г2
Si TjJ- tj r2
V*(t,r»+ s,_)
V* (t, V 2 + s2 fF)
*/2 У 3
t, r, - s2 r2
Zur Abkürzung ist gesetzt:
r, = */4 . У2(|/3 + 1)
r2 = 4* -Ÿ2 (у 3 - 1)
_/У4.Уб+1)
h.Ÿ2]/3 + f5
tx = 1//4
.
5 + fb
/4 . (fb - l)
s2
li . f2]/ 3 - /5
t2 = ‘/4 . У 2 t 5
- У5
Textaufgaben.
161
Textaufgaben.
1. Der Schatten eines senkrecht aufgestellten Stabes
ist b Meter lang, der Stab selbst a Meter. Unter welchem
Winkel treffen die Sonnenstrahlen die Erdoberfläche?
2. Um die Höhe eines Turmes ST (Baumes etc.)
zu messen, hat man 50 m weit vom Eusse S in dem
Punkte R die „scheinbare Höhe“, d. h. den Winkel
SRT = 32°7' gemessen. Wie gross ist ST?
\T
s:
Q
Figur 65.
о
3. Um die Höhe zu messen, wenn S unzugäng.
lieh ist, hat man auf der Geraden RS von einem
zweiten Punkt P ebenfalls die scheinbare Höhe des
Objektes gemessen und gleich 21° 38' gefunden. Wie
gross ergiebt sich in diesem Palle ST?
4. Um die Erhebung eines Luftballons T über die
Ebene zu messen, hat man von zwei Punkten R und Q
aus die Winkel TRS = 30°7', SRQ = 22°36', SQR
= 49° 27' und die Entfernung QR = 250 m gemessen.
Wie gross ist ST?
Anmerkung. Wie hat man sich die Messung der
Winkel zu denken, wo doch der Punkt S im Terrain gar
nicht markiert ist?
Hessenberg, Ebene und sphärische Trigonometrie.
11
Textaufgaben.
162
5. Wie gross sind in der letzten Aufgabe die Winkel
TK,Q, TQB, BTQ? (Sowohl mit der ebenen wie mit
der sphärischen Trigonometrie zu finden.)
6. Von drei in einer Geraden liegenden Punkten ORQ
aus hat man gleichzeitig die Winkel TOS, TRS, TQS gemessen. Bekarmt sind ferner die Entfernungen OR = a,
RQ = b Wie findet man ST?
7. In einer Ebene sei C von A und В aus sicht
bar, aber unzugänglich. Gemessen ist AB = c, <£; CAB
= a,
CB А = ß. Wie findet man CA?
. A sei von В aus weder sichtbar noch zugänglich,
z. B. liege ein Berg dazwischen. Man hat CA = h,
CB = a und
A CB = y gemessen. Wie gross ist^AB ?
9. Gieht es im selben Falle keinen Punkt C, von
dem aus A und В zugänglich sind, so kann man zwei
Punkte, C und D wählen, deren Entfernung CD be
kannt ist, und die Winkel ACB, BCD; BDA, ADC
messen. Wie findet man daraus AB?
10. In einem ähnlichen Falle sei AB messbar (z. B.
sei durch den Berg ein geradliniger Tunnel gebaut),
dagegen C von D aus unzugänglich. Wie findet man
aus AB und denselben Winkeln, wie im vorigen Bei
spiel, CD? (§ 26, erste Hauptlage. Diese Aufgabe ist
die „Hansensche“.)
11. Das Dreieck der Punkte ABC sei bekannt.
Von D aus misst man die Winkel A DB, B DC. Wie
gross ist CD? (Pothenotsche Aufgabe, § 26.)
12. Eine Bahn hat die Steigung : a, d. h. auf
a Meter horizontales Fortschreiten kommt
m
Steigung. Wie findet man den Winkel cp, den die Bahn
mit der Horizontalen bildet?
8
1
1
Textaufgaben.
163
/
'S
а
Figur 66.
13. In einer einfachen Weiche ist das Geleis G i
geradlinig, G2 in einem Kreis geführt. An der Krenzungs
stelle К der inneren Schienen bilden diese einen Winkel «,
dessen Tangente gleich t ist. Wie findet man aus der
„Spurweite“ s hiermit die Länge 1 = AK der Weiche?
In Praxi ist t = 1: 9 oder 1 : 10 (Neuntel- und
Zehntel-Weiche), s = 1,435 m.
c ^ >
К
g2
R
d
Figur 67.
14, Ein Geleise geht bis A geradlinig, macht darauf
eine kreisförmige Biegung vom Radius R und Winkel a, AB.
Sodann geht es von В bis C geradlinig, p Meter weit, dann
Textaufgaben
164
Os
Ö
L
erfolgt dieselbe Biegung nach der anderen Seite, CD, so
dass bei D das Geleise wieder in die frühere Richtung über
geht. Um wieviel ist es dann „verschwenkt“, d. h. wie
gross ist h?
S
l
h
•H
♦
Figur 68.
15. Wenn umgekehrt h, R, p gegeben sind, wie findet
man a? Konstruktiv und rechnerisch! Welchen Sinn hat
die zweite Lösung für a?
Beispiel: R = 1300m, p = 60m. a = 2°0'0", h = 546,0 cm.
R = 1300 m, p —60m, h = 10m, a = 3°42'21".
16. Zwei Punkte P1? P2 auf der Erdoberfläche haben
die gleiche geographische Breite cp und die Längen \
on
Ti
p,
fi
%
%
'uator
Figur 69.
und 12.
Wie gross ist ihre kürzeste Entfernung, wie
Textaufgaben.
165
gross ihre Entfernung auf dem Breitengrad? (Erdradius
im Mittel 6365000 Meter.)
17. Zwei Punkte Pj und P2 haben die Breiten
und (p2, die Längen \ und 12. Wie findet man ihre
kürzeste Entfernung e?
18. Zwei Punkte Pj und P2 haben die Breiten (p1
und cp2. Ihre kürzeste Entfernung ist e. Wie findet
man den Unterschied ihrer Längen ?
19. Wie gross ist der Winkel zweier Seitenflächen
an der Kante des regulären Tetraeders?
O'
-ТЭ
7^
^
V
SSS
i
3
r 1
t
SC
с * T*
o « г*
L-Ч
c >
Ш
KZ3
20. Wie gross ist er an der Kante des regulären
Pentagondodekaeders ?
uszu
в. 3. Göschen scbe UerlagsDandluna in Leipzig.
■^I^r
Soeben beginnt in unsrem Verlage eine neue Publikation zu erscheinen, die den Namen
Sammlung Schubert
führt.
Der ungeahnte Aufschwung, den in den letzten Jahr
zehnten Technik und Naturwissenschaften genommen
haben, hat die naturgemässe Folge gehabt, dass sich von
Jahr zu Jahr ein lebhafteres Interesse der
#
Mathematik
zugewendet hat. Wenngleich für jedes der einzelnen
Gebiete der Mathematik Lehrbücher genug vorhanden
sind, so fehlte es doch bisher an einem auf dem heutigen
Standpunkte der Wissenschaft und der Lehrmethode stehen
den Lehrgänge der gesamten Mathematik, welcher, ein
heitlich angelegt, in systematisch sich ent
wickelnden Einzel-Darstellungen alle Gebiete
der Mathematik umfasste.
Dieser Umstand bewog uns, die „Sammlung Schubert“ ins Leben zu rufen, eine Sammlung mathe
matischer Lehrbücher, die erstens wissenschaftlich
angelegt sind, zweitens den Bedürfnissen des Praktikers Rech
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sind. Die Form der Darstellung ist so gewählt, dass die
einzelnen Bände in gleicher Weise für den Unterricht,
wie für den Selbstunterricht, oder zur Repetition ge
eignet sind.
Soeben erschienen :
Band
I : Elementare Arithmetik u. Algebra
von Prof. Dr. Herm. Schubert.
„
IV: Konstruierende und beschreibende
Stereometrie von Prof. Dr. G. Holzmüller.
я
VT: Algebra, Determinanten und ele
mentare Zahlentheorie von Ober
lehrer I)r. 0. Pund.
Im Laufe dieses und des nächsten Jahres folgen
alsdann :
Band II: Elementare Planimetrie von Prof.
Pr. W. Pflieger.
я
III: Ebene und sphärische Trigono
metrie von Oberlehrer Pr. Г. Bohnert.
я
V : Niedere Analysis von Prof. Pr. Herm.
Schubert.
» VH: Elemente der synthetischen Geo
metrie von Oberlehrer Pr. Böger.
» Vin • Analytische Geometrie der Ebene
von Prof. Pr. Max Simon.
«
ix : Analytische Geometrie desRaumes
von Prof. Pr. Max Simon.
Band
X: Differentialrechnung von Prof. Dr.
Franz Meyer.
XI : Integralrechnung von Prof. Dr. Franz
Meyer.
XII: Darstellende Geometrie von Dr.
John Schröder.
XIII: Differentialgleichungen von Prof.
Dr. L. Schlesinger.
XIV : Praxis der Gleichungen von Prof.
C. Runge.
XV: Elemente der Astronomie von
Direktor Dr. E. Hertwig.
XVI: Mathematische Geographie von
Direktor Dr. E. Hertwig.
XVII: Berechnende Stereometrie von
Prof. Dr. Gr. Holzinüller.
„
„
XVIII : Geschichte der Mathematik von
Prof. Dr. R. Haussner.
XX: Versicherungsmathematik
Ferd. Paul.
von
Weitere Bände sind in Aussicht genommen.
Leipzig, im Juni 1899.
G. J. Göschen’sche Verlagshandlung.
cs -
Saminfung (Soften. l'«LÄ"80W.
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Don ptof. Dr. :Шф 9JlutÇer.
mit Dielen ^ofiiiularen.
^ФеЦегтф. ©4ф1ф1е
non ber Ur3cit biö J526 oon prof.
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^обс5огЙШ1|Геп(фа!1
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bringt, ohne an tïarfjeit gu üerlieren, mobei поф gu berütfficfytigen ift,
baft oiele Vbbilbnngen ben 9iaum ftar! beengen. Vortrefflich mirb
bie fôartenprojeftionâlehre nnb bie topographie gefd)ilbert.
Sftationalgeitg.:
ift biê jept in ber ЬеШ?феп Sitteratnr
mohl поф niфt bagemefen, ba& ein Seinmanbbanb bon faft 300 ©eiten
in ЬогрдПфег ФгисЬ* nnb Vapierauêftattung
einetjt ÿreiê щ ^ареп
mar< mie ihn bie „©ammlung @5öfrf)en" itèrent tfcpefien Vanbe, Maç
д,.&>
tocpk J$efdjid)tc ber bcntfdjen Sitteratur für bett betrag bon fage
adjtjig Pfennige ber beutfcpen Sefermelt bietet.
Vraft. ©djulmann: Ein sJJteifterftiicf fttrjen mtb biinbigen,
unb boep flarett unb oielfageuben 51u§brucf£ mie bie „Seutfcpe
Sittęraturgefcpidge" bon $rof. sîft. totp ift and) bte oorliegenbe „Seutfdje
Êefdjidjte im ättittelalter",
97atur: gn ber Sternie bon Dr. tlein empfangt ber ©d)iil faft
niepr, mie er al§ Anfänger bebarf, minbeftenê aber fo biel, baß er ba§
Siffenêmiirbigfte al§ unentbehrliche Ermtblage jum Verftänbniffe ber
Epernie empfängt. . .
tun ft f. 5t He (Wutdjen): t. timmiep bepanbelt in feinem
Häubchen, „geid)eitf djule" benannt, in f napper, ferniger, fad)lidj=
jielbemußter gorm ba§ meite Eebiet be3 bilbmäßigeit geiepnenä
unb 5ftalen£. . . . Eieicp nupbringenb nnb in reiepftem SJtaße bitbenb
für Seprer, ©cpüler unb Siebpaberfiutftler, möchte ich ba§ mirflicp
borjitgüdje Serf mit mannen auerfennenbeit Sorten ber Ein
führung in ©фиГе, §au3 unb Scrfftatt jugänglid) maepen. Sie 5Ыftattung ift babei eine fo bornehme, bag mir ber $rei§ bon 80 Pfennigen
für baê gebunbene Ser! bon 138 ©eiten fl. 8° mirflid) lädjcrlicp billig
erf epeint. sticht meniger al§ 17 tafeln in Son-, garben- nnb Eolbbrud,
fomie 135 Voll- unb Sejtbitber ittuftrieren ben änßerft gefunben Sehrgang biefer geidjenfcpule in feiufühtenber Seife,
©фтаЬ. Sfterfur: ^rof. É, Zahler in Utm legt un3 eine
Sarfteüuitg ber ebenen (Geometrie bor, bie bk jur 51u§meffung be§
treifeê einfcpließlicp geht. Vefoubere ©orgfalt ift ber 51u§mapl unb
5lnorbnung ber giguren 51t teil gemorben, bereit faubere Shkfüprmtg
in 2 garbeit angenehm berührt.
E10 b u § : фосгпеё, Urgefd)id)tc. Ser bemährte gorfeper auf oorgefdjidjtlidjent CÖebiete giebt pier in fnappfter gorm bie leprreidje gu*
fammenftelluug beê Siffenêmerteften ber Urgefdjicpte. Vortrefflich geeignet jur Einführung nnb junt Ueberblicf.
gapreêbericpte berEefdjicptêmiffenfdjaft: §ommel,
auf bem Eebiet ber altorientalifcpen Eefd)icpte eine anerfanute Autorität,
bepanbelt in biefem Väubcpen bie morgen!änbiftpe Ее f cp i cp te
mit großer Eenauigfeit nnb miffenfcpaftlicper Erünblicpfeit in fnappfter
gorm. Sa§ fteiuc Vücpteiu mug marrn empfohlen merben.
S P jgr. gtg. (Я® i f f en f d&. SB e i r.) : „Sie ^flanje"bonI>r.E,Sennert
fbnnen mir befteitê empfehlen, gu fürjefter, fnappefter, fehr flarer unb
oerftänblicpcr gorm meiß fein Verfaffer atteê Siffenëmertefte über beu
inneren unb äußeren Vau unb über bie gebenêberricptungen ber $ganje
jur 5titfchanung ju bringen, mojn feine gattj bortrcffl'idjen, felbftge*
jeichneten Sejtabbilbnngen augerorbenttith Diet beitragen helfen.
Seimarjcpe g eit g.: Saltparilieb, 9Jtit biefer Ueberfeguitg
mirb unê eine pod)mill!ommene mtb üon Sitteratnrfrennben längft erfepnte Eabc geboten. . . . Von einer guten Ueberfegnng ift ju öer1äugen, bag fie, finn= nnb jngleicp möglid)ft toortgetren, opne bem Ur
text, mie ber beutfdjen ©ргафе Eemalt anjutpun, ben Eeift be§ Origiuak
flar mtb ungetrübt miebcrfpicgele. $>icfcr gorberuug gcrcdjt su »erben,
tyat 2lltïjof in meifterpafter 2öeife berftanben.
SÖIä,tter f. b. bapr. ($ртп.-©фи1т.: ©moboba, ®ricd). ®e=
fdj^te. ©djon ber Stfame imb ber Ütuf beê 33erfaffer§ bürgt bafür, ba&mir
nict)t etma bloß eine trodene Compilation bor unë haben, überall seigen fitp
bie ©puren felbftänbiger Arbeit
$raft. ©фul mann: ©opfert, ©djulpragtô. Œê mirb in gc=
brängter £)arfteflung ein veidjer, шор1ЬигфЬаф1ег, ben neneften
pabagagifĄen S3eftrebnngen gcrcrfjt merbenber -gnpalt geboten nnb
für ben, ber tiefer einbringen mili, ift geforgt burd) rcuppaltige Sitteratur-
пафшегТе.
Seitfфr. f. b. 9tealfd)ulm.: @3 mar ein glüdlicper (Sebanfe
ber rührigen SSerfagSpaubluug, bie s2lbfaffung be§ ber (Siitfüprung in bie
3ïritpmetif nnb ШдеЬга bienenben ЗЗаиЬфепЗ iprer „©ammlung" bem
рофдeaĄteten gaĄ^ nnb ©djulmamte ^rof. Dr. ©djnbert $u über
tragen . . . 4 ®er SSerfaffer mußte bie ©cbmierigfeiten mit großem
(îJef^id 31t bemältigen, inbent er burd) einen ftreng fpftemettfdjen 2luf=
bau be§ aritpmetifepen £eprgebäube§ ber gaffungêfraft be§ 3lnfänger3
möglid)ft Sftedptung trug nnb babci nur ba§ ®auptfäd)lid)c in'§ 9luge
faßte. — gormclfammlnug mtb Oîcpetitoriunt ber üdiatpematif bau
4$rof. £p. SBürtlen .... SDie bnrd) reincu Фгпй nnb gcfrljmarfballe
#u$ftattung fiep аиЗзеЦиеиЬе „gormelfantmlung" mirb infolge ipreś
reidjen biclfeitigeu Sn^aite^^ iprer smedentfpredjcnben 3lnorbnung mtb
arientiereubcu (Mcbcrung aU 9М)}ф1адеЬиф borsüglidje $ienfte leiften.
©ren^boten: Фа§ grembmort im éeutfdjen ban Dr. ЩпЬ.
Cleinpanl. (Sin leprreidjcê Шф1сш, ba§ in feinen engen Söänben ....
eiue gnidę bon ©pradjbelcprnug bietet, bie jeben feffeln muß, ber nur
einigermaßen baê 33ebürfnté fiißlt, fid) über ©prad)binge 2tufflärmtg зи
berfdmffen. Фег 3Serfaffer l)at fid) fd)on Ьигф 3apfreid)e botfêtümticpe
ЗЗйфег über bie ©ргафе unb il)r £eben befannt gematpt, er pat eine
auëgebreitete, fixere Cettntnté ber ©ргаф- unb 3ßortgefd)^te, pat mit
Sluêbauer auf biefem (Gebiete gefammelt unb meiß feinen ©toff immer
QefdE)icït 31t gruppieren unb bot3utragen. . . .
©taatêan seiger: ®ie dlöiuifdjc $Ш1сга1игде{ф1ф1е ift eine
geiftboUe glättsenbe Arbeit (Sinfenber pat biefelbe bon Anfang bis
(Snbe mit größtem ($enuß bmïpgelefen unb babei 9lrt unb (Sntmidlmtg
beê römifфen ©фгЦйитё unb bamit beS römifфen ®eifteStebenS über
haupt beffer unb дгйпЬйфег berftepcu gelernt, als Ьигф тапфеЗ bielftünbige UniberfitätSfodeg ober bidleibige ^апЬЬйфег.
Sfteteorologif фе 8 eit {фг ift: £r ab ert pat in ber 9Jteteo*
rologie feine fфmierige Aufgabe bortrefff^ gelöft. gn allen gragen
bertritt er ben neueften unb lebten ©tanbpuntt.
©фте1зег11фе 2ebrer3citung:
S5er bie ^erfpeftibe
bon grepberger unb ba§ (^cometrifdje geidnten bon 33eder
ЬигфдеЬ1, mirb feine greubc baran haben, ©o biel für fo menig ©elb
mirb rnoßl faum anberêmo geboten. ®ie gttuftrattonen finb faitber
unb e?:aft. Фег Stejt ift fnapp unb flar unb аиф ba, то er mehr anbeutet alg augführt, anregenb.
<B. % (SöTcgettTcßit СР&хХлаЛлпьеи^
Biblioteka Politechniki Krakowskiej
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1-301353
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Biblioteka Politechniki Krakowskiej
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